diff --git a/paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_contrast/compact_pooled.csv b/paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_contrast/compact_pooled.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6966a72fa78ccbd94cba504e67be716b7d08a0b6
--- /dev/null
+++ b/paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_contrast/compact_pooled.csv
@@ -0,0 +1,17 @@
+dataset,unit,role,arm,pearson,spearman,r_vs_halfB,welch50,welch50_chance,limma50,limma50_chance,limma50_fbe,cat50,cat100,cat50_chance,rbo,limma_nsig_pred,welch_nsig_pred,ceiling_rAB,ceiling_noise_free,welch50_max,limma50_max,limma_nsig_obs,welch_nsig_obs
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diff --git a/paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_contrast/fewshot_cat.csv b/paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_contrast/fewshot_cat.csv
new file mode 100644
index 0000000000000000000000000000000000000000..877d89c76d3ef2658f3be22af682dd399a720dab
--- /dev/null
+++ b/paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_contrast/fewshot_cat.csv
@@ -0,0 +1,6001 @@
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+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,T cell,50,50,0.12,0.12,0.007072135785007,0.0141442715700141,3535,True,5216,3540
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,T cell,100,100,0.09,0.09,0.0141442715700141,0.0282885431400282,3535,True,5216,3540
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,T cell,200,200,0.13,0.13,0.0282885431400282,0.0565770862800565,3535,True,5216,3540
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,T cell,500,500,0.17,0.18,0.0707213578500707,0.1414427157001414,3535,True,5216,3540
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,T cell,10,10,0.2,0.2,0.0009585889570552,0.0019171779141104,5216,True,5216,5335
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,T cell,20,20,0.35,0.35,0.0019171779141104,0.0038343558282208,5216,True,5216,5335
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,T cell,50,50,0.3,0.3,0.004792944785276,0.0095858895705521,5216,True,5216,5335
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,T cell,100,100,0.42,0.42,0.0095858895705521,0.0191717791411042,5216,True,5216,5335
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,T cell,200,200,0.485,0.485,0.0191717791411042,0.0383435582822085,5216,True,5216,5335
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,T cell,500,500,0.514,0.514,0.0479294478527607,0.0958588957055214,5216,True,5216,5335
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,B cell,10,10,0.0,0.0,0.0018362100624311,0.0036724201248622,2723,True,4912,2727
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,B cell,20,20,0.0,0.0,0.0036724201248622,0.0073448402497245,2723,True,4912,2727
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,B cell,50,50,0.06,0.06,0.0091810503121557,0.0183621006243114,2723,True,4912,2727
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,B cell,100,100,0.04,0.04,0.0183621006243114,0.0367242012486228,2723,True,4912,2727
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,B cell,200,200,0.065,0.08,0.0367242012486228,0.0734484024972456,2723,True,4912,2727
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,B cell,500,500,0.128,0.162,0.0918105031215571,0.1836210062431142,2723,True,4912,2727
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,B cell,10,10,0.0,0.0,0.0010179153094462,0.0020358306188925,4912,True,4912,5335
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,B cell,20,20,0.1,0.1,0.0020358306188925,0.004071661237785,4912,True,4912,5335
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,B cell,50,50,0.12,0.12,0.0050895765472312,0.0101791530944625,4912,True,4912,5335
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,B cell,100,100,0.11,0.11,0.0101791530944625,0.020358306188925,4912,True,4912,5335
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,B cell,200,200,0.19,0.19,0.020358306188925,0.0407166123778501,4912,True,4912,5335
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,B cell,500,500,0.286,0.286,0.0508957654723127,0.1017915309446254,4912,True,4912,5335
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,Monocyte,10,10,0.0,0.0,0.0016937669376693,0.0033875338753387,2952,True,5113,2955
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,Monocyte,20,20,0.0,0.0,0.0033875338753387,0.0067750677506775,2952,True,5113,2955
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,Monocyte,50,50,0.0,0.0,0.0084688346883468,0.0169376693766937,2952,True,5113,2955
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,Monocyte,100,100,0.02,0.02,0.0169376693766937,0.0338753387533875,2952,True,5113,2955
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,Monocyte,200,200,0.035,0.04,0.0338753387533875,0.067750677506775,2952,True,5113,2955
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,Monocyte,500,500,0.108,0.134,0.0846883468834688,0.1693766937669376,2952,True,5113,2955
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,Monocyte,10,10,0.2,0.2,0.0009778994719342,0.0019557989438685,5113,True,5113,5335
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,Monocyte,20,20,0.25,0.25,0.0019557989438685,0.0039115978877371,5113,True,5113,5335
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,Monocyte,50,50,0.22,0.22,0.0048894973596714,0.0097789947193428,5113,True,5113,5335
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,Monocyte,100,100,0.27,0.27,0.0097789947193428,0.0195579894386857,5113,True,5113,5335
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,Monocyte,200,200,0.33,0.33,0.0195579894386857,0.0391159788773714,5113,True,5113,5335
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,Monocyte,500,500,0.376,0.38,0.0488949735967142,0.0977899471934285,5113,True,5113,5335
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,NK cell,10,10,0.0,0.0,0.0018839487565938,0.0037678975131876,2654,True,4891,2656
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,NK cell,20,20,0.05,0.05,0.0037678975131876,0.0075357950263752,2654,True,4891,2656
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,NK cell,50,50,0.06,0.06,0.0094197437829691,0.0188394875659382,2654,True,4891,2656
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,NK cell,100,100,0.07,0.07,0.0188394875659382,0.0376789751318764,2654,True,4891,2656
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,NK cell,200,200,0.11,0.11,0.0376789751318764,0.0753579502637528,2654,True,4891,2656
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,NK cell,500,500,0.156,0.18,0.094197437829691,0.188394875659382,2654,True,4891,2656
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,NK cell,10,10,0.3,0.3,0.0010222858311183,0.0020445716622367,4891,True,4891,5335
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,NK cell,20,20,0.2,0.2,0.0020445716622367,0.0040891433244735,4891,True,4891,5335
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,NK cell,50,50,0.28,0.28,0.0051114291555919,0.0102228583111838,4891,True,4891,5335
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,NK cell,100,100,0.23,0.23,0.0102228583111838,0.0204457166223676,4891,True,4891,5335
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,NK cell,200,200,0.28,0.28,0.0204457166223676,0.0408914332447352,4891,True,4891,5335
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,NK cell,500,500,0.352,0.352,0.051114291555919,0.102228583111838,4891,True,4891,5335
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,DC,10,10,0.0,0.0,0.0024283632831471,0.0048567265662943,2059,True,4635,2061
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,DC,20,20,0.0,0.0,0.0048567265662943,0.0097134531325886,2059,True,4635,2061
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,DC,50,50,0.02,0.02,0.0121418164157357,0.0242836328314715,2059,True,4635,2061
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,DC,100,100,0.02,0.02,0.0242836328314715,0.0485672656629431,2059,True,4635,2061
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,DC,200,200,0.035,0.04,0.0485672656629431,0.0971345313258863,2059,True,4635,2061
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,DC,500,500,0.074,0.118,0.1214181641573579,0.2428363283147158,2059,True,4635,2061
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,DC,10,10,0.0,0.0,0.0010787486515641,0.0021574973031283,4635,True,4635,5335
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,DC,20,20,0.05,0.05,0.0021574973031283,0.0043149946062567,4635,True,4635,5335
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,DC,50,50,0.04,0.04,0.0053937432578209,0.0107874865156418,4635,True,4635,5335
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,DC,100,100,0.1,0.11,0.0107874865156418,0.0215749730312837,4635,True,4635,5335
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,DC,200,200,0.135,0.145,0.0215749730312837,0.0431499460625674,4635,True,4635,5335
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,DC,500,500,0.216,0.238,0.0539374325782092,0.1078748651564185,4635,True,4635,5335
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,T cell,10,10,0.0,0.0,0.0013885031935573,0.0027770063871146,3601,True,5216,3607
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,T cell,20,20,0.0,0.0,0.0027770063871146,0.0055540127742293,3601,True,5216,3607
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,T cell,50,50,0.06,0.06,0.0069425159677867,0.0138850319355734,3601,True,5216,3607
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,T cell,100,100,0.05,0.05,0.0138850319355734,0.0277700638711469,3601,True,5216,3607
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,T cell,200,200,0.06,0.06,0.0277700638711469,0.0555401277422938,3601,True,5216,3607
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,T cell,500,500,0.098,0.13,0.0694251596778672,0.1388503193557345,3601,True,5216,3607
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@a1c99db4,T cell,10,10,0.0,0.0,0.0009626492106276,0.0019252984212552,5194,True,5216,5469
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@a1c99db4,T cell,20,20,0.05,0.05,0.0019252984212552,0.0038505968425105,5194,True,5216,5469
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@a1c99db4,T cell,50,50,0.14,0.14,0.0048132460531382,0.0096264921062764,5194,True,5216,5469
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@a1c99db4,T cell,100,100,0.14,0.14,0.0096264921062764,0.0192529842125529,5194,True,5216,5469
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@a1c99db4,T cell,200,200,0.165,0.17,0.0192529842125529,0.0385059684251058,5194,True,5216,5469
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@a1c99db4,T cell,500,500,0.214,0.218,0.0481324605313823,0.0962649210627647,5194,True,5216,5469
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,B cell,10,10,0.0,0.0,0.0017012589316093,0.0034025178632187,2939,True,4912,2946
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,B cell,20,20,0.0,0.0,0.0034025178632187,0.0068050357264375,2939,True,4912,2946
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,B cell,50,50,0.04,0.04,0.0085062946580469,0.0170125893160939,2939,True,4912,2946
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,B cell,100,100,0.03,0.03,0.0170125893160939,0.0340251786321878,2939,True,4912,2946
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,B cell,200,200,0.035,0.05,0.0340251786321878,0.0680503572643756,2939,True,4912,2946
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,B cell,500,500,0.076,0.122,0.0850629465804695,0.1701258931609391,2939,True,4912,2946
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@a1c99db4,B cell,10,10,0.1,0.1,0.0010218679746576,0.0020437359493153,4893,True,4912,5469
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@a1c99db4,B cell,20,20,0.1,0.1,0.0020437359493153,0.0040874718986306,4893,True,4912,5469
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@a1c99db4,B cell,50,50,0.08,0.08,0.0051093398732883,0.0102186797465767,4893,True,4912,5469
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@a1c99db4,B cell,100,100,0.05,0.05,0.0102186797465767,0.0204373594931534,4893,True,4912,5469
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@a1c99db4,B cell,200,200,0.095,0.095,0.0204373594931534,0.0408747189863069,4893,True,4912,5469
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@a1c99db4,B cell,500,500,0.144,0.152,0.0510933987328837,0.1021867974657674,4893,True,4912,5469
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,Monocyte,10,10,0.0,0.0,0.0015110305228165,0.0030220610456331,3309,True,5113,3316
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,Monocyte,20,20,0.0,0.0,0.0030220610456331,0.0060441220912662,3309,True,5113,3316
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,Monocyte,50,50,0.0,0.0,0.0075551526140828,0.0151103052281656,3309,True,5113,3316
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,Monocyte,100,100,0.0,0.01,0.0151103052281656,0.0302206104563312,3309,True,5113,3316
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,Monocyte,200,200,0.015,0.035,0.0302206104563312,0.0604412209126624,3309,True,5113,3316
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,Monocyte,500,500,0.058,0.08,0.075551526140828,0.1511030522816561,3309,True,5113,3316
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@a1c99db4,Monocyte,10,10,0.0,0.0,0.0009821253191907,0.0019642506383814,5091,True,5113,5469
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@a1c99db4,Monocyte,20,20,0.1,0.1,0.0019642506383814,0.0039285012767629,5091,True,5113,5469
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@a1c99db4,Monocyte,50,50,0.12,0.12,0.0049106265959536,0.0098212531919072,5091,True,5113,5469
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@a1c99db4,Monocyte,100,100,0.13,0.13,0.0098212531919072,0.0196425063838145,5091,True,5113,5469
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@a1c99db4,Monocyte,200,200,0.145,0.145,0.0196425063838145,0.0392850127676291,5091,True,5113,5469
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@a1c99db4,Monocyte,500,500,0.204,0.212,0.0491062659595364,0.0982125319190728,5091,True,5113,5469
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+giroux2022,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@ac755a41,DC,20,20,0.05,0.05,0.0021944261575597,0.0043888523151195,4557,True,4578,5459
+giroux2022,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@ac755a41,DC,50,50,0.08,0.08,0.0054860653938994,0.0109721307877989,4557,True,4578,5459
+giroux2022,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@ac755a41,DC,100,100,0.06,0.06,0.0109721307877989,0.0219442615755979,4557,True,4578,5459
+giroux2022,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@ac755a41,DC,200,200,0.095,0.095,0.0219442615755979,0.0438885231511959,4557,True,4578,5459
+giroux2022,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@ac755a41,DC,500,500,0.162,0.174,0.0548606539389949,0.1097213078779899,4557,True,4578,5459
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,T cell,10,10,0.4,0.4,0.0014140271493212,0.0028280542986425,3536,True,5224,3540
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,T cell,20,20,0.2,0.2,0.0028280542986425,0.005656108597285,3536,True,5224,3540
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,T cell,50,50,0.32,0.32,0.0070701357466063,0.0141402714932126,3536,True,5224,3540
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,T cell,100,100,0.29,0.29,0.0141402714932126,0.0282805429864253,3536,True,5224,3540
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,T cell,200,200,0.385,0.385,0.0282805429864253,0.0565610859728506,3536,True,5224,3540
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,T cell,500,500,0.354,0.36,0.0707013574660633,0.1414027149321267,3536,True,5224,3540
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,T cell,10,10,0.4,0.4,0.0009571209800918,0.0019142419601837,5224,True,5224,5329
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,T cell,20,20,0.35,0.35,0.0019142419601837,0.0038284839203675,5224,True,5224,5329
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,T cell,50,50,0.42,0.42,0.0047856049004594,0.0095712098009188,5224,True,5224,5329
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,T cell,100,100,0.48,0.48,0.0095712098009188,0.0191424196018376,5224,True,5224,5329
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,T cell,200,200,0.53,0.53,0.0191424196018376,0.0382848392036753,5224,True,5224,5329
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,T cell,500,500,0.594,0.596,0.0478560490045941,0.0957120980091883,5224,True,5224,5329
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,B cell,10,10,0.0,0.0,0.0020064205457463,0.0040128410914927,2492,True,4886,2495
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,B cell,20,20,0.0,0.0,0.0040128410914927,0.0080256821829855,2492,True,4886,2495
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,B cell,50,50,0.0,0.0,0.0100321027287319,0.0200642054574638,2492,True,4886,2495
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,B cell,100,100,0.03,0.03,0.0200642054574638,0.0401284109149277,2492,True,4886,2495
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,B cell,200,200,0.06,0.07,0.0401284109149277,0.0802568218298555,2492,True,4886,2495
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,B cell,500,500,0.086,0.122,0.1003210272873194,0.2006420545746388,2492,True,4886,2495
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,B cell,10,10,0.1,0.1,0.0010233319688907,0.0020466639377814,4886,True,4886,5329
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,B cell,20,20,0.1,0.1,0.0020466639377814,0.0040933278755628,4886,True,4886,5329
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,B cell,50,50,0.14,0.14,0.0051166598444535,0.010233319688907,4886,True,4886,5329
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,B cell,100,100,0.11,0.11,0.010233319688907,0.0204666393778141,4886,True,4886,5329
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,B cell,200,200,0.16,0.16,0.0204666393778141,0.0409332787556283,4886,True,4886,5329
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,B cell,500,500,0.262,0.27,0.0511665984445354,0.1023331968890708,4886,True,4886,5329
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,Monocyte,10,10,0.0,0.0,0.0017111567419575,0.0034223134839151,2922,True,5098,2924
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,Monocyte,20,20,0.0,0.0,0.0034223134839151,0.0068446269678302,2922,True,5098,2924
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,Monocyte,50,50,0.04,0.04,0.0085557837097878,0.0171115674195756,2922,True,5098,2924
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,Monocyte,100,100,0.06,0.08,0.0171115674195756,0.0342231348391512,2922,True,5098,2924
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,Monocyte,200,200,0.07,0.09,0.0342231348391512,0.0684462696783025,2922,True,5098,2924
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,Monocyte,500,500,0.088,0.122,0.0855578370978781,0.1711156741957563,2922,True,5098,2924
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,Monocyte,10,10,0.4,0.4,0.0009807767752059,0.0019615535504119,5098,True,5098,5329
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,Monocyte,20,20,0.4,0.4,0.0019615535504119,0.0039231071008238,5098,True,5098,5329
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,Monocyte,50,50,0.4,0.4,0.0049038838760298,0.0098077677520596,5098,True,5098,5329
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,Monocyte,100,100,0.38,0.38,0.0098077677520596,0.0196155355041192,5098,True,5098,5329
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,Monocyte,200,200,0.36,0.36,0.0196155355041192,0.0392310710082385,5098,True,5098,5329
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,Monocyte,500,500,0.398,0.398,0.0490388387602981,0.0980776775205963,5098,True,5098,5329
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,NK cell,10,10,0.0,0.0,0.0018960940462646,0.0037921880925293,2637,True,4876,2641
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,NK cell,20,20,0.0,0.05,0.0037921880925293,0.0075843761850587,2637,True,4876,2641
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,NK cell,50,50,0.02,0.04,0.0094804702313234,0.0189609404626469,2637,True,4876,2641
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,NK cell,100,100,0.04,0.05,0.0189609404626469,0.0379218809252938,2637,True,4876,2641
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,NK cell,200,200,0.075,0.085,0.0379218809252938,0.0758437618505877,2637,True,4876,2641
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,NK cell,500,500,0.082,0.13,0.0948047023132347,0.1896094046264694,2637,True,4876,2641
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,NK cell,10,10,0.2,0.2,0.0010254306808859,0.0020508613617719,4876,True,4876,5329
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,NK cell,20,20,0.15,0.15,0.0020508613617719,0.0041017227235438,4876,True,4876,5329
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,NK cell,50,50,0.16,0.16,0.0051271534044298,0.0102543068088597,4876,True,4876,5329
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,NK cell,100,100,0.22,0.22,0.0102543068088597,0.0205086136177194,4876,True,4876,5329
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,NK cell,200,200,0.27,0.27,0.0205086136177194,0.0410172272354388,4876,True,4876,5329
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,NK cell,500,500,0.3,0.302,0.0512715340442986,0.1025430680885972,4876,True,4876,5329
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,DC,10,10,0.0,0.0,0.0024201355275895,0.004840271055179,2066,True,4578,2067
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,DC,20,20,0.0,0.0,0.004840271055179,0.0096805421103581,2066,True,4578,2067
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,DC,50,50,0.02,0.04,0.0121006776379477,0.0242013552758954,2066,True,4578,2067
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,DC,100,100,0.02,0.03,0.0242013552758954,0.0484027105517909,2066,True,4578,2067
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,DC,200,200,0.03,0.04,0.0484027105517909,0.0968054211035818,2066,True,4578,2067
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,DC,500,500,0.08,0.124,0.1210067763794772,0.2420135527589545,2066,True,4578,2067
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,DC,10,10,0.0,0.0,0.0010921799912625,0.0021843599825251,4578,True,4578,5329
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,DC,20,20,0.0,0.0,0.0021843599825251,0.0043687199650502,4578,True,4578,5329
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,DC,50,50,0.08,0.08,0.0054608999563128,0.0109217999126256,4578,True,4578,5329
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,DC,100,100,0.09,0.09,0.0109217999126256,0.0218435998252512,4578,True,4578,5329
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,DC,200,200,0.1,0.1,0.0218435998252512,0.0436871996505024,4578,True,4578,5329
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,DC,500,500,0.2,0.206,0.054608999563128,0.109217999126256,4578,True,4578,5329
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,T cell,10,10,0.3,0.3,0.0014409221902017,0.0028818443804034,3470,True,5224,3474
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,T cell,20,20,0.2,0.2,0.0028818443804034,0.0057636887608069,3470,True,5224,3474
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,T cell,50,50,0.28,0.28,0.0072046109510086,0.0144092219020172,3470,True,5224,3474
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,T cell,100,100,0.25,0.25,0.0144092219020172,0.0288184438040345,3470,True,5224,3474
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,T cell,200,200,0.265,0.265,0.0288184438040345,0.0576368876080691,3470,True,5224,3474
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,T cell,500,500,0.286,0.294,0.0720461095100864,0.1440922190201729,3470,True,5224,3474
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@aee9467d,T cell,10,10,0.2,0.2,0.0009626492106276,0.0019252984212552,5194,True,5224,5459
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@aee9467d,T cell,20,20,0.15,0.15,0.0019252984212552,0.0038505968425105,5194,True,5224,5459
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@aee9467d,T cell,50,50,0.18,0.18,0.0048132460531382,0.0096264921062764,5194,True,5224,5459
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@aee9467d,T cell,100,100,0.24,0.24,0.0096264921062764,0.0192529842125529,5194,True,5224,5459
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@aee9467d,T cell,200,200,0.23,0.23,0.0192529842125529,0.0385059684251058,5194,True,5224,5459
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@aee9467d,T cell,500,500,0.31,0.31,0.0481324605313823,0.0962649210627647,5194,True,5224,5459
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,B cell,10,10,0.0,0.0,0.0019723865877712,0.0039447731755424,2535,True,4886,2539
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,B cell,20,20,0.0,0.0,0.0039447731755424,0.0078895463510848,2535,True,4886,2539
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,B cell,50,50,0.0,0.0,0.009861932938856,0.019723865877712,2535,True,4886,2539
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,B cell,100,100,0.02,0.03,0.019723865877712,0.039447731755424,2535,True,4886,2539
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,B cell,200,200,0.04,0.06,0.039447731755424,0.0788954635108481,2535,True,4886,2539
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,B cell,500,500,0.098,0.138,0.0986193293885601,0.1972386587771203,2535,True,4886,2539
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@aee9467d,B cell,10,10,0.1,0.1,0.0010283833813245,0.0020567667626491,4862,True,4886,5459
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@aee9467d,B cell,20,20,0.05,0.05,0.0020567667626491,0.0041135335252982,4862,True,4886,5459
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@aee9467d,B cell,50,50,0.04,0.04,0.0051419169066227,0.0102838338132455,4862,True,4886,5459
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@aee9467d,B cell,100,100,0.08,0.08,0.0102838338132455,0.0205676676264911,4862,True,4886,5459
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@aee9467d,B cell,200,200,0.08,0.085,0.0205676676264911,0.0411353352529823,4862,True,4886,5459
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@aee9467d,B cell,500,500,0.164,0.178,0.0514191690662278,0.1028383381324557,4862,True,4886,5459
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,Monocyte,10,10,0.0,0.0,0.0015234613040828,0.0030469226081657,3282,True,5098,3287
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,Monocyte,20,20,0.05,0.05,0.0030469226081657,0.0060938452163315,3282,True,5098,3287
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,Monocyte,50,50,0.02,0.02,0.0076173065204143,0.0152346130408287,3282,True,5098,3287
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,Monocyte,100,100,0.02,0.03,0.0152346130408287,0.0304692260816575,3282,True,5098,3287
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,Monocyte,200,200,0.03,0.055,0.0304692260816575,0.060938452163315,3282,True,5098,3287
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+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@aee9467d,Monocyte,10,10,0.2,0.2,0.0009865824782951,0.0019731649565903,5068,True,5098,5459
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+giroux2022,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@ac755a41,NK cell,200,200,0.16,0.165,0.0202306291725672,0.0404612583451345,4943,True,4963,5468
+giroux2022,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@ac755a41,NK cell,500,500,0.16,0.176,0.0505765729314181,0.1011531458628363,4943,True,4963,5468
+giroux2022,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,DC,10,10,0.0,0.0,0.001539408866995,0.0030788177339901,3248,True,4691,3260
+giroux2022,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,DC,20,20,0.0,0.0,0.0030788177339901,0.0061576354679802,3248,True,4691,3260
+giroux2022,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,DC,50,50,0.0,0.0,0.0076970443349753,0.0153940886699507,3248,True,4691,3260
+giroux2022,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,DC,100,100,0.0,0.0,0.0153940886699507,0.0307881773399014,3248,True,4691,3260
+giroux2022,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,DC,200,200,0.015,0.015,0.0307881773399014,0.0615763546798029,3248,True,4691,3260
+giroux2022,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,DC,500,500,0.028,0.046,0.0769704433497537,0.1539408866995074,3248,True,4691,3260
+giroux2022,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@ac755a41,DC,10,10,0.0,0.0,0.001070205479452,0.0021404109589041,4672,True,4691,5468
+giroux2022,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@ac755a41,DC,20,20,0.05,0.05,0.0021404109589041,0.0042808219178082,4672,True,4691,5468
+giroux2022,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@ac755a41,DC,50,50,0.08,0.08,0.0053510273972602,0.0107020547945205,4672,True,4691,5468
+giroux2022,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@ac755a41,DC,100,100,0.08,0.09,0.0107020547945205,0.021404109589041,4672,True,4691,5468
+giroux2022,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@ac755a41,DC,200,200,0.1,0.11,0.021404109589041,0.0428082191780821,4672,True,4691,5468
+giroux2022,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@ac755a41,DC,500,500,0.114,0.146,0.0535102739726027,0.1070205479452054,4672,True,4691,5468
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,T cell,10,10,0.0,0.0,0.0014048890137679,0.0028097780275358,3559,True,5225,3564
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,T cell,20,20,0.1,0.1,0.0028097780275358,0.0056195560550716,3559,True,5225,3564
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,T cell,50,50,0.1,0.1,0.0070244450688395,0.0140488901376791,3559,True,5225,3564
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,T cell,100,100,0.14,0.14,0.0140488901376791,0.0280977802753582,3559,True,5225,3564
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,T cell,200,200,0.155,0.155,0.0280977802753582,0.0561955605507164,3559,True,5225,3564
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,T cell,500,500,0.21,0.22,0.0702444506883956,0.1404889013767912,3559,True,5225,3564
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,T cell,10,10,0.4,0.4,0.000956937799043,0.0019138755980861,5225,True,5225,5345
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,T cell,20,20,0.5,0.5,0.0019138755980861,0.0038277511961722,5225,True,5225,5345
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,T cell,50,50,0.5,0.5,0.0047846889952153,0.0095693779904306,5225,True,5225,5345
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,T cell,100,100,0.45,0.45,0.0095693779904306,0.0191387559808612,5225,True,5225,5345
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,T cell,200,200,0.445,0.445,0.0191387559808612,0.0382775119617224,5225,True,5225,5345
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,T cell,500,500,0.478,0.478,0.0478468899521531,0.0956937799043062,5225,True,5225,5345
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,B cell,10,10,0.0,0.0,0.0018208302986161,0.0036416605972323,2746,True,4949,2749
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,B cell,20,20,0.05,0.05,0.0036416605972323,0.0072833211944646,2746,True,4949,2749
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,B cell,50,50,0.02,0.02,0.0091041514930808,0.0182083029861616,2746,True,4949,2749
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,B cell,100,100,0.02,0.02,0.0182083029861616,0.0364166059723233,2746,True,4949,2749
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,B cell,200,200,0.055,0.055,0.0364166059723233,0.0728332119446467,2746,True,4949,2749
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,B cell,500,500,0.12,0.146,0.0910415149308084,0.1820830298616169,2746,True,4949,2749
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,B cell,10,10,0.1,0.1,0.0010103051121438,0.0020206102242877,4949,True,4949,5345
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,B cell,20,20,0.15,0.15,0.0020206102242877,0.0040412204485754,4949,True,4949,5345
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,B cell,50,50,0.16,0.16,0.0050515255607193,0.0101030511214386,4949,True,4949,5345
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,B cell,100,100,0.13,0.13,0.0101030511214386,0.0202061022428773,4949,True,4949,5345
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,B cell,200,200,0.195,0.195,0.0202061022428773,0.0404122044857547,4949,True,4949,5345
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,B cell,500,500,0.256,0.256,0.0505152556071933,0.1010305112143867,4949,True,4949,5345
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,Monocyte,10,10,0.0,0.0,0.0017018379850238,0.0034036759700476,2938,True,5151,2942
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,Monocyte,20,20,0.0,0.0,0.0034036759700476,0.0068073519400953,2938,True,5151,2942
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,Monocyte,50,50,0.06,0.06,0.0085091899251191,0.0170183798502382,2938,True,5151,2942
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,Monocyte,100,100,0.06,0.06,0.0170183798502382,0.0340367597004765,2938,True,5151,2942
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,Monocyte,200,200,0.09,0.095,0.0340367597004765,0.068073519400953,2938,True,5151,2942
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,Monocyte,500,500,0.112,0.122,0.0850918992511912,0.1701837985023825,2938,True,5151,2942
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,Monocyte,10,10,0.5,0.5,0.0009706853038245,0.001941370607649,5151,True,5151,5345
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,Monocyte,20,20,0.4,0.4,0.001941370607649,0.003882741215298,5151,True,5151,5345
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,Monocyte,50,50,0.4,0.4,0.0048534265191225,0.009706853038245,5151,True,5151,5345
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,Monocyte,100,100,0.35,0.35,0.009706853038245,0.01941370607649,5151,True,5151,5345
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,Monocyte,200,200,0.355,0.355,0.01941370607649,0.03882741215298,5151,True,5151,5345
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,Monocyte,500,500,0.382,0.382,0.048534265191225,0.09706853038245,5151,True,5151,5345
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,NK cell,10,10,0.1,0.1,0.0018539117538005,0.003707823507601,2697,True,4963,2701
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,NK cell,20,20,0.05,0.05,0.003707823507601,0.007415647015202,2697,True,4963,2701
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,NK cell,50,50,0.06,0.06,0.0092695587690025,0.0185391175380051,2697,True,4963,2701
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+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,NK cell,500,500,0.304,0.308,0.0503727584122506,0.1007455168245013,4963,True,4963,5345
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+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,DC,50,50,0.0,0.0,0.0119904076738609,0.0239808153477218,2085,True,4691,2086
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+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,DC,200,200,0.03,0.04,0.0479616306954436,0.0959232613908872,2085,True,4691,2086
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,DC,500,500,0.05,0.062,0.1199040767386091,0.2398081534772182,2085,True,4691,2086
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+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,NK cell,100,100,0.01,0.01,0.0148942508191837,0.0297885016383675,3357,True,4907,3368
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,NK cell,200,200,0.03,0.03,0.0297885016383675,0.0595770032767351,3357,True,4907,3368
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,NK cell,500,500,0.08,0.112,0.0744712540959189,0.1489425081918379,3357,True,4907,3368
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@ac755a41,NK cell,10,10,0.2,0.2,0.0010231225700838,0.0020462451401677,4887,True,4907,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@ac755a41,NK cell,20,20,0.2,0.2,0.0020462451401677,0.0040924902803355,4887,True,4907,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@ac755a41,NK cell,50,50,0.2,0.2,0.0051156128504194,0.0102312257008389,4887,True,4907,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@ac755a41,NK cell,100,100,0.14,0.14,0.0102312257008389,0.0204624514016779,4887,True,4907,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@ac755a41,NK cell,200,200,0.155,0.16,0.0204624514016779,0.0409249028033558,4887,True,4907,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@ac755a41,NK cell,500,500,0.148,0.17,0.0511561285041948,0.1023122570083896,4887,True,4907,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,DC,10,10,0.0,0.0,0.0015441630636195,0.003088326127239,3238,True,4646,3251
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,DC,20,20,0.0,0.0,0.003088326127239,0.006176652254478,3238,True,4646,3251
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,DC,50,50,0.02,0.02,0.0077208153180975,0.0154416306361951,3238,True,4646,3251
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,DC,100,100,0.01,0.03,0.0154416306361951,0.0308832612723903,3238,True,4646,3251
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,DC,200,200,0.025,0.035,0.0308832612723903,0.0617665225447807,3238,True,4646,3251
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,DC,500,500,0.05,0.084,0.0772081531809759,0.1544163063619518,3238,True,4646,3251
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@ac755a41,DC,10,10,0.1,0.1,0.0010806137886319,0.0021612275772638,4627,True,4646,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@ac755a41,DC,20,20,0.1,0.1,0.0021612275772638,0.0043224551545277,4627,True,4646,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@ac755a41,DC,50,50,0.08,0.08,0.0054030689431597,0.0108061378863194,4627,True,4646,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@ac755a41,DC,100,100,0.11,0.11,0.0108061378863194,0.0216122757726388,4627,True,4646,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@ac755a41,DC,200,200,0.105,0.105,0.0216122757726388,0.0432245515452777,4627,True,4646,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@ac755a41,DC,500,500,0.124,0.138,0.0540306894315971,0.1080613788631943,4627,True,4646,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,T cell,10,10,0.0,0.0,0.0014088475626937,0.0028176951253874,3549,True,5225,3553
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,T cell,20,20,0.05,0.05,0.0028176951253874,0.0056353902507748,3549,True,5225,3553
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,T cell,50,50,0.02,0.02,0.0070442378134685,0.0140884756269371,3549,True,5225,3553
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,T cell,100,100,0.11,0.11,0.0140884756269371,0.0281769512538743,3549,True,5225,3553
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,T cell,200,200,0.18,0.18,0.0281769512538743,0.0563539025077486,3549,True,5225,3553
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,T cell,500,500,0.236,0.246,0.0704423781346858,0.1408847562693716,3549,True,5225,3553
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,T cell,10,10,0.5,0.5,0.000956937799043,0.0019138755980861,5225,True,5225,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,T cell,20,20,0.5,0.5,0.0019138755980861,0.0038277511961722,5225,True,5225,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,T cell,50,50,0.4,0.4,0.0047846889952153,0.0095693779904306,5225,True,5225,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,T cell,100,100,0.43,0.43,0.0095693779904306,0.0191387559808612,5225,True,5225,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,T cell,200,200,0.49,0.49,0.0191387559808612,0.0382775119617224,5225,True,5225,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,T cell,500,500,0.574,0.574,0.0478468899521531,0.0956937799043062,5225,True,5225,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,B cell,10,10,0.0,0.0,0.0018195050946142,0.0036390101892285,2748,True,4979,2751
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,B cell,20,20,0.05,0.05,0.0036390101892285,0.007278020378457,2748,True,4979,2751
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,B cell,50,50,0.04,0.04,0.0090975254730713,0.0181950509461426,2748,True,4979,2751
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,B cell,100,100,0.07,0.07,0.0181950509461426,0.0363901018922852,2748,True,4979,2751
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,B cell,200,200,0.09,0.09,0.0363901018922852,0.0727802037845705,2748,True,4979,2751
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,B cell,500,500,0.162,0.186,0.0909752547307132,0.1819505094614265,2748,True,4979,2751
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,B cell,10,10,0.0,0.0,0.0010042177144004,0.0020084354288009,4979,True,4979,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,B cell,20,20,0.1,0.1,0.0020084354288009,0.0040168708576019,4979,True,4979,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,B cell,50,50,0.08,0.08,0.0050210885720024,0.0100421771440048,4979,True,4979,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,B cell,100,100,0.16,0.16,0.0100421771440048,0.0200843542880096,4979,True,4979,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,B cell,200,200,0.19,0.19,0.0200843542880096,0.0401687085760192,4979,True,4979,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,B cell,500,500,0.306,0.308,0.0502108857200241,0.1004217714400482,4979,True,4979,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,Monocyte,10,10,0.0,0.0,0.0017818959372772,0.0035637918745545,2806,True,5105,2808
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,Monocyte,20,20,0.0,0.0,0.0035637918745545,0.007127583749109,2806,True,5105,2808
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,Monocyte,50,50,0.0,0.0,0.0089094796863863,0.0178189593727726,2806,True,5105,2808
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,Monocyte,100,100,0.01,0.01,0.0178189593727726,0.0356379187455452,2806,True,5105,2808
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,Monocyte,200,200,0.03,0.04,0.0356379187455452,0.0712758374910905,2806,True,5105,2808
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,Monocyte,500,500,0.082,0.106,0.0890947968638631,0.1781895937277263,2806,True,5105,2808
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,Monocyte,10,10,0.4,0.4,0.0009794319294809,0.0019588638589618,5105,True,5105,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,Monocyte,20,20,0.3,0.3,0.0019588638589618,0.0039177277179236,5105,True,5105,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,Monocyte,50,50,0.34,0.34,0.0048971596474045,0.009794319294809,5105,True,5105,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,Monocyte,100,100,0.37,0.37,0.009794319294809,0.019588638589618,5105,True,5105,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,Monocyte,200,200,0.37,0.37,0.019588638589618,0.039177277179236,5105,True,5105,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,Monocyte,500,500,0.388,0.388,0.048971596474045,0.0979431929480901,5105,True,5105,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,10,10,0.1,0.1,0.001924557351809,0.0038491147036181,2598,True,4907,2600
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,20,20,0.05,0.05,0.0038491147036181,0.0076982294072363,2598,True,4907,2600
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,50,50,0.06,0.06,0.0096227867590454,0.0192455735180908,2598,True,4907,2600
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,100,100,0.03,0.03,0.0192455735180908,0.0384911470361816,2598,True,4907,2600
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,200,200,0.12,0.125,0.0384911470361816,0.0769822940723633,2598,True,4907,2600
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,500,500,0.192,0.202,0.0962278675904542,0.1924557351809084,2598,True,4907,2600
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,NK cell,10,10,0.4,0.4,0.0010189525168127,0.0020379050336254,4907,True,4907,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,NK cell,20,20,0.25,0.25,0.0020379050336254,0.0040758100672508,4907,True,4907,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,NK cell,50,50,0.22,0.22,0.0050947625840635,0.0101895251681271,4907,True,4907,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,NK cell,100,100,0.23,0.23,0.0101895251681271,0.0203790503362543,4907,True,4907,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,NK cell,200,200,0.29,0.29,0.0203790503362543,0.0407581006725086,4907,True,4907,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,NK cell,500,500,0.348,0.348,0.0509476258406358,0.1018952516812716,4907,True,4907,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,10,10,0.0,0.0,0.0024863252113376,0.0049726504226752,2011,True,4646,2012
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,20,20,0.0,0.0,0.0049726504226752,0.0099453008453505,2011,True,4646,2012
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,50,50,0.0,0.0,0.0124316260566882,0.0248632521133764,2011,True,4646,2012
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,100,100,0.0,0.0,0.0248632521133764,0.0497265042267528,2011,True,4646,2012
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,200,200,0.035,0.045,0.0497265042267528,0.0994530084535057,2011,True,4646,2012
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,500,500,0.064,0.104,0.1243162605668821,0.2486325211337643,2011,True,4646,2012
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,DC,10,10,0.1,0.1,0.0010761945759793,0.0021523891519586,4646,True,4646,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,DC,20,20,0.1,0.1,0.0021523891519586,0.0043047783039173,4646,True,4646,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,DC,50,50,0.08,0.08,0.0053809728798966,0.0107619457597933,4646,True,4646,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,DC,100,100,0.11,0.11,0.0107619457597933,0.0215238915195867,4646,True,4646,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,DC,200,200,0.14,0.14,0.0215238915195867,0.0430477830391734,4646,True,4646,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,DC,500,500,0.234,0.242,0.0538097287989668,0.1076194575979337,4646,True,4646,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,10,10,0.1,0.1,0.0013904338153503,0.0027808676307007,3596,True,5225,3604
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,20,20,0.1,0.1,0.0027808676307007,0.0055617352614015,3596,True,5225,3604
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,50,50,0.04,0.04,0.0069521690767519,0.0139043381535038,3596,True,5225,3604
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,100,100,0.06,0.06,0.0139043381535038,0.0278086763070077,3596,True,5225,3604
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,200,200,0.07,0.08,0.0278086763070077,0.0556173526140155,3596,True,5225,3604
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,500,500,0.136,0.172,0.0695216907675194,0.1390433815350389,3596,True,5225,3604
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,T cell,10,10,0.1,0.1,0.0009615384615384,0.0019230769230769,5200,True,5225,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,T cell,20,20,0.2,0.2,0.0019230769230769,0.0038461538461538,5200,True,5225,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,T cell,50,50,0.26,0.26,0.0048076923076923,0.0096153846153846,5200,True,5225,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,T cell,100,100,0.27,0.27,0.0096153846153846,0.0192307692307692,5200,True,5225,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,T cell,200,200,0.205,0.21,0.0192307692307692,0.0384615384615384,5200,True,5225,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,T cell,500,500,0.216,0.224,0.048076923076923,0.0961538461538461,5200,True,5225,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,10,10,0.0,0.0,0.001755617977528,0.0035112359550561,2848,True,4979,2853
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,20,20,0.0,0.0,0.0035112359550561,0.0070224719101123,2848,True,4979,2853
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,50,50,0.02,0.02,0.0087780898876404,0.0175561797752809,2848,True,4979,2853
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+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,200,200,0.055,0.055,0.0351123595505618,0.0702247191011236,2848,True,4979,2853
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,500,500,0.122,0.162,0.0877808988764045,0.175561797752809,2848,True,4979,2853
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,B cell,10,10,0.0,0.0,0.0010084711577248,0.0020169423154497,4958,True,4979,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,B cell,20,20,0.05,0.05,0.0020169423154497,0.0040338846308995,4958,True,4979,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,B cell,50,50,0.02,0.02,0.0050423557886244,0.0100847115772488,4958,True,4979,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,B cell,100,100,0.11,0.11,0.0100847115772488,0.0201694231544977,4958,True,4979,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,B cell,200,200,0.095,0.105,0.0201694231544977,0.0403388463089955,4958,True,4979,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,B cell,500,500,0.18,0.194,0.0504235578862444,0.1008471157724889,4958,True,4979,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,10,10,0.0,0.0,0.0015436863229391,0.0030873726458783,3239,True,5105,3248
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,20,20,0.0,0.0,0.0030873726458783,0.0061747452917567,3239,True,5105,3248
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,50,50,0.02,0.02,0.0077184316146958,0.0154368632293917,3239,True,5105,3248
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,100,100,0.02,0.02,0.0154368632293917,0.0308737264587835,3239,True,5105,3248
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,200,200,0.045,0.05,0.0308737264587835,0.0617474529175671,3239,True,5105,3248
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,500,500,0.08,0.098,0.0771843161469589,0.1543686322939178,3239,True,5105,3248
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,Monocyte,10,10,0.2,0.2,0.0009842519685039,0.0019685039370078,5080,True,5105,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,Monocyte,20,20,0.25,0.25,0.0019685039370078,0.0039370078740157,5080,True,5105,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,Monocyte,50,50,0.32,0.32,0.0049212598425196,0.0098425196850393,5080,True,5105,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,Monocyte,100,100,0.27,0.27,0.0098425196850393,0.0196850393700787,5080,True,5105,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,Monocyte,200,200,0.21,0.21,0.0196850393700787,0.0393700787401574,5080,True,5105,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,Monocyte,500,500,0.234,0.234,0.0492125984251968,0.0984251968503937,5080,True,5105,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,NK cell,10,10,0.0,0.0,0.0016175994823681,0.0032351989647363,3091,True,4907,3096
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,NK cell,20,20,0.0,0.0,0.0032351989647363,0.0064703979294726,3091,True,4907,3096
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,NK cell,50,50,0.0,0.0,0.0080879974118408,0.0161759948236816,3091,True,4907,3096
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,NK cell,100,100,0.01,0.02,0.0161759948236816,0.0323519896473633,3091,True,4907,3096
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,NK cell,200,200,0.05,0.065,0.0323519896473633,0.0647039792947266,3091,True,4907,3096
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,NK cell,500,500,0.072,0.108,0.0808799741184082,0.1617599482368165,3091,True,4907,3096
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,NK cell,10,10,0.1,0.1,0.0010231225700838,0.0020462451401677,4887,True,4907,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,NK cell,20,20,0.15,0.15,0.0020462451401677,0.0040924902803355,4887,True,4907,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,NK cell,50,50,0.16,0.16,0.0051156128504194,0.0102312257008389,4887,True,4907,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,NK cell,100,100,0.14,0.15,0.0102312257008389,0.0204624514016779,4887,True,4907,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,NK cell,200,200,0.15,0.16,0.0204624514016779,0.0409249028033558,4887,True,4907,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,NK cell,500,500,0.148,0.172,0.0511561285041948,0.1023122570083896,4887,True,4907,5466
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+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,DC,20,20,0.0,0.0,0.0042680324370465,0.008536064874093,2343,True,4646,2346
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,DC,50,50,0.0,0.0,0.0106700810926163,0.0213401621852326,2343,True,4646,2346
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+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,DC,10,10,0.0,0.0,0.0010806137886319,0.0021612275772638,4627,True,4646,5466
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+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,DC,50,50,0.08,0.08,0.0054030689431597,0.0108061378863194,4627,True,4646,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,DC,100,100,0.12,0.12,0.0108061378863194,0.0216122757726388,4627,True,4646,5466
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+giroux2022,fewshot,fewshot_n5/draw3,lora5,generated:lora5,T cell,20,20,0.15,0.15,0.0027862914460852,0.0055725828921705,3589,True,5225,3590
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+giroux2022,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@4efbb07e,B cell,10,10,0.0,0.0,0.0010084711577248,0.0020169423154497,4958,True,4979,5466
+giroux2022,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@4efbb07e,B cell,20,20,0.1,0.1,0.0020169423154497,0.0040338846308995,4958,True,4979,5466
+giroux2022,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@4efbb07e,B cell,50,50,0.06,0.06,0.0050423557886244,0.0100847115772488,4958,True,4979,5466
+giroux2022,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@4efbb07e,B cell,100,100,0.11,0.11,0.0100847115772488,0.0201694231544977,4958,True,4979,5466
+giroux2022,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@4efbb07e,B cell,200,200,0.095,0.1,0.0201694231544977,0.0403388463089955,4958,True,4979,5466
+giroux2022,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@4efbb07e,B cell,500,500,0.194,0.206,0.0504235578862444,0.1008471157724889,4958,True,4979,5466
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+giroux2022,fewshot,fewshot_n5/draw3,lora5,generated:lora5,Monocyte,20,20,0.0,0.0,0.0031595576619273,0.0063191153238546,3165,True,5105,3166
+giroux2022,fewshot,fewshot_n5/draw3,lora5,generated:lora5,Monocyte,50,50,0.02,0.02,0.0078988941548183,0.0157977883096366,3165,True,5105,3166
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+giroux2022,fewshot,fewshot_n5/draw3,lora5,generated:lora5,Monocyte,200,200,0.03,0.05,0.0315955766192733,0.0631911532385466,3165,True,5105,3166
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+giroux2022,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@4efbb07e,Monocyte,20,20,0.25,0.25,0.0019685039370078,0.0039370078740157,5080,True,5105,5466
+giroux2022,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@4efbb07e,Monocyte,50,50,0.34,0.34,0.0049212598425196,0.0098425196850393,5080,True,5105,5466
+giroux2022,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@4efbb07e,Monocyte,100,100,0.27,0.27,0.0098425196850393,0.0196850393700787,5080,True,5105,5466
+giroux2022,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@4efbb07e,Monocyte,200,200,0.22,0.22,0.0196850393700787,0.0393700787401574,5080,True,5105,5466
+giroux2022,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@4efbb07e,Monocyte,500,500,0.244,0.246,0.0492125984251968,0.0984251968503937,5080,True,5105,5466
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+giroux2022,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@4efbb07e,NK cell,20,20,0.2,0.2,0.0020462451401677,0.0040924902803355,4887,True,4907,5466
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+giroux2022,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@4efbb07e,NK cell,100,100,0.14,0.14,0.0102312257008389,0.0204624514016779,4887,True,4907,5466
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+giroux2022,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@ac755a41,Monocyte,50,50,0.24,0.24,0.0049222287851939,0.0098444575703878,5079,True,5109,5452
+giroux2022,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@ac755a41,Monocyte,100,100,0.32,0.32,0.0098444575703878,0.0196889151407757,5079,True,5109,5452
+giroux2022,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@ac755a41,Monocyte,200,200,0.34,0.34,0.0196889151407757,0.0393778302815514,5079,True,5109,5452
+giroux2022,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@ac755a41,Monocyte,500,500,0.33,0.336,0.0492222878519393,0.0984445757038787,5079,True,5109,5452
+giroux2022,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,NK cell,10,10,0.0,0.0,0.0014863258026159,0.0029726516052318,3364,True,4929,3373
+giroux2022,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,NK cell,20,20,0.0,0.0,0.0029726516052318,0.0059453032104637,3364,True,4929,3373
+giroux2022,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,NK cell,50,50,0.02,0.02,0.0074316290130796,0.0148632580261593,3364,True,4929,3373
+giroux2022,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,NK cell,100,100,0.05,0.06,0.0148632580261593,0.0297265160523186,3364,True,4929,3373
+giroux2022,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,NK cell,200,200,0.06,0.065,0.0297265160523186,0.0594530321046373,3364,True,4929,3373
+giroux2022,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,NK cell,500,500,0.102,0.124,0.0743162901307966,0.1486325802615933,3364,True,4929,3373
+giroux2022,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@ac755a41,NK cell,10,10,0.1,0.1,0.0010206164523372,0.0020412329046744,4899,True,4929,5452
+giroux2022,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@ac755a41,NK cell,20,20,0.2,0.2,0.0020412329046744,0.0040824658093488,4899,True,4929,5452
+giroux2022,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@ac755a41,NK cell,50,50,0.24,0.24,0.005103082261686,0.0102061645233721,4899,True,4929,5452
+giroux2022,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@ac755a41,NK cell,100,100,0.22,0.22,0.0102061645233721,0.0204123290467442,4899,True,4929,5452
+giroux2022,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@ac755a41,NK cell,200,200,0.235,0.235,0.0204123290467442,0.0408246580934884,4899,True,4929,5452
+giroux2022,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@ac755a41,NK cell,500,500,0.236,0.242,0.0510308226168605,0.1020616452337211,4899,True,4929,5452
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+giroux2022,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,B cell,500,500,0.086,0.112,0.1040799333888426,0.2081598667776852,2402,True,4807,2405
+giroux2022,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,B cell,10,10,0.2,0.2,0.0010401497815685,0.002080299563137,4807,True,4807,5318
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+giroux2022,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,B cell,100,100,0.2,0.2,0.0104014978156854,0.0208029956313709,4807,True,4807,5318
+giroux2022,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,B cell,200,200,0.195,0.195,0.0208029956313709,0.0416059912627418,4807,True,4807,5318
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+giroux2022,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,Monocyte,10,10,0.0,0.0,0.0017001020061203,0.0034002040122407,2941,True,5109,2946
+giroux2022,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,Monocyte,20,20,0.0,0.0,0.0034002040122407,0.0068004080244814,2941,True,5109,2946
+giroux2022,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,Monocyte,50,50,0.0,0.0,0.0085005100306018,0.0170010200612036,2941,True,5109,2946
+giroux2022,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,Monocyte,100,100,0.04,0.04,0.0170010200612036,0.0340020401224073,2941,True,5109,2946
+giroux2022,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,Monocyte,200,200,0.065,0.07,0.0340020401224073,0.0680040802448146,2941,True,5109,2946
+giroux2022,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,Monocyte,500,500,0.102,0.12,0.0850051003060183,0.1700102006120367,2941,True,5109,2946
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+giroux2022,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,Monocyte,20,20,0.25,0.25,0.001957330201605,0.00391466040321,5109,True,5109,5318
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+giroux2022,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,Monocyte,100,100,0.35,0.35,0.009786651008025,0.0195733020160501,5109,True,5109,5318
+giroux2022,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,Monocyte,200,200,0.39,0.39,0.0195733020160501,0.0391466040321002,5109,True,5109,5318
+giroux2022,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,Monocyte,500,500,0.376,0.376,0.0489332550401252,0.0978665100802505,5109,True,5109,5318
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+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,B cell,10,10,0.1,0.1,0.000903342366757,0.001806684733514,5535,True,5632,5823
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,B cell,20,20,0.15,0.15,0.001806684733514,0.003613369467028,5535,True,5632,5823
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,B cell,50,50,0.2,0.2,0.004516711833785,0.00903342366757,5535,True,5632,5823
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,B cell,100,100,0.21,0.21,0.00903342366757,0.01806684733514,5535,True,5632,5823
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,B cell,200,200,0.215,0.215,0.01806684733514,0.03613369467028,5535,True,5632,5823
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,B cell,500,500,0.226,0.232,0.04516711833785,0.0903342366757,5535,True,5632,5823
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,generated:zs_raw,Monocyte,10,10,0.0,0.0,0.0010170870626525,0.0020341741253051,4916,True,5620,4975
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,generated:zs_raw,Monocyte,20,20,0.05,0.05,0.0020341741253051,0.0040683482506102,4916,True,5620,4975
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,generated:zs_raw,Monocyte,50,50,0.14,0.14,0.0050854353132628,0.0101708706265256,4916,True,5620,4975
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,generated:zs_raw,Monocyte,100,100,0.17,0.17,0.0101708706265256,0.0203417412530512,4916,True,5620,4975
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,generated:zs_raw,Monocyte,200,200,0.26,0.265,0.0203417412530512,0.0406834825061025,4916,True,5620,4975
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,generated:zs_raw,Monocyte,500,500,0.354,0.356,0.0508543531326281,0.1017087062652563,4916,True,5620,4975
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,Monocyte,10,10,0.1,0.1,0.0009049773755656,0.0018099547511312,5525,True,5620,5823
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,Monocyte,20,20,0.1,0.1,0.0018099547511312,0.0036199095022624,5525,True,5620,5823
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,Monocyte,50,50,0.14,0.14,0.004524886877828,0.0090497737556561,5525,True,5620,5823
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,Monocyte,100,100,0.22,0.22,0.0090497737556561,0.0180995475113122,5525,True,5620,5823
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,Monocyte,200,200,0.22,0.22,0.0180995475113122,0.0361990950226244,5525,True,5620,5823
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,Monocyte,500,500,0.292,0.298,0.0452488687782805,0.090497737556561,5525,True,5620,5823
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,generated:zs_raw,NK cell,10,10,0.0,0.0,0.001131221719457,0.002262443438914,4420,True,5579,4444
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,generated:zs_raw,NK cell,20,20,0.0,0.0,0.002262443438914,0.004524886877828,4420,True,5579,4444
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,generated:zs_raw,NK cell,50,50,0.06,0.06,0.005656108597285,0.0113122171945701,4420,True,5579,4444
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,generated:zs_raw,NK cell,100,100,0.13,0.13,0.0113122171945701,0.0226244343891402,4420,True,5579,4444
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,generated:zs_raw,NK cell,200,200,0.33,0.33,0.0226244343891402,0.0452488687782805,4420,True,5579,4444
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,generated:zs_raw,NK cell,500,500,0.28,0.286,0.0565610859728506,0.1131221719457013,4420,True,5579,4444
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,NK cell,10,10,0.0,0.0,0.0009120758847136,0.0018241517694272,5482,True,5579,5823
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,NK cell,20,20,0.2,0.2,0.0018241517694272,0.0036483035388544,5482,True,5579,5823
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,NK cell,50,50,0.2,0.2,0.004560379423568,0.009120758847136,5482,True,5579,5823
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,NK cell,100,100,0.22,0.22,0.009120758847136,0.0182415176942721,5482,True,5579,5823
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,NK cell,200,200,0.295,0.295,0.0182415176942721,0.0364830353885443,5482,True,5579,5823
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,NK cell,500,500,0.354,0.36,0.0456037942356804,0.0912075884713608,5482,True,5579,5823
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,generated:zs_raw,DC,10,10,0.0,0.0,0.0012553351744915,0.0025106703489831,3983,True,5423,4004
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,generated:zs_raw,DC,20,20,0.05,0.05,0.0025106703489831,0.0050213406979663,3983,True,5423,4004
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,generated:zs_raw,DC,50,50,0.1,0.1,0.0062766758724579,0.0125533517449158,3983,True,5423,4004
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,generated:zs_raw,DC,100,100,0.16,0.16,0.0125533517449158,0.0251067034898317,3983,True,5423,4004
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+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,generated:zs_raw,DC,500,500,0.14,0.142,0.0627667587245794,0.1255335174491589,3983,True,5423,4004
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,DC,10,10,0.1,0.1,0.0009380863039399,0.0018761726078799,5330,True,5423,5823
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+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,T cell,20,20,0.15,0.15,0.0021043771043771,0.0042087542087542,4752,True,5745,4764
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,T cell,50,50,0.2,0.2,0.0052609427609427,0.0105218855218855,4752,True,5745,4764
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,T cell,100,100,0.21,0.21,0.0105218855218855,0.021043771043771,4752,True,5745,4764
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,T cell,200,200,0.31,0.31,0.021043771043771,0.042087542087542,4752,True,5745,4764
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,T cell,500,500,0.306,0.312,0.0526094276094276,0.1052188552188552,4752,True,5745,4764
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+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,B cell,10,10,0.2,0.2,0.0012553351744915,0.0025106703489831,3983,True,5632,3989
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,B cell,20,20,0.25,0.25,0.0025106703489831,0.0050213406979663,3983,True,5632,3989
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,B cell,50,50,0.22,0.22,0.0062766758724579,0.0125533517449158,3983,True,5632,3989
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,B cell,100,100,0.27,0.27,0.0125533517449158,0.0251067034898317,3983,True,5632,3989
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,B cell,200,200,0.265,0.27,0.0251067034898317,0.0502134069796635,3983,True,5632,3989
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,B cell,500,500,0.206,0.21,0.0627667587245794,0.1255335174491589,3983,True,5632,3989
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,B cell,10,10,0.2,0.2,0.000887784090909,0.0017755681818181,5632,True,5632,5846
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,B cell,20,20,0.3,0.3,0.0017755681818181,0.0035511363636363,5632,True,5632,5846
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,B cell,50,50,0.26,0.26,0.0044389204545454,0.0088778409090909,5632,True,5632,5846
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,B cell,100,100,0.31,0.31,0.0088778409090909,0.0177556818181818,5632,True,5632,5846
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,B cell,200,200,0.33,0.33,0.0177556818181818,0.0355113636363636,5632,True,5632,5846
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,B cell,500,500,0.328,0.33,0.0443892045454545,0.088778409090909,5632,True,5632,5846
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,Monocyte,10,10,0.0,0.0,0.0011660447761194,0.0023320895522388,4288,True,5620,4297
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,Monocyte,20,20,0.05,0.05,0.0023320895522388,0.0046641791044776,4288,True,5620,4297
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,Monocyte,50,50,0.16,0.16,0.005830223880597,0.011660447761194,4288,True,5620,4297
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,Monocyte,100,100,0.24,0.24,0.011660447761194,0.023320895522388,4288,True,5620,4297
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,Monocyte,200,200,0.335,0.335,0.023320895522388,0.0466417910447761,4288,True,5620,4297
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,Monocyte,500,500,0.402,0.402,0.0583022388059701,0.1166044776119403,4288,True,5620,4297
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,Monocyte,10,10,0.4,0.4,0.0008896797153024,0.0017793594306049,5620,True,5620,5846
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+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,Monocyte,50,50,0.24,0.24,0.0044483985765124,0.0088967971530249,5620,True,5620,5846
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+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,NK cell,20,20,0.2,0.2,0.0024113817217265,0.004822763443453,4147,True,5579,4152
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,NK cell,50,50,0.28,0.28,0.0060284543043163,0.0120569086086327,4147,True,5579,4152
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+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,NK cell,500,500,0.362,0.376,0.0602845430431637,0.1205690860863274,4147,True,5579,4152
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+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,NK cell,200,200,0.415,0.415,0.0179243592041584,0.0358487184083169,5579,True,5579,5846
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+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,B cell,20,20,0.15,0.15,0.0023364485981308,0.0046728971962616,4280,True,5639,4300
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,B cell,50,50,0.12,0.12,0.0058411214953271,0.0116822429906542,4280,True,5639,4300
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,B cell,100,100,0.17,0.17,0.0116822429906542,0.0233644859813084,4280,True,5639,4300
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,B cell,200,200,0.245,0.245,0.0233644859813084,0.0467289719626168,4280,True,5639,4300
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,B cell,500,500,0.284,0.286,0.058411214953271,0.116822429906542,4280,True,5639,4300
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,B cell,10,10,0.1,0.1,0.000902201371346,0.0018044027426921,5542,True,5639,5823
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,B cell,20,20,0.1,0.1,0.0018044027426921,0.0036088054853843,5542,True,5639,5823
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,B cell,50,50,0.12,0.12,0.0045110068567304,0.0090220137134608,5542,True,5639,5823
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,B cell,100,100,0.17,0.17,0.0090220137134608,0.0180440274269216,5542,True,5639,5823
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,B cell,200,200,0.19,0.19,0.0180440274269216,0.0360880548538433,5542,True,5639,5823
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,B cell,500,500,0.24,0.24,0.0451100685673042,0.0902201371346084,5542,True,5639,5823
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,Monocyte,10,10,0.0,0.0,0.001019367991845,0.0020387359836901,4905,True,5620,4966
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,Monocyte,20,20,0.05,0.05,0.0020387359836901,0.0040774719673802,4905,True,5620,4966
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,Monocyte,50,50,0.1,0.1,0.0050968399592252,0.0101936799184505,4905,True,5620,4966
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,Monocyte,100,100,0.13,0.13,0.0101936799184505,0.0203873598369011,4905,True,5620,4966
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,Monocyte,200,200,0.215,0.22,0.0203873598369011,0.0407747196738022,4905,True,5620,4966
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,Monocyte,500,500,0.326,0.33,0.0509683995922528,0.1019367991845056,4905,True,5620,4966
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,Monocyte,10,10,0.0,0.0,0.0009049773755656,0.0018099547511312,5525,True,5620,5823
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,Monocyte,20,20,0.0,0.0,0.0018099547511312,0.0036199095022624,5525,True,5620,5823
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,Monocyte,50,50,0.1,0.1,0.004524886877828,0.0090497737556561,5525,True,5620,5823
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,Monocyte,100,100,0.15,0.15,0.0090497737556561,0.0180995475113122,5525,True,5620,5823
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,Monocyte,200,200,0.19,0.19,0.0180995475113122,0.0361990950226244,5525,True,5620,5823
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,Monocyte,500,500,0.248,0.256,0.0452488687782805,0.090497737556561,5525,True,5620,5823
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,NK cell,10,10,0.0,0.0,0.0011291779584462,0.0022583559168925,4428,True,5582,4449
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,NK cell,20,20,0.0,0.0,0.0022583559168925,0.004516711833785,4428,True,5582,4449
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,NK cell,50,50,0.0,0.0,0.0056458897922312,0.0112917795844625,4428,True,5582,4449
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,NK cell,100,100,0.09,0.09,0.0112917795844625,0.022583559168925,4428,True,5582,4449
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,NK cell,200,200,0.285,0.285,0.022583559168925,0.04516711833785,4428,True,5582,4449
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,NK cell,500,500,0.274,0.28,0.0564588979223125,0.1129177958446251,4428,True,5582,4449
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,NK cell,10,10,0.1,0.1,0.0009115770282588,0.0018231540565177,5485,True,5582,5823
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,NK cell,20,20,0.15,0.15,0.0018231540565177,0.0036463081130355,5485,True,5582,5823
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,NK cell,50,50,0.16,0.16,0.0045578851412944,0.0091157702825888,5485,True,5582,5823
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,NK cell,100,100,0.19,0.19,0.0091157702825888,0.0182315405651777,5485,True,5582,5823
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,NK cell,200,200,0.285,0.285,0.0182315405651777,0.0364630811303555,5485,True,5582,5823
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,NK cell,500,500,0.332,0.338,0.0455788514129443,0.0911577028258887,5485,True,5582,5823
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,DC,10,10,0.0,0.0,0.0012534469791927,0.0025068939583855,3989,True,5418,4010
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,DC,20,20,0.05,0.05,0.0025068939583855,0.0050137879167711,3989,True,5418,4010
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,DC,50,50,0.1,0.1,0.0062672348959639,0.0125344697919278,3989,True,5418,4010
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+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,T cell,20,20,0.15,0.15,0.0021003990758244,0.0042007981516488,4761,True,5752,4772
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,T cell,50,50,0.2,0.2,0.005250997689561,0.010501995379122,4761,True,5752,4772
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+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,T cell,200,200,0.275,0.275,0.021003990758244,0.0420079815164881,4761,True,5752,4772
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,T cell,500,500,0.302,0.306,0.0525099768956101,0.1050199537912203,4761,True,5752,4772
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+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,T cell,50,50,0.48,0.48,0.004346314325452,0.008692628650904,5752,True,5752,5850
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+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,B cell,10,10,0.2,0.2,0.0012512512512512,0.0025025025025025,3996,True,5639,4001
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,B cell,20,20,0.25,0.25,0.0025025025025025,0.005005005005005,3996,True,5639,4001
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,B cell,50,50,0.2,0.2,0.0062562562562562,0.0125125125125125,3996,True,5639,4001
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,B cell,100,100,0.26,0.26,0.0125125125125125,0.025025025025025,3996,True,5639,4001
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,B cell,200,200,0.27,0.27,0.025025025025025,0.05005005005005,3996,True,5639,4001
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,B cell,500,500,0.234,0.236,0.0625625625625625,0.1251251251251251,3996,True,5639,4001
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,B cell,10,10,0.4,0.4,0.0008866820358219,0.0017733640716439,5639,True,5639,5850
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,B cell,20,20,0.3,0.3,0.0017733640716439,0.0035467281432878,5639,True,5639,5850
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,B cell,50,50,0.26,0.26,0.0044334101791097,0.0088668203582195,5639,True,5639,5850
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,B cell,100,100,0.31,0.31,0.0088668203582195,0.017733640716439,5639,True,5639,5850
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,B cell,200,200,0.29,0.29,0.017733640716439,0.0354672814328781,5639,True,5639,5850
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,B cell,500,500,0.334,0.336,0.0443341017910977,0.0886682035821954,5639,True,5639,5850
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,Monocyte,10,10,0.0,0.0,0.0011695906432748,0.0023391812865497,4275,True,5620,4284
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,Monocyte,20,20,0.1,0.1,0.0023391812865497,0.0046783625730994,4275,True,5620,4284
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,Monocyte,50,50,0.16,0.16,0.0058479532163742,0.0116959064327485,4275,True,5620,4284
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,Monocyte,100,100,0.21,0.21,0.0116959064327485,0.023391812865497,4275,True,5620,4284
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,Monocyte,200,200,0.295,0.295,0.023391812865497,0.0467836257309941,4275,True,5620,4284
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,Monocyte,500,500,0.376,0.378,0.0584795321637426,0.1169590643274853,4275,True,5620,4284
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,Monocyte,10,10,0.3,0.3,0.0008896797153024,0.0017793594306049,5620,True,5620,5850
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+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,Monocyte,50,50,0.2,0.2,0.0044483985765124,0.0088967971530249,5620,True,5620,5850
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,Monocyte,100,100,0.25,0.25,0.0088967971530249,0.0177935943060498,5620,True,5620,5850
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,Monocyte,200,200,0.25,0.25,0.0177935943060498,0.0355871886120996,5620,True,5620,5850
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+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,NK cell,20,20,0.1,0.1,0.0024265954865323,0.0048531909730647,4121,True,5582,4126
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,NK cell,50,50,0.3,0.3,0.0060664887163309,0.0121329774326619,4121,True,5582,4126
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,NK cell,100,100,0.38,0.38,0.0121329774326619,0.0242659548653239,4121,True,5582,4126
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+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,NK cell,500,500,0.364,0.37,0.0606648871633098,0.1213297743266197,4121,True,5582,4126
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+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,NK cell,100,100,0.36,0.36,0.0089573629523468,0.0179147259046936,5582,True,5582,5850
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,NK cell,200,200,0.38,0.38,0.0179147259046936,0.0358294518093873,5582,True,5582,5850
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,NK cell,500,500,0.442,0.444,0.0447868147617341,0.0895736295234682,5582,True,5582,5850
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,DC,10,10,0.1,0.1,0.0013831258644536,0.0027662517289073,3615,True,5418,3619
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,DC,20,20,0.1,0.1,0.0027662517289073,0.0055325034578146,3615,True,5418,3619
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,DC,50,50,0.08,0.08,0.0069156293222683,0.0138312586445366,3615,True,5418,3619
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,DC,100,100,0.09,0.09,0.0138312586445366,0.0276625172890733,3615,True,5418,3619
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+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,DC,10,10,0.2,0.2,0.000922849760059,0.0018456995201181,5418,True,5418,5850
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,DC,20,20,0.2,0.2,0.0018456995201181,0.0036913990402362,5418,True,5418,5850
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+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,DC,100,100,0.32,0.32,0.0092284976005906,0.0184569952011812,5418,True,5418,5850
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+imperial_eskd,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@96eda824,T cell,50,50,0.22,0.22,0.00442243056784,0.0088448611356801,5653,True,5752,5823
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+imperial_eskd,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,B cell,20,20,0.2,0.2,0.0024956326428749,0.0049912652857499,4007,True,5639,4015
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+imperial_eskd,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,B cell,100,100,0.27,0.27,0.0124781632143748,0.0249563264287496,4007,True,5639,4015
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+imperial_eskd,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,B cell,500,500,0.27,0.276,0.0623908160718742,0.1247816321437484,4007,True,5639,4015
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+imperial_eskd,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@96eda824,B cell,20,20,0.15,0.15,0.0018044027426921,0.0036088054853843,5542,True,5639,5823
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@96eda824,B cell,50,50,0.14,0.14,0.0045110068567304,0.0090220137134608,5542,True,5639,5823
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@96eda824,B cell,100,100,0.16,0.16,0.0090220137134608,0.0180440274269216,5542,True,5639,5823
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+imperial_eskd,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,Monocyte,10,10,0.0,0.0,0.0011361054305839,0.0022722108611679,4401,True,5620,4414
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+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,T cell,100,100,0.2,0.2,0.0102480016396802,0.0204960032793605,4879,True,5747,4901
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,T cell,200,200,0.215,0.215,0.0204960032793605,0.040992006558721,4879,True,5747,4901
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,T cell,500,500,0.258,0.262,0.0512400081984013,0.1024800163968026,4879,True,5747,4901
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+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,T cell,20,20,0.05,0.05,0.0017702248185519,0.0035404496371039,5649,True,5747,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,T cell,50,50,0.16,0.16,0.0044255620463798,0.0088511240927597,5649,True,5747,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,T cell,100,100,0.25,0.25,0.0088511240927597,0.0177022481855195,5649,True,5747,5823
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+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,B cell,20,20,0.2,0.2,0.002346316283435,0.00469263256687,4262,True,5636,4283
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,B cell,50,50,0.16,0.16,0.0058657907085875,0.011731581417175,4262,True,5636,4283
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,B cell,100,100,0.18,0.18,0.011731581417175,0.02346316283435,4262,True,5636,4283
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,B cell,200,200,0.245,0.245,0.02346316283435,0.0469263256687001,4262,True,5636,4283
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,B cell,500,500,0.308,0.314,0.0586579070858751,0.1173158141717503,4262,True,5636,4283
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,B cell,10,10,0.1,0.1,0.0009026900162484,0.0018053800324968,5539,True,5636,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,B cell,20,20,0.05,0.05,0.0018053800324968,0.0036107600649936,5539,True,5636,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,B cell,50,50,0.14,0.14,0.0045134500812421,0.0090269001624842,5539,True,5636,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,B cell,100,100,0.2,0.2,0.0090269001624842,0.0180538003249684,5539,True,5636,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,B cell,200,200,0.21,0.21,0.0180538003249684,0.0361076006499368,5539,True,5636,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,B cell,500,500,0.242,0.248,0.045134500812421,0.090269001624842,5539,True,5636,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,Monocyte,10,10,0.0,0.0,0.0010121457489878,0.0020242914979757,4940,True,5628,4998
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,Monocyte,20,20,0.05,0.05,0.0020242914979757,0.0040485829959514,4940,True,5628,4998
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,Monocyte,50,50,0.08,0.08,0.0050607287449392,0.0101214574898785,4940,True,5628,4998
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,Monocyte,100,100,0.16,0.16,0.0101214574898785,0.020242914979757,4940,True,5628,4998
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,Monocyte,200,200,0.2,0.2,0.020242914979757,0.0404858299595141,4940,True,5628,4998
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,Monocyte,500,500,0.306,0.308,0.0506072874493927,0.1012145748987854,4940,True,5628,4998
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,Monocyte,10,10,0.0,0.0,0.0009036688957166,0.0018073377914332,5533,True,5628,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,Monocyte,20,20,0.05,0.05,0.0018073377914332,0.0036146755828664,5533,True,5628,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,Monocyte,50,50,0.1,0.1,0.004518344478583,0.009036688957166,5533,True,5628,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,Monocyte,100,100,0.14,0.14,0.009036688957166,0.0180733779143321,5533,True,5628,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,Monocyte,200,200,0.195,0.195,0.0180733779143321,0.0361467558286643,5533,True,5628,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,Monocyte,500,500,0.246,0.254,0.0451834447858304,0.0903668895716609,5533,True,5628,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,NK cell,10,10,0.0,0.0,0.001127649977447,0.002255299954894,4434,True,5579,4455
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,NK cell,20,20,0.0,0.0,0.002255299954894,0.004510599909788,4434,True,5579,4455
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,NK cell,50,50,0.02,0.02,0.005638249887235,0.01127649977447,4434,True,5579,4455
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,NK cell,100,100,0.14,0.14,0.01127649977447,0.02255299954894,4434,True,5579,4455
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,NK cell,200,200,0.325,0.325,0.02255299954894,0.04510599909788,4434,True,5579,4455
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,NK cell,500,500,0.278,0.286,0.05638249887235,0.1127649977447,4434,True,5579,4455
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,NK cell,10,10,0.0,0.0,0.0009119095385737,0.0018238190771475,5483,True,5579,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,NK cell,20,20,0.1,0.1,0.0018238190771475,0.003647638154295,5483,True,5579,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,NK cell,50,50,0.16,0.16,0.0045595476928688,0.0091190953857377,5483,True,5579,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,NK cell,100,100,0.22,0.22,0.0091190953857377,0.0182381907714754,5483,True,5579,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,NK cell,200,200,0.285,0.285,0.0182381907714754,0.0364763815429509,5483,True,5579,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,NK cell,500,500,0.318,0.322,0.0455954769286886,0.0911909538573773,5483,True,5579,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,DC,10,10,0.0,0.0,0.001257229067136,0.002514458134272,3977,True,5426,4000
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,DC,20,20,0.1,0.1,0.002514458134272,0.0050289162685441,3977,True,5426,4000
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,DC,50,50,0.14,0.14,0.0062861453356801,0.0125722906713603,3977,True,5426,4000
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,DC,100,100,0.15,0.15,0.0125722906713603,0.0251445813427206,3977,True,5426,4000
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,DC,200,200,0.135,0.135,0.0251445813427206,0.0502891626854412,3977,True,5426,4000
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,DC,500,500,0.136,0.138,0.0628614533568016,0.1257229067136032,3977,True,5426,4000
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,DC,10,10,0.1,0.1,0.0009375585974123,0.0018751171948246,5333,True,5426,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,DC,20,20,0.05,0.05,0.0018751171948246,0.0037502343896493,5333,True,5426,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,DC,50,50,0.1,0.1,0.0046877929870616,0.0093755859741233,5333,True,5426,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,DC,100,100,0.16,0.16,0.0093755859741233,0.0187511719482467,5333,True,5426,5823
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+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@f0a2b659,DC,500,500,0.264,0.272,0.0468779298706169,0.0937558597412338,5333,True,5426,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,T cell,10,10,0.0,0.0,0.0010484378276368,0.0020968756552736,4769,True,5747,4781
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,T cell,20,20,0.05,0.05,0.0020968756552736,0.0041937513105472,4769,True,5747,4781
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,T cell,50,50,0.1,0.1,0.0052421891381841,0.0104843782763682,4769,True,5747,4781
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,T cell,100,100,0.19,0.19,0.0104843782763682,0.0209687565527364,4769,True,5747,4781
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,T cell,200,200,0.295,0.295,0.0209687565527364,0.0419375131054728,4769,True,5747,4781
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,T cell,500,500,0.302,0.306,0.052421891381841,0.1048437827636821,4769,True,5747,4781
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,T cell,10,10,0.4,0.4,0.000870019140421,0.0017400382808421,5747,True,5747,5846
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,T cell,20,20,0.5,0.5,0.0017400382808421,0.0034800765616843,5747,True,5747,5846
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,T cell,50,50,0.38,0.38,0.0043500957021054,0.0087001914042108,5747,True,5747,5846
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,T cell,100,100,0.39,0.39,0.0087001914042108,0.0174003828084217,5747,True,5747,5846
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,T cell,200,200,0.445,0.445,0.0174003828084217,0.0348007656168435,5747,True,5747,5846
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,T cell,500,500,0.48,0.48,0.0435009570210544,0.0870019140421089,5747,True,5747,5846
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,B cell,10,10,0.1,0.1,0.0012465719272001,0.0024931438544003,4011,True,5636,4015
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,B cell,20,20,0.25,0.25,0.0024931438544003,0.0049862877088007,4011,True,5636,4015
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,B cell,50,50,0.2,0.2,0.0062328596360009,0.0124657192720019,4011,True,5636,4015
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,B cell,100,100,0.25,0.25,0.0124657192720019,0.0249314385440039,4011,True,5636,4015
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,B cell,200,200,0.225,0.225,0.0249314385440039,0.0498628770880079,4011,True,5636,4015
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,B cell,500,500,0.172,0.192,0.0623285963600099,0.1246571927200199,4011,True,5636,4015
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,B cell,10,10,0.4,0.4,0.0008871540099361,0.0017743080198722,5636,True,5636,5846
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,B cell,20,20,0.3,0.3,0.0017743080198722,0.0035486160397444,5636,True,5636,5846
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,B cell,50,50,0.22,0.22,0.0044357700496806,0.0088715400993612,5636,True,5636,5846
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,B cell,100,100,0.25,0.25,0.0088715400993612,0.0177430801987224,5636,True,5636,5846
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,B cell,200,200,0.33,0.33,0.0177430801987224,0.0354861603974449,5636,True,5636,5846
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,B cell,500,500,0.358,0.358,0.0443577004968062,0.0887154009936125,5636,True,5636,5846
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,Monocyte,10,10,0.0,0.0,0.0011600928074245,0.0023201856148491,4310,True,5628,4318
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,Monocyte,20,20,0.05,0.05,0.0023201856148491,0.0046403712296983,4310,True,5628,4318
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,Monocyte,50,50,0.12,0.12,0.0058004640371229,0.0116009280742459,4310,True,5628,4318
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,Monocyte,100,100,0.23,0.23,0.0116009280742459,0.0232018561484918,4310,True,5628,4318
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,Monocyte,200,200,0.34,0.34,0.0232018561484918,0.0464037122969837,4310,True,5628,4318
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,Monocyte,500,500,0.368,0.368,0.0580046403712296,0.1160092807424593,4310,True,5628,4318
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,Monocyte,10,10,0.2,0.2,0.0008884150675195,0.001776830135039,5628,True,5628,5846
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,Monocyte,20,20,0.2,0.2,0.001776830135039,0.0035536602700781,5628,True,5628,5846
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,Monocyte,50,50,0.24,0.24,0.0044420753375977,0.0088841506751954,5628,True,5628,5846
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,Monocyte,100,100,0.24,0.24,0.0088841506751954,0.0177683013503909,5628,True,5628,5846
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,Monocyte,200,200,0.26,0.26,0.0177683013503909,0.0355366027007818,5628,True,5628,5846
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,Monocyte,500,500,0.3,0.304,0.0444207533759772,0.0888415067519545,5628,True,5628,5846
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,10,10,0.1,0.1,0.0012062726176115,0.0024125452352231,4145,True,5579,4149
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,20,20,0.15,0.15,0.0024125452352231,0.0048250904704463,4145,True,5579,4149
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,50,50,0.24,0.24,0.0060313630880579,0.0120627261761158,4145,True,5579,4149
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,100,100,0.37,0.37,0.0120627261761158,0.0241254523522316,4145,True,5579,4149
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,200,200,0.4,0.4,0.0241254523522316,0.0482509047044632,4145,True,5579,4149
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,500,500,0.34,0.358,0.060313630880579,0.120627261761158,4145,True,5579,4149
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,NK cell,10,10,0.2,0.2,0.0008962179602079,0.0017924359204158,5579,True,5579,5846
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,NK cell,20,20,0.4,0.4,0.0017924359204158,0.0035848718408316,5579,True,5579,5846
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,NK cell,50,50,0.4,0.4,0.0044810898010396,0.0089621796020792,5579,True,5579,5846
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,NK cell,100,100,0.4,0.4,0.0089621796020792,0.0179243592041584,5579,True,5579,5846
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,NK cell,200,200,0.435,0.435,0.0179243592041584,0.0358487184083169,5579,True,5579,5846
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,NK cell,500,500,0.442,0.442,0.0448108980103961,0.0896217960207922,5579,True,5579,5846
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,10,10,0.0,0.0,0.0013796909492273,0.0027593818984547,3624,True,5426,3629
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,20,20,0.15,0.15,0.0027593818984547,0.0055187637969094,3624,True,5426,3629
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,50,50,0.1,0.1,0.0068984547461368,0.0137969094922737,3624,True,5426,3629
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,100,100,0.14,0.14,0.0137969094922737,0.0275938189845474,3624,True,5426,3629
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,200,200,0.11,0.11,0.0275938189845474,0.0551876379690949,3624,True,5426,3629
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,500,500,0.138,0.146,0.0689845474613686,0.1379690949227373,3624,True,5426,3629
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,DC,10,10,0.0,0.0,0.0009214891264283,0.0018429782528566,5426,True,5426,5846
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,DC,20,20,0.15,0.15,0.0018429782528566,0.0036859565057132,5426,True,5426,5846
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,DC,50,50,0.3,0.3,0.0046074456321415,0.009214891264283,5426,True,5426,5846
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,DC,100,100,0.3,0.3,0.009214891264283,0.0184297825285661,5426,True,5426,5846
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,DC,200,200,0.325,0.325,0.0184297825285661,0.0368595650571323,5426,True,5426,5846
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@df955ec1,DC,500,500,0.364,0.368,0.0460744563214154,0.0921489126428308,5426,True,5426,5846
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,10,10,0.0,0.0,0.0010407993338884,0.0020815986677768,4804,True,5747,4820
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,20,20,0.0,0.0,0.0020815986677768,0.0041631973355537,4804,True,5747,4820
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,50,50,0.06,0.06,0.0052039966694421,0.0104079933388842,4804,True,5747,4820
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,100,100,0.08,0.08,0.0104079933388842,0.0208159866777685,4804,True,5747,4820
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,200,200,0.185,0.185,0.0208159866777685,0.041631973355537,4804,True,5747,4820
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,500,500,0.222,0.228,0.0520399666944213,0.1040799333888426,4804,True,5747,4820
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@40362513,T cell,10,10,0.1,0.1,0.0008851124092759,0.0017702248185519,5649,True,5747,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@40362513,T cell,20,20,0.15,0.15,0.0017702248185519,0.0035404496371039,5649,True,5747,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@40362513,T cell,50,50,0.18,0.18,0.0044255620463798,0.0088511240927597,5649,True,5747,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@40362513,T cell,100,100,0.27,0.27,0.0088511240927597,0.0177022481855195,5649,True,5747,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@40362513,T cell,200,200,0.34,0.34,0.0177022481855195,0.0354044963710391,5649,True,5747,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@40362513,T cell,500,500,0.326,0.326,0.0442556204637989,0.0885112409275978,5649,True,5747,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,10,10,0.2,0.2,0.0012671059300557,0.0025342118601115,3946,True,5636,3952
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,20,20,0.25,0.25,0.0025342118601115,0.005068423720223,3946,True,5636,3952
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,50,50,0.26,0.26,0.0063355296502787,0.0126710593005575,3946,True,5636,3952
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,100,100,0.22,0.22,0.0126710593005575,0.025342118601115,3946,True,5636,3952
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,200,200,0.22,0.22,0.025342118601115,0.0506842372022301,3946,True,5636,3952
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,500,500,0.224,0.242,0.0633552965027876,0.1267105930055752,3946,True,5636,3952
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@40362513,B cell,10,10,0.0,0.0,0.0009026900162484,0.0018053800324968,5539,True,5636,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@40362513,B cell,20,20,0.05,0.05,0.0018053800324968,0.0036107600649936,5539,True,5636,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@40362513,B cell,50,50,0.18,0.18,0.0045134500812421,0.0090269001624842,5539,True,5636,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@40362513,B cell,100,100,0.23,0.23,0.0090269001624842,0.0180538003249684,5539,True,5636,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@40362513,B cell,200,200,0.235,0.235,0.0180538003249684,0.0361076006499368,5539,True,5636,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@40362513,B cell,500,500,0.254,0.26,0.045134500812421,0.090269001624842,5539,True,5636,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,10,10,0.0,0.0,0.0011483693155718,0.0022967386311437,4354,True,5628,4364
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,20,20,0.0,0.0,0.0022967386311437,0.0045934772622875,4354,True,5628,4364
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,50,50,0.16,0.16,0.0057418465778594,0.0114836931557188,4354,True,5628,4364
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,100,100,0.21,0.21,0.0114836931557188,0.0229673863114377,4354,True,5628,4364
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,200,200,0.265,0.265,0.0229673863114377,0.0459347726228755,4354,True,5628,4364
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,500,500,0.274,0.286,0.0574184657785944,0.1148369315571888,4354,True,5628,4364
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@40362513,Monocyte,10,10,0.1,0.1,0.0009036688957166,0.0018073377914332,5533,True,5628,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@40362513,Monocyte,20,20,0.1,0.1,0.0018073377914332,0.0036146755828664,5533,True,5628,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@40362513,Monocyte,50,50,0.12,0.12,0.004518344478583,0.009036688957166,5533,True,5628,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@40362513,Monocyte,100,100,0.14,0.14,0.009036688957166,0.0180733779143321,5533,True,5628,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@40362513,Monocyte,200,200,0.195,0.195,0.0180733779143321,0.0361467558286643,5533,True,5628,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@40362513,Monocyte,500,500,0.246,0.254,0.0451834447858304,0.0903668895716609,5533,True,5628,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,NK cell,10,10,0.0,0.0,0.0012218963831867,0.0024437927663734,4092,True,5579,4101
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,NK cell,20,20,0.05,0.05,0.0024437927663734,0.0048875855327468,4092,True,5579,4101
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,NK cell,50,50,0.16,0.16,0.0061094819159335,0.012218963831867,4092,True,5579,4101
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+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@40362513,NK cell,20,20,0.1,0.1,0.0018238190771475,0.003647638154295,5483,True,5579,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@40362513,NK cell,50,50,0.22,0.22,0.0045595476928688,0.0091190953857377,5483,True,5579,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@40362513,NK cell,100,100,0.24,0.24,0.0091190953857377,0.0182381907714754,5483,True,5579,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@40362513,NK cell,200,200,0.31,0.31,0.0182381907714754,0.0364763815429509,5483,True,5579,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@40362513,NK cell,500,500,0.316,0.32,0.0455954769286886,0.0911909538573773,5483,True,5579,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,DC,10,10,0.1,0.1,0.0014132278123233,0.0028264556246466,3538,True,5426,3540
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,DC,20,20,0.1,0.1,0.0028264556246466,0.0056529112492933,3538,True,5426,3540
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,DC,50,50,0.14,0.14,0.0070661390616167,0.0141322781232334,3538,True,5426,3540
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,DC,100,100,0.27,0.27,0.0141322781232334,0.0282645562464669,3538,True,5426,3540
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,DC,200,200,0.27,0.28,0.0282645562464669,0.0565291124929338,3538,True,5426,3540
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,DC,500,500,0.258,0.27,0.0706613906161673,0.1413227812323346,3538,True,5426,3540
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@40362513,DC,10,10,0.0,0.0,0.0009375585974123,0.0018751171948246,5333,True,5426,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@40362513,DC,20,20,0.05,0.05,0.0018751171948246,0.0037502343896493,5333,True,5426,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@40362513,DC,50,50,0.14,0.14,0.0046877929870616,0.0093755859741233,5333,True,5426,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@40362513,DC,100,100,0.16,0.16,0.0093755859741233,0.0187511719482467,5333,True,5426,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@40362513,DC,200,200,0.225,0.225,0.0187511719482467,0.0375023438964935,5333,True,5426,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@40362513,DC,500,500,0.26,0.268,0.0468779298706169,0.0937558597412338,5333,True,5426,5823
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+imperial_eskd,fewshot,fewshot_n5/draw3,lora5,generated:lora5,T cell,20,20,0.2,0.2,0.0021677866897897,0.0043355733795794,4613,True,5747,4615
+imperial_eskd,fewshot,fewshot_n5/draw3,lora5,generated:lora5,T cell,50,50,0.3,0.3,0.0054194667244743,0.0108389334489486,4613,True,5747,4615
+imperial_eskd,fewshot,fewshot_n5/draw3,lora5,generated:lora5,T cell,100,100,0.35,0.35,0.0108389334489486,0.0216778668978972,4613,True,5747,4615
+imperial_eskd,fewshot,fewshot_n5/draw3,lora5,generated:lora5,T cell,200,200,0.37,0.37,0.0216778668978972,0.0433557337957944,4613,True,5747,4615
+imperial_eskd,fewshot,fewshot_n5/draw3,lora5,generated:lora5,T cell,500,500,0.304,0.306,0.0541946672447431,0.1083893344894862,4613,True,5747,4615
+imperial_eskd,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@1bb5ea46,T cell,10,10,0.0,0.0,0.0008851124092759,0.0017702248185519,5649,True,5747,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@1bb5ea46,T cell,20,20,0.05,0.05,0.0017702248185519,0.0035404496371039,5649,True,5747,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@1bb5ea46,T cell,50,50,0.16,0.16,0.0044255620463798,0.0088511240927597,5649,True,5747,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@1bb5ea46,T cell,100,100,0.25,0.25,0.0088511240927597,0.0177022481855195,5649,True,5747,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@1bb5ea46,T cell,200,200,0.315,0.315,0.0177022481855195,0.0354044963710391,5649,True,5747,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@1bb5ea46,T cell,500,500,0.326,0.328,0.0442556204637989,0.0885112409275978,5649,True,5747,5823
+imperial_eskd,fewshot,fewshot_n5/draw3,lora5,generated:lora5,B cell,10,10,0.3,0.3,0.0012658227848101,0.0025316455696202,3950,True,5636,3954
+imperial_eskd,fewshot,fewshot_n5/draw3,lora5,generated:lora5,B cell,20,20,0.15,0.15,0.0025316455696202,0.0050632911392405,3950,True,5636,3954
+imperial_eskd,fewshot,fewshot_n5/draw3,lora5,generated:lora5,B cell,50,50,0.28,0.28,0.0063291139240506,0.0126582278481012,3950,True,5636,3954
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+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,Monocyte,10,10,0.0,0.0,0.0013068478829064,0.0026136957658128,3826,True,5668,3826
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,Monocyte,20,20,0.0,0.0,0.0026136957658128,0.0052273915316257,3826,True,5668,3826
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,Monocyte,50,50,0.02,0.02,0.0065342394145321,0.0130684788290642,3826,True,5668,3826
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,Monocyte,100,100,0.04,0.04,0.0130684788290642,0.0261369576581285,3826,True,5668,3826
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,Monocyte,200,200,0.065,0.065,0.0261369576581285,0.0522739153162571,3826,True,5668,3826
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,Monocyte,500,500,0.098,0.112,0.0653423941453214,0.1306847882906429,3826,True,5668,3826
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,10,10,0.0,0.0,0.0008821453775582,0.0017642907551164,5668,True,5668,5746
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,20,20,0.05,0.05,0.0017642907551164,0.0035285815102328,5668,True,5668,5746
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,50,50,0.08,0.08,0.0044107268877911,0.0088214537755822,5668,True,5668,5746
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,100,100,0.11,0.11,0.0088214537755822,0.0176429075511644,5668,True,5668,5746
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,200,200,0.19,0.19,0.0176429075511644,0.0352858151023288,5668,True,5668,5746
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,500,500,0.29,0.29,0.044107268877911,0.0882145377558221,5668,True,5668,5746
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,NK cell,10,10,0.0,0.0,0.0013322675193178,0.0026645350386357,3753,True,5459,3755
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,NK cell,20,20,0.0,0.0,0.0026645350386357,0.0053290700772715,3753,True,5459,3755
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,NK cell,50,50,0.0,0.0,0.0066613375965893,0.0133226751931787,3753,True,5459,3755
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,NK cell,100,100,0.0,0.0,0.0133226751931787,0.0266453503863575,3753,True,5459,3755
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,NK cell,200,200,0.02,0.02,0.0266453503863575,0.0532907007727151,3753,True,5459,3755
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,NK cell,500,500,0.066,0.092,0.0666133759658939,0.1332267519317879,3753,True,5459,3755
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,10,10,0.3,0.3,0.0009159186664224,0.0018318373328448,5459,True,5459,5746
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,20,20,0.55,0.55,0.0018318373328448,0.0036636746656896,5459,True,5459,5746
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,50,50,0.58,0.58,0.0045795933321121,0.0091591866642242,5459,True,5459,5746
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,100,100,0.52,0.52,0.0091591866642242,0.0183183733284484,5459,True,5459,5746
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,200,200,0.43,0.43,0.0183183733284484,0.0366367466568968,5459,True,5459,5746
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,500,500,0.358,0.36,0.045795933321121,0.0915918666422421,5459,True,5459,5746
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,DC,10,10,0.0,0.0,0.0015253203172666,0.0030506406345332,3278,True,5020,3280
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,DC,20,20,0.0,0.0,0.0030506406345332,0.0061012812690665,3278,True,5020,3280
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,DC,50,50,0.0,0.06,0.0076266015863331,0.0152532031726662,3278,True,5020,3280
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,DC,100,100,0.0,0.07,0.0152532031726662,0.0305064063453325,3278,True,5020,3280
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,DC,200,200,0.0,0.065,0.0305064063453325,0.061012812690665,3278,True,5020,3280
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,generated:zs_pseudo,DC,500,500,0.028,0.122,0.0762660158633313,0.1525320317266626,3278,True,5020,3280
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,10,10,0.3,0.3,0.0009960159362549,0.0019920318725099,5020,True,5020,5746
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,20,20,0.45,0.45,0.0019920318725099,0.0039840637450199,5020,True,5020,5746
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,50,50,0.54,0.54,0.0049800796812749,0.0099601593625498,5020,True,5020,5746
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,100,100,0.53,0.53,0.0099601593625498,0.0199203187250996,5020,True,5020,5746
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,200,200,0.41,0.41,0.0199203187250996,0.0398406374501992,5020,True,5020,5746
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,500,500,0.258,0.264,0.049800796812749,0.099601593625498,5020,True,5020,5746
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,T cell,10,10,0.0,0.0,0.0011856770215793,0.0023713540431586,4217,True,5660,4225
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,T cell,20,20,0.0,0.0,0.0023713540431586,0.0047427080863172,4217,True,5660,4225
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,T cell,50,50,0.0,0.0,0.0059283851078966,0.0118567702157932,4217,True,5660,4225
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,T cell,100,100,0.0,0.01,0.0118567702157932,0.0237135404315864,4217,True,5660,4225
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,T cell,200,200,0.005,0.015,0.0237135404315864,0.0474270808631728,4217,True,5660,4225
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,T cell,500,500,0.054,0.08,0.059283851078966,0.1185677021579321,4217,True,5660,4225
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@7141bb69,T cell,10,10,0.0,0.0,0.0009187798603454,0.0018375597206909,5442,True,5660,5512
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@7141bb69,T cell,20,20,0.0,0.0,0.0018375597206909,0.0036751194413818,5442,True,5660,5512
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@7141bb69,T cell,50,50,0.0,0.0,0.0045938993017273,0.0091877986034546,5442,True,5660,5512
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@7141bb69,T cell,100,100,0.04,0.04,0.0091877986034546,0.0183755972069092,5442,True,5660,5512
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@7141bb69,T cell,200,200,0.11,0.115,0.0183755972069092,0.0367511944138184,5442,True,5660,5512
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@7141bb69,T cell,500,500,0.15,0.168,0.045938993017273,0.0918779860345461,5442,True,5660,5512
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,B cell,10,10,0.0,0.0,0.001612383102225,0.0032247662044501,3101,True,5271,3118
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,B cell,20,20,0.0,0.0,0.0032247662044501,0.0064495324089003,3101,True,5271,3118
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,B cell,50,50,0.0,0.0,0.0080619155111254,0.0161238310222508,3101,True,5271,3118
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,B cell,100,100,0.03,0.07,0.0161238310222508,0.0322476620445017,3101,True,5271,3118
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,B cell,200,200,0.05,0.085,0.0322476620445017,0.0644953240890035,3101,True,5271,3118
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,B cell,500,500,0.074,0.138,0.0806191551112544,0.1612383102225088,3101,True,5271,3118
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@7141bb69,B cell,10,10,0.0,0.0,0.0009767532721234,0.0019535065442469,5119,True,5271,5512
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@7141bb69,B cell,20,20,0.0,0.0,0.0019535065442469,0.0039070130884938,5119,True,5271,5512
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@7141bb69,B cell,50,50,0.0,0.0,0.0048837663606173,0.0097675327212346,5119,True,5271,5512
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@7141bb69,B cell,100,100,0.01,0.03,0.0097675327212346,0.0195350654424692,5119,True,5271,5512
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@7141bb69,B cell,200,200,0.03,0.05,0.0195350654424692,0.0390701308849384,5119,True,5271,5512
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@7141bb69,B cell,500,500,0.054,0.094,0.048837663606173,0.0976753272123461,5119,True,5271,5512
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,Monocyte,10,10,0.0,0.0,0.0013469827586206,0.0026939655172413,3712,True,5668,3715
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,Monocyte,20,20,0.0,0.0,0.0026939655172413,0.0053879310344827,3712,True,5668,3715
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,Monocyte,50,50,0.0,0.0,0.0067349137931034,0.0134698275862068,3712,True,5668,3715
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,Monocyte,100,100,0.01,0.01,0.0134698275862068,0.0269396551724137,3712,True,5668,3715
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,Monocyte,200,200,0.045,0.055,0.0269396551724137,0.0538793103448275,3712,True,5668,3715
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,Monocyte,500,500,0.088,0.128,0.0673491379310344,0.1346982758620689,3712,True,5668,3715
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@7141bb69,Monocyte,10,10,0.0,0.0,0.0009169264624977,0.0018338529249954,5453,True,5668,5512
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@7141bb69,Monocyte,20,20,0.0,0.0,0.0018338529249954,0.0036677058499908,5453,True,5668,5512
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@7141bb69,Monocyte,50,50,0.0,0.0,0.0045846323124885,0.009169264624977,5453,True,5668,5512
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@7141bb69,Monocyte,100,100,0.04,0.04,0.009169264624977,0.0183385292499541,5453,True,5668,5512
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@7141bb69,Monocyte,200,200,0.075,0.075,0.0183385292499541,0.0366770584999083,5453,True,5668,5512
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@7141bb69,Monocyte,500,500,0.142,0.15,0.0458463231248853,0.0916926462497707,5453,True,5668,5512
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,NK cell,10,10,0.0,0.0,0.0017992083483267,0.0035984166966534,2779,True,5459,2782
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,NK cell,20,20,0.0,0.0,0.0035984166966534,0.0071968333933069,2779,True,5459,2782
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,NK cell,50,50,0.0,0.02,0.0089960417416336,0.0179920834832673,2779,True,5459,2782
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,NK cell,100,100,0.03,0.05,0.0179920834832673,0.0359841669665347,2779,True,5459,2782
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,NK cell,200,200,0.035,0.045,0.0359841669665347,0.0719683339330694,2779,True,5459,2782
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,NK cell,500,500,0.11,0.138,0.0899604174163368,0.1799208348326736,2779,True,5459,2782
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@7141bb69,NK cell,10,10,0.0,0.0,0.0009475080538184,0.0018950161076369,5277,True,5459,5512
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@7141bb69,NK cell,20,20,0.0,0.0,0.0018950161076369,0.0037900322152738,5277,True,5459,5512
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@7141bb69,NK cell,50,50,0.0,0.0,0.0047375402690922,0.0094750805381845,5277,True,5459,5512
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@7141bb69,NK cell,100,100,0.01,0.01,0.0094750805381845,0.0189501610763691,5277,True,5459,5512
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@7141bb69,NK cell,200,200,0.035,0.045,0.0189501610763691,0.0379003221527383,5277,True,5459,5512
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@7141bb69,NK cell,500,500,0.066,0.1,0.0473754026909228,0.0947508053818457,5277,True,5459,5512
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,DC,10,10,0.0,0.0,0.0019402405898331,0.0038804811796662,2577,True,5020,2580
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,DC,20,20,0.0,0.0,0.0038804811796662,0.0077609623593325,2577,True,5020,2580
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,DC,50,50,0.0,0.0,0.0097012029491656,0.0194024058983313,2577,True,5020,2580
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,DC,100,100,0.0,0.0,0.0194024058983313,0.0388048117966627,2577,True,5020,2580
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,DC,200,200,0.04,0.05,0.0388048117966627,0.0776096235933255,2577,True,5020,2580
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,generated:zs_cal,DC,500,500,0.048,0.076,0.0970120294916569,0.1940240589833139,2577,True,5020,2580
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@7141bb69,DC,10,10,0.0,0.0,0.001017501017501,0.002035002035002,4914,True,5020,5512
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@7141bb69,DC,20,20,0.0,0.0,0.002035002035002,0.004070004070004,4914,True,5020,5512
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@7141bb69,DC,50,50,0.0,0.0,0.005087505087505,0.0101750101750101,4914,True,5020,5512
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@7141bb69,DC,100,100,0.04,0.04,0.0101750101750101,0.0203500203500203,4914,True,5020,5512
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,broadcast:test_cal.npz@7141bb69,DC,200,200,0.075,0.1,0.0203500203500203,0.0407000407000407,4914,True,5020,5512
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+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,B cell,20,20,0.0,0.0,0.0030349013657056,0.0060698027314112,3295,True,5377,3298
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,B cell,50,50,0.0,0.0,0.007587253414264,0.015174506828528,3295,True,5377,3298
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,B cell,100,100,0.0,0.02,0.015174506828528,0.0303490136570561,3295,True,5377,3298
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,B cell,200,200,0.025,0.075,0.0303490136570561,0.0606980273141122,3295,True,5377,3298
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,B cell,500,500,0.056,0.142,0.0758725341426403,0.1517450682852807,3295,True,5377,3298
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,B cell,10,10,0.0,0.0,0.0009298865538404,0.0018597731076808,5377,True,5377,5748
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,B cell,20,20,0.05,0.05,0.0018597731076808,0.0037195462153617,5377,True,5377,5748
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,B cell,50,50,0.12,0.12,0.0046494327692021,0.0092988655384043,5377,True,5377,5748
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,B cell,100,100,0.2,0.2,0.0092988655384043,0.0185977310768086,5377,True,5377,5748
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,B cell,200,200,0.235,0.235,0.0185977310768086,0.0371954621536172,5377,True,5377,5748
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,B cell,500,500,0.226,0.228,0.0464943276920215,0.0929886553840431,5377,True,5377,5748
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,Monocyte,10,10,0.0,0.0,0.0012953367875647,0.0025906735751295,3860,True,5696,3860
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,Monocyte,20,20,0.0,0.0,0.0025906735751295,0.005181347150259,3860,True,5696,3860
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,Monocyte,50,50,0.06,0.06,0.0064766839378238,0.0129533678756476,3860,True,5696,3860
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,Monocyte,100,100,0.1,0.1,0.0129533678756476,0.0259067357512953,3860,True,5696,3860
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,Monocyte,200,200,0.085,0.09,0.0259067357512953,0.0518134715025906,3860,True,5696,3860
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,Monocyte,500,500,0.134,0.154,0.0647668393782383,0.1295336787564766,3860,True,5696,3860
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,10,10,0.0,0.0,0.000877808988764,0.001755617977528,5696,True,5696,5748
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,20,20,0.0,0.0,0.001755617977528,0.0035112359550561,5696,True,5696,5748
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,50,50,0.04,0.04,0.0043890449438202,0.0087780898876404,5696,True,5696,5748
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,100,100,0.08,0.08,0.0087780898876404,0.0175561797752809,5696,True,5696,5748
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,200,200,0.17,0.17,0.0175561797752809,0.0351123595505618,5696,True,5696,5748
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,500,500,0.278,0.278,0.0438904494382022,0.0877808988764045,5696,True,5696,5748
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,NK cell,10,10,0.0,0.0,0.0013344008540165,0.002668801708033,3747,True,5494,3749
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,NK cell,20,20,0.0,0.0,0.002668801708033,0.0053376034160661,3747,True,5494,3749
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,NK cell,50,50,0.0,0.0,0.0066720042700827,0.0133440085401654,3747,True,5494,3749
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,NK cell,100,100,0.0,0.0,0.0133440085401654,0.0266880170803309,3747,True,5494,3749
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,NK cell,200,200,0.03,0.045,0.0266880170803309,0.0533760341606618,3747,True,5494,3749
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,NK cell,500,500,0.06,0.114,0.0667200427008273,0.1334400854016546,3747,True,5494,3749
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,10,10,0.1,0.1,0.0009100837277029,0.0018201674554058,5494,True,5494,5748
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,20,20,0.25,0.25,0.0018201674554058,0.0036403349108117,5494,True,5494,5748
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,50,50,0.4,0.4,0.0045504186385147,0.0091008372770294,5494,True,5494,5748
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,100,100,0.58,0.58,0.0091008372770294,0.0182016745540589,5494,True,5494,5748
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,200,200,0.49,0.49,0.0182016745540589,0.0364033491081179,5494,True,5494,5748
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,500,500,0.362,0.364,0.0455041863851474,0.0910083727702948,5494,True,5494,5748
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,DC,10,10,0.0,0.0,0.0014965579167913,0.0029931158335827,3341,True,5096,3343
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,DC,20,20,0.0,0.0,0.0029931158335827,0.0059862316671655,3341,True,5096,3343
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,DC,50,50,0.02,0.02,0.0074827895839568,0.0149655791679137,3341,True,5096,3343
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,DC,100,100,0.01,0.06,0.0149655791679137,0.0299311583358275,3341,True,5096,3343
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,DC,200,200,0.025,0.09,0.0299311583358275,0.0598623166716551,3341,True,5096,3343
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,DC,500,500,0.038,0.124,0.0748278958395689,0.1496557916791379,3341,True,5096,3343
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,10,10,0.2,0.2,0.0009811616954474,0.0019623233908948,5096,True,5096,5748
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,20,20,0.3,0.3,0.0019623233908948,0.0039246467817896,5096,True,5096,5748
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,50,50,0.4,0.4,0.004905808477237,0.009811616954474,5096,True,5096,5748
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,100,100,0.42,0.42,0.009811616954474,0.0196232339089481,5096,True,5096,5748
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,200,200,0.315,0.315,0.0196232339089481,0.0392464678178963,5096,True,5096,5748
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,500,500,0.22,0.23,0.0490580847723704,0.0981161695447409,5096,True,5096,5748
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,T cell,10,10,0.0,0.0,0.0011784115012962,0.0023568230025925,4243,True,5685,4250
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,T cell,20,20,0.0,0.0,0.0023568230025925,0.004713646005185,4243,True,5685,4250
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,T cell,50,50,0.0,0.0,0.0058920575064812,0.0117841150129625,4243,True,5685,4250
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,T cell,100,100,0.02,0.03,0.0117841150129625,0.023568230025925,4243,True,5685,4250
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,T cell,200,200,0.03,0.045,0.023568230025925,0.0471364600518501,4243,True,5685,4250
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,T cell,500,500,0.078,0.114,0.0589205750648126,0.1178411501296252,4243,True,5685,4250
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,T cell,10,10,0.0,0.0,0.0009165902841429,0.0018331805682859,5455,True,5685,5501
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,T cell,20,20,0.0,0.0,0.0018331805682859,0.0036663611365719,5455,True,5685,5501
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,T cell,50,50,0.04,0.04,0.0045829514207149,0.0091659028414298,5455,True,5685,5501
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,T cell,100,100,0.05,0.05,0.0091659028414298,0.0183318056828597,5455,True,5685,5501
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,T cell,200,200,0.07,0.075,0.0183318056828597,0.0366636113657195,5455,True,5685,5501
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,T cell,500,500,0.152,0.164,0.0458295142071494,0.0916590284142988,5455,True,5685,5501
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,B cell,10,10,0.0,0.0,0.0014872099940511,0.0029744199881023,3362,True,5377,3373
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,B cell,20,20,0.0,0.0,0.0029744199881023,0.0059488399762046,3362,True,5377,3373
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,B cell,50,50,0.0,0.0,0.0074360499702558,0.0148720999405116,3362,True,5377,3373
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,B cell,100,100,0.01,0.03,0.0148720999405116,0.0297441998810232,3362,True,5377,3373
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,B cell,200,200,0.02,0.065,0.0297441998810232,0.0594883997620464,3362,True,5377,3373
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,B cell,500,500,0.042,0.124,0.074360499702558,0.148720999405116,3362,True,5377,3373
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,B cell,10,10,0.0,0.0,0.0009600614439324,0.0019201228878648,5208,True,5377,5501
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,B cell,20,20,0.0,0.0,0.0019201228878648,0.0038402457757296,5208,True,5377,5501
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,B cell,50,50,0.0,0.0,0.004800307219662,0.0096006144393241,5208,True,5377,5501
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,B cell,100,100,0.0,0.02,0.0096006144393241,0.0192012288786482,5208,True,5377,5501
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,B cell,200,200,0.015,0.03,0.0192012288786482,0.0384024577572964,5208,True,5377,5501
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,B cell,500,500,0.054,0.088,0.0480030721966205,0.0960061443932411,5208,True,5377,5501
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,Monocyte,10,10,0.0,0.0,0.0013182177695755,0.002636435539151,3793,True,5696,3796
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,Monocyte,20,20,0.0,0.0,0.002636435539151,0.0052728710783021,3793,True,5696,3796
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,Monocyte,50,50,0.04,0.04,0.0065910888478776,0.0131821776957553,3793,True,5696,3796
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,Monocyte,100,100,0.04,0.05,0.0131821776957553,0.0263643553915106,3793,True,5696,3796
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,Monocyte,200,200,0.06,0.07,0.0263643553915106,0.0527287107830213,3793,True,5696,3796
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,Monocyte,500,500,0.07,0.112,0.0659108884787767,0.1318217769575534,3793,True,5696,3796
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,Monocyte,10,10,0.0,0.0,0.0009157509157509,0.0018315018315018,5460,True,5696,5501
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,Monocyte,20,20,0.0,0.0,0.0018315018315018,0.0036630036630036,5460,True,5696,5501
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,Monocyte,50,50,0.1,0.1,0.0045787545787545,0.0091575091575091,5460,True,5696,5501
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,Monocyte,100,100,0.09,0.09,0.0091575091575091,0.0183150183150183,5460,True,5696,5501
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,Monocyte,200,200,0.135,0.14,0.0183150183150183,0.0366300366300366,5460,True,5696,5501
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,Monocyte,500,500,0.176,0.19,0.0457875457875457,0.0915750915750915,5460,True,5696,5501
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,NK cell,10,10,0.0,0.0,0.001592863969417,0.003185727938834,3139,True,5494,3141
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,NK cell,20,20,0.0,0.0,0.003185727938834,0.006371455877668,3139,True,5494,3141
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,NK cell,50,50,0.0,0.0,0.007964319847085,0.0159286396941701,3139,True,5494,3141
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,NK cell,100,100,0.02,0.02,0.0159286396941701,0.0318572793883402,3139,True,5494,3141
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,NK cell,200,200,0.015,0.03,0.0318572793883402,0.0637145587766804,3139,True,5494,3141
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,NK cell,500,500,0.018,0.046,0.0796431984708505,0.1592863969417011,3139,True,5494,3141
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,NK cell,10,10,0.0,0.0,0.0009419743782969,0.0018839487565938,5308,True,5494,5501
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,NK cell,20,20,0.0,0.0,0.0018839487565938,0.0037678975131876,5308,True,5494,5501
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,NK cell,50,50,0.0,0.0,0.0047098718914845,0.0094197437829691,5308,True,5494,5501
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,NK cell,100,100,0.04,0.04,0.0094197437829691,0.0188394875659382,5308,True,5494,5501
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,NK cell,200,200,0.035,0.04,0.0188394875659382,0.0376789751318764,5308,True,5494,5501
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@79890ab3,NK cell,500,500,0.072,0.088,0.0470987189148455,0.094197437829691,5308,True,5494,5501
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,DC,10,10,0.0,0.0,0.0020946795140343,0.0041893590280687,2387,True,5096,2390
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+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,T cell,500,500,0.158,0.18,0.0594813228646205,0.118962645729241,4203,True,5676,4205
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,T cell,10,10,0.2,0.2,0.0008809020436927,0.0017618040873854,5676,True,5676,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,T cell,20,20,0.45,0.45,0.0017618040873854,0.0035236081747709,5676,True,5676,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,T cell,50,50,0.4,0.4,0.0044045102184637,0.0088090204369274,5676,True,5676,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,T cell,100,100,0.39,0.39,0.0088090204369274,0.0176180408738548,5676,True,5676,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,T cell,200,200,0.4,0.4,0.0176180408738548,0.0352360817477096,5676,True,5676,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,T cell,500,500,0.456,0.456,0.044045102184637,0.0880902043692741,5676,True,5676,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,B cell,10,10,0.0,0.0,0.0014961101137043,0.0029922202274087,3342,True,5364,3348
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,B cell,20,20,0.0,0.0,0.0029922202274087,0.0059844404548174,3342,True,5364,3348
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,B cell,50,50,0.0,0.0,0.0074805505685218,0.0149611011370436,3342,True,5364,3348
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,B cell,100,100,0.0,0.0,0.0149611011370436,0.0299222022740873,3342,True,5364,3348
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,B cell,200,200,0.01,0.04,0.0299222022740873,0.0598444045481747,3342,True,5364,3348
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,B cell,500,500,0.03,0.09,0.0748055056852184,0.1496110113704368,3342,True,5364,3348
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,B cell,10,10,0.4,0.4,0.0009321401938851,0.0018642803877703,5364,True,5364,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,B cell,20,20,0.5,0.5,0.0018642803877703,0.0037285607755406,5364,True,5364,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,B cell,50,50,0.36,0.36,0.0046607009694258,0.0093214019388516,5364,True,5364,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,B cell,100,100,0.26,0.26,0.0093214019388516,0.0186428038777032,5364,True,5364,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,B cell,200,200,0.22,0.22,0.0186428038777032,0.0372856077554064,5364,True,5364,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,B cell,500,500,0.184,0.188,0.046607009694258,0.093214019388516,5364,True,5364,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,Monocyte,10,10,0.0,0.0,0.0012943308309603,0.0025886616619207,3863,True,5691,3863
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,Monocyte,20,20,0.0,0.0,0.0025886616619207,0.0051773233238415,3863,True,5691,3863
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,Monocyte,50,50,0.04,0.04,0.0064716541548019,0.0129433083096039,3863,True,5691,3863
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,Monocyte,100,100,0.09,0.09,0.0129433083096039,0.0258866166192078,3863,True,5691,3863
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,Monocyte,200,200,0.095,0.105,0.0258866166192078,0.0517732332384157,3863,True,5691,3863
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,Monocyte,500,500,0.12,0.148,0.0647165415480196,0.1294330830960393,3863,True,5691,3863
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,10,10,0.1,0.1,0.0008785802143735,0.0017571604287471,5691,True,5691,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,20,20,0.1,0.1,0.0017571604287471,0.0035143208574942,5691,True,5691,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,50,50,0.14,0.14,0.0043929010718678,0.0087858021437357,5691,True,5691,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,100,100,0.21,0.21,0.0087858021437357,0.0175716042874714,5691,True,5691,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,200,200,0.235,0.235,0.0175716042874714,0.0351432085749428,5691,True,5691,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,500,500,0.312,0.312,0.0439290107186786,0.0878580214373572,5691,True,5691,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,NK cell,10,10,0.1,0.1,0.001334044823906,0.0026680896478121,3748,True,5482,3751
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,NK cell,20,20,0.05,0.05,0.0026680896478121,0.0053361792956243,3748,True,5482,3751
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,NK cell,50,50,0.02,0.02,0.0066702241195304,0.0133404482390608,3748,True,5482,3751
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,NK cell,100,100,0.03,0.05,0.0133404482390608,0.0266808964781216,3748,True,5482,3751
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,NK cell,200,200,0.055,0.065,0.0266808964781216,0.0533617929562433,3748,True,5482,3751
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,NK cell,500,500,0.058,0.09,0.0667022411953041,0.1334044823906083,3748,True,5482,3751
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,10,10,0.5,0.5,0.0009120758847136,0.0018241517694272,5482,True,5482,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,20,20,0.65,0.65,0.0018241517694272,0.0036483035388544,5482,True,5482,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,50,50,0.5,0.5,0.004560379423568,0.009120758847136,5482,True,5482,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,100,100,0.53,0.53,0.009120758847136,0.0182415176942721,5482,True,5482,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,200,200,0.395,0.395,0.0182415176942721,0.0364830353885443,5482,True,5482,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,500,500,0.332,0.332,0.0456037942356804,0.0912075884713608,5482,True,5482,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,DC,10,10,0.0,0.0,0.0015114873035066,0.0030229746070133,3308,True,4980,3311
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,DC,20,20,0.0,0.0,0.0030229746070133,0.0060459492140266,3308,True,4980,3311
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,DC,50,50,0.0,0.02,0.0075574365175332,0.0151148730350665,3308,True,4980,3311
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,DC,100,100,0.0,0.03,0.0151148730350665,0.030229746070133,3308,True,4980,3311
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,DC,200,200,0.005,0.07,0.030229746070133,0.060459492140266,3308,True,4980,3311
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,DC,500,500,0.032,0.132,0.0755743651753325,0.151148730350665,3308,True,4980,3311
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,10,10,0.6,0.6,0.001004016064257,0.002008032128514,4980,True,4980,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,20,20,0.65,0.65,0.002008032128514,0.0040160642570281,4980,True,4980,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,50,50,0.52,0.52,0.0050200803212851,0.0100401606425702,4980,True,4980,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,100,100,0.49,0.49,0.0100401606425702,0.0200803212851405,4980,True,4980,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,200,200,0.365,0.365,0.0200803212851405,0.0401606425702811,4980,True,4980,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,500,500,0.242,0.25,0.0502008032128514,0.1004016064257028,4980,True,4980,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,T cell,10,10,0.0,0.0,0.001201923076923,0.0024038461538461,4160,True,5676,4167
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,T cell,20,20,0.05,0.05,0.0024038461538461,0.0048076923076923,4160,True,5676,4167
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,T cell,50,50,0.02,0.02,0.0060096153846153,0.0120192307692307,4160,True,5676,4167
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,T cell,100,100,0.01,0.01,0.0120192307692307,0.0240384615384615,4160,True,5676,4167
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,T cell,200,200,0.05,0.05,0.0240384615384615,0.048076923076923,4160,True,5676,4167
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,T cell,500,500,0.164,0.192,0.0600961538461538,0.1201923076923077,4160,True,5676,4167
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,T cell,10,10,0.0,0.0,0.0009140767824497,0.0018281535648994,5470,True,5676,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,T cell,20,20,0.05,0.05,0.0018281535648994,0.0036563071297989,5470,True,5676,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,T cell,50,50,0.02,0.02,0.0045703839122486,0.0091407678244972,5470,True,5676,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,T cell,100,100,0.08,0.08,0.0091407678244972,0.0182815356489945,5470,True,5676,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,T cell,200,200,0.115,0.115,0.0182815356489945,0.036563071297989,5470,True,5676,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,T cell,500,500,0.142,0.162,0.0457038391224862,0.0914076782449725,5470,True,5676,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,B cell,10,10,0.0,0.0,0.0015802781289506,0.0031605562579013,3164,True,5364,3175
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,B cell,20,20,0.0,0.0,0.0031605562579013,0.0063211125158027,3164,True,5364,3175
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,B cell,50,50,0.0,0.0,0.0079013906447534,0.0158027812895069,3164,True,5364,3175
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,B cell,100,100,0.01,0.01,0.0158027812895069,0.0316055625790139,3164,True,5364,3175
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,B cell,200,200,0.02,0.04,0.0316055625790139,0.0632111251580278,3164,True,5364,3175
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,B cell,500,500,0.028,0.068,0.0790139064475347,0.1580278128950695,3164,True,5364,3175
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,B cell,10,10,0.0,0.0,0.0009596928982725,0.0019193857965451,5210,True,5364,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,B cell,20,20,0.0,0.0,0.0019193857965451,0.0038387715930902,5210,True,5364,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,B cell,50,50,0.0,0.0,0.0047984644913627,0.0095969289827255,5210,True,5364,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,B cell,100,100,0.02,0.05,0.0095969289827255,0.019193857965451,5210,True,5364,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,B cell,200,200,0.02,0.035,0.019193857965451,0.0383877159309021,5210,True,5364,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,B cell,500,500,0.038,0.076,0.0479846449136276,0.0959692898272552,5210,True,5364,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,Monocyte,10,10,0.0,0.0,0.0013255567338282,0.0026511134676564,3772,True,5691,3773
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,Monocyte,20,20,0.0,0.0,0.0026511134676564,0.0053022269353128,3772,True,5691,3773
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,Monocyte,50,50,0.0,0.0,0.006627783669141,0.013255567338282,3772,True,5691,3773
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,Monocyte,100,100,0.02,0.02,0.013255567338282,0.0265111346765641,3772,True,5691,3773
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,Monocyte,200,200,0.04,0.055,0.0265111346765641,0.0530222693531283,3772,True,5691,3773
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,Monocyte,500,500,0.092,0.134,0.0662778366914104,0.1325556733828208,3772,True,5691,3773
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,Monocyte,10,10,0.0,0.0,0.0009114108640174,0.0018228217280349,5486,True,5691,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,Monocyte,20,20,0.0,0.0,0.0018228217280349,0.0036456434560699,5486,True,5691,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,Monocyte,50,50,0.08,0.08,0.0045570543200874,0.0091141086401749,5486,True,5691,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,Monocyte,100,100,0.06,0.06,0.0091141086401749,0.0182282172803499,5486,True,5691,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,Monocyte,200,200,0.07,0.07,0.0182282172803499,0.0364564345606999,5486,True,5691,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,Monocyte,500,500,0.12,0.138,0.0455705432008749,0.0911410864017499,5486,True,5691,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,NK cell,10,10,0.0,0.0,0.0017749378771742,0.0035498757543485,2817,True,5482,2817
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,NK cell,20,20,0.0,0.0,0.0035498757543485,0.0070997515086971,2817,True,5482,2817
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,NK cell,50,50,0.0,0.0,0.0088746893858714,0.0177493787717429,2817,True,5482,2817
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,NK cell,100,100,0.0,0.01,0.0177493787717429,0.0354987575434859,2817,True,5482,2817
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+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,B cell,20,20,0.0,0.0,0.0019193857965451,0.0038387715930902,5210,True,5364,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,B cell,50,50,0.0,0.0,0.0047984644913627,0.0095969289827255,5210,True,5364,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,B cell,100,100,0.02,0.05,0.0095969289827255,0.019193857965451,5210,True,5364,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,B cell,200,200,0.02,0.035,0.019193857965451,0.0383877159309021,5210,True,5364,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,B cell,500,500,0.044,0.088,0.0479846449136276,0.0959692898272552,5210,True,5364,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,generated:scsemi5,Monocyte,10,10,0.0,0.0,0.0055679287305122,0.0111358574610244,898,True,5691,898
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,generated:scsemi5,Monocyte,20,20,0.0,0.0,0.0111358574610244,0.0222717149220489,898,True,5691,898
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,generated:scsemi5,Monocyte,50,50,0.0,0.04,0.0278396436525612,0.0556792873051225,898,True,5691,898
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,generated:scsemi5,Monocyte,100,100,0.01,0.08,0.0556792873051225,0.111358574610245,898,True,5691,898
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,generated:scsemi5,Monocyte,200,200,0.025,0.08,0.111358574610245,0.22271714922049,898,True,5691,898
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,generated:scsemi5,Monocyte,500,500,0.09,0.186,0.2783964365256124,0.5567928730512249,898,True,5691,898
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,Monocyte,10,10,0.0,0.0,0.0009114108640174,0.0018228217280349,5486,True,5691,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,Monocyte,20,20,0.0,0.0,0.0018228217280349,0.0036456434560699,5486,True,5691,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,Monocyte,50,50,0.08,0.08,0.0045570543200874,0.0091141086401749,5486,True,5691,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,Monocyte,100,100,0.06,0.06,0.0091141086401749,0.0182282172803499,5486,True,5691,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,Monocyte,200,200,0.075,0.075,0.0182282172803499,0.0364564345606999,5486,True,5691,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,Monocyte,500,500,0.118,0.138,0.0455705432008749,0.0911410864017499,5486,True,5691,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,generated:scsemi5,NK cell,10,10,0.0,0.0,0.0040983606557377,0.0081967213114754,1220,True,5482,1220
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,generated:scsemi5,NK cell,20,20,0.0,0.0,0.0081967213114754,0.0163934426229508,1220,True,5482,1220
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,generated:scsemi5,NK cell,50,50,0.0,0.0,0.0204918032786885,0.040983606557377,1220,True,5482,1220
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,generated:scsemi5,NK cell,100,100,0.02,0.03,0.040983606557377,0.081967213114754,1220,True,5482,1220
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,generated:scsemi5,NK cell,200,200,0.05,0.075,0.081967213114754,0.1639344262295081,1220,True,5482,1220
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,generated:scsemi5,NK cell,500,500,0.102,0.132,0.2049180327868852,0.4098360655737705,1220,True,5482,1220
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,NK cell,10,10,0.0,0.0,0.0009407337723424,0.0018814675446848,5315,True,5482,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,NK cell,20,20,0.0,0.0,0.0018814675446848,0.0037629350893697,5315,True,5482,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,NK cell,50,50,0.0,0.0,0.0047036688617121,0.0094073377234242,5315,True,5482,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,NK cell,100,100,0.01,0.02,0.0094073377234242,0.0188146754468485,5315,True,5482,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,NK cell,200,200,0.04,0.05,0.0188146754468485,0.037629350893697,5315,True,5482,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,NK cell,500,500,0.072,0.09,0.0470366886171213,0.0940733772342427,5315,True,5482,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,generated:scsemi5,DC,10,10,0.0,0.0,0.0112866817155756,0.0225733634311512,443,True,4980,445
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,generated:scsemi5,DC,20,20,0.05,0.1,0.0225733634311512,0.0451467268623024,443,True,4980,445
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,generated:scsemi5,DC,50,50,0.06,0.16,0.0564334085778781,0.1128668171557562,443,True,4980,445
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,generated:scsemi5,DC,100,100,0.16,0.31,0.1128668171557562,0.2257336343115124,443,True,4980,445
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,generated:scsemi5,DC,200,200,0.145,0.305,0.2257336343115124,0.4514672686230248,443,True,4980,445
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,generated:scsemi5,DC,500,500,0.136,0.28,0.5,1.0,443,True,4980,445
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,DC,10,10,0.0,0.0,0.0010224948875255,0.0020449897750511,4890,True,4980,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,DC,20,20,0.0,0.0,0.0020449897750511,0.0040899795501022,4890,True,4980,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,DC,50,50,0.08,0.08,0.0051124744376278,0.0102249488752556,4890,True,4980,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,DC,100,100,0.09,0.09,0.0102249488752556,0.0204498977505112,4890,True,4980,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,DC,200,200,0.08,0.09,0.0204498977505112,0.0408997955010225,4890,True,4980,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,DC,500,500,0.104,0.126,0.0511247443762781,0.1022494887525562,4890,True,4980,5528
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,T cell,10,10,0.0,0.0,0.0011882129277566,0.0023764258555133,4208,True,5667,4221
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,T cell,20,20,0.0,0.0,0.0023764258555133,0.0047528517110266,4208,True,5667,4221
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,T cell,50,50,0.0,0.0,0.0059410646387832,0.0118821292775665,4208,True,5667,4221
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,T cell,100,100,0.06,0.06,0.0118821292775665,0.023764258555133,4208,True,5667,4221
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,T cell,200,200,0.155,0.155,0.023764258555133,0.0475285171102661,4208,True,5667,4221
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,T cell,500,500,0.184,0.212,0.0594106463878327,0.1188212927756654,4208,True,5667,4221
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+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,T cell,20,20,0.05,0.05,0.0018311664530305,0.0036623329060611,5461,True,5667,5524
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+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,T cell,100,100,0.07,0.07,0.0091558322651529,0.0183116645303058,5461,True,5667,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,T cell,200,200,0.095,0.095,0.0183116645303058,0.0366233290606116,5461,True,5667,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,T cell,500,500,0.156,0.17,0.0457791613257645,0.091558322651529,5461,True,5667,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,B cell,10,10,0.0,0.0,0.0016249593760155,0.0032499187520311,3077,True,5377,3084
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,B cell,20,20,0.0,0.0,0.0032499187520311,0.0064998375040623,3077,True,5377,3084
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,B cell,50,50,0.0,0.0,0.0081247968800779,0.0162495937601559,3077,True,5377,3084
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,B cell,100,100,0.01,0.01,0.0162495937601559,0.0324991875203119,3077,True,5377,3084
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,B cell,200,200,0.02,0.06,0.0324991875203119,0.0649983750406239,3077,True,5377,3084
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,B cell,500,500,0.068,0.172,0.0812479688007799,0.1624959376015599,3077,True,5377,3084
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,B cell,10,10,0.0,0.0,0.0009576709442635,0.0019153418885271,5221,True,5377,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,B cell,20,20,0.0,0.0,0.0019153418885271,0.0038306837770542,5221,True,5377,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,B cell,50,50,0.04,0.04,0.0047883547213177,0.0095767094426355,5221,True,5377,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,B cell,100,100,0.03,0.06,0.0095767094426355,0.019153418885271,5221,True,5377,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,B cell,200,200,0.035,0.085,0.019153418885271,0.038306837770542,5221,True,5377,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,B cell,500,500,0.09,0.168,0.0478835472131775,0.0957670944263551,5221,True,5377,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,Monocyte,10,10,0.0,0.0,0.0011665888940737,0.0023331777881474,4286,True,5684,4293
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,Monocyte,20,20,0.0,0.0,0.0023331777881474,0.0046663555762949,4286,True,5684,4293
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,Monocyte,50,50,0.0,0.0,0.0058329444703686,0.0116658889407372,4286,True,5684,4293
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,Monocyte,100,100,0.02,0.02,0.0116658889407372,0.0233317778814745,4286,True,5684,4293
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,Monocyte,200,200,0.035,0.04,0.0233317778814745,0.0466635557629491,4286,True,5684,4293
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,Monocyte,500,500,0.084,0.118,0.0583294447036864,0.1166588894073728,4286,True,5684,4293
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,Monocyte,10,10,0.0,0.0,0.0009134088417975,0.0018268176835951,5474,True,5684,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,Monocyte,20,20,0.05,0.05,0.0018268176835951,0.0036536353671903,5474,True,5684,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,Monocyte,50,50,0.06,0.06,0.0045670442089879,0.0091340884179758,5474,True,5684,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,Monocyte,100,100,0.07,0.07,0.0091340884179758,0.0182681768359517,5474,True,5684,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,Monocyte,200,200,0.1,0.1,0.0182681768359517,0.0365363536719035,5474,True,5684,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,Monocyte,500,500,0.13,0.142,0.0456704420898794,0.0913408841797588,5474,True,5684,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,NK cell,10,10,0.0,0.0,0.0018050541516245,0.003610108303249,2770,True,5460,2773
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,NK cell,20,20,0.0,0.0,0.003610108303249,0.0072202166064981,2770,True,5460,2773
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,NK cell,50,50,0.0,0.0,0.0090252707581227,0.0180505415162454,2770,True,5460,2773
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,NK cell,100,100,0.01,0.01,0.0180505415162454,0.0361010830324909,2770,True,5460,2773
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,NK cell,200,200,0.005,0.01,0.0361010830324909,0.0722021660649819,2770,True,5460,2773
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,NK cell,500,500,0.024,0.058,0.0902527075812274,0.1805054151624548,2770,True,5460,2773
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,NK cell,10,10,0.0,0.0,0.0009444654325651,0.0018889308651303,5294,True,5460,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,NK cell,20,20,0.0,0.0,0.0018889308651303,0.0037778617302606,5294,True,5460,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,NK cell,50,50,0.0,0.0,0.0047223271628258,0.0094446543256516,5294,True,5460,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,NK cell,100,100,0.01,0.01,0.0094446543256516,0.0188893086513033,5294,True,5460,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,NK cell,200,200,0.045,0.05,0.0188893086513033,0.0377786173026067,5294,True,5460,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,NK cell,500,500,0.08,0.1,0.0472232716282584,0.0944465432565168,5294,True,5460,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,DC,10,10,0.0,0.0,0.0023320895522388,0.0046641791044776,2144,True,4970,2145
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,DC,20,20,0.05,0.1,0.0046641791044776,0.0093283582089552,2144,True,4970,2145
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,DC,50,50,0.02,0.04,0.011660447761194,0.023320895522388,2144,True,4970,2145
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,DC,100,100,0.01,0.03,0.023320895522388,0.0466417910447761,2144,True,4970,2145
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,DC,200,200,0.015,0.03,0.0466417910447761,0.0932835820895522,2144,True,4970,2145
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,DC,500,500,0.056,0.09,0.1166044776119403,0.2332089552238806,2144,True,4970,2145
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,DC,10,10,0.0,0.0,0.001024800163968,0.002049600327936,4879,True,4970,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,DC,20,20,0.0,0.0,0.002049600327936,0.0040992006558721,4879,True,4970,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,DC,50,50,0.06,0.06,0.0051240008198401,0.0102480016396802,4879,True,4970,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,DC,100,100,0.07,0.07,0.0102480016396802,0.0204960032793605,4879,True,4970,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,DC,200,200,0.085,0.09,0.0204960032793605,0.040992006558721,4879,True,4970,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,DC,500,500,0.132,0.16,0.0512400081984013,0.1024800163968026,4879,True,4970,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,T cell,10,10,0.0,0.0,0.0011924636298592,0.0023849272597185,4193,True,5667,4196
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,T cell,20,20,0.0,0.0,0.0023849272597185,0.0047698545194371,4193,True,5667,4196
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,T cell,50,50,0.0,0.0,0.0059623181492964,0.0119246362985928,4193,True,5667,4196
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,T cell,100,100,0.0,0.0,0.0119246362985928,0.0238492725971857,4193,True,5667,4196
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,T cell,200,200,0.04,0.05,0.0238492725971857,0.0476985451943715,4193,True,5667,4196
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,T cell,500,500,0.064,0.084,0.0596231814929644,0.1192463629859289,4193,True,5667,4196
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,T cell,10,10,0.0,0.0,0.0008823010411152,0.0017646020822304,5667,True,5667,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,T cell,20,20,0.1,0.1,0.0017646020822304,0.0035292041644609,5667,True,5667,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,T cell,50,50,0.18,0.18,0.0044115052055761,0.0088230104111522,5667,True,5667,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,T cell,100,100,0.28,0.28,0.0088230104111522,0.0176460208223045,5667,True,5667,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,T cell,200,200,0.35,0.35,0.0176460208223045,0.0352920416446091,5667,True,5667,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,T cell,500,500,0.406,0.406,0.0441150520557614,0.0882301041115228,5667,True,5667,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,B cell,10,10,0.0,0.0,0.0014880952380952,0.0029761904761904,3360,True,5377,3364
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,B cell,20,20,0.0,0.0,0.0029761904761904,0.0059523809523809,3360,True,5377,3364
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,B cell,50,50,0.0,0.0,0.0074404761904761,0.0148809523809523,3360,True,5377,3364
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,B cell,100,100,0.03,0.08,0.0148809523809523,0.0297619047619047,3360,True,5377,3364
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,B cell,200,200,0.02,0.08,0.0297619047619047,0.0595238095238095,3360,True,5377,3364
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,B cell,500,500,0.048,0.146,0.0744047619047619,0.1488095238095238,3360,True,5377,3364
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,B cell,10,10,0.0,0.0,0.0009298865538404,0.0018597731076808,5377,True,5377,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,B cell,20,20,0.05,0.05,0.0018597731076808,0.0037195462153617,5377,True,5377,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,B cell,50,50,0.06,0.06,0.0046494327692021,0.0092988655384043,5377,True,5377,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,B cell,100,100,0.09,0.09,0.0092988655384043,0.0185977310768086,5377,True,5377,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,B cell,200,200,0.12,0.12,0.0185977310768086,0.0371954621536172,5377,True,5377,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,B cell,500,500,0.174,0.18,0.0464943276920215,0.0929886553840431,5377,True,5377,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,Monocyte,10,10,0.0,0.0,0.0012966804979253,0.0025933609958506,3856,True,5684,3856
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,Monocyte,20,20,0.0,0.0,0.0025933609958506,0.0051867219917012,3856,True,5684,3856
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,Monocyte,50,50,0.0,0.0,0.0064834024896265,0.0129668049792531,3856,True,5684,3856
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,Monocyte,100,100,0.03,0.03,0.0129668049792531,0.0259336099585062,3856,True,5684,3856
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,Monocyte,200,200,0.07,0.07,0.0259336099585062,0.0518672199170124,3856,True,5684,3856
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,Monocyte,500,500,0.11,0.134,0.0648340248962655,0.1296680497925311,3856,True,5684,3856
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,10,10,0.1,0.1,0.0008796622097114,0.0017593244194229,5684,True,5684,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,20,20,0.1,0.1,0.0017593244194229,0.0035186488388458,5684,True,5684,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,50,50,0.12,0.12,0.0043983110485573,0.0087966220971147,5684,True,5684,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,100,100,0.17,0.17,0.0087966220971147,0.0175932441942294,5684,True,5684,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,200,200,0.22,0.22,0.0175932441942294,0.0351864883884588,5684,True,5684,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,500,500,0.306,0.306,0.0439831104855735,0.087966220971147,5684,True,5684,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,10,10,0.0,0.0,0.0013379716350013,0.0026759432700026,3737,True,5460,3739
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,20,20,0.0,0.0,0.0026759432700026,0.0053518865400053,3737,True,5460,3739
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,50,50,0.02,0.02,0.0066898581750066,0.0133797163500133,3737,True,5460,3739
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,100,100,0.02,0.02,0.0133797163500133,0.0267594327000267,3737,True,5460,3739
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,200,200,0.035,0.04,0.0267594327000267,0.0535188654000535,3737,True,5460,3739
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,500,500,0.062,0.076,0.0668985817500669,0.1337971635001338,3737,True,5460,3739
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,10,10,0.0,0.0,0.0009157509157509,0.0018315018315018,5460,True,5460,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,20,20,0.0,0.0,0.0018315018315018,0.0036630036630036,5460,True,5460,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,50,50,0.26,0.26,0.0045787545787545,0.0091575091575091,5460,True,5460,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,100,100,0.33,0.33,0.0091575091575091,0.0183150183150183,5460,True,5460,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,200,200,0.315,0.315,0.0183150183150183,0.0366300366300366,5460,True,5460,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,500,500,0.31,0.312,0.0457875457875457,0.0915750915750915,5460,True,5460,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,10,10,0.0,0.0,0.0015169902912621,0.0030339805825242,3296,True,4970,3299
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,20,20,0.0,0.0,0.0030339805825242,0.0060679611650485,3296,True,4970,3299
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,50,50,0.0,0.0,0.0075849514563106,0.0151699029126213,3296,True,4970,3299
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,100,100,0.0,0.03,0.0151699029126213,0.0303398058252427,3296,True,4970,3299
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,200,200,0.01,0.04,0.0303398058252427,0.0606796116504854,3296,True,4970,3299
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,500,500,0.036,0.084,0.0758495145631067,0.1516990291262135,3296,True,4970,3299
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,10,10,0.1,0.1,0.0010060362173038,0.0020120724346076,4970,True,4970,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,20,20,0.15,0.15,0.0020120724346076,0.0040241448692152,4970,True,4970,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,50,50,0.36,0.36,0.0050301810865191,0.0100603621730382,4970,True,4970,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,100,100,0.39,0.39,0.0100603621730382,0.0201207243460764,4970,True,4970,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,200,200,0.345,0.345,0.0201207243460764,0.0402414486921529,4970,True,4970,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,500,500,0.268,0.27,0.0503018108651911,0.1006036217303823,4970,True,4970,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,10,10,0.0,0.0,0.0011978917105893,0.0023957834211787,4174,True,5667,4183
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,20,20,0.0,0.0,0.0023957834211787,0.0047915668423574,4174,True,5667,4183
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,50,50,0.0,0.0,0.0059894585529468,0.0119789171058936,4174,True,5667,4183
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,100,100,0.03,0.03,0.0119789171058936,0.0239578342117872,4174,True,5667,4183
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,200,200,0.055,0.065,0.0239578342117872,0.0479156684235745,4174,True,5667,4183
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,500,500,0.182,0.202,0.0598945855294681,0.1197891710589362,4174,True,5667,4183
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,T cell,10,10,0.0,0.0,0.0009155832265152,0.0018311664530305,5461,True,5667,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,T cell,20,20,0.05,0.05,0.0018311664530305,0.0036623329060611,5461,True,5667,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,T cell,50,50,0.04,0.04,0.0045779161325764,0.0091558322651529,5461,True,5667,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,T cell,100,100,0.09,0.09,0.0091558322651529,0.0183116645303058,5461,True,5667,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,T cell,200,200,0.08,0.08,0.0183116645303058,0.0366233290606116,5461,True,5667,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,T cell,500,500,0.152,0.164,0.0457791613257645,0.091558322651529,5461,True,5667,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,10,10,0.0,0.0,0.0016276041666666,0.0032552083333333,3072,True,5377,3081
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,20,20,0.0,0.0,0.0032552083333333,0.0065104166666666,3072,True,5377,3081
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,50,50,0.02,0.02,0.0081380208333333,0.0162760416666666,3072,True,5377,3081
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,100,100,0.01,0.02,0.0162760416666666,0.0325520833333333,3072,True,5377,3081
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,200,200,0.045,0.07,0.0325520833333333,0.0651041666666666,3072,True,5377,3081
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,500,500,0.112,0.156,0.0813802083333333,0.1627604166666666,3072,True,5377,3081
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,B cell,10,10,0.0,0.0,0.0009576709442635,0.0019153418885271,5221,True,5377,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,B cell,20,20,0.0,0.0,0.0019153418885271,0.0038306837770542,5221,True,5377,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,B cell,50,50,0.02,0.02,0.0047883547213177,0.0095767094426355,5221,True,5377,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,B cell,100,100,0.03,0.06,0.0095767094426355,0.019153418885271,5221,True,5377,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,B cell,200,200,0.03,0.075,0.019153418885271,0.038306837770542,5221,True,5377,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,B cell,500,500,0.082,0.152,0.0478835472131775,0.0957670944263551,5221,True,5377,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,10,10,0.0,0.0,0.0013458950201884,0.0026917900403768,3715,True,5684,3717
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,20,20,0.0,0.0,0.0026917900403768,0.0053835800807537,3715,True,5684,3717
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,50,50,0.0,0.0,0.0067294751009421,0.0134589502018842,3715,True,5684,3717
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,100,100,0.02,0.02,0.0134589502018842,0.0269179004037685,3715,True,5684,3717
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,200,200,0.05,0.065,0.0269179004037685,0.053835800807537,3715,True,5684,3717
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,500,500,0.098,0.146,0.0672947510094212,0.1345895020188425,3715,True,5684,3717
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,Monocyte,10,10,0.0,0.0,0.0009134088417975,0.0018268176835951,5474,True,5684,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,Monocyte,20,20,0.05,0.05,0.0018268176835951,0.0036536353671903,5474,True,5684,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,Monocyte,50,50,0.04,0.04,0.0045670442089879,0.0091340884179758,5474,True,5684,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,Monocyte,100,100,0.07,0.07,0.0091340884179758,0.0182681768359517,5474,True,5684,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,Monocyte,200,200,0.095,0.095,0.0182681768359517,0.0365363536719035,5474,True,5684,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,Monocyte,500,500,0.132,0.148,0.0456704420898794,0.0913408841797588,5474,True,5684,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,NK cell,10,10,0.0,0.0,0.001840942562592,0.003681885125184,2716,True,5460,2719
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,NK cell,20,20,0.0,0.0,0.003681885125184,0.0073637702503681,2716,True,5460,2719
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,NK cell,50,50,0.04,0.04,0.0092047128129602,0.0184094256259204,2716,True,5460,2719
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,NK cell,100,100,0.1,0.1,0.0184094256259204,0.0368188512518409,2716,True,5460,2719
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,NK cell,200,200,0.155,0.165,0.0368188512518409,0.0736377025036818,2716,True,5460,2719
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,NK cell,500,500,0.132,0.154,0.0920471281296023,0.1840942562592047,2716,True,5460,2719
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,NK cell,10,10,0.0,0.0,0.0009444654325651,0.0018889308651303,5294,True,5460,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,NK cell,20,20,0.0,0.0,0.0018889308651303,0.0037778617302606,5294,True,5460,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,NK cell,50,50,0.0,0.0,0.0047223271628258,0.0094446543256516,5294,True,5460,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,NK cell,100,100,0.02,0.02,0.0094446543256516,0.0188893086513033,5294,True,5460,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,NK cell,200,200,0.04,0.05,0.0188893086513033,0.0377786173026067,5294,True,5460,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,NK cell,500,500,0.076,0.096,0.0472232716282584,0.0944465432565168,5294,True,5460,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,DC,10,10,0.0,0.0,0.0020441537203597,0.0040883074407195,2446,True,4970,2448
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,DC,20,20,0.05,0.05,0.0040883074407195,0.008176614881439,2446,True,4970,2448
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,DC,50,50,0.14,0.14,0.0102207686017988,0.0204415372035977,2446,True,4970,2448
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,DC,100,100,0.18,0.18,0.0204415372035977,0.0408830744071954,2446,True,4970,2448
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,DC,200,200,0.18,0.185,0.0408830744071954,0.0817661488143908,2446,True,4970,2448
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,DC,500,500,0.15,0.174,0.1022076860179885,0.2044153720359771,2446,True,4970,2448
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,DC,10,10,0.0,0.0,0.001024800163968,0.002049600327936,4879,True,4970,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,DC,20,20,0.0,0.0,0.002049600327936,0.0040992006558721,4879,True,4970,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,DC,50,50,0.06,0.06,0.0051240008198401,0.0102480016396802,4879,True,4970,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,DC,100,100,0.07,0.07,0.0102480016396802,0.0204960032793605,4879,True,4970,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,DC,200,200,0.075,0.08,0.0204960032793605,0.040992006558721,4879,True,4970,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,DC,500,500,0.116,0.146,0.0512400081984013,0.1024800163968026,4879,True,4970,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,generated:lora5,T cell,10,10,0.0,0.0,0.0012177301509985,0.002435460301997,4106,True,5667,4110
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,generated:lora5,T cell,20,20,0.0,0.0,0.002435460301997,0.0048709206039941,4106,True,5667,4110
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,generated:lora5,T cell,50,50,0.1,0.1,0.0060886507549926,0.0121773015099853,4106,True,5667,4110
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,generated:lora5,T cell,100,100,0.16,0.16,0.0121773015099853,0.0243546030199707,4106,True,5667,4110
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,generated:lora5,T cell,200,200,0.225,0.23,0.0243546030199707,0.0487092060399415,4106,True,5667,4110
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,generated:lora5,T cell,500,500,0.218,0.236,0.0608865075499269,0.1217730150998538,4106,True,5667,4110
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3d69ce8b,T cell,10,10,0.0,0.0,0.0009155832265152,0.0018311664530305,5461,True,5667,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3d69ce8b,T cell,20,20,0.05,0.05,0.0018311664530305,0.0036623329060611,5461,True,5667,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3d69ce8b,T cell,50,50,0.06,0.06,0.0045779161325764,0.0091558322651529,5461,True,5667,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3d69ce8b,T cell,100,100,0.07,0.07,0.0091558322651529,0.0183116645303058,5461,True,5667,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3d69ce8b,T cell,200,200,0.095,0.095,0.0183116645303058,0.0366233290606116,5461,True,5667,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3d69ce8b,T cell,500,500,0.156,0.17,0.0457791613257645,0.091558322651529,5461,True,5667,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,generated:lora5,B cell,10,10,0.0,0.0,0.0017806267806267,0.0035612535612535,2808,True,5377,2810
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,generated:lora5,B cell,20,20,0.0,0.0,0.0035612535612535,0.0071225071225071,2808,True,5377,2810
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,generated:lora5,B cell,50,50,0.02,0.02,0.0089031339031339,0.0178062678062678,2808,True,5377,2810
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,generated:lora5,B cell,100,100,0.05,0.06,0.0178062678062678,0.0356125356125356,2808,True,5377,2810
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,generated:lora5,B cell,200,200,0.095,0.115,0.0356125356125356,0.0712250712250712,2808,True,5377,2810
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,generated:lora5,B cell,500,500,0.15,0.184,0.089031339031339,0.178062678062678,2808,True,5377,2810
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3d69ce8b,B cell,10,10,0.0,0.0,0.0009576709442635,0.0019153418885271,5221,True,5377,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3d69ce8b,B cell,20,20,0.0,0.0,0.0019153418885271,0.0038306837770542,5221,True,5377,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3d69ce8b,B cell,50,50,0.04,0.04,0.0047883547213177,0.0095767094426355,5221,True,5377,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3d69ce8b,B cell,100,100,0.03,0.06,0.0095767094426355,0.019153418885271,5221,True,5377,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3d69ce8b,B cell,200,200,0.035,0.085,0.019153418885271,0.038306837770542,5221,True,5377,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3d69ce8b,B cell,500,500,0.09,0.168,0.0478835472131775,0.0957670944263551,5221,True,5377,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,generated:lora5,Monocyte,10,10,0.0,0.0,0.0013058239749281,0.0026116479498563,3829,True,5684,3829
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,generated:lora5,Monocyte,20,20,0.0,0.0,0.0026116479498563,0.0052232958997127,3829,True,5684,3829
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,generated:lora5,Monocyte,50,50,0.06,0.06,0.0065291198746408,0.0130582397492817,3829,True,5684,3829
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,generated:lora5,Monocyte,100,100,0.1,0.1,0.0130582397492817,0.0261164794985635,3829,True,5684,3829
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,generated:lora5,Monocyte,200,200,0.145,0.145,0.0261164794985635,0.0522329589971271,3829,True,5684,3829
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,generated:lora5,Monocyte,500,500,0.212,0.224,0.0652911987464089,0.1305823974928179,3829,True,5684,3829
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3d69ce8b,Monocyte,10,10,0.0,0.0,0.0009134088417975,0.0018268176835951,5474,True,5684,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3d69ce8b,Monocyte,20,20,0.05,0.05,0.0018268176835951,0.0036536353671903,5474,True,5684,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3d69ce8b,Monocyte,50,50,0.06,0.06,0.0045670442089879,0.0091340884179758,5474,True,5684,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3d69ce8b,Monocyte,100,100,0.07,0.07,0.0091340884179758,0.0182681768359517,5474,True,5684,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3d69ce8b,Monocyte,200,200,0.1,0.1,0.0182681768359517,0.0365363536719035,5474,True,5684,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3d69ce8b,Monocyte,500,500,0.13,0.142,0.0456704420898794,0.0913408841797588,5474,True,5684,5524
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+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,generated:lora5,NK cell,20,20,0.0,0.0,0.0030021014710297,0.0060042029420594,3331,True,5460,3332
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,generated:lora5,NK cell,50,50,0.14,0.14,0.0075052536775743,0.0150105073551486,3331,True,5460,3332
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,generated:lora5,NK cell,100,100,0.21,0.21,0.0150105073551486,0.0300210147102972,3331,True,5460,3332
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,generated:lora5,NK cell,200,200,0.21,0.21,0.0300210147102972,0.0600420294205944,3331,True,5460,3332
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+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3d69ce8b,NK cell,10,10,0.0,0.0,0.0009444654325651,0.0018889308651303,5294,True,5460,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3d69ce8b,NK cell,20,20,0.0,0.0,0.0018889308651303,0.0037778617302606,5294,True,5460,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3d69ce8b,NK cell,50,50,0.0,0.0,0.0047223271628258,0.0094446543256516,5294,True,5460,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3d69ce8b,NK cell,100,100,0.01,0.01,0.0094446543256516,0.0188893086513033,5294,True,5460,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3d69ce8b,NK cell,200,200,0.045,0.05,0.0188893086513033,0.0377786173026067,5294,True,5460,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3d69ce8b,NK cell,500,500,0.08,0.1,0.0472232716282584,0.0944465432565168,5294,True,5460,5524
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+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,generated:lora5,DC,20,20,0.0,0.0,0.00339328130302,0.00678656260604,2947,True,4970,2953
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+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3d69ce8b,DC,10,10,0.0,0.0,0.001024800163968,0.002049600327936,4879,True,4970,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3d69ce8b,DC,20,20,0.0,0.0,0.002049600327936,0.0040992006558721,4879,True,4970,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3d69ce8b,DC,50,50,0.06,0.06,0.0051240008198401,0.0102480016396802,4879,True,4970,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3d69ce8b,DC,100,100,0.07,0.07,0.0102480016396802,0.0204960032793605,4879,True,4970,5524
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+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3d69ce8b,DC,500,500,0.132,0.16,0.0512400081984013,0.1024800163968026,4879,True,4970,5524
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+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,generated:scsemi5,T cell,20,20,0.0,0.0,0.007168458781362,0.014336917562724,1395,True,5667,1396
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+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,generated:scsemi5,T cell,200,200,0.055,0.06,0.07168458781362,0.1433691756272401,1395,True,5667,1396
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,generated:scsemi5,T cell,500,500,0.076,0.124,0.1792114695340501,0.3584229390681003,1395,True,5667,1396
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,broadcast:test_raw.npz@3d69ce8b,T cell,10,10,0.0,0.0,0.0009155832265152,0.0018311664530305,5461,True,5667,5524
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+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,broadcast:test_raw.npz@3d69ce8b,B cell,500,500,0.09,0.168,0.0478835472131775,0.0957670944263551,5221,True,5377,5524
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+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,broadcast:test_raw.npz@3d69ce8b,Monocyte,20,20,0.05,0.05,0.0018268176835951,0.0036536353671903,5474,True,5684,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,broadcast:test_raw.npz@3d69ce8b,Monocyte,50,50,0.06,0.06,0.0045670442089879,0.0091340884179758,5474,True,5684,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,broadcast:test_raw.npz@3d69ce8b,Monocyte,100,100,0.07,0.07,0.0091340884179758,0.0182681768359517,5474,True,5684,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,broadcast:test_raw.npz@3d69ce8b,Monocyte,200,200,0.1,0.1,0.0182681768359517,0.0365363536719035,5474,True,5684,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,broadcast:test_raw.npz@3d69ce8b,Monocyte,500,500,0.13,0.142,0.0456704420898794,0.0913408841797588,5474,True,5684,5524
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+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,broadcast:test_raw.npz@3d69ce8b,NK cell,100,100,0.01,0.01,0.0094446543256516,0.0188893086513033,5294,True,5460,5524
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+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,Monocyte,10,10,0.0,0.0,0.0011723329425556,0.0023446658851113,4265,True,5675,4275
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,Monocyte,20,20,0.0,0.0,0.0023446658851113,0.0046893317702227,4265,True,5675,4275
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,Monocyte,50,50,0.02,0.02,0.0058616647127784,0.0117233294255568,4265,True,5675,4275
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,Monocyte,100,100,0.04,0.04,0.0117233294255568,0.0234466588511137,4265,True,5675,4275
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,Monocyte,200,200,0.065,0.065,0.0234466588511137,0.0468933177022274,4265,True,5675,4275
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,Monocyte,500,500,0.12,0.138,0.0586166471277842,0.1172332942555685,4265,True,5675,4275
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,Monocyte,10,10,0.1,0.1,0.0009192866335723,0.0018385732671446,5439,True,5675,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,Monocyte,20,20,0.1,0.1,0.0018385732671446,0.0036771465342893,5439,True,5675,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,Monocyte,50,50,0.06,0.06,0.0045964331678617,0.0091928663357234,5439,True,5675,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,Monocyte,100,100,0.07,0.07,0.0091928663357234,0.0183857326714469,5439,True,5675,5493
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+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,NK cell,10,10,0.0,0.0,0.0018057060310581,0.0036114120621162,2769,True,5453,2772
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,NK cell,20,20,0.0,0.0,0.0036114120621162,0.0072228241242325,2769,True,5453,2772
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,NK cell,50,50,0.0,0.02,0.0090285301552907,0.0180570603105814,2769,True,5453,2772
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,NK cell,100,100,0.0,0.01,0.0180570603105814,0.0361141206211628,2769,True,5453,2772
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,NK cell,200,200,0.01,0.05,0.0361141206211628,0.0722282412423257,2769,True,5453,2772
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,NK cell,500,500,0.024,0.08,0.0902853015529071,0.1805706031058143,2769,True,5453,2772
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,NK cell,10,10,0.1,0.1,0.0009494872768704,0.0018989745537409,5266,True,5453,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,NK cell,20,20,0.05,0.05,0.0018989745537409,0.0037979491074819,5266,True,5453,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,NK cell,50,50,0.04,0.04,0.0047474363843524,0.0094948727687049,5266,True,5453,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,NK cell,100,100,0.04,0.05,0.0094948727687049,0.0189897455374098,5266,True,5453,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,NK cell,200,200,0.055,0.065,0.0189897455374098,0.0379794910748196,5266,True,5453,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,NK cell,500,500,0.088,0.126,0.0474743638435245,0.094948727687049,5266,True,5453,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,DC,10,10,0.0,0.0,0.002370791844476,0.0047415836889521,2109,True,5000,2109
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,DC,20,20,0.0,0.0,0.0047415836889521,0.0094831673779042,2109,True,5000,2109
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,DC,50,50,0.0,0.0,0.0118539592223802,0.0237079184447605,2109,True,5000,2109
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,DC,100,100,0.0,0.01,0.0237079184447605,0.0474158368895211,2109,True,5000,2109
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,DC,200,200,0.005,0.01,0.0474158368895211,0.0948316737790422,2109,True,5000,2109
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,DC,500,500,0.016,0.026,0.1185395922238027,0.2370791844476055,2109,True,5000,2109
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,DC,10,10,0.0,0.0,0.0010210332856851,0.0020420665713702,4897,True,5000,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,DC,20,20,0.1,0.1,0.0020420665713702,0.0040841331427404,4897,True,5000,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,DC,50,50,0.04,0.04,0.0051051664284255,0.0102103328568511,4897,True,5000,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,DC,100,100,0.05,0.05,0.0102103328568511,0.0204206657137022,4897,True,5000,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,DC,200,200,0.055,0.055,0.0204206657137022,0.0408413314274045,4897,True,5000,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,DC,500,500,0.066,0.08,0.0510516642842556,0.1021033285685113,4897,True,5000,5493
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+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,T cell,50,50,0.04,0.04,0.0059765718383934,0.0119531436767869,4183,True,5662,4185
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,T cell,100,100,0.04,0.04,0.0119531436767869,0.0239062873535739,4183,True,5662,4185
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,T cell,200,200,0.055,0.055,0.0239062873535739,0.0478125747071479,4183,True,5662,4185
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,T cell,500,500,0.078,0.094,0.0597657183839349,0.1195314367678699,4183,True,5662,4185
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,T cell,10,10,0.0,0.0,0.0008830801836806,0.0017661603673613,5662,True,5662,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,T cell,20,20,0.15,0.15,0.0017661603673613,0.0035323207347227,5662,True,5662,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,T cell,50,50,0.16,0.16,0.0044154009184033,0.0088308018368067,5662,True,5662,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,T cell,100,100,0.2,0.2,0.0088308018368067,0.0176616036736135,5662,True,5662,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,T cell,200,200,0.255,0.255,0.0176616036736135,0.0353232073472271,5662,True,5662,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,T cell,500,500,0.392,0.392,0.0441540091840339,0.0883080183680678,5662,True,5662,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,B cell,10,10,0.0,0.0,0.0015137753557372,0.0030275507114744,3303,True,5327,3306
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,B cell,20,20,0.0,0.0,0.0030275507114744,0.0060551014229488,3303,True,5327,3306
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,B cell,50,50,0.0,0.0,0.007568876778686,0.015137753557372,3303,True,5327,3306
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,B cell,100,100,0.0,0.01,0.015137753557372,0.0302755071147441,3303,True,5327,3306
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,B cell,200,200,0.02,0.05,0.0302755071147441,0.0605510142294883,3303,True,5327,3306
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,B cell,500,500,0.032,0.112,0.0756887677868604,0.1513775355737208,3303,True,5327,3306
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,B cell,10,10,0.0,0.0,0.0009386146048432,0.0018772292096865,5327,True,5327,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,B cell,20,20,0.05,0.05,0.0018772292096865,0.003754458419373,5327,True,5327,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,B cell,50,50,0.04,0.04,0.0046930730242162,0.0093861460484325,5327,True,5327,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,B cell,100,100,0.06,0.06,0.0093861460484325,0.018772292096865,5327,True,5327,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,B cell,200,200,0.095,0.095,0.018772292096865,0.03754458419373,5327,True,5327,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,B cell,500,500,0.142,0.152,0.0469307302421625,0.0938614604843251,5327,True,5327,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,Monocyte,10,10,0.1,0.1,0.0013031013812874,0.0026062027625749,3837,True,5675,3837
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,Monocyte,20,20,0.05,0.05,0.0026062027625749,0.0052124055251498,3837,True,5675,3837
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,Monocyte,50,50,0.04,0.04,0.0065155069064373,0.0130310138128746,3837,True,5675,3837
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,Monocyte,100,100,0.07,0.07,0.0130310138128746,0.0260620276257492,3837,True,5675,3837
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,Monocyte,200,200,0.12,0.12,0.0260620276257492,0.0521240552514985,3837,True,5675,3837
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,Monocyte,500,500,0.184,0.198,0.0651550690643732,0.1303101381287464,3837,True,5675,3837
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,10,10,0.1,0.1,0.0008810572687224,0.0017621145374449,5675,True,5675,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,20,20,0.15,0.15,0.0017621145374449,0.0035242290748898,5675,True,5675,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,50,50,0.12,0.12,0.0044052863436123,0.0088105726872246,5675,True,5675,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,100,100,0.16,0.16,0.0088105726872246,0.0176211453744493,5675,True,5675,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,200,200,0.28,0.28,0.0176211453744493,0.0352422907488986,5675,True,5675,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,500,500,0.342,0.342,0.0440528634361233,0.0881057268722467,5675,True,5675,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,NK cell,10,10,0.0,0.0,0.0013458950201884,0.0026917900403768,3715,True,5453,3720
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,NK cell,20,20,0.1,0.1,0.0026917900403768,0.0053835800807537,3715,True,5453,3720
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,NK cell,50,50,0.04,0.04,0.0067294751009421,0.0134589502018842,3715,True,5453,3720
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,NK cell,100,100,0.06,0.08,0.0134589502018842,0.0269179004037685,3715,True,5453,3720
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,NK cell,200,200,0.075,0.095,0.0269179004037685,0.053835800807537,3715,True,5453,3720
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,NK cell,500,500,0.076,0.116,0.0672947510094212,0.1345895020188425,3715,True,5453,3720
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,10,10,0.0,0.0,0.0009169264624977,0.0018338529249954,5453,True,5453,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,20,20,0.05,0.05,0.0018338529249954,0.0036677058499908,5453,True,5453,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,50,50,0.08,0.08,0.0045846323124885,0.009169264624977,5453,True,5453,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,100,100,0.12,0.12,0.009169264624977,0.0183385292499541,5453,True,5453,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,200,200,0.2,0.2,0.0183385292499541,0.0366770584999083,5453,True,5453,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,500,500,0.288,0.29,0.0458463231248853,0.0916926462497707,5453,True,5453,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,DC,10,10,0.0,0.0,0.001532332209623,0.003064664419246,3263,True,5000,3269
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,DC,20,20,0.0,0.0,0.003064664419246,0.0061293288384921,3263,True,5000,3269
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,DC,50,50,0.02,0.02,0.0076616610481152,0.0153233220962304,3263,True,5000,3269
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,DC,100,100,0.03,0.03,0.0153233220962304,0.0306466441924609,3263,True,5000,3269
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,DC,200,200,0.035,0.035,0.0306466441924609,0.0612932883849218,3263,True,5000,3269
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+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,T cell,500,500,0.092,0.124,0.0601974476282205,0.1203948952564411,4153,True,5662,4161
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,T cell,10,10,0.1,0.1,0.0009211495946941,0.0018422991893883,5428,True,5662,5493
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+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,T cell,500,500,0.12,0.136,0.0460574797347089,0.0921149594694178,5428,True,5662,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,B cell,10,10,0.0,0.0,0.0016404199475065,0.0032808398950131,3048,True,5327,3051
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+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,B cell,10,10,0.0,0.0,0.0009695559433779,0.0019391118867558,5157,True,5327,5493
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+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_raw,generated:zs_raw,Monocyte,100,100,0.03,0.03,0.0108530497069676,0.0217060994139353,4607,True,5747,4628
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_raw,generated:zs_raw,Monocyte,200,200,0.06,0.07,0.0217060994139353,0.0434121988278706,4607,True,5747,4628
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_raw,generated:zs_raw,Monocyte,500,500,0.112,0.134,0.0542652485348382,0.1085304970696765,4607,True,5747,4628
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,Monocyte,10,10,0.2,0.2,0.0008821453775582,0.0017642907551164,5668,True,5747,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,Monocyte,20,20,0.1,0.1,0.0017642907551164,0.0035285815102328,5668,True,5747,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,Monocyte,50,50,0.08,0.08,0.0044107268877911,0.0088214537755822,5668,True,5747,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,Monocyte,100,100,0.13,0.13,0.0088214537755822,0.0176429075511644,5668,True,5747,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,Monocyte,200,200,0.215,0.215,0.0176429075511644,0.0352858151023288,5668,True,5747,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,Monocyte,500,500,0.278,0.278,0.044107268877911,0.0882145377558221,5668,True,5747,5858
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+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_raw,generated:zs_raw,NK cell,20,20,0.0,0.0,0.0023980815347721,0.0047961630695443,4170,True,5616,4181
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_raw,generated:zs_raw,NK cell,50,50,0.0,0.0,0.0059952038369304,0.0119904076738609,4170,True,5616,4181
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_raw,generated:zs_raw,NK cell,100,100,0.03,0.03,0.0119904076738609,0.0239808153477218,4170,True,5616,4181
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_raw,generated:zs_raw,NK cell,200,200,0.07,0.07,0.0239808153477218,0.0479616306954436,4170,True,5616,4181
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_raw,generated:zs_raw,NK cell,500,500,0.094,0.156,0.0599520383693045,0.1199040767386091,4170,True,5616,4181
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,NK cell,10,10,0.0,0.0,0.0009015506671474,0.0018031013342949,5546,True,5616,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,NK cell,20,20,0.0,0.0,0.0018031013342949,0.0036062026685899,5546,True,5616,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,NK cell,50,50,0.02,0.02,0.0045077533357374,0.0090155066714749,5546,True,5616,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,NK cell,100,100,0.03,0.03,0.0090155066714749,0.0180310133429498,5546,True,5616,5858
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+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_pseudo,generated:zs_pseudo,Monocyte,20,20,0.1,0.1,0.002391200382592,0.0047824007651841,4182,True,5747,4188
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+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@a1ed0d04,T cell,500,500,0.122,0.126,0.0436833828411672,0.0873667656823344,5723,True,5808,5858
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+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,B cell,20,20,0.0,0.0,0.0024709661477637,0.0049419322955275,4047,True,5746,4053
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,B cell,50,50,0.02,0.02,0.0061774153694094,0.0123548307388188,4047,True,5746,4053
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,B cell,100,100,0.07,0.07,0.0123548307388188,0.0247096614776377,4047,True,5746,4053
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,B cell,200,200,0.075,0.075,0.0247096614776377,0.0494193229552755,4047,True,5746,4053
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,B cell,500,500,0.136,0.156,0.0617741536940943,0.1235483073881887,4047,True,5746,4053
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@a1ed0d04,B cell,10,10,0.0,0.0,0.0008827683615819,0.0017655367231638,5664,True,5746,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@a1ed0d04,B cell,20,20,0.0,0.0,0.0017655367231638,0.0035310734463276,5664,True,5746,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@a1ed0d04,B cell,50,50,0.02,0.02,0.0044138418079096,0.0088276836158192,5664,True,5746,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@a1ed0d04,B cell,100,100,0.05,0.05,0.0088276836158192,0.0176553672316384,5664,True,5746,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@a1ed0d04,B cell,200,200,0.04,0.04,0.0176553672316384,0.0353107344632768,5664,True,5746,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@a1ed0d04,B cell,500,500,0.094,0.102,0.044138418079096,0.0882768361581921,5664,True,5746,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,Monocyte,10,10,0.0,0.0,0.0011158223610801,0.0022316447221602,4481,True,5747,4489
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,Monocyte,20,20,0.0,0.0,0.0022316447221602,0.0044632894443204,4481,True,5747,4489
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,Monocyte,50,50,0.06,0.06,0.0055791118054005,0.0111582236108011,4481,True,5747,4489
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,Monocyte,100,100,0.12,0.13,0.0111582236108011,0.0223164472216023,4481,True,5747,4489
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,Monocyte,200,200,0.14,0.145,0.0223164472216023,0.0446328944432046,4481,True,5747,4489
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,Monocyte,500,500,0.2,0.22,0.0557911180540058,0.1115822361080116,4481,True,5747,4489
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@a1ed0d04,Monocyte,10,10,0.0,0.0,0.0008821453775582,0.0017642907551164,5668,True,5747,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@a1ed0d04,Monocyte,20,20,0.05,0.05,0.0017642907551164,0.0035285815102328,5668,True,5747,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@a1ed0d04,Monocyte,50,50,0.12,0.12,0.0044107268877911,0.0088214537755822,5668,True,5747,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@a1ed0d04,Monocyte,100,100,0.16,0.16,0.0088214537755822,0.0176429075511644,5668,True,5747,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@a1ed0d04,Monocyte,200,200,0.215,0.215,0.0176429075511644,0.0352858151023288,5668,True,5747,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@a1ed0d04,Monocyte,500,500,0.244,0.244,0.044107268877911,0.0882145377558221,5668,True,5747,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,NK cell,10,10,0.0,0.0,0.0013412017167381,0.0026824034334763,3728,True,5616,3734
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,NK cell,20,20,0.0,0.05,0.0026824034334763,0.0053648068669527,3728,True,5616,3734
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,NK cell,50,50,0.0,0.04,0.0067060085836909,0.0134120171673819,3728,True,5616,3734
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,NK cell,100,100,0.03,0.07,0.0134120171673819,0.0268240343347639,3728,True,5616,3734
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,NK cell,200,200,0.045,0.1,0.0268240343347639,0.0536480686695279,3728,True,5616,3734
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,NK cell,500,500,0.062,0.124,0.0670600858369098,0.1341201716738197,3728,True,5616,3734
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@a1ed0d04,NK cell,10,10,0.0,0.0,0.0009015506671474,0.0018031013342949,5546,True,5616,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@a1ed0d04,NK cell,20,20,0.0,0.0,0.0018031013342949,0.0036062026685899,5546,True,5616,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@a1ed0d04,NK cell,50,50,0.02,0.02,0.0045077533357374,0.0090155066714749,5546,True,5616,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,broadcast:test_cal.npz@a1ed0d04,NK cell,100,100,0.02,0.02,0.0090155066714749,0.0180310133429498,5546,True,5616,5858
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+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,generated:zs_cal,DC,20,20,0.0,0.0,0.0028264556246466,0.0056529112492933,3538,True,5310,3548
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+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@d5ec3390,T cell,10,10,0.0,0.0,0.0008736676568233,0.0017473353136466,5723,True,5808,5858
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+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@d5ec3390,T cell,50,50,0.02,0.02,0.0043683382841167,0.0087366765682334,5723,True,5808,5858
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+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@d5ec3390,T cell,200,200,0.09,0.09,0.0174733531364668,0.0349467062729337,5723,True,5808,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@d5ec3390,T cell,500,500,0.138,0.144,0.0436833828411672,0.0873667656823344,5723,True,5808,5858
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+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,generated:lora5,B cell,20,20,0.05,0.05,0.0024642681123706,0.0049285362247412,4058,True,5746,4060
+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,generated:lora5,B cell,50,50,0.04,0.04,0.0061606702809265,0.0123213405618531,4058,True,5746,4060
+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,generated:lora5,B cell,100,100,0.07,0.08,0.0123213405618531,0.0246426811237062,4058,True,5746,4060
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+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,generated:lora5,B cell,500,500,0.108,0.144,0.0616067028092656,0.1232134056185313,4058,True,5746,4060
+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@d5ec3390,B cell,10,10,0.0,0.0,0.0008827683615819,0.0017655367231638,5664,True,5746,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@d5ec3390,B cell,20,20,0.0,0.0,0.0017655367231638,0.0035310734463276,5664,True,5746,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@d5ec3390,B cell,50,50,0.02,0.02,0.0044138418079096,0.0088276836158192,5664,True,5746,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@d5ec3390,B cell,100,100,0.04,0.04,0.0088276836158192,0.0176553672316384,5664,True,5746,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@d5ec3390,B cell,200,200,0.045,0.045,0.0176553672316384,0.0353107344632768,5664,True,5746,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@d5ec3390,B cell,500,500,0.122,0.128,0.044138418079096,0.0882768361581921,5664,True,5746,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,generated:lora5,Monocyte,10,10,0.0,0.0,0.0010924186148131,0.0021848372296263,4577,True,5747,4578
+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,generated:lora5,Monocyte,20,20,0.1,0.1,0.0021848372296263,0.0043696744592527,4577,True,5747,4578
+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,generated:lora5,Monocyte,50,50,0.12,0.12,0.0054620930740659,0.0109241861481319,4577,True,5747,4578
+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,generated:lora5,Monocyte,100,100,0.13,0.13,0.0109241861481319,0.0218483722962639,4577,True,5747,4578
+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,generated:lora5,Monocyte,200,200,0.135,0.135,0.0218483722962639,0.0436967445925278,4577,True,5747,4578
+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,generated:lora5,Monocyte,500,500,0.186,0.192,0.0546209307406598,0.1092418614813196,4577,True,5747,4578
+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@d5ec3390,Monocyte,10,10,0.2,0.2,0.0008821453775582,0.0017642907551164,5668,True,5747,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@d5ec3390,Monocyte,20,20,0.1,0.1,0.0017642907551164,0.0035285815102328,5668,True,5747,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@d5ec3390,Monocyte,50,50,0.08,0.08,0.0044107268877911,0.0088214537755822,5668,True,5747,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@d5ec3390,Monocyte,100,100,0.13,0.13,0.0088214537755822,0.0176429075511644,5668,True,5747,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@d5ec3390,Monocyte,200,200,0.215,0.215,0.0176429075511644,0.0352858151023288,5668,True,5747,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,broadcast:test_raw.npz@d5ec3390,Monocyte,500,500,0.278,0.278,0.044107268877911,0.0882145377558221,5668,True,5747,5858
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+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,B cell,200,200,0.06,0.06,0.0176460208223045,0.0352920416446091,5667,True,5750,5858
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+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,Monocyte,100,100,0.06,0.06,0.0108459869848156,0.0216919739696312,4610,True,5752,4630
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+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,Monocyte,20,20,0.05,0.05,0.0017633574325515,0.0035267148651031,5671,True,5752,5858
+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,Monocyte,50,50,0.1,0.1,0.0044083935813789,0.0088167871627578,5671,True,5752,5858
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+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,Monocyte,200,200,0.23,0.23,0.0176335743255157,0.0352671486510315,5671,True,5752,5858
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+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,NK cell,50,50,0.0,0.0,0.0045093795093795,0.009018759018759,5544,True,5615,5858
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+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,B cell,10,10,0.0,0.0,0.0008821453775582,0.0017642907551164,5668,True,5750,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,B cell,20,20,0.0,0.0,0.0017642907551164,0.0035285815102328,5668,True,5750,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,B cell,50,50,0.02,0.02,0.0044107268877911,0.0088214537755822,5668,True,5750,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,B cell,100,100,0.03,0.03,0.0088214537755822,0.0176429075511644,5668,True,5750,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,B cell,200,200,0.065,0.065,0.0176429075511644,0.0352858151023288,5668,True,5750,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,B cell,500,500,0.136,0.144,0.044107268877911,0.0882145377558221,5668,True,5750,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,Monocyte,10,10,0.0,0.0,0.001084363478638,0.002168726957276,4611,True,5750,4631
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,Monocyte,20,20,0.0,0.0,0.002168726957276,0.0043374539145521,4611,True,5750,4631
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,Monocyte,50,50,0.02,0.02,0.0054218173931901,0.0108436347863803,4611,True,5750,4631
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,Monocyte,100,100,0.05,0.05,0.0108436347863803,0.0216872695727607,4611,True,5750,4631
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,Monocyte,200,200,0.05,0.055,0.0216872695727607,0.0433745391455215,4611,True,5750,4631
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,Monocyte,500,500,0.114,0.138,0.0542181739319019,0.1084363478638039,4611,True,5750,4631
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,Monocyte,10,10,0.1,0.1,0.0008819897689186,0.0017639795378373,5669,True,5750,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,Monocyte,20,20,0.1,0.1,0.0017639795378373,0.0035279590756747,5669,True,5750,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,Monocyte,50,50,0.1,0.1,0.0044099488445934,0.0088198976891868,5669,True,5750,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,Monocyte,100,100,0.11,0.11,0.0088198976891868,0.0176397953783736,5669,True,5750,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,Monocyte,200,200,0.2,0.2,0.0176397953783736,0.0352795907567472,5669,True,5750,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,Monocyte,500,500,0.27,0.272,0.044099488445934,0.088198976891868,5669,True,5750,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,NK cell,10,10,0.0,0.0,0.0011987532965715,0.0023975065931431,4171,True,5610,4182
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,NK cell,20,20,0.0,0.0,0.0023975065931431,0.0047950131862862,4171,True,5610,4182
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,NK cell,50,50,0.0,0.0,0.0059937664828578,0.0119875329657156,4171,True,5610,4182
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,NK cell,100,100,0.02,0.02,0.0119875329657156,0.0239750659314313,4171,True,5610,4182
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,NK cell,200,200,0.07,0.07,0.0239750659314313,0.0479501318628626,4171,True,5610,4182
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,NK cell,500,500,0.092,0.148,0.0599376648285782,0.1198753296571565,4171,True,5610,4182
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,NK cell,10,10,0.0,0.0,0.000902853015529,0.0018057060310581,5538,True,5610,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,NK cell,20,20,0.0,0.0,0.0018057060310581,0.0036114120621162,5538,True,5610,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,NK cell,50,50,0.0,0.0,0.0045142650776453,0.0090285301552907,5538,True,5610,5857
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+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,NK cell,500,500,0.098,0.114,0.0451426507764535,0.0902853015529071,5538,True,5610,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,DC,10,10,0.0,0.0,0.0014120304998587,0.0028240609997175,3541,True,5303,3550
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+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,DC,50,50,0.0,0.0,0.0070601524992939,0.0141203049985879,3541,True,5303,3550
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+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@ffcc1562,DC,10,10,0.0,0.0,0.0009514747859181,0.0019029495718363,5255,True,5303,5857
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+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,B cell,100,100,0.16,0.16,0.01241002730206,0.0248200546041201,4029,True,5750,4034
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+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,Monocyte,10,10,0.0,0.0,0.0011967448539971,0.0023934897079942,4178,True,5750,4184
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,Monocyte,20,20,0.1,0.1,0.0023934897079942,0.0047869794159885,4178,True,5750,4184
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,Monocyte,50,50,0.1,0.1,0.0059837242699856,0.0119674485399712,4178,True,5750,4184
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,Monocyte,100,100,0.11,0.11,0.0119674485399712,0.0239348970799425,4178,True,5750,4184
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,Monocyte,200,200,0.165,0.165,0.0239348970799425,0.0478697941598851,4178,True,5750,4184
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,Monocyte,500,500,0.214,0.224,0.0598372426998563,0.1196744853997127,4178,True,5750,4184
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+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@32e455af,Monocyte,100,100,0.06,0.06,0.008695652173913,0.017391304347826,5750,True,5750,5911
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@32e455af,Monocyte,200,200,0.16,0.16,0.017391304347826,0.0347826086956521,5750,True,5750,5911
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+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,100,100,0.08,0.09,0.0134807225667295,0.0269614451334591,3709,True,5610,3712
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,200,200,0.095,0.105,0.0269614451334591,0.0539228902669183,3709,True,5610,3712
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,500,500,0.094,0.126,0.0674036128336478,0.1348072256672957,3709,True,5610,3712
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@32e455af,NK cell,10,10,0.0,0.0,0.0008912655971479,0.0017825311942959,5610,True,5610,5911
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@32e455af,NK cell,20,20,0.0,0.0,0.0017825311942959,0.0035650623885918,5610,True,5610,5911
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@32e455af,NK cell,50,50,0.04,0.04,0.0044563279857397,0.0089126559714795,5610,True,5610,5911
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@32e455af,NK cell,100,100,0.09,0.09,0.0089126559714795,0.017825311942959,5610,True,5610,5911
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@32e455af,NK cell,200,200,0.245,0.245,0.017825311942959,0.035650623885918,5610,True,5610,5911
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@32e455af,NK cell,500,500,0.298,0.298,0.0445632798573975,0.089126559714795,5610,True,5610,5911
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,10,10,0.0,0.0,0.0014965579167913,0.0029931158335827,3341,True,5303,3347
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,20,20,0.0,0.0,0.0029931158335827,0.0059862316671655,3341,True,5303,3347
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,50,50,0.0,0.0,0.0074827895839568,0.0149655791679137,3341,True,5303,3347
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,100,100,0.04,0.04,0.0149655791679137,0.0299311583358275,3341,True,5303,3347
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,200,200,0.06,0.06,0.0299311583358275,0.0598623166716551,3341,True,5303,3347
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,500,500,0.064,0.064,0.0748278958395689,0.1496557916791379,3341,True,5303,3347
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@32e455af,DC,10,10,0.0,0.0,0.000942862530643,0.001885725061286,5303,True,5303,5911
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@32e455af,DC,20,20,0.0,0.0,0.001885725061286,0.0037714501225721,5303,True,5303,5911
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@32e455af,DC,50,50,0.0,0.0,0.0047143126532151,0.0094286253064303,5303,True,5303,5911
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@32e455af,DC,100,100,0.03,0.03,0.0094286253064303,0.0188572506128606,5303,True,5303,5911
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@32e455af,DC,200,200,0.045,0.045,0.0188572506128606,0.0377145012257212,5303,True,5303,5911
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+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,20,20,0.1,0.1,0.0021565667457407,0.0043131334914815,4637,True,5803,4649
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,50,50,0.06,0.06,0.0053914168643519,0.0107828337287039,4637,True,5803,4649
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,100,100,0.05,0.05,0.0107828337287039,0.0215656674574078,4637,True,5803,4649
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,200,200,0.055,0.055,0.0215656674574078,0.0431313349148156,4637,True,5803,4649
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,500,500,0.094,0.114,0.0539141686435195,0.107828337287039,4637,True,5803,4649
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@95a4bd00,T cell,10,10,0.0,0.0,0.0008744316194473,0.0017488632388947,5718,True,5803,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@95a4bd00,T cell,20,20,0.0,0.0,0.0017488632388947,0.0034977264777894,5718,True,5803,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@95a4bd00,T cell,50,50,0.02,0.02,0.0043721580972367,0.0087443161944735,5718,True,5803,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@95a4bd00,T cell,100,100,0.06,0.06,0.0087443161944735,0.0174886323889471,5718,True,5803,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@95a4bd00,T cell,200,200,0.09,0.09,0.0174886323889471,0.0349772647778943,5718,True,5803,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@95a4bd00,T cell,500,500,0.144,0.148,0.0437215809723679,0.0874431619447359,5718,True,5803,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,10,10,0.1,0.1,0.0012130033964095,0.002426006792819,4122,True,5750,4131
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,20,20,0.05,0.05,0.002426006792819,0.004852013585638,4122,True,5750,4131
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,50,50,0.06,0.06,0.0060650169820475,0.012130033964095,4122,True,5750,4131
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,100,100,0.05,0.05,0.012130033964095,0.0242600679281901,4122,True,5750,4131
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,200,200,0.07,0.07,0.0242600679281901,0.0485201358563803,4122,True,5750,4131
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,500,500,0.146,0.162,0.0606501698204755,0.121300339640951,4122,True,5750,4131
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@95a4bd00,B cell,10,10,0.0,0.0,0.0008821453775582,0.0017642907551164,5668,True,5750,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@95a4bd00,B cell,20,20,0.0,0.0,0.0017642907551164,0.0035285815102328,5668,True,5750,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@95a4bd00,B cell,50,50,0.04,0.04,0.0044107268877911,0.0088214537755822,5668,True,5750,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@95a4bd00,B cell,100,100,0.05,0.05,0.0088214537755822,0.0176429075511644,5668,True,5750,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@95a4bd00,B cell,200,200,0.065,0.065,0.0176429075511644,0.0352858151023288,5668,True,5750,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@95a4bd00,B cell,500,500,0.128,0.134,0.044107268877911,0.0882145377558221,5668,True,5750,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,10,10,0.0,0.0,0.001150747986191,0.002301495972382,4345,True,5750,4355
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,20,20,0.05,0.05,0.002301495972382,0.004602991944764,4345,True,5750,4355
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,50,50,0.06,0.06,0.0057537399309551,0.0115074798619102,4345,True,5750,4355
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,100,100,0.09,0.09,0.0115074798619102,0.0230149597238204,4345,True,5750,4355
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,200,200,0.095,0.105,0.0230149597238204,0.0460299194476409,4345,True,5750,4355
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,500,500,0.174,0.22,0.0575373993095512,0.1150747986191024,4345,True,5750,4355
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@95a4bd00,Monocyte,10,10,0.2,0.2,0.0008819897689186,0.0017639795378373,5669,True,5750,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@95a4bd00,Monocyte,20,20,0.1,0.1,0.0017639795378373,0.0035279590756747,5669,True,5750,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@95a4bd00,Monocyte,50,50,0.12,0.12,0.0044099488445934,0.0088198976891868,5669,True,5750,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@95a4bd00,Monocyte,100,100,0.12,0.12,0.0088198976891868,0.0176397953783736,5669,True,5750,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@95a4bd00,Monocyte,200,200,0.23,0.23,0.0176397953783736,0.0352795907567472,5669,True,5750,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@95a4bd00,Monocyte,500,500,0.26,0.262,0.044099488445934,0.088198976891868,5669,True,5750,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,NK cell,10,10,0.0,0.0,0.0013297872340425,0.0026595744680851,3760,True,5610,3766
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+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@95a4bd00,NK cell,20,20,0.0,0.0,0.0018057060310581,0.0036114120621162,5538,True,5610,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@95a4bd00,NK cell,50,50,0.02,0.02,0.0045142650776453,0.0090285301552907,5538,True,5610,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@95a4bd00,NK cell,100,100,0.03,0.03,0.0090285301552907,0.0180570603105814,5538,True,5610,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@95a4bd00,NK cell,200,200,0.05,0.05,0.0180570603105814,0.0361141206211628,5538,True,5610,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@95a4bd00,NK cell,500,500,0.092,0.106,0.0451426507764535,0.0902853015529071,5538,True,5610,5857
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+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,DC,20,20,0.0,0.0,0.0029103608847497,0.0058207217694994,3436,True,5303,3441
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+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@95a4bd00,DC,100,100,0.06,0.06,0.0095147478591817,0.0190294957183634,5255,True,5303,5857
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+ye2026_sepsis,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3278dc67,T cell,10,10,0.0,0.0,0.0008744316194473,0.0017488632388947,5718,True,5803,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3278dc67,T cell,20,20,0.0,0.0,0.0017488632388947,0.0034977264777894,5718,True,5803,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3278dc67,T cell,50,50,0.04,0.04,0.0043721580972367,0.0087443161944735,5718,True,5803,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3278dc67,T cell,100,100,0.07,0.07,0.0087443161944735,0.0174886323889471,5718,True,5803,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3278dc67,T cell,200,200,0.09,0.09,0.0174886323889471,0.0349772647778943,5718,True,5803,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3278dc67,T cell,500,500,0.15,0.158,0.0437215809723679,0.0874431619447359,5718,True,5803,5857
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+ye2026_sepsis,fewshot,fewshot_n5/draw3,lora5,generated:lora5,B cell,20,20,0.1,0.1,0.0024425989252564,0.0048851978505129,4094,True,5750,4095
+ye2026_sepsis,fewshot,fewshot_n5/draw3,lora5,generated:lora5,B cell,50,50,0.12,0.12,0.0061064973131411,0.0122129946262823,4094,True,5750,4095
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+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@32e455af,Monocyte,20,20,0.05,0.05,0.0017394329448599,0.0034788658897199,5749,True,5749,5911
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@32e455af,Monocyte,50,50,0.04,0.04,0.0043485823621499,0.0086971647242998,5749,True,5749,5911
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@32e455af,Monocyte,100,100,0.08,0.08,0.0086971647242998,0.0173943294485997,5749,True,5749,5911
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@32e455af,Monocyte,200,200,0.135,0.135,0.0173943294485997,0.0347886588971995,5749,True,5749,5911
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@32e455af,Monocyte,500,500,0.162,0.162,0.0434858236214993,0.0869716472429987,5749,True,5749,5911
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,NK cell,10,10,0.0,0.0,0.0013462574044157,0.0026925148088314,3714,True,5614,3717
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,NK cell,20,20,0.05,0.05,0.0026925148088314,0.0053850296176628,3714,True,5614,3717
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,NK cell,50,50,0.02,0.02,0.0067312870220786,0.0134625740441572,3714,True,5614,3717
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,NK cell,100,100,0.06,0.08,0.0134625740441572,0.0269251480883144,3714,True,5614,3717
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,NK cell,200,200,0.075,0.085,0.0269251480883144,0.0538502961766289,3714,True,5614,3717
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,NK cell,500,500,0.086,0.12,0.0673128702207862,0.1346257404415724,3714,True,5614,3717
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@32e455af,NK cell,10,10,0.0,0.0,0.000890630566441,0.001781261132882,5614,True,5614,5911
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@32e455af,NK cell,20,20,0.05,0.05,0.001781261132882,0.0035625222657641,5614,True,5614,5911
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@32e455af,NK cell,50,50,0.08,0.08,0.0044531528322052,0.0089063056644104,5614,True,5614,5911
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@32e455af,NK cell,100,100,0.1,0.1,0.0089063056644104,0.0178126113288208,5614,True,5614,5911
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@32e455af,NK cell,200,200,0.22,0.22,0.0178126113288208,0.0356252226576416,5614,True,5614,5911
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@32e455af,NK cell,500,500,0.26,0.26,0.044531528322052,0.089063056644104,5614,True,5614,5911
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,DC,10,10,0.0,0.0,0.0014885382554331,0.0029770765108663,3359,True,5305,3366
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,DC,20,20,0.0,0.0,0.0029770765108663,0.0059541530217326,3359,True,5305,3366
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,DC,50,50,0.0,0.0,0.0074426912771658,0.0148853825543316,3359,True,5305,3366
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,DC,100,100,0.01,0.01,0.0148853825543316,0.0297707651086632,3359,True,5305,3366
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,DC,200,200,0.04,0.04,0.0297707651086632,0.0595415302173265,3359,True,5305,3366
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,DC,500,500,0.05,0.05,0.0744269127716582,0.1488538255433164,3359,True,5305,3366
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@32e455af,DC,10,10,0.0,0.0,0.000942507068803,0.001885014137606,5305,True,5305,5911
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@32e455af,DC,20,20,0.0,0.0,0.001885014137606,0.003770028275212,5305,True,5305,5911
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@32e455af,DC,50,50,0.0,0.0,0.004712535344015,0.0094250706880301,5305,True,5305,5911
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@32e455af,DC,100,100,0.01,0.01,0.0094250706880301,0.0188501413760603,5305,True,5305,5911
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@32e455af,DC,200,200,0.03,0.03,0.0188501413760603,0.0377002827521206,5305,True,5305,5911
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@32e455af,DC,500,500,0.08,0.082,0.0471253534401508,0.0942507068803016,5305,True,5305,5911
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,T cell,10,10,0.0,0.0,0.0010827197921178,0.0021654395842356,4618,True,5801,4627
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,T cell,20,20,0.1,0.1,0.0021654395842356,0.0043308791684712,4618,True,5801,4627
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,T cell,50,50,0.08,0.08,0.0054135989605889,0.0108271979211779,4618,True,5801,4627
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,T cell,100,100,0.08,0.08,0.0108271979211779,0.0216543958423559,4618,True,5801,4627
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,T cell,200,200,0.08,0.08,0.0216543958423559,0.0433087916847119,4618,True,5801,4627
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,T cell,500,500,0.088,0.108,0.0541359896058899,0.1082719792117799,4618,True,5801,4627
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@e2189b52,T cell,10,10,0.0,0.0,0.0008745845723281,0.0017491691446562,5717,True,5801,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@e2189b52,T cell,20,20,0.0,0.0,0.0017491691446562,0.0034983382893125,5717,True,5801,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@e2189b52,T cell,50,50,0.02,0.02,0.0043729228616407,0.0087458457232814,5717,True,5801,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@e2189b52,T cell,100,100,0.1,0.1,0.0087458457232814,0.0174916914465628,5717,True,5801,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@e2189b52,T cell,200,200,0.085,0.085,0.0174916914465628,0.0349833828931257,5717,True,5801,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@e2189b52,T cell,500,500,0.146,0.152,0.0437292286164072,0.0874584572328144,5717,True,5801,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,B cell,10,10,0.1,0.1,0.0012204051745179,0.0024408103490358,4097,True,5743,4103
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,B cell,20,20,0.15,0.15,0.0024408103490358,0.0048816206980717,4097,True,5743,4103
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,B cell,50,50,0.06,0.06,0.0061020258725897,0.0122040517451794,4097,True,5743,4103
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,B cell,100,100,0.08,0.08,0.0122040517451794,0.0244081034903588,4097,True,5743,4103
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,B cell,200,200,0.07,0.075,0.0244081034903588,0.0488162069807176,4097,True,5743,4103
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,B cell,500,500,0.132,0.168,0.0610202587258969,0.1220405174517939,4097,True,5743,4103
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@e2189b52,B cell,10,10,0.0,0.0,0.0008830801836806,0.0017661603673613,5662,True,5743,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@e2189b52,B cell,20,20,0.0,0.0,0.0017661603673613,0.0035323207347227,5662,True,5743,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@e2189b52,B cell,50,50,0.0,0.0,0.0044154009184033,0.0088308018368067,5662,True,5743,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@e2189b52,B cell,100,100,0.04,0.04,0.0088308018368067,0.0176616036736135,5662,True,5743,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@e2189b52,B cell,200,200,0.05,0.05,0.0176616036736135,0.0353232073472271,5662,True,5743,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@e2189b52,B cell,500,500,0.122,0.126,0.0441540091840339,0.0883080183680678,5662,True,5743,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,Monocyte,10,10,0.0,0.0,0.0012036591237361,0.0024073182474723,4154,True,5749,4164
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,Monocyte,20,20,0.0,0.0,0.0024073182474723,0.0048146364949446,4154,True,5749,4164
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,Monocyte,50,50,0.06,0.06,0.0060182956186807,0.0120365912373615,4154,True,5749,4164
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,Monocyte,100,100,0.07,0.07,0.0120365912373615,0.0240731824747231,4154,True,5749,4164
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,Monocyte,200,200,0.09,0.095,0.0240731824747231,0.0481463649494463,4154,True,5749,4164
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,Monocyte,500,500,0.138,0.154,0.0601829561868079,0.1203659123736158,4154,True,5749,4164
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@e2189b52,Monocyte,10,10,0.0,0.0,0.0008821453775582,0.0017642907551164,5668,True,5749,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@e2189b52,Monocyte,20,20,0.1,0.1,0.0017642907551164,0.0035285815102328,5668,True,5749,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@e2189b52,Monocyte,50,50,0.12,0.12,0.0044107268877911,0.0088214537755822,5668,True,5749,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@e2189b52,Monocyte,100,100,0.12,0.12,0.0088214537755822,0.0176429075511644,5668,True,5749,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@e2189b52,Monocyte,200,200,0.21,0.21,0.0176429075511644,0.0352858151023288,5668,True,5749,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@e2189b52,Monocyte,500,500,0.27,0.272,0.044107268877911,0.0882145377558221,5668,True,5749,5857
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+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,NK cell,50,50,0.02,0.04,0.006771397616468,0.013542795232936,3692,True,5614,3698
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+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@e2189b52,NK cell,10,10,0.0,0.0,0.0009020386072523,0.0018040772145047,5543,True,5614,5857
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+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@e2189b52,NK cell,50,50,0.02,0.02,0.0045101930362619,0.0090203860725239,5543,True,5614,5857
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+ye2026_sepsis,fewshot,fewshot_n5/draw4,scsemi5,broadcast:test_raw.npz@0c8c43a2,NK cell,50,50,0.02,0.02,0.0045101930362619,0.0090203860725239,5543,True,5614,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw4,scsemi5,broadcast:test_raw.npz@0c8c43a2,NK cell,100,100,0.04,0.04,0.0090203860725239,0.0180407721450478,5543,True,5614,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw4,scsemi5,broadcast:test_raw.npz@0c8c43a2,NK cell,200,200,0.06,0.06,0.0180407721450478,0.0360815442900956,5543,True,5614,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw4,scsemi5,broadcast:test_raw.npz@0c8c43a2,NK cell,500,500,0.102,0.12,0.0451019303626195,0.090203860725239,5543,True,5614,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw4,scsemi5,generated:scsemi5,DC,10,10,0.0,0.0,0.0054585152838427,0.0109170305676855,916,True,5305,920
+ye2026_sepsis,fewshot,fewshot_n5/draw4,scsemi5,generated:scsemi5,DC,20,20,0.0,0.0,0.0109170305676855,0.0218340611353711,916,True,5305,920
+ye2026_sepsis,fewshot,fewshot_n5/draw4,scsemi5,generated:scsemi5,DC,50,50,0.0,0.0,0.0272925764192139,0.0545851528384279,916,True,5305,920
+ye2026_sepsis,fewshot,fewshot_n5/draw4,scsemi5,generated:scsemi5,DC,100,100,0.0,0.0,0.0545851528384279,0.1091703056768559,916,True,5305,920
+ye2026_sepsis,fewshot,fewshot_n5/draw4,scsemi5,generated:scsemi5,DC,200,200,0.025,0.025,0.1091703056768559,0.2183406113537118,916,True,5305,920
+ye2026_sepsis,fewshot,fewshot_n5/draw4,scsemi5,generated:scsemi5,DC,500,500,0.04,0.04,0.2729257641921397,0.5458515283842795,916,True,5305,920
+ye2026_sepsis,fewshot,fewshot_n5/draw4,scsemi5,broadcast:test_raw.npz@0c8c43a2,DC,10,10,0.0,0.0,0.0009511128019783,0.0019022256039566,5257,True,5305,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw4,scsemi5,broadcast:test_raw.npz@0c8c43a2,DC,20,20,0.0,0.0,0.0019022256039566,0.0038044512079132,5257,True,5305,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw4,scsemi5,broadcast:test_raw.npz@0c8c43a2,DC,50,50,0.06,0.06,0.0047555640098915,0.0095111280197831,5257,True,5305,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw4,scsemi5,broadcast:test_raw.npz@0c8c43a2,DC,100,100,0.05,0.05,0.0095111280197831,0.0190222560395662,5257,True,5305,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw4,scsemi5,broadcast:test_raw.npz@0c8c43a2,DC,200,200,0.09,0.09,0.0190222560395662,0.0380445120791325,5257,True,5305,5857
+ye2026_sepsis,fewshot,fewshot_n5/draw4,scsemi5,broadcast:test_raw.npz@0c8c43a2,DC,500,500,0.14,0.154,0.0475556400989157,0.0951112801978314,5257,True,5305,5857
diff --git a/paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_contrast/fewshot_ceiling.csv b/paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_contrast/fewshot_ceiling.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4b0e50f70d2d35294d1802d872fbbb1c93a888f3
--- /dev/null
+++ b/paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_contrast/fewshot_ceiling.csv
@@ -0,0 +1,1001 @@
+dataset,design,unit,predictor,arm,celltype,n_genes,pearson_mean,pearson_sd,spearman_mean,spearman_sd,pearson_s20260926,spearman_s20260926,pearson_s20260927,spearman_s20260927,pearson_s20260928,spearman_s20260928,pearson_s20260929,spearman_s20260929,pearson_s20260930,spearman_s20260930,sb_reliability_pearson,noise_free_ceiling_pearson,sb_reliability_spearman,noise_free_ceiling_spearman,min_n_case_donors_A,min_n_control_donors_A,min_n_case_donors_B,min_n_control_donors_B,mean_n_cells_A,mean_n_cells_B,condition_sha256
+giroux2022,fewshot,fewshot_n5/draw0,split_half_A_vs_B,,T cell,2863.0,0.9561997301710438,0.0014421510109665,0.9115525071025432,0.0021139929033252,0.956212470726686,0.9094332255127764,0.9578696611434246,0.9141617656848446,0.9550264390449942,0.9104836878520812,0.9545265865665168,0.9102192182442844,0.9573634933735966,0.9134646382187284,0.9776095103411928,0.9887413768732412,0.9537300217656474,0.9765910207275345,6.0,5.0,6.0,5.0,29520.0,29524.0,
+giroux2022,fewshot,fewshot_n5/draw0,split_half_A_vs_B,,B cell,3005.0,0.7779767445130714,0.0064263115163058,0.6373127763584343,0.0111415266534396,0.7815284808188496,0.6474150639456788,0.7853310897771532,0.6482705483746377,0.7804023632679897,0.6370128127773733,0.7699437896271418,0.6215094124315206,0.7726779990742224,0.6323560442629611,0.8751258945472128,0.9354816377391983,0.7784862923697313,0.882318702266778,6.0,5.0,6.0,5.0,4566.0,4573.0,
+giroux2022,fewshot,fewshot_n5/draw0,split_half_A_vs_B,,Monocyte,3028.0,0.8985680895564027,0.0049383119497243,0.7289580566778289,0.0081253386199629,0.891715900370757,0.7178429975266093,0.895051713711619,0.7228135580418895,0.9029009836428904,0.7362276316997775,0.902373856147512,0.7338142883585441,0.9007979939092348,0.7340918077623237,0.9465745205549636,0.9729206136961864,0.8432339394959212,0.9182777028197522,6.0,5.0,6.0,5.0,9688.0,9696.0,
+giroux2022,fewshot,fewshot_n5/draw0,split_half_A_vs_B,,NK cell,2910.0,0.8789064953041645,0.0034339942653977,0.7785416961661509,0.0063173479940102,0.8797098510395384,0.7811001028684242,0.8815689336270914,0.7824633519087403,0.8774957029294409,0.7759450306549711,0.8820821752290011,0.7844558126297563,0.8736758136957504,0.7687441827688628,0.9355510745220812,0.9672388921678456,0.8754832094680559,0.9356725973694302,6.0,5.0,6.0,5.0,5509.0,5518.0,
+giroux2022,fewshot,fewshot_n5/draw0,generated:zs_raw,zs_raw,T cell,2863.0,0.1681405341848241,0.0052447323757987,0.0220229296769339,0.0069188766760323,0.1657245611566336,0.0172552722699773,0.1696265620204451,0.0276048333840371,0.1766017975729155,0.0310398958126361,0.1633673257408602,0.0151119332195698,0.1653824244332662,0.0191027136984493,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw0,generated:zs_raw,zs_raw,B cell,3005.0,0.096828885142188,0.008832005621619,0.0317700059020091,0.0047187661232628,0.1087745421577817,0.0387149712553573,0.0975378530591401,0.030813858352974,0.0872540026372603,0.0291282633455258,0.0892725716878863,0.0263991724475292,0.1013054561688713,0.0337937641086594,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw0,generated:zs_raw,zs_raw,Monocyte,3028.0,0.2254441908012276,0.006087350018504,0.1181647575753745,0.0099052233982235,0.2355011214881284,0.1327559001446251,0.2234882818425995,0.1059163579778821,0.2210168051388101,0.1158230697608878,0.2265148064751626,0.1216316184752352,0.2206999390614374,0.1146968415182425,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw0,generated:zs_raw,zs_raw,NK cell,2910.0,0.0849934615832166,0.0064871247928936,-0.0104706638850517,0.006169736559786,0.090634504451402,-0.0025968819712162,0.0863503642034774,-0.010585778731197,0.073893878327895,-0.0138784292247808,0.0858081295200507,-0.0185272229048286,0.0882804314132582,-0.0067650065932359,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw0,generated:zs_pseudo,zs_pseudo,T cell,2863.0,0.5257875560677583,0.0035308911561864,0.4413003256368072,0.0032958088733469,0.5265536488133239,0.4377603773406627,0.5202706451161787,0.4380211037169417,0.5295055189462714,0.4433380355288139,0.5278021362362791,0.4421775414843016,0.5248058312267381,0.4452045701133161,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw0,generated:zs_pseudo,zs_pseudo,B cell,3005.0,0.2796930803268345,0.0077404045762713,0.2144420188684426,0.0092148681474622,0.2718275059425176,0.2005929290989256,0.2740047951199136,0.2146050585348389,0.276876954212071,0.2118038470931016,0.2892033695099744,0.2245574923237809,0.2865527768496957,0.2206507672915658,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw0,generated:zs_pseudo,zs_pseudo,Monocyte,3028.0,0.2070902269301202,0.0111164929487536,0.153599835448425,0.0159905203010266,0.1895654633637203,0.1265593013765509,0.2159121575639587,0.1651308702116088,0.2036065669363566,0.1520316167418329,0.2097944711892079,0.1598640322644663,0.2165724755973577,0.164413356647666,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw0,generated:zs_pseudo,zs_pseudo,NK cell,2910.0,0.3445786019219972,0.0049456532099018,0.2717103401043806,0.0058662044046718,0.3379317436848744,0.2660863394939459,0.3473817561062318,0.2774128393077905,0.3504771392627478,0.2786797335365514,0.3414422006639964,0.2684016853213782,0.3456601698921358,0.2679711028622371,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw0,generated:zs_cal,zs_cal,T cell,2863.0,0.1242033974333043,0.0019695414205983,0.012521393097388,0.002489136330714,0.12626066271391,0.0155734728287594,0.1211137282601258,0.0102654880025432,0.1240534188284775,0.0096700464198646,0.1255074946464729,0.0132873913950713,0.1240816827175351,0.0138105668407016,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw0,generated:zs_cal,zs_cal,B cell,3005.0,0.0760817111707018,0.0097434608828136,0.014187775956602,0.0103145168700682,0.0812630071364503,0.0181947551659264,0.0673721649210411,0.0056268426851886,0.0650600267837133,0.0069337419488123,0.0783711860555561,0.0097506803082736,0.088342170956748,0.0304328596748089,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw0,generated:zs_cal,zs_cal,Monocyte,3028.0,0.176868583817673,0.0060968108882069,0.0875969889627804,0.0073806196464864,0.1849756824946389,0.0986683818637446,0.1688376062161001,0.0783272769094426,0.1739113417357196,0.0889455587022274,0.1799775345589836,0.0848794531864794,0.1766407540829227,0.087164274152008,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw0,generated:zs_cal,zs_cal,NK cell,2910.0,0.063900171661107,0.0084376324031988,-0.0206855685975191,0.0147264687751439,0.0753400435763323,-0.0011547498430992,0.0593578645757462,-0.0362551962486311,0.0570303242984405,-0.0255784806017406,0.0704466540877006,-0.0097498775818328,0.0573259717673153,-0.0306895387122918,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw0,generated:lora5,lora5,T cell,2863.0,0.3907971348576109,0.0025365298575328,0.2455771142821746,0.0033307500398568,0.3890530357200246,0.2435253470048498,0.3891702249390761,0.2446278919158214,0.393395832001232,0.2479486161576436,0.388634197102509,0.2418026857145217,0.3937323845252127,0.2499810306180366,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw0,generated:lora5,lora5,B cell,3005.0,0.1627931271657902,0.0082014445531725,0.1164061580615305,0.0101494782263229,0.1667771354448179,0.1247467610028387,0.1512307231894388,0.1011879618355329,0.1716014146963513,0.1233951741932441,0.1667142046823987,0.1219198238587727,0.1576421578159442,0.110781069417264,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw0,generated:lora5,lora5,Monocyte,3028.0,0.3038107173105107,0.007962624208276,0.195844029546558,0.0099363275278464,0.3132898625117555,0.2105623242054931,0.2961997216150828,0.186714796508191,0.2954963851537303,0.1865363287604577,0.3098558055627031,0.1985411715691122,0.304211811709282,0.1968655266895358,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw0,generated:lora5,lora5,NK cell,2910.0,0.0878198081774195,0.004560127505203,0.0540723152100761,0.0070938676165897,0.0923353981087335,0.061677110102049,0.089870787844693,0.0570173404059128,0.0804285272104412,0.0460646166206113,0.0895758291246347,0.0586077734153989,0.0868884985985951,0.0469947355064084,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw0,generated:scsemi5,scsemi5,T cell,2863.0,0.4629070503739206,0.0032009278308679,0.408900424317305,0.0024362984562233,0.4666058956552183,0.4121639124367796,0.460779232343466,0.4098440532923054,0.4660978395195517,0.4062717289444338,0.4597336439551006,0.4066889505775313,0.4613186403962667,0.4095334763354754,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw0,generated:scsemi5,scsemi5,B cell,3005.0,0.2486496408480351,0.0058030954137404,0.1432354616419626,0.0073491752721388,0.2489120224558375,0.1330594378183461,0.2508927880206424,0.1495318974283437,0.2404659784146116,0.1378398413868657,0.2466663544905229,0.1484720156530362,0.2563110608585612,0.1472741159232216,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw0,generated:scsemi5,scsemi5,Monocyte,3028.0,0.393719259502555,0.0043946853325583,0.2281030138459301,0.0110945112707001,0.3865147031368077,0.2085470432150542,0.3944596375223675,0.2353173704450271,0.3933957553037586,0.2336266305800903,0.3962025315796639,0.2329467437391013,0.3980236699701772,0.2300772812503775,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw0,generated:scsemi5,scsemi5,NK cell,2910.0,0.3405581903201665,0.004656625294818,0.2451196728419739,0.0045728721955152,0.3429295449166145,0.2446324237355776,0.3438813105919727,0.2455412746641189,0.3406676790918408,0.2479216410702523,0.3428144640592281,0.2497362733748501,0.3324979529411762,0.2377667513650703,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw0,broadcast:all_usable_raw.npz@ac755a41,,T cell,2863.0,0.4640426625080097,0.0019639290131978,0.3311480732151541,0.0063134696377938,0.4620980830364124,0.321796684835038,0.4651406390781223,0.3380373341745948,0.4668915384246119,0.3329376703260641,0.4626412234873953,0.3282362306179618,0.4634418285135066,0.3347324461221119,,,,,,,,,,,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665
+giroux2022,fewshot,fewshot_n5/draw0,broadcast:all_usable_raw.npz@ac755a41,,B cell,3005.0,0.3730496504202508,0.0093768238847806,0.3125676802530629,0.0133539068629599,0.3832318420508622,0.324888522858349,0.3691630826138993,0.3011449334692234,0.3626545215095442,0.3038646635555899,0.3674687020486892,0.303726041804739,0.382730103878259,0.3292142395774131,,,,,,,,,,,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665
+giroux2022,fewshot,fewshot_n5/draw0,broadcast:all_usable_raw.npz@ac755a41,,Monocyte,3028.0,0.6006502677161835,0.006611202121853,0.4601921704889286,0.0111613511178803,0.5915478047172074,0.4571536330262234,0.5967687264951067,0.4445099730169254,0.6014269127933757,0.4573261969088332,0.6058058457930434,0.4700026181307449,0.6077020487821841,0.4719684313619158,,,,,,,,,,,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665
+giroux2022,fewshot,fewshot_n5/draw0,broadcast:all_usable_raw.npz@ac755a41,,NK cell,2910.0,0.3893786023392511,0.0063790183805713,0.2388373430463241,0.010670667592824,0.3953057530347014,0.2518605841859421,0.391129641037347,0.2349103613595524,0.3785269435632057,0.2265670693539896,0.3919077535937335,0.2480016119695255,0.3900229204672683,0.2328470883626109,,,,,,,,,,,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665
+giroux2022,fewshot,fewshot_n5/draw0,broadcast:all_usable_pseudo.npz@6400d82f,,T cell,2863.0,0.8184967545693373,0.0018809133521657,0.8129315384646254,0.0023344553460734,0.8204082935730628,0.8130214236663662,0.820577681526055,0.8165349520067842,0.8172485299480424,0.8133851153984805,0.8164751699583038,0.8108261822326339,0.8177740978412226,0.8108900190188624,,,,,,,,,,,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c
+giroux2022,fewshot,fewshot_n5/draw0,broadcast:all_usable_pseudo.npz@6400d82f,,B cell,3005.0,0.557059291445759,0.0080358004648179,0.52465573679262,0.0095735944186363,0.5548823117490372,0.5100271488767161,0.55844366611452,0.5221683483311763,0.5454987830926434,0.5250428742759081,0.5586699109853548,0.5312375662985729,0.5678017852872395,0.5348027461807267,,,,,,,,,,,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c
+giroux2022,fewshot,fewshot_n5/draw0,broadcast:all_usable_pseudo.npz@6400d82f,,Monocyte,3028.0,0.66116832869379,0.0118782822509213,0.5689341394366076,0.017408320378506,0.6407019986604344,0.5419921832574888,0.67085985231737,0.590263604044582,0.6675993311769136,0.5743360975558198,0.6627133524651911,0.570083459967109,0.6639671088490415,0.5679953523580384,,,,,,,,,,,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c
+giroux2022,fewshot,fewshot_n5/draw0,broadcast:all_usable_pseudo.npz@6400d82f,,NK cell,2910.0,0.7178648123820178,0.0056404524914416,0.6789617405129874,0.0037134858942653,0.7137023568344594,0.6755991663231934,0.7182554371907084,0.675799029094278,0.7220717767138601,0.6823004909548931,0.7108653957716886,0.6775863380615387,0.7244290953993724,0.6835236781310341,,,,,,,,,,,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c
+giroux2022,fewshot,fewshot_n5/draw0,broadcast:test_cal.npz@a1c99db4,,T cell,2863.0,0.4903872312738694,0.0016569548442512,0.3386827309355215,0.0053150090322653,0.4905011402163872,0.3311949053521765,0.4912930622080963,0.3447974161506468,0.4924792752428082,0.3402664427520653,0.4881493403862696,0.3356611064518619,0.4895133383157861,0.341493783970857,,,,,,,,,,,a1c99db4c3a3cf821f76061ceee697863adf3a2ca2a4462c8504241e39f0758c
+giroux2022,fewshot,fewshot_n5/draw0,broadcast:test_cal.npz@a1c99db4,,B cell,3005.0,0.3976606781434525,0.0089899725035447,0.3196535849694382,0.0133019193387908,0.408510093065462,0.3300038043690795,0.3938919455604958,0.3061975258303137,0.389726698055763,0.3122194099806396,0.3900856654881124,0.3124986426313432,0.4060889885474293,0.3373485420358151,,,,,,,,,,,a1c99db4c3a3cf821f76061ceee697863adf3a2ca2a4462c8504241e39f0758c
+giroux2022,fewshot,fewshot_n5/draw0,broadcast:test_cal.npz@a1c99db4,,Monocyte,3028.0,0.6062653415807384,0.0073069503917052,0.4573817714157958,0.0116028805066012,0.5968810233151004,0.4559563657888818,0.601487720870731,0.440582425497581,0.606402229616964,0.4536802213704303,0.6118106857585205,0.4680493581200333,0.6147450483423762,0.4686404863020527,,,,,,,,,,,a1c99db4c3a3cf821f76061ceee697863adf3a2ca2a4462c8504241e39f0758c
+giroux2022,fewshot,fewshot_n5/draw0,broadcast:test_cal.npz@a1c99db4,,NK cell,2910.0,0.4235086588751543,0.0052979502206354,0.2486332968742402,0.0099623978496562,0.4280598172624502,0.2604334602110613,0.4238931594980611,0.2431889584083089,0.4145371239896329,0.2363433396541298,0.4243476910652161,0.2570530135837231,0.4267055025604112,0.246147712513978,,,,,,,,,,,a1c99db4c3a3cf821f76061ceee697863adf3a2ca2a4462c8504241e39f0758c
+giroux2022,fewshot,fewshot_n5/draw0,broadcast:test_raw.npz@f04c5725,,T cell,2863.0,0.4640426625080097,0.0019639290131978,0.3311480732151541,0.0063134696377938,0.4620980830364124,0.321796684835038,0.4651406390781223,0.3380373341745948,0.4668915384246119,0.3329376703260641,0.4626412234873953,0.3282362306179618,0.4634418285135066,0.3347324461221119,,,,,,,,,,,f04c5725cf7d20ca4ca26d2ac43352d8c233b9d6c4d7ddc2116e3be4694623a9
+giroux2022,fewshot,fewshot_n5/draw0,broadcast:test_raw.npz@f04c5725,,B cell,3005.0,0.3730496504202508,0.0093768238847806,0.3125676802530629,0.0133539068629599,0.3832318420508622,0.324888522858349,0.3691630826138993,0.3011449334692234,0.3626545215095442,0.3038646635555899,0.3674687020486892,0.303726041804739,0.382730103878259,0.3292142395774131,,,,,,,,,,,f04c5725cf7d20ca4ca26d2ac43352d8c233b9d6c4d7ddc2116e3be4694623a9
+giroux2022,fewshot,fewshot_n5/draw0,broadcast:test_raw.npz@f04c5725,,Monocyte,3028.0,0.6006502677161835,0.006611202121853,0.4601921704889286,0.0111613511178803,0.5915478047172074,0.4571536330262234,0.5967687264951067,0.4445099730169254,0.6014269127933757,0.4573261969088332,0.6058058457930434,0.4700026181307449,0.6077020487821841,0.4719684313619158,,,,,,,,,,,f04c5725cf7d20ca4ca26d2ac43352d8c233b9d6c4d7ddc2116e3be4694623a9
+giroux2022,fewshot,fewshot_n5/draw0,broadcast:test_raw.npz@f04c5725,,NK cell,2910.0,0.3893786023392511,0.0063790183805713,0.2388373430463241,0.010670667592824,0.3953057530347014,0.2518605841859421,0.391129641037347,0.2349103613595524,0.3785269435632057,0.2265670693539896,0.3919077535937335,0.2480016119695255,0.3900229204672683,0.2328470883626109,,,,,,,,,,,f04c5725cf7d20ca4ca26d2ac43352d8c233b9d6c4d7ddc2116e3be4694623a9
+giroux2022,fewshot,fewshot_n5/draw0,split_half_A_vs_B,,mean4,,0.8779127648861704,0.0015242575785035,0.7640912590762394,0.001936030158099,0.8772916757389577,0.7639478474633722,0.879955349564822,0.766927306002528,0.8789563722213288,0.7649172907460509,0.8772316018925429,0.7624996829160263,0.8761288250132011,0.762164168253219,0.9337152499913626,0.966095630119118,0.862733365774839,0.9282150057958736,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw0,generated:zs_raw,zs_raw,mean4,,0.1438517679278641,0.004002033439185,0.0403717573173164,0.003857999960759,0.1501586823134864,0.0465323154246859,0.1442507652814155,0.038437317745924,0.1396916209192202,0.0405281999235672,0.1412407083559899,0.0361538753093764,0.1439170627692083,0.0402070781830288,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw0,generated:zs_pseudo,zs_pseudo,mean4,,0.3392873663116775,0.004647646380076,0.2702631300145138,0.00709055517393,0.331469590451109,0.2577497368275213,0.3393923384765707,0.273792467942795,0.3401165448393617,0.271463308225075,0.3420605443998644,0.2737501878484818,0.3433978133914818,0.2745599492286963,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw0,generated:zs_cal,zs_cal,mean4,,0.1102634660206965,0.0055289688143505,0.0234051473548128,0.0067859005314815,0.1169598489803329,0.0328204650038328,0.1041703409932533,0.0144911028371358,0.1050137779115878,0.0199927166172909,0.1135757173371783,0.0245419118269979,0.1115976448811303,0.0251795404888066,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw0,generated:lora5,lora5,mean4,,0.2363051968778328,0.0033830890395709,0.1529749042750848,0.0048653268006967,0.2403638579463329,0.1601278855788076,0.2316178643970727,0.1473869976663645,0.2352305397654387,0.1509861839329892,0.2386950091180614,0.1552178636394514,0.2356187131622585,0.1511555905578112,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw0,generated:scsemi5,scsemi5,mean4,,0.3614585352611693,0.0008916100097523,0.2563396431617929,0.0041540357556582,0.3612405415411195,0.2496007043014393,0.3625032421196122,0.2600586489574488,0.3601568130824407,0.2564149604954105,0.3613542485211289,0.2594609958361298,0.3620378310415453,0.2561629062185362,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw0,broadcast:all_usable_raw.npz@ac755a41,,mean4,,0.4567802957459237,0.0031678349856878,0.3356863167508674,0.0055422998600012,0.4580458707097958,0.3389248562263882,0.4555505223061188,0.329650650505074,0.4523749790726843,0.3301739000361192,0.4569558812307153,0.3374916256307428,0.4609742254103045,0.3421905513560129,,,,,,,,,,,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665
+giroux2022,fewshot,fewshot_n5/draw0,broadcast:all_usable_pseudo.npz@6400d82f,,mean4,,0.6886472967727262,0.0043626027521485,0.6463707888017101,0.0064106498203748,0.6824237402042485,0.6351599805309411,0.6920341592871634,0.6511914833692052,0.6881046052328649,0.6487661445462753,0.6871809572951346,0.6474333866399636,0.693493021844219,0.6493029489221653,,,,,,,,,,,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c
+giroux2022,fewshot,fewshot_n5/draw0,broadcast:test_cal.npz@a1c99db4,,mean4,,0.4794554774683037,0.0032768500838985,0.3410878460487489,0.006205137527101,0.4809880184648499,0.3443971339302998,0.477641472034346,0.3336915814717126,0.475786331726292,0.3356273534393162,0.4785983456745297,0.3433155301967404,0.4842632194415007,0.3484076312056757,,,,,,,,,,,a1c99db4c3a3cf821f76061ceee697863adf3a2ca2a4462c8504241e39f0758c
+giroux2022,fewshot,fewshot_n5/draw0,broadcast:test_raw.npz@f04c5725,,mean4,,0.4567802957459237,0.0031678349856878,0.3356863167508674,0.0055422998600012,0.4580458707097958,0.3389248562263882,0.4555505223061188,0.329650650505074,0.4523749790726843,0.3301739000361192,0.4569558812307153,0.3374916256307428,0.4609742254103045,0.3421905513560129,,,,,,,,,,,f04c5725cf7d20ca4ca26d2ac43352d8c233b9d6c4d7ddc2116e3be4694623a9
+giroux2022,fewshot,fewshot_n5/draw1,split_half_A_vs_B,,T cell,2916.0,0.9728891795362214,0.0006473380633077,0.9403438639687364,0.0009562736532373,0.9723992800383412,0.939141436101568,0.9729797877974156,0.941129312291494,0.9729277185924384,0.9410653391573452,0.9722445045458864,0.9394746119243372,0.9738946067070252,0.9409086203689372,0.986258315598775,0.993105389975694,0.9692548639758912,0.9845074220014246,6.0,4.0,6.0,4.0,29180.0,29182.0,
+giroux2022,fewshot,fewshot_n5/draw1,split_half_A_vs_B,,B cell,3099.0,0.729459891361711,0.0087798285748887,0.5961473124535833,0.0132817299430023,0.7314806568194792,0.6021035457749894,0.7376595021682094,0.604962314146907,0.73738448524886,0.6047573327652028,0.7181959125453947,0.5733895616141135,0.7225789000266116,0.5955238079667037,0.8435695965025959,0.9184604490682198,0.7469828227034898,0.8642816801850481,6.0,4.0,6.0,4.0,3086.0,3091.0,
+giroux2022,fewshot,fewshot_n5/draw1,split_half_A_vs_B,,Monocyte,3045.0,0.9157169506719872,0.0036961241276087,0.7629945132602909,0.0086918119806901,0.910194656258511,0.7512482919698491,0.9143809044089846,0.7592825647934904,0.9192965278373144,0.7707473684841808,0.91591133047303,0.7613405651363959,0.9188013343820968,0.7723537759175375,0.95600443515497,0.977754792959344,0.8655665205098019,0.930358275348697,6.0,4.0,6.0,4.0,9231.0,9236.0,
+giroux2022,fewshot,fewshot_n5/draw1,split_half_A_vs_B,,NK cell,2993.0,0.8604990395346729,0.0034086417681836,0.6709348164553539,0.0052598629390224,0.85987662089608,0.665014788667619,0.8598146187458879,0.6713033618546655,0.8660851143010612,0.6792559244390395,0.8567377931779465,0.6684532295731502,0.8599810505523888,0.6706467777422949,0.92501960092373,0.96177939306461,0.8030652181617053,0.896139061843476,6.0,4.0,6.0,4.0,4521.0,4529.0,
+giroux2022,fewshot,fewshot_n5/draw1,generated:zs_raw,zs_raw,T cell,2916.0,0.68924835772902,0.0014680218792299,0.6061770394419879,0.0031259448728682,0.6916290006567875,0.6089823689533493,0.6892990261430049,0.6101539377277352,0.688586773466916,0.6038077847243413,0.6876755028339441,0.6041286638336157,0.6890514855444478,0.6038124419708979,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw1,generated:zs_raw,zs_raw,B cell,3099.0,0.1201908956921046,0.0062194320606653,0.045881162050899,0.0037837156495341,0.1264431099438591,0.0454623660019662,0.112993263006278,0.0404810122962934,0.1156021410517474,0.0487165800914576,0.1192526457843566,0.0445945545981006,0.126663318674282,0.0501512972666771,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw1,generated:zs_raw,zs_raw,Monocyte,3045.0,0.2797548521650753,0.0044714643556635,0.1486388852817984,0.00630738922923,0.2773227217291701,0.1437685579958735,0.2843233938837916,0.1589521284117673,0.2810985140031268,0.1500388368371376,0.2732541297063379,0.1438614865482494,0.2827755015029501,0.1465734166159641,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw1,generated:zs_raw,zs_raw,NK cell,2993.0,0.3869770190094501,0.0089383754130648,0.2702724754122831,0.0129057496452216,0.3824545370929955,0.2684198805645678,0.3942569944155286,0.2770709674074449,0.398488812099033,0.2880045293138938,0.3774134165163369,0.2541894811756736,0.3822713349233564,0.2636775185998355,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw1,generated:zs_pseudo,zs_pseudo,T cell,2916.0,0.627742214496714,0.001547324839239,0.513268746133475,0.0038261159900989,0.6274031981786603,0.5102131906535716,0.6274959010681976,0.5167544506113075,0.6301051578070165,0.5169293317896634,0.6257956274482412,0.5084572301363586,0.6279111879814545,0.513989527476474,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw1,generated:zs_pseudo,zs_pseudo,B cell,3099.0,0.1686481344029911,0.0084223441460359,0.0917485582912092,0.0064014241859683,0.1645973853891842,0.0842607573297187,0.158792494399995,0.0980931415802732,0.164905528729733,0.0857419366322934,0.1769979148823324,0.0935983082407841,0.1779473486137112,0.0970486476729765,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw1,generated:zs_pseudo,zs_pseudo,Monocyte,3045.0,0.1961888951016911,0.0124366653079538,0.0940044500740254,0.0140578719676175,0.176119133122937,0.0707331901938886,0.2100688318886562,0.1078588833374435,0.1994829624210245,0.0941044817315993,0.1956130400507048,0.0960564267237576,0.1996605080251333,0.1012692683834382,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw1,generated:zs_pseudo,zs_pseudo,NK cell,2993.0,0.3496067528336055,0.0067867148718458,0.2154027005322463,0.0081677247988739,0.3483981143662008,0.2159526462876523,0.3404666271139882,0.201635564416803,0.3595038500878946,0.2227404452410859,0.3506009463463426,0.2166271976568463,0.3490642262536012,0.2200576490588438,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw1,generated:zs_cal,zs_cal,T cell,2916.0,0.5624972356792407,0.0024247513683129,0.4417312470358719,0.0031544383443919,0.560185382531954,0.4396492377262073,0.5613566668695061,0.4430267416481975,0.5658058062468523,0.4464927501240937,0.5608494042986293,0.4384755497799521,0.5642889184492617,0.441011955900909,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw1,generated:zs_cal,zs_cal,B cell,3099.0,0.1603739354885007,0.0081643414866212,0.1104091769873186,0.0064871007049621,0.1522188802278677,0.1004652538472643,0.1536243388252297,0.1073764858636296,0.1681994278640299,0.1161890744293155,0.1697559601851799,0.113319240980058,0.1580710703401961,0.1146958298163257,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw1,generated:zs_cal,zs_cal,Monocyte,3045.0,0.1800454731835291,0.0131233890110635,0.1116089335680722,0.016993006565351,0.1602288812431129,0.0826638029239587,0.1868454437812151,0.1267872282784946,0.1936971877731766,0.1174799542026116,0.1740982970284262,0.1123005367717558,0.1853575560917144,0.11881314566354,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw1,generated:zs_cal,zs_cal,NK cell,2993.0,0.3732810765187146,0.0063328201473056,0.2197052457748956,0.0100861644341617,0.3730186574019319,0.2259581841756701,0.3736783270477822,0.2142338217358141,0.382912429353916,0.2339998726398341,0.3715396111616892,0.2090123567863012,0.3652563576282536,0.2153219935368588,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw1,generated:lora5,lora5,T cell,2916.0,0.614370698372862,0.0020346933303851,0.4783936936749507,0.002526426833256,0.6125006378951086,0.4763154514458408,0.6159255465513968,0.4807822553215032,0.6164540293239754,0.4793855318435823,0.6119468599863589,0.4751277092879479,0.6150264181074702,0.4803575204758797,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw1,generated:lora5,lora5,B cell,3099.0,0.1748387412233463,0.0054822373638178,0.1229346146731427,0.0085251211726075,0.171840105073235,0.1237486164727236,0.1753131037666615,0.1152605861023422,0.1794477054873473,0.1314122352740181,0.1671787169846293,0.1132382113695248,0.1804140748048585,0.1310134241471049,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw1,generated:lora5,lora5,Monocyte,3045.0,0.3330069517074504,0.0066518174705212,0.187650843536665,0.0083693430852412,0.3260981163458058,0.1771712790337443,0.341569606340718,0.1988249433333144,0.330335702096328,0.1853925188490462,0.3286022930114736,0.1840067305941783,0.3384290407429266,0.1928587458730419,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw1,generated:lora5,lora5,NK cell,2993.0,0.2663799431712642,0.0038524658955178,0.1918495114020244,0.0047889614532164,0.2670699460188537,0.1949573805586215,0.2691432467331983,0.1962387565439524,0.2708092970560755,0.193990928842546,0.2619063156896134,0.1846037286982066,0.2629709103585799,0.1894567623667954,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw1,generated:scsemi5,scsemi5,T cell,2916.0,0.4531663657201911,0.0017317455381128,0.3652611815222285,0.0023695661764621,0.4514562177772664,0.3664100583231042,0.4521658889648193,0.3635918263146924,0.4553671420528946,0.3688795529203765,0.4546656414541639,0.3632318036173713,0.4521769383518115,0.364192666435598,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw1,generated:scsemi5,scsemi5,B cell,3099.0,0.3136400388223503,0.0065995197093695,0.1639012618291885,0.0030258741546121,0.3214869167171475,0.1626335209912968,0.3126720647601111,0.167993084645237,0.3053323257266089,0.165743803983896,0.309790162006662,0.1601555360808602,0.3189187249012222,0.1629803634446528,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw1,generated:scsemi5,scsemi5,Monocyte,3045.0,0.4689487015887811,0.0035975926381097,0.3128612942233336,0.0076467731019461,0.4716365427748643,0.3239071898535351,0.4706545554227365,0.3025455132247142,0.4719005786748488,0.3143435878453881,0.4635519708584768,0.3111144505397285,0.466999860212979,0.3123957296533019,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw1,generated:scsemi5,scsemi5,NK cell,2993.0,0.4034724479808651,0.006365957301517,0.2770752264527179,0.0039998764113209,0.3994226649158272,0.27324027036628,0.4039866646774023,0.2768267051040422,0.4129976153058098,0.2767175414094553,0.4047654217152839,0.2837251131401603,0.3961898732900021,0.2748665022436516,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw1,broadcast:all_usable_raw.npz@ac755a41,,T cell,2916.0,0.6535157062054292,0.0013745427771972,0.6326708590319079,0.0015861261971441,0.6515876098768298,0.6340782193932406,0.6550433343824913,0.6336843120694045,0.6543789648585332,0.6306203118774115,0.6527124870921938,0.631306289004149,0.6538561348170981,0.6336651628153337,,,,,,,,,,,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665
+giroux2022,fewshot,fewshot_n5/draw1,broadcast:all_usable_raw.npz@ac755a41,,B cell,3099.0,0.3626377635816714,0.014858324859497,0.2697207569396975,0.0154347971433576,0.3476241769095608,0.2459876836207915,0.3592545106775969,0.2701744927927042,0.3500639764396979,0.2667728927430137,0.3760572716742647,0.2785422575161861,0.3801888822072364,0.2871264580257917,,,,,,,,,,,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665
+giroux2022,fewshot,fewshot_n5/draw1,broadcast:all_usable_raw.npz@ac755a41,,Monocyte,3045.0,0.4504745527642527,0.0168525286852431,0.3088418478030207,0.0227037610108152,0.4250469423704285,0.2751627998768359,0.4716208900070654,0.3344954550804004,0.4512691424224176,0.3060234230269251,0.4564363118446049,0.3243315258860442,0.4479994771767471,0.3041960351448978,,,,,,,,,,,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665
+giroux2022,fewshot,fewshot_n5/draw1,broadcast:all_usable_raw.npz@ac755a41,,NK cell,2993.0,0.4804202380371357,0.0056917662081455,0.3969124830222587,0.0077229813370351,0.475403112162838,0.3861037148733712,0.4780688462801964,0.3972181782006022,0.4885425007187315,0.40754194927503,0.4760042444336593,0.3947682645118935,0.4840824865902535,0.3989303082503967,,,,,,,,,,,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665
+giroux2022,fewshot,fewshot_n5/draw1,broadcast:all_usable_pseudo.npz@6400d82f,,T cell,2916.0,0.8708245902895513,0.0012229167160642,0.8722203670429532,0.0018964289021293,0.8700906997019643,0.874471158178968,0.8728467538059016,0.8739557970490068,0.871087597059181,0.8716934211151943,0.8698465231890815,0.8703373870664006,0.870251377691628,0.870644071805197,,,,,,,,,,,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c
+giroux2022,fewshot,fewshot_n5/draw1,broadcast:all_usable_pseudo.npz@6400d82f,,B cell,3099.0,0.4917328827765352,0.0109043662082771,0.3955196020645829,0.0107920947216537,0.4946160982960333,0.3913984955172733,0.4878516874097954,0.3893893763050835,0.4790261517280245,0.3896795720200057,0.488663705174955,0.3924355454894457,0.5085067712738681,0.4146950209911061,,,,,,,,,,,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c
+giroux2022,fewshot,fewshot_n5/draw1,broadcast:all_usable_pseudo.npz@6400d82f,,Monocyte,3045.0,0.6558243776324333,0.0125786754563317,0.5011615538816531,0.0214681294180231,0.6354348687019467,0.4672269999139612,0.6701271394532955,0.5244199315201303,0.6579979640750682,0.4977802770853557,0.6581052599746615,0.512705654875981,0.6574566559571945,0.5036749060128369,,,,,,,,,,,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c
+giroux2022,fewshot,fewshot_n5/draw1,broadcast:all_usable_pseudo.npz@6400d82f,,NK cell,2993.0,0.6505433502297209,0.005516252316963,0.5624913386666202,0.0084278513645903,0.6477928425931633,0.5501455276232814,0.6482852288300673,0.5629844855454149,0.6598599393923746,0.5724802741409607,0.6458424445558784,0.5595542951485946,0.6509362957771213,0.5672921108748493,,,,,,,,,,,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c
+giroux2022,fewshot,fewshot_n5/draw1,broadcast:test_cal.npz@aee9467d,,T cell,2916.0,0.6655583236285434,0.0023831913177188,0.6342302763859119,0.0023018514592815,0.6632700129771508,0.6349613781319218,0.6677900399547567,0.635135897349165,0.6671659222927558,0.6343850754576824,0.6626954427997497,0.6303170096071072,0.6668702001183041,0.6363520213836832,,,,,,,,,,,aee9467d085b2920927a47b872feab2433f356aceb23a02d102c654ea3f4f0e9
+giroux2022,fewshot,fewshot_n5/draw1,broadcast:test_cal.npz@aee9467d,,B cell,3099.0,0.3781934148153819,0.0136867174960733,0.2624641925730407,0.0180171580396684,0.3653993828783229,0.2363458664973615,0.3757169860680024,0.2646741837102654,0.3655751358737968,0.2559901118746781,0.3881771578907277,0.2703082374481641,0.3960984113660596,0.2850025633347346,,,,,,,,,,,aee9467d085b2920927a47b872feab2433f356aceb23a02d102c654ea3f4f0e9
+giroux2022,fewshot,fewshot_n5/draw1,broadcast:test_cal.npz@aee9467d,,Monocyte,3045.0,0.4582715372836046,0.018359027518178,0.2853560011725828,0.0246548654559253,0.4312392312191027,0.249182523433561,0.4828692994738131,0.3144288034443822,0.4581962237022539,0.2797775161205643,0.4616787584360928,0.3008115341447986,0.4573741735867604,0.2825796287196083,,,,,,,,,,,aee9467d085b2920927a47b872feab2433f356aceb23a02d102c654ea3f4f0e9
+giroux2022,fewshot,fewshot_n5/draw1,broadcast:test_cal.npz@aee9467d,,NK cell,2993.0,0.5038803339634335,0.0048450171747183,0.3833276350413485,0.0064974500572779,0.5017774285608002,0.3754144015947262,0.5012480275970318,0.3840242447299395,0.5113740192559278,0.3927444483778454,0.4991406202711566,0.3795195788562237,0.5058615741322506,0.3849355016480077,,,,,,,,,,,aee9467d085b2920927a47b872feab2433f356aceb23a02d102c654ea3f4f0e9
+giroux2022,fewshot,fewshot_n5/draw1,broadcast:test_raw.npz@935e890f,,T cell,2916.0,0.6535157062054292,0.0013745427771972,0.6326708590319079,0.0015861261971441,0.6515876098768298,0.6340782193932406,0.6550433343824913,0.6336843120694045,0.6543789648585332,0.6306203118774115,0.6527124870921938,0.631306289004149,0.6538561348170981,0.6336651628153337,,,,,,,,,,,935e890f67fc789b9ecf47b5c90157bfe0a1983d6ffdb1ea2d198b6de9767f47
+giroux2022,fewshot,fewshot_n5/draw1,broadcast:test_raw.npz@935e890f,,B cell,3099.0,0.3626377635816714,0.014858324859497,0.2697207569396975,0.0154347971433576,0.3476241769095608,0.2459876836207915,0.3592545106775969,0.2701744927927042,0.3500639764396979,0.2667728927430137,0.3760572716742647,0.2785422575161861,0.3801888822072364,0.2871264580257917,,,,,,,,,,,935e890f67fc789b9ecf47b5c90157bfe0a1983d6ffdb1ea2d198b6de9767f47
+giroux2022,fewshot,fewshot_n5/draw1,broadcast:test_raw.npz@935e890f,,Monocyte,3045.0,0.4504745527642527,0.0168525286852431,0.3088418478030207,0.0227037610108152,0.4250469423704285,0.2751627998768359,0.4716208900070654,0.3344954550804004,0.4512691424224176,0.3060234230269251,0.4564363118446049,0.3243315258860442,0.4479994771767471,0.3041960351448978,,,,,,,,,,,935e890f67fc789b9ecf47b5c90157bfe0a1983d6ffdb1ea2d198b6de9767f47
+giroux2022,fewshot,fewshot_n5/draw1,broadcast:test_raw.npz@935e890f,,NK cell,2993.0,0.4804202380371357,0.0056917662081455,0.3969124830222587,0.0077229813370351,0.475403112162838,0.3861037148733712,0.4780688462801964,0.3972181782006022,0.4885425007187315,0.40754194927503,0.4760042444336593,0.3947682645118935,0.4840824865902535,0.3989303082503967,,,,,,,,,,,935e890f67fc789b9ecf47b5c90157bfe0a1983d6ffdb1ea2d198b6de9767f47
+giroux2022,fewshot,fewshot_n5/draw1,split_half_A_vs_B,,mean4,,0.869641265276148,0.0030731574242546,0.742605126534491,0.0051588855388456,0.8684878035031028,0.7393770156285063,0.8712087032801243,0.7441693882716393,0.8739234614949185,0.748956491211442,0.8657723851855644,0.7356644920619992,0.8688139729170306,0.7448582454988684,0.9277129870450176,0.962775006266967,0.846217356337722,0.9188216098446612,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw1,generated:zs_raw,zs_raw,mean4,,0.3690427811489125,0.0026483435945177,0.2677423905467421,0.0044722507882912,0.3694623423557031,0.2666582933789392,0.3702181693621508,0.2716645114608102,0.3709440601552058,0.2726419327417076,0.3643989237102439,0.2616935465389098,0.3701904101612591,0.2660536686133437,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw1,generated:zs_pseudo,zs_pseudo,mean4,,0.3355464992087504,0.0040065270781165,0.228606113757739,0.0049256791019553,0.3291294577642455,0.2202899461162078,0.3342059636177092,0.2310855099864568,0.3384993747614171,0.2298790488486605,0.3372518821819052,0.2286847906894366,0.338645817718475,0.2330912731479331,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw1,generated:zs_cal,zs_cal,mean4,,0.3190494302174962,0.0057669144024237,0.2208636508415396,0.0060720364082378,0.3114129503512166,0.2121841196682751,0.3188761941309332,0.222856069381534,0.3276537128094937,0.2285404128489637,0.3190608181684812,0.2182769210795168,0.3182434756273564,0.2224607312294084,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw1,generated:lora5,lora5,mean4,,0.3471490836187307,0.0035360454609174,0.2452071658216957,0.0039566766285531,0.3443772013332508,0.2430481818777325,0.3504878758479937,0.2477766353252781,0.3492616834909315,0.2475453037022982,0.3424085464180188,0.2392440949874644,0.3492101110034588,0.2484216132157055,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw1,generated:scsemi5,scsemi5,mean4,,0.4098068885280469,0.0014226067765013,0.2797747410068671,0.001688503026485,0.4110005855462764,0.281547759883554,0.4098697934562673,0.2777392823221715,0.4113994154400405,0.281421121539779,0.4081932990086466,0.27955672584453,0.4085713491890037,0.2786088154443011,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw1,broadcast:all_usable_raw.npz@ac755a41,,mean4,,0.4867620651471223,0.0069650683058376,0.4020364866992212,0.0096060421630566,0.4749154603299143,0.3853331044410598,0.4909968953368375,0.4088931095357778,0.4860636461098451,0.4027396442305951,0.4903025787611806,0.4072370842295682,0.4915317451978338,0.405979491059105,,,,,,,,,,,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665
+giroux2022,fewshot,fewshot_n5/draw1,broadcast:all_usable_pseudo.npz@6400d82f,,mean4,,0.6672313002320601,0.0037899414380673,0.5828482154139525,0.0072101800659936,0.6619836273232769,0.5708105453083709,0.669777702374765,0.5876873976049088,0.666992913063662,0.5829083860903791,0.6656144832236441,0.5837582206451055,0.671787775174953,0.5890765274209974,,,,,,,,,,,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c
+giroux2022,fewshot,fewshot_n5/draw1,broadcast:test_cal.npz@aee9467d,,mean4,,0.5014759024227409,0.0067146215409974,0.391344526293221,0.0102383664273771,0.4904215139088441,0.3739760424143926,0.506906088273401,0.399565782308438,0.5005778252811837,0.3907242879576925,0.5029229948494317,0.3952390900140734,0.5065510898008437,0.3972174287715084,,,,,,,,,,,aee9467d085b2920927a47b872feab2433f356aceb23a02d102c654ea3f4f0e9
+giroux2022,fewshot,fewshot_n5/draw1,broadcast:test_raw.npz@935e890f,,mean4,,0.4867620651471223,0.0069650683058376,0.4020364866992212,0.0096060421630566,0.4749154603299143,0.3853331044410598,0.4909968953368375,0.4088931095357778,0.4860636461098451,0.4027396442305951,0.4903025787611806,0.4072370842295682,0.4915317451978338,0.405979491059105,,,,,,,,,,,935e890f67fc789b9ecf47b5c90157bfe0a1983d6ffdb1ea2d198b6de9767f47
+giroux2022,fewshot,fewshot_n5/draw2,split_half_A_vs_B,,T cell,2872.0,0.9715510464129392,0.0008217156753436,0.9434499540233512,0.0012099188097853,0.9729008902576868,0.9449623166910528,0.970940006745829,0.9436301477611768,0.9717267766943946,0.9426873385086744,0.9709259236589344,0.94410790967296,0.9712616347078518,0.941862057482892,0.9855702678158798,0.9927589172683768,0.9709022370966752,0.9853437152063615,6.0,6.0,6.0,6.0,33619.0,33624.0,
+giroux2022,fewshot,fewshot_n5/draw2,split_half_A_vs_B,,B cell,3000.0,0.8617453282159409,0.0054211560999753,0.7429841915315769,0.0089456635009968,0.8584105148054075,0.7379928722214303,0.8700637173752258,0.7566484969609442,0.8557628113556821,0.732905940989549,0.8629338943737006,0.7419671504407945,0.8615557031696875,0.7454064970451664,0.9257392137964732,0.9621534252895808,0.8525426623390193,0.9233323682937902,6.0,6.0,6.0,6.0,5274.0,5281.0,
+giroux2022,fewshot,fewshot_n5/draw2,split_half_A_vs_B,,Monocyte,3030.0,0.9087950813580664,0.0035402361869593,0.7534676286511639,0.006684112266067,0.9039903882744368,0.7425057294401007,0.9082206966986534,0.7579308492814946,0.9089812913873614,0.7523095175134487,0.9139606088247304,0.7592924476423635,0.9088224216051504,0.755299599378412,0.952218590914933,0.9758168839054452,0.8594029525720538,0.9270398872605504,6.0,6.0,6.0,6.0,12544.0,12552.0,
+giroux2022,fewshot,fewshot_n5/draw2,split_half_A_vs_B,,NK cell,2903.0,0.8995583692921547,0.0011612768199694,0.8112469011180492,0.0031006166886304,0.9000228376684671,0.8117996321565711,0.8993192955448851,0.8142808287242869,0.8985191957859544,0.8079054410474857,0.8986032072128526,0.8081452373381236,0.9013273102486145,0.8141033663237792,0.9471236934165528,0.9732028017923872,0.8957883109335139,0.946460939993571,6.0,6.0,6.0,6.0,8136.0,8146.0,
+giroux2022,fewshot,fewshot_n5/draw2,generated:zs_raw,zs_raw,T cell,2872.0,0.1445604871538076,0.0048226138040785,0.0186113548211637,0.004665591818436,0.1426335834109736,0.0163875305902782,0.147132781611473,0.0221285955960385,0.1512946632734643,0.0249695036547665,0.1431204401054717,0.0149518974652073,0.1386209673676551,0.0146192467995281,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw2,generated:zs_raw,zs_raw,B cell,3000.0,0.0587618290185596,0.0137527713186617,0.003333644783962,0.0067906092745658,0.0707169734185415,0.0063311095186706,0.0585197230236545,-0.0004783028216454,0.0462587360641337,0.0045465011532271,0.044041775143701,-0.0057925623696165,0.0742719374427672,0.0120614784391746,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw2,generated:zs_raw,zs_raw,Monocyte,3030.0,0.2238688078805744,0.0068076740018664,0.1768789223399035,0.0077704059871049,0.2341222091622505,0.1850116275590747,0.221704760565893,0.16498336094597,0.2183234993619823,0.1774220524865147,0.2271561618929104,0.1822566264835009,0.2180374084198355,0.174720944224457,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw2,generated:zs_raw,zs_raw,NK cell,2903.0,0.0934145959283917,0.0037034756656862,-0.001869842966322,0.0054365296737004,0.097976830743157,0.0022590595138688,0.0931349387252406,-0.0066146500795953,0.0888295899816651,0.0015039972964077,0.0910258571053857,-0.0088824812876606,0.0961057630865103,0.002384859725369,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw2,generated:zs_pseudo,zs_pseudo,T cell,2872.0,0.5230934074966679,0.0029036301900306,0.4473468232685958,0.0022851881881245,0.5217973586826404,0.4449930243163978,0.518708130849307,0.4448786073380996,0.5238720548781133,0.4482108878557765,0.5258525300621819,0.4499074288625787,0.5252369630110968,0.4487441679701263,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw2,generated:zs_pseudo,zs_pseudo,B cell,3000.0,0.2410425961330427,0.0056709807620328,0.2194462292620624,0.005166192149385,0.2378805526930177,0.2142654706970402,0.2410938881366813,0.2193033909460954,0.2348662764236495,0.2169621592519164,0.2500085830498529,0.2280001739023834,0.2413636803620123,0.2186999515128768,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw2,generated:zs_pseudo,zs_pseudo,Monocyte,3030.0,0.203103581798236,0.0077975947660238,0.1697807912104169,0.0110330413535589,0.192552320706235,0.1513491946168106,0.2104486482651387,0.1801442523482526,0.1998169017924793,0.1716154277152706,0.2015515897581629,0.1699826838624605,0.2111484484691639,0.1758123975092901,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw2,generated:zs_pseudo,zs_pseudo,NK cell,2903.0,0.3487303369045395,0.0067174509300433,0.2925807548916566,0.0088093932330205,0.342585261749591,0.2841649988088028,0.3525971528495629,0.3010752440803408,0.3547009801033741,0.2962683550620556,0.3403527995735961,0.2821316875033977,0.3534154902465732,0.2992634890036863,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw2,generated:zs_cal,zs_cal,T cell,2872.0,0.1418663866840108,0.0014977216209195,0.0476735068135274,0.0013144123292852,0.1429272364296765,0.049246269104511,0.1410778701399663,0.0473577900955924,0.1436621941608368,0.0488477943984394,0.1417971977533607,0.0464953836827587,0.1398674349362139,0.0464202967863355,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw2,generated:zs_cal,zs_cal,B cell,3000.0,0.0742107289640831,0.0067879799864485,0.0431821735034175,0.0060018653794585,0.0807315723905426,0.0479152121664701,0.0743578394018178,0.0429939591274904,0.0698317295724835,0.0495614897905435,0.0653213063841445,0.0344575603000128,0.080811197071427,0.0409826461325709,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw2,generated:zs_cal,zs_cal,Monocyte,3030.0,0.1739970026763533,0.007051084205322,0.1058740843631605,0.0112805530451238,0.1862132762710828,0.1222931561560651,0.1689769957864757,0.095082751348556,0.1695248741288171,0.0969344245017991,0.173236159874028,0.1031962940941509,0.172033707321363,0.1118637957152313,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw2,generated:zs_cal,zs_cal,NK cell,2903.0,0.0947890631317716,0.0069978663507659,-0.0031543184624636,0.0100717940573149,0.1045697449448744,0.007590137778456,0.0925843296193974,-0.007340313833561,0.0854551478952963,-0.0165350468515346,0.0974970831968304,0.0061932572322673,0.0938390100024596,-0.0056796266379457,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw2,generated:lora5,lora5,T cell,2872.0,0.3901255130016906,0.0027785281832146,0.2418941793167917,0.0040172870096843,0.3880127707159283,0.2377144872231238,0.3866575885038996,0.240924469921044,0.3932508988734812,0.2448855308253463,0.3904563658166499,0.2387978334461512,0.3922499410984944,0.2471485751682934,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw2,generated:lora5,lora5,B cell,3000.0,0.1136131768964858,0.0072774352804302,0.0802789141849082,0.0099055104188613,0.1259706386843153,0.0918322093649896,0.1068001824397455,0.0692578245530827,0.1104818403351263,0.0881544441521604,0.1124492320568386,0.0805563698883317,0.1123639909664034,0.0715937229659764,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw2,generated:lora5,lora5,Monocyte,3030.0,0.3079114839873004,0.0059818516313649,0.2386326485593184,0.0082295564116168,0.3182571913986673,0.2520008422195723,0.3054367530519329,0.2341713516769334,0.3030096384258411,0.2407086691215651,0.3055504821055417,0.2311830625578124,0.307303354954519,0.2350993172207088,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw2,generated:lora5,lora5,NK cell,2903.0,0.0956456786998752,0.0040564977622152,0.0521681893086919,0.0032285466000426,0.0991043923455447,0.0551437313395976,0.0946470520631345,0.0514390546480916,0.0892386599504684,0.0476360478931913,0.0990371919599842,0.055450678843654,0.0962010971802444,0.051171433818925,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw2,generated:scsemi5,scsemi5,T cell,2872.0,0.4293381317889831,0.0027201122830645,0.3726737753413628,0.001240444438351,0.4263179544430235,0.3726858454635331,0.4326428024322937,0.371738389632444,0.4300169334921402,0.3712125530317856,0.426779348798818,0.3734777554931811,0.4309336197786402,0.3742543330858701,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw2,generated:scsemi5,scsemi5,B cell,3000.0,0.1916367166658414,0.0071048308184655,0.0900428540347496,0.0048232926936939,0.1903169744856941,0.0897840669709547,0.1975844169608523,0.0968288947952372,0.1832209703550453,0.0861731134289537,0.1869427746267124,0.092484588798036,0.2001184469009029,0.0849436061805665,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw2,generated:scsemi5,scsemi5,Monocyte,3030.0,0.465448880918405,0.0029262271656228,0.3266503552495358,0.0074669147243483,0.4640247842743025,0.3157152937000262,0.4645003271291795,0.3236724590466077,0.4621630366888781,0.3272237751827115,0.4667752372140246,0.3316960274748131,0.4697810192856403,0.3349442208435207,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw2,generated:scsemi5,scsemi5,NK cell,2903.0,0.3562494690100363,0.0034938765299005,0.2490235991246744,0.0039521039109948,0.3590190549052577,0.2475545996462258,0.3594671074916885,0.2537181954132947,0.3567778519639363,0.2526044420753464,0.3508353801820663,0.244549617794157,0.3551479505072324,0.2466911406943483,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw2,broadcast:all_usable_raw.npz@ac755a41,,T cell,2872.0,0.3633629119471916,0.00281990886523,0.2236384144692763,0.0032253171018307,0.3617462126565721,0.2190843221704835,0.3657916109104656,0.2279784054980395,0.3667167722313345,0.2244408410283463,0.3625779949477229,0.2241247808531126,0.3599819689898633,0.2225637227963993,,,,,,,,,,,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665
+giroux2022,fewshot,fewshot_n5/draw2,broadcast:all_usable_raw.npz@ac755a41,,B cell,3000.0,0.3248208708685944,0.0081548731005782,0.2793115537323183,0.0089544986398051,0.3308578638905947,0.2857236960010466,0.3229978824311,0.2747613978929066,0.3205583584232243,0.2769513308031424,0.3146453929225994,0.2683086071752129,0.3350448566754535,0.2908127367892832,,,,,,,,,,,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665
+giroux2022,fewshot,fewshot_n5/draw2,broadcast:all_usable_raw.npz@ac755a41,,Monocyte,3030.0,0.5654552470491723,0.0042670111435416,0.4390304305095485,0.0083329841842376,0.5600169497605484,0.4403206397573963,0.5646905534508179,0.4262125550258175,0.5631032219535006,0.4363203069480375,0.5692114435140305,0.4449063791175102,0.5702540665669635,0.447392271698981,,,,,,,,,,,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665
+giroux2022,fewshot,fewshot_n5/draw2,broadcast:all_usable_raw.npz@ac755a41,,NK cell,2903.0,0.292797127836203,0.0064356437378344,0.1595047005262469,0.0071776916383514,0.2994358221003928,0.1715974971859595,0.295643868168676,0.1596375919537204,0.2831085254153118,0.1535569627131855,0.2897678816846682,0.1579054855850066,0.2960295418119661,0.1548259651933624,,,,,,,,,,,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665
+giroux2022,fewshot,fewshot_n5/draw2,broadcast:all_usable_pseudo.npz@6400d82f,,T cell,2872.0,0.8089345452893297,0.0036810035365345,0.8164773579997471,0.0022946839124052,0.8067242543011671,0.813558678063068,0.8137421407177186,0.8192710597815536,0.8058315316551828,0.8158217911698284,0.806319977386867,0.8154526319571905,0.8120548223857127,0.8182826290270948,,,,,,,,,,,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c
+giroux2022,fewshot,fewshot_n5/draw2,broadcast:all_usable_pseudo.npz@6400d82f,,B cell,3000.0,0.5510652988287201,0.0093901504482158,0.5557804756200528,0.0097269845980678,0.553681256974837,0.5550049150005462,0.5560600569701297,0.557442155715795,0.5353225987247501,0.53968892040988,0.550658502518833,0.5639092426565825,0.5596040789550509,0.5628571443174605,,,,,,,,,,,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c
+giroux2022,fewshot,fewshot_n5/draw2,broadcast:all_usable_pseudo.npz@6400d82f,,Monocyte,3030.0,0.6721184087604027,0.0105515235888838,0.5744915188685888,0.0136868811338496,0.6535979833081951,0.554361223446658,0.6779823782651397,0.5925627633185071,0.6792794491400527,0.5779445749590568,0.6739812415663297,0.5722731732437527,0.6757509915222965,0.5753158593749699,,,,,,,,,,,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c
+giroux2022,fewshot,fewshot_n5/draw2,broadcast:all_usable_pseudo.npz@6400d82f,,NK cell,2903.0,0.6650441893045487,0.0066184568742346,0.642253846414808,0.0060909197897558,0.6638345279500666,0.6383822676132764,0.6664449708440779,0.6460878639978248,0.6651823714113956,0.6426783509878137,0.6556135492265983,0.6343644883173599,0.6741455270906054,0.6497562611577649,,,,,,,,,,,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c
+giroux2022,fewshot,fewshot_n5/draw2,broadcast:test_cal.npz@8ac9ec21,,T cell,2872.0,0.384305162458408,0.0026616506881102,0.2141133615359177,0.0030399826034444,0.3831533277912763,0.2106236251288062,0.387157550072837,0.2184754955727305,0.3868383931233026,0.2154255982229526,0.3835101972576353,0.2139296765085594,0.3808663440469888,0.2121124122465395,,,,,,,,,,,8ac9ec213fd4ef60b2d683e2b020be846aca86c68e49f3d5cba732f4f07bee55
+giroux2022,fewshot,fewshot_n5/draw2,broadcast:test_cal.npz@8ac9ec21,,B cell,3000.0,0.343157794212621,0.0076054613516622,0.2756769499502919,0.0085615534967872,0.349575070468291,0.281577310206543,0.3415738394336978,0.2685604056476628,0.341276755058177,0.2753947164077901,0.3322004735771793,0.266263997170029,0.3511628325257603,0.2865883203194343,,,,,,,,,,,8ac9ec213fd4ef60b2d683e2b020be846aca86c68e49f3d5cba732f4f07bee55
+giroux2022,fewshot,fewshot_n5/draw2,broadcast:test_cal.npz@8ac9ec21,,Monocyte,3030.0,0.574700175430254,0.0061684578690683,0.4362596661513397,0.0086417633952163,0.5656691378613646,0.4390347556322686,0.5744969377306514,0.4229942882546217,0.5725022283960954,0.4326706442993112,0.5808743915057425,0.444535112384633,0.5799581816574155,0.4420635301858636,,,,,,,,,,,8ac9ec213fd4ef60b2d683e2b020be846aca86c68e49f3d5cba732f4f07bee55
+giroux2022,fewshot,fewshot_n5/draw2,broadcast:test_cal.npz@8ac9ec21,,NK cell,2903.0,0.3139325619177573,0.0070682837251775,0.1495548601341046,0.0069996757943657,0.3198504030787545,0.1608125898538351,0.3165526803789654,0.1503520976494444,0.3042637306042756,0.1418717789378465,0.3088486199144082,0.1474769642573622,0.3201473756123828,0.1472608699720349,,,,,,,,,,,8ac9ec213fd4ef60b2d683e2b020be846aca86c68e49f3d5cba732f4f07bee55
+giroux2022,fewshot,fewshot_n5/draw2,broadcast:test_raw.npz@fedb8e80,,T cell,2872.0,0.3633629119471916,0.00281990886523,0.2236384144692763,0.0032253171018307,0.3617462126565721,0.2190843221704835,0.3657916109104656,0.2279784054980395,0.3667167722313345,0.2244408410283463,0.3625779949477229,0.2241247808531126,0.3599819689898633,0.2225637227963993,,,,,,,,,,,fedb8e8039576499367bfec5479e15b4bac720126d8c5d7412d1d12f85531c28
+giroux2022,fewshot,fewshot_n5/draw2,broadcast:test_raw.npz@fedb8e80,,B cell,3000.0,0.3248208708685944,0.0081548731005782,0.2793115537323183,0.0089544986398051,0.3308578638905947,0.2857236960010466,0.3229978824311,0.2747613978929066,0.3205583584232243,0.2769513308031424,0.3146453929225994,0.2683086071752129,0.3350448566754535,0.2908127367892832,,,,,,,,,,,fedb8e8039576499367bfec5479e15b4bac720126d8c5d7412d1d12f85531c28
+giroux2022,fewshot,fewshot_n5/draw2,broadcast:test_raw.npz@fedb8e80,,Monocyte,3030.0,0.5654552470491723,0.0042670111435416,0.4390304305095485,0.0083329841842376,0.5600169497605484,0.4403206397573963,0.5646905534508179,0.4262125550258175,0.5631032219535006,0.4363203069480375,0.5692114435140305,0.4449063791175102,0.5702540665669635,0.447392271698981,,,,,,,,,,,fedb8e8039576499367bfec5479e15b4bac720126d8c5d7412d1d12f85531c28
+giroux2022,fewshot,fewshot_n5/draw2,broadcast:test_raw.npz@fedb8e80,,NK cell,2903.0,0.292797127836203,0.0064356437378344,0.1595047005262469,0.0071776916383514,0.2994358221003928,0.1715974971859595,0.295643868168676,0.1596375919537204,0.2831085254153118,0.1535569627131855,0.2897678816846682,0.1579054855850066,0.2960295418119661,0.1548259651933624,,,,,,,,,,,fedb8e8039576499367bfec5479e15b4bac720126d8c5d7412d1d12f85531c28
+giroux2022,fewshot,fewshot_n5/draw2,split_half_A_vs_B,,mean4,,0.9104124563197754,0.0015633021491813,0.8127871688310353,0.003790954657963,0.9088311577514996,0.8093151376272888,0.9121359290911484,0.8181225806819756,0.908747518805848,0.8089520595147894,0.9116059085175544,0.8133781862735604,0.910741767432826,0.8141678800575624,0.9526629414859596,0.9759830070639476,0.8946590407353157,0.9455442276885684,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw2,generated:zs_raw,zs_raw,mean4,,0.1301514299953333,0.0042283993044457,0.0492385197446768,0.003630005377183,0.1363623991837306,0.0524973317954731,0.1301230509815653,0.0450047509101919,0.1261766221703114,0.052110513647729,0.1263360585618672,0.0456333700728577,0.131759019079192,0.0509466322971322,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw2,generated:zs_pseudo,zs_pseudo,mean4,,0.3289924805831215,0.0033918130596661,0.2822886496581829,0.0050631808859849,0.323703873457871,0.2736931721097629,0.3307119550251725,0.2863503736781971,0.328314053299404,0.2832642074712548,0.3294413756109485,0.2825054935327051,0.3327911455222115,0.2856300014989948,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw2,generated:zs_cal,zs_cal,mean4,,0.1212157953640547,0.004432461718123,0.0483938615544104,0.0049818034612792,0.1286104575090441,0.0567611938013755,0.1192492587369143,0.0445235466845194,0.1171184864393584,0.0447021654598118,0.1194629368020909,0.0475856238272974,0.1216378373328659,0.048396777999048,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw2,generated:lora5,lora5,mean4,,0.226823963146338,0.003742245848824,0.1532434828424275,0.004032344602247,0.2328362482861139,0.1591728175368209,0.2233853940146781,0.1489481751997879,0.2239952593962292,0.1553461729980658,0.2268733179847536,0.1514969861839873,0.2270295960499153,0.1512532622934759,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw2,generated:scsemi5,scsemi5,mean4,,0.3606682995958165,0.0029515558388762,0.2595976459375807,0.0019333872627476,0.3599196920270694,0.256434951445185,0.3635486635035035,0.2614894847218959,0.358044698125,0.2593034709296993,0.3578331852054053,0.2605519973900468,0.363995259118104,0.2602083252010764,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw2,broadcast:all_usable_raw.npz@ac755a41,,mean4,,0.3866090394252903,0.0028844072534883,0.2753712748093475,0.0034025512726557,0.3880142121020269,0.2791815387787215,0.3872809787402648,0.272147487592621,0.3833717195058428,0.272817360373178,0.3840506782672552,0.2738113131827105,0.3903276085110616,0.2788986741195065,,,,,,,,,,,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665
+giroux2022,fewshot,fewshot_n5/draw2,broadcast:all_usable_pseudo.npz@6400d82f,,mean4,,0.6742906105457502,0.0048495950735235,0.6472507997257992,0.0054953746229586,0.6694595056335665,0.6403267710308871,0.6785573866992665,0.6538409607034201,0.6714039877328453,0.6440334093816448,0.671643317674657,0.6464998840437214,0.6803888549884164,0.6515529734693225,,,,,,,,,,,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c
+giroux2022,fewshot,fewshot_n5/draw2,broadcast:test_cal.npz@8ac9ec21,,mean4,,0.4040239235047601,0.0028364534052031,0.2689012094429134,0.003474979766526,0.4045619847999216,0.2730120702053633,0.4049452519040379,0.2650955717811149,0.4012202767954627,0.2663406844669751,0.4013584205637413,0.2680514375801459,0.4080336834606368,0.2720062831809681,,,,,,,,,,,8ac9ec213fd4ef60b2d683e2b020be846aca86c68e49f3d5cba732f4f07bee55
+giroux2022,fewshot,fewshot_n5/draw2,broadcast:test_raw.npz@fedb8e80,,mean4,,0.3866090394252903,0.0028844072534883,0.2753712748093475,0.0034025512726557,0.3880142121020269,0.2791815387787215,0.3872809787402648,0.272147487592621,0.3833717195058428,0.272817360373178,0.3840506782672552,0.2738113131827105,0.3903276085110616,0.2788986741195065,,,,,,,,,,,fedb8e8039576499367bfec5479e15b4bac720126d8c5d7412d1d12f85531c28
+giroux2022,fewshot,fewshot_n5/draw3,split_half_A_vs_B,,T cell,2885.0,0.9778107103690896,0.0003609795330805,0.9558499789836972,0.0015751848845952,0.9781132187955478,0.9566886942095166,0.9782550011982316,0.9572248394395084,0.9776459207379198,0.956241491150882,0.9773859221867036,0.9559230480231304,0.9776534889270448,0.9531718220954478,0.9887808830670304,0.994374619078258,0.9774266832882323,0.9886489181141264,6.0,5.0,6.0,5.0,34918.0,34922.0,
+giroux2022,fewshot,fewshot_n5/draw3,split_half_A_vs_B,,B cell,3018.0,0.8860227670153835,0.0026043544619605,0.7676099330634081,0.0069453040179242,0.8870122757866755,0.7657222603924272,0.8860450137595823,0.7684029357765195,0.8822538348923706,0.7585633764315282,0.8853832912272941,0.7674129850191205,0.889419419410995,0.7779481076974453,0.9395674140429467,0.9693128566376013,0.8685286484366822,0.9319488443239158,6.0,5.0,6.0,5.0,5696.0,5704.0,
+giroux2022,fewshot,fewshot_n5/draw3,split_half_A_vs_B,,Monocyte,3038.0,0.894971345170253,0.0050197177992883,0.7418997826586468,0.0089340765064389,0.8879084140662595,0.7266137320574464,0.8940212477884003,0.7445568979944128,0.893275857704069,0.7434886045139303,0.8998140363877369,0.7446738531784624,0.8998371699047997,0.7501658255489818,0.9445750696455462,0.9718925195954264,0.8518283199120577,0.9229454587959453,6.0,5.0,6.0,5.0,9455.0,9461.0,
+giroux2022,fewshot,fewshot_n5/draw3,split_half_A_vs_B,,NK cell,2926.0,0.9043264498076256,0.001412679720597,0.8102053183421928,0.0018554296452849,0.904707303628542,0.8114561041186111,0.9028745437323096,0.809842986867064,0.9046826792760292,0.8098322998155771,0.9030487480782908,0.8075183261107416,0.9063189743229564,0.8123768747989704,0.9497599005663976,0.9745562582870204,0.8951529532397886,0.9461252312668702,6.0,5.0,6.0,5.0,6007.0,6014.0,
+giroux2022,fewshot,fewshot_n5/draw3,generated:zs_raw,zs_raw,T cell,2885.0,0.27689533931447,0.0053239785920351,0.1174227716615424,0.0051084836425943,0.2771194002670482,0.1159106676832384,0.2781374755860962,0.1205259321934909,0.2846685627639694,0.1247069803774749,0.2743588280052386,0.1128722378345012,0.2701924299499978,0.1130980402190068,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:zs_raw,zs_raw,B cell,3018.0,0.1806475068902097,0.0061816311055776,0.086557787598722,0.0069976040051759,0.1872005050781255,0.0924597538288436,0.1773627998520097,0.082273468297084,0.1807999384091205,0.0928837659141196,0.1721090689684389,0.0766232299152078,0.1857652221433538,0.0885487200383552,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:zs_raw,zs_raw,Monocyte,3038.0,0.1849215376778927,0.0091516927458697,0.0996163621399823,0.0129420406305518,0.1995395567236944,0.1184154745381209,0.175049704104913,0.0825332697619925,0.1819576369553839,0.0950639961692467,0.1866286028179958,0.1010507442395267,0.1814321877874765,0.1010183259910247,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:zs_raw,zs_raw,NK cell,2926.0,0.1868358178672506,0.006249094342931,0.0642982209517602,0.0040780043807789,0.1885535342649601,0.0697177865018123,0.1875551813398205,0.0596886430341575,0.1768798353361238,0.0608293802431613,0.1941553359264752,0.0652196193738065,0.1870352024688732,0.0660356756058634,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:zs_pseudo,zs_pseudo,T cell,2885.0,0.6016552274794129,0.0020291800922119,0.5262506621888706,0.0023461206225533,0.5998531895169659,0.5232589375169058,0.6003988266480047,0.5262693350709753,0.6028002225612595,0.5256035920424544,0.6046738363791576,0.529806435264112,0.6005500622916772,0.5263150110499054,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:zs_pseudo,zs_pseudo,B cell,3018.0,0.3314513390411884,0.0054770074457977,0.2681792487102144,0.0052993073543785,0.327156412537891,0.2599597035612536,0.3307962538692316,0.2708782620371218,0.3263746809852847,0.2672334389656993,0.3400055355270951,0.2742127494427606,0.3329238122864394,0.2686120895442369,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:zs_pseudo,zs_pseudo,Monocyte,3038.0,0.2012897526214375,0.0097897118201652,0.1664431215674801,0.0128979100532536,0.1885637515834845,0.1451385902424694,0.2114389890369612,0.1797367864208688,0.1963389415953466,0.1703416271961237,0.1993284640067672,0.1661365014507617,0.2107786168846284,0.1708621025271767,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:zs_pseudo,zs_pseudo,NK cell,2926.0,0.3963499151405757,0.0047273285665971,0.3273919780185331,0.0071358353030426,0.3940576202977908,0.3246974856167571,0.3939389984994766,0.3309270195786345,0.4025954021853281,0.336520570858662,0.3912125437755359,0.31736257449383,0.3999450109447475,0.3274522395447817,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:zs_cal,zs_cal,T cell,2885.0,0.2044161700868119,0.0025397001848843,0.1267024448546377,0.0032623115551452,0.2067646644225763,0.1308580067824952,0.203828393912823,0.126092063845589,0.2072016024588565,0.1292362506780662,0.203104090606383,0.1235359968422418,0.2011820990334208,0.1237899061247966,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:zs_cal,zs_cal,B cell,3018.0,0.0971579278063148,0.00493242334358,0.0486589034729889,0.001534639699468,0.1038865971983619,0.0504360128750646,0.095752191523682,0.0476566183194275,0.0908314434651898,0.046710294951131,0.0954761109439869,0.0498670132611752,0.0998432959003536,0.0486245779581459,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:zs_cal,zs_cal,Monocyte,3038.0,0.1342700173077728,0.0046958151205338,0.0536265247941488,0.0073343254593504,0.1388789137381522,0.0616634954247252,0.1265159036071868,0.0416858778683181,0.1342587126411665,0.0535768103129796,0.1368107152437468,0.0559034309461693,0.1348858413086117,0.055303009418552,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:zs_cal,zs_cal,NK cell,2926.0,0.0954224598768554,0.0051533709964373,0.010207467744172,0.0057266500720743,0.1007370208919965,0.0188132121914096,0.0942937241978606,0.0066620504837945,0.087385789172819,0.005071671801557,0.0988821163210498,0.0072310674684647,0.0958136488005512,0.0132593367756342,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:lora5,lora5,T cell,2885.0,0.4483536885177394,0.0028598962088685,0.3265698657639113,0.002335025219271,0.4469092726139225,0.3271037566135568,0.4460658378102248,0.3252239168840879,0.4527487948589588,0.3304303158914849,0.4497338160717328,0.3247598980450992,0.4463107212338577,0.3253314413853276,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:lora5,lora5,B cell,3018.0,0.1498283342230049,0.0078383759496365,0.1250185359980284,0.0090352428199555,0.1549778078990635,0.1325721413737827,0.1381700594673127,0.1119877034216343,0.158237383370301,0.1324293474611494,0.1465532884947117,0.1194206857337252,0.151203131883636,0.1286828019998502,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:lora5,lora5,Monocyte,3038.0,0.2302595667895361,0.0050278739542856,0.1708953470451388,0.0079079263779057,0.2340708456357374,0.1729360535747341,0.2283493064333436,0.1590109715192667,0.2222883518469371,0.1703910715274816,0.2339943845243346,0.1811163016670538,0.2325949455073279,0.1710223369371576,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:lora5,lora5,NK cell,2926.0,0.1219640847099279,0.0068793696066983,0.0628997933548643,0.0063840948951609,0.1227477309186765,0.0604673149548889,0.1320034939506818,0.0739961014498385,0.1173645131856298,0.0575688367479753,0.1139852526943441,0.0611679880052217,0.1237194328003075,0.0612987256163972,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:scsemi5,scsemi5,T cell,2885.0,0.4836326867246205,0.0010341412070121,0.4381463501538984,0.0013838179605156,0.4833901308197723,0.4388829901692877,0.484990977920142,0.438524830659194,0.4843930723636871,0.4366622332852279,0.4828286087469484,0.4367973489712016,0.4825606437725527,0.4398643476845809,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:scsemi5,scsemi5,B cell,3018.0,0.2211956223554162,0.0049561368869793,0.1244752275455587,0.0065680945648826,0.220827186194064,0.1218318536729035,0.2206973011963829,0.1254690869669549,0.2156694450965059,0.1146645966461094,0.2195497936595371,0.1313603626646622,0.2292343856305912,0.1290502377771637,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:scsemi5,scsemi5,Monocyte,3038.0,0.3420854747266243,0.0054063568188038,0.2321374939190976,0.0069533405027478,0.337343485456187,0.2198413260169818,0.3457007846933894,0.2365442724052539,0.3395210886098326,0.2345041816708177,0.3381013509423829,0.2358809361765195,0.3497606639313295,0.2339167533259152,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:scsemi5,scsemi5,NK cell,2926.0,0.3623812187179232,0.0047050591395373,0.2232728124818301,0.0037964617698535,0.3660557093680691,0.2294322310162861,0.368669206114223,0.2215037726486341,0.3597597502990683,0.2194850485457574,0.3596305919245456,0.2219576458011136,0.3577908358837098,0.223985364397359,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:all_usable_raw.npz@ac755a41,,T cell,2885.0,0.4828034267523317,0.0037555184394267,0.3554149127031966,0.0014085599350652,0.4845127131236549,0.3557744849074289,0.4823239993851578,0.3558553727741525,0.4877693141189975,0.3571688336121039,0.4818747113080488,0.3549364629205117,0.4775363958257991,0.3533394093017858,,,,,,,,,,,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:all_usable_raw.npz@ac755a41,,B cell,3018.0,0.4002643687155506,0.0091094073702561,0.3579068619093634,0.0133113196473087,0.4082751582740216,0.3685177866231956,0.3949313879841138,0.3462606155740236,0.3955687614114683,0.3528458267722104,0.3908995681701025,0.3465269204094205,0.4116469677380474,0.3753831601679668,,,,,,,,,,,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:all_usable_raw.npz@ac755a41,,Monocyte,3038.0,0.5505932861313669,0.0033146995155166,0.4339201394046083,0.0072005725959004,0.5457952043804085,0.4393363697743178,0.5492235018949237,0.4213848827254778,0.5546956680051931,0.4372398966574594,0.5514158082807215,0.4369788167504624,0.5518362480955877,0.434660731115324,,,,,,,,,,,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:all_usable_raw.npz@ac755a41,,NK cell,2926.0,0.3903137719079722,0.006607763597956,0.2606448624901845,0.0069456011057081,0.3927898894409351,0.2661599150753237,0.3928453067120649,0.2610952226959077,0.3786942517350693,0.2503787216985124,0.3952381441745302,0.2676791333346948,0.3920012674772613,0.2579113196464839,,,,,,,,,,,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:all_usable_pseudo.npz@6400d82f,,T cell,2885.0,0.8171481775311893,0.0020571134226617,0.8241284587477653,0.0017242887816466,0.815525514538585,0.8213123856979757,0.820089531989942,0.8255668021362692,0.8170475585679545,0.8244643948636814,0.814975445847711,0.8238625683460871,0.8181028367117533,0.8254361426948124,,,,,,,,,,,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:all_usable_pseudo.npz@6400d82f,,B cell,3018.0,0.5714701749347916,0.0051892385077491,0.5738516310785595,0.0049250869656007,0.5700998098592157,0.5705982254206239,0.5771091955735069,0.5727198499339277,0.5639777818732231,0.5681070583993467,0.570561712809043,0.5795700476180976,0.5756023745589691,0.5782629740208014,,,,,,,,,,,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:all_usable_pseudo.npz@6400d82f,,Monocyte,3038.0,0.5939171393484497,0.0120072285654293,0.5136308022748387,0.011073280808263,0.5806036575947672,0.5004504204663001,0.5952429980847387,0.5240724441498879,0.6129882218128748,0.5255276202400875,0.5924841495640744,0.512533886709728,0.588266669685794,0.5055696398081904,,,,,,,,,,,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:all_usable_pseudo.npz@6400d82f,,NK cell,2926.0,0.6970020279782709,0.0072719630993195,0.687796674270772,0.0059726814784903,0.6962821381487079,0.6839653502174855,0.6994789086923946,0.6896510273512053,0.6905921170753974,0.683304843970156,0.6905831801111555,0.684570626300078,0.7080737958636993,0.6974915235149353,,,,,,,,,,,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:test_cal.npz@2d7f83dd,,T cell,2885.0,0.5085200998691264,0.0040139615200006,0.3638676013244841,0.0019951888891562,0.5095402875259633,0.3633533801745677,0.5083775137164984,0.3648581148808303,0.513804405562871,0.3659397439764588,0.5083095119129778,0.3644823701006501,0.502568780627321,0.3607043974899134,,,,,,,,,,,2d7f83dd66505753ea12286761965b378fa21a2e9901ec7e2b3bbfe338f67f3c
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:test_cal.npz@2d7f83dd,,B cell,3018.0,0.4262148225715892,0.0087425978617116,0.3618666775986062,0.0136384399336447,0.4329580951689096,0.3711953974997105,0.4216877365815737,0.3500180406185982,0.423351418424489,0.356791458418689,0.4157830301862041,0.3504653631227389,0.4372938324967695,0.3808631283332946,,,,,,,,,,,2d7f83dd66505753ea12286761965b378fa21a2e9901ec7e2b3bbfe338f67f3c
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:test_cal.npz@2d7f83dd,,Monocyte,3038.0,0.5614505105546777,0.0042771981803047,0.4211413250397404,0.0081098553524689,0.5555927598832695,0.4266566835687495,0.5604997051347441,0.4071216789815247,0.5675499007791794,0.4250942564041735,0.5623082852981252,0.425667144474297,0.5613019016780707,0.4211668617699574,,,,,,,,,,,2d7f83dd66505753ea12286761965b378fa21a2e9901ec7e2b3bbfe338f67f3c
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:test_cal.npz@2d7f83dd,,NK cell,2926.0,0.4148625960446449,0.0069557994341246,0.2652243255596859,0.0069225361386015,0.4182745822630203,0.2702533949451017,0.4155874949025781,0.2639555183772892,0.402720243361256,0.2540222038888139,0.4178945131119644,0.2713542436407093,0.4198361465844056,0.2665362669465151,,,,,,,,,,,2d7f83dd66505753ea12286761965b378fa21a2e9901ec7e2b3bbfe338f67f3c
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:test_raw.npz@4efbb07e,,T cell,2885.0,0.4828034267523317,0.0037555184394267,0.3554149127031966,0.0014085599350652,0.4845127131236549,0.3557744849074289,0.4823239993851578,0.3558553727741525,0.4877693141189975,0.3571688336121039,0.4818747113080488,0.3549364629205117,0.4775363958257991,0.3533394093017858,,,,,,,,,,,4efbb07e4fe684710ed219d75c9a15685f617c761e2401541613e3e424146823
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:test_raw.npz@4efbb07e,,B cell,3018.0,0.4002643687155506,0.0091094073702561,0.3579068619093634,0.0133113196473087,0.4082751582740216,0.3685177866231956,0.3949313879841138,0.3462606155740236,0.3955687614114683,0.3528458267722104,0.3908995681701025,0.3465269204094205,0.4116469677380474,0.3753831601679668,,,,,,,,,,,4efbb07e4fe684710ed219d75c9a15685f617c761e2401541613e3e424146823
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:test_raw.npz@4efbb07e,,Monocyte,3038.0,0.5505932861313669,0.0033146995155166,0.4339201394046083,0.0072005725959004,0.5457952043804085,0.4393363697743178,0.5492235018949237,0.4213848827254778,0.5546956680051931,0.4372398966574594,0.5514158082807215,0.4369788167504624,0.5518362480955877,0.434660731115324,,,,,,,,,,,4efbb07e4fe684710ed219d75c9a15685f617c761e2401541613e3e424146823
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:test_raw.npz@4efbb07e,,NK cell,2926.0,0.3903137719079722,0.006607763597956,0.2606448624901845,0.0069456011057081,0.3927898894409351,0.2661599150753237,0.3928453067120649,0.2610952226959077,0.3786942517350693,0.2503787216985124,0.3952381441745302,0.2676791333346948,0.3920012674772613,0.2579113196464839,,,,,,,,,,,4efbb07e4fe684710ed219d75c9a15685f617c761e2401541613e3e424146823
+giroux2022,fewshot,fewshot_n5/draw3,split_half_A_vs_B,,mean4,,0.915782818090588,0.0016241434498649,0.8188912532619861,0.0031382628241329,0.9144353030692562,0.8151201976945004,0.915298951619631,0.8200069150193763,0.9144645731525972,0.8170314429779794,0.9164079994700064,0.8188820530828638,0.918307263141449,0.8234156575352113,0.9556708168304804,0.9775340633995764,0.8982341512191903,0.9474171131252144,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:zs_raw,zs_raw,mean4,,0.2073250504374558,0.0033364359545336,0.0919737855880017,0.0048744655760074,0.2131032490834571,0.0991259206380038,0.2045262902207099,0.0862553283216812,0.2060764933661494,0.0933710306760006,0.2068129589295371,0.0889414578407605,0.2061062605874253,0.0921751904635625,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:zs_pseudo,zs_pseudo,mean4,,0.3826865585706537,0.0032780389115938,0.3220662526212745,0.005270629266453,0.377407743484033,0.3132636792343465,0.3841432670134185,0.3269528507769001,0.3820273118318048,0.3249248072657349,0.383805094922139,0.3218795651628661,0.3860493756018731,0.3233103606665252,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:zs_cal,zs_cal,mean4,,0.1328166437694387,0.0031196785801991,0.0597988352164869,0.0036086166608869,0.1375667990627717,0.0654426818184236,0.1300975533103881,0.0555241526292823,0.129919386934508,0.0586487569359335,0.1335682582787916,0.0591343771295127,0.1329312212607343,0.0602442075692822,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:lora5,lora5,mean4,,0.2376014185600521,0.0015420247541817,0.1713458855404857,0.0022389393523986,0.23967641426685,0.1732698166292406,0.2361471744153907,0.1675546733187068,0.2376597608154567,0.1727048929070228,0.2360666854462808,0.171616218362775,0.2384570578562823,0.1715838264846832,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:scsemi5,scsemi5,mean4,,0.352323750631146,0.0025096427627895,0.2545079710250962,0.0024465389987605,0.3519041279595231,0.2524971002188648,0.3550145674810343,0.2555104906700093,0.3498358390922735,0.2513290150369781,0.3500275863183535,0.2564990734033742,0.3548366323045458,0.2567041757962547,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:all_usable_raw.npz@ac755a41,,mean4,,0.4559937133768053,0.0019013974059186,0.3519716941268382,0.0045245254293579,0.457843241304755,0.3574471390950665,0.4548310489940651,0.3461490234423904,0.454181998817682,0.3494083196850716,0.4548570579833507,0.3515303333537724,0.4582552197841739,0.3553236550578901,,,,,,,,,,,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:all_usable_pseudo.npz@6400d82f,,mean4,,0.6698843799481754,0.0033045390022708,0.6498518915929837,0.0034252948247979,0.665627780035319,0.6440815954505963,0.6729801585851456,0.6530025308928225,0.6711514198323625,0.6503509793683179,0.667151122082996,0.6501342822434977,0.672511419205054,0.6516900700096848,,,,,,,,,,,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:test_cal.npz@2d7f83dd,,mean4,,0.4777620072600095,0.0018114979892229,0.3530249823806291,0.0047735786440585,0.4790914312102907,0.3578647140470323,0.4765381125838486,0.3464883382145606,0.4768564920319488,0.3504619156720338,0.4760738351273179,0.3529922803345988,0.4802501653466417,0.3573176636349201,,,,,,,,,,,2d7f83dd66505753ea12286761965b378fa21a2e9901ec7e2b3bbfe338f67f3c
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:test_raw.npz@4efbb07e,,mean4,,0.4559937133768053,0.0019013974059186,0.3519716941268382,0.0045245254293579,0.457843241304755,0.3574471390950665,0.4548310489940651,0.3461490234423904,0.454181998817682,0.3494083196850716,0.4548570579833507,0.3515303333537724,0.4582552197841739,0.3553236550578901,,,,,,,,,,,4efbb07e4fe684710ed219d75c9a15685f617c761e2401541613e3e424146823
+giroux2022,fewshot,fewshot_n5/draw4,split_half_A_vs_B,,T cell,2870.0,0.973810477539726,0.0006706017840685,0.9327529931658812,0.0012359082150939,0.9742745956589216,0.9325373373309592,0.9735155965756048,0.9316903078642574,0.9747150624786508,0.9336990265026132,0.9734990057784624,0.9343305073429682,0.97304812720699,0.9315077867886068,0.986731490810142,0.9933435915181322,0.9652066212951677,0.9824492970607528,5.0,5.0,5.0,5.0,27937.0,27940.0,
+giroux2022,fewshot,fewshot_n5/draw4,split_half_A_vs_B,,B cell,3061.0,0.7657695100112841,0.0051157558000656,0.5384149477690181,0.0095799188684272,0.7715973180273569,0.5471873885344131,0.7706961497643632,0.5464272229115844,0.7639580210147254,0.5305104675201359,0.7600372856257915,0.5260996470376441,0.7625587756241832,0.5418500128413126,0.8673493405222412,0.9313159187527298,0.6999606296725313,0.8366364979323645,5.0,5.0,5.0,5.0,2443.0,2447.0,
+giroux2022,fewshot,fewshot_n5/draw4,split_half_A_vs_B,,Monocyte,3017.0,0.9287106318304806,0.0026840864963802,0.7476310561533362,0.0093194007644283,0.928400293339677,0.7415085396550554,0.9324993791590318,0.7596892054337716,0.9262499233515324,0.7385426881602083,0.926227772817108,0.743004503170207,0.930175790485054,0.7554103443474395,0.9630378103417926,0.9813448987699444,0.8555936946999865,0.924983078061424,5.0,5.0,5.0,5.0,10644.0,10650.0,
+giroux2022,fewshot,fewshot_n5/draw4,split_half_A_vs_B,,NK cell,2940.0,0.8730399035624987,0.0039798314090621,0.6753958696688115,0.0066099202766087,0.866741691495774,0.6641156872034344,0.8775318959585817,0.6787074056838158,0.8724277746421802,0.6787858423986847,0.8739236132012708,0.6749850810326313,0.8745745425146878,0.6803853320254912,0.9322170893444264,0.9655138990943768,0.806252279710254,0.897915519250143,5.0,5.0,5.0,5.0,6285.0,6294.0,
+giroux2022,fewshot,fewshot_n5/draw4,generated:zs_raw,zs_raw,T cell,2870.0,0.639563368586921,0.0030431774274887,0.5260380473262896,0.0027940905459817,0.6432312722257088,0.5303982480463791,0.6397069683583796,0.5268612340652069,0.6349192978905691,0.5230023583132984,0.6390698169022218,0.5248718154780908,0.6408894875577257,0.5250565807284724,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw4,generated:zs_raw,zs_raw,B cell,3061.0,0.2367966764800594,0.0164808590942964,0.0411461884606444,0.0188332716111745,0.2354629213558636,0.0390456164878307,0.2325359921192987,0.0324264219991868,0.2300463001592419,0.0441088346894329,0.2212345759587954,0.0195929544629429,0.2647035928070972,0.0705571146638285,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw4,generated:zs_raw,zs_raw,Monocyte,3017.0,0.3178584677793847,0.0101284432830805,0.1196330715085364,0.0131575075314771,0.3025825960974177,0.0998903812620456,0.3189997774737824,0.1189420704173155,0.3306267852649532,0.1368334275663364,0.3209626813607536,0.1220077761051439,0.3161204987000168,0.1204917021918405,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw4,generated:zs_raw,zs_raw,NK cell,2940.0,0.4350906489735229,0.0053774243539879,0.2308714239312548,0.0077567435715952,0.4285680514971663,0.2211619451982317,0.4385909358476805,0.2364852419669828,0.4405010508921471,0.2344072377118543,0.4301053933697498,0.224002198497584,0.4376878132608707,0.2383004962816211,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw4,generated:zs_pseudo,zs_pseudo,T cell,2870.0,0.5921495958966053,0.0022443635278209,0.415760521530591,0.0028434829982064,0.5929784986766992,0.417704657086044,0.5912694945578859,0.4167288379206726,0.5902616535143471,0.4166626764518146,0.5905459823314839,0.4107279352076775,0.5956923504026106,0.4169785009867459,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw4,generated:zs_pseudo,zs_pseudo,B cell,3061.0,0.3039622855237232,0.0109608294976807,0.1124221244459726,0.0110269388413886,0.3102748424261717,0.1201918296576193,0.3169537664925926,0.1279915647161232,0.287609508074881,0.1039679069207935,0.3022004024821302,0.1041600882178516,0.3027729081428404,0.1057992327174756,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw4,generated:zs_pseudo,zs_pseudo,Monocyte,3017.0,0.4136069306917528,0.0096305585228888,0.168353064868143,0.0080999118975935,0.3988940367549108,0.1543210980912504,0.4192230193101196,0.1726135528856109,0.4245581340916616,0.1748236215284273,0.4134960276931215,0.169816050087191,0.4118634356089505,0.1701910017482352,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw4,generated:zs_pseudo,zs_pseudo,NK cell,2940.0,0.3738697756932548,0.0055208099273975,0.1885400321278042,0.007116502227521,0.3803298054935498,0.2002561165865334,0.3714827286724065,0.1836355361260029,0.3779894779679323,0.1896868938801917,0.366312551812596,0.1825268523782096,0.3732343145197893,0.1865947616680835,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw4,generated:zs_cal,zs_cal,T cell,2870.0,0.5858493927762204,0.0019195448119748,0.3999360478899249,0.0027847566940983,0.585232569330659,0.3998927571402019,0.5869345342859955,0.4023582391037473,0.5843573579973609,0.4000096459817296,0.5840775655001603,0.3953828026882077,0.5886449367669261,0.4020367945357379,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw4,generated:zs_cal,zs_cal,B cell,3061.0,0.2892026996828123,0.0099833386544874,0.1071020051035736,0.0084698079089393,0.2882034869732703,0.105310743793189,0.2883093196926483,0.0988547815062243,0.274286317080653,0.1007972895462586,0.2935388735779219,0.1106678626744021,0.3016755010895679,0.1198793479977939,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw4,generated:zs_cal,zs_cal,Monocyte,3017.0,0.3794468197388154,0.010599989612569,0.2326562053956102,0.0136916672058132,0.3647090473764252,0.2150607244223344,0.3799645965927785,0.2359736962788547,0.3937030026892389,0.251572049649133,0.3832188239709526,0.2358452860123524,0.3756386280646817,0.2248292706153765,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw4,generated:zs_cal,zs_cal,NK cell,2940.0,0.4595657083188927,0.0052366884178406,0.236690678532065,0.010448432526409,0.455150181696669,0.2227723481089619,0.4576324914900371,0.2339951799499345,0.4686500792888748,0.2503718379251729,0.4578898403418892,0.2428590839881809,0.4585059487769934,0.2334549426880746,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw4,generated:lora5,lora5,T cell,2870.0,0.5834383782696279,0.0018579502659043,0.3957383109954174,0.002986006229376,0.5859682806216676,0.3992893100117762,0.5835280037310052,0.3987136901311197,0.5816892308739213,0.3935394939753994,0.5844105225058206,0.3936179402717846,0.5815958536157242,0.3935311205870073,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw4,generated:lora5,lora5,B cell,3061.0,0.2600900155706009,0.0083490419156378,0.0956092521297158,0.0097297945873958,0.26750729197301,0.1039182072295144,0.26809709123392,0.1047748044235684,0.2503149669759487,0.0982577488140325,0.252356806824775,0.0883891710294576,0.2621739208453509,0.0827063291520059,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw4,generated:lora5,lora5,Monocyte,3017.0,0.3802519898809613,0.0064291722340719,0.107189773157049,0.0083073540683566,0.3718241190771742,0.0949905595401365,0.3795495992811494,0.1043119204770804,0.3898652895924335,0.1175370274623925,0.3792096994502589,0.1089654232014667,0.3808112420037907,0.1101439351041689,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw4,generated:lora5,lora5,NK cell,2940.0,0.3781942971118585,0.003580819967014,0.1879134666003127,0.0085448218689651,0.375053048720619,0.1857463282830802,0.3816439908873556,0.1954828658903796,0.3757697413339319,0.1784081573328317,0.3759809744930684,0.1818626694115516,0.3825237301243178,0.1980673120837203,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw4,generated:scsemi5,scsemi5,T cell,2870.0,0.5508841267003904,0.0013296308211286,0.4521231869583419,0.0030053611939397,0.5519712505504073,0.4544667731223955,0.5494261645841834,0.4508858577737309,0.551770945444832,0.4560677317666711,0.5518187418595316,0.4489690289928749,0.5494335310629982,0.4502265431360374,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw4,generated:scsemi5,scsemi5,B cell,3061.0,0.3270356859347648,0.0059413373052241,0.155496028406077,0.0076692566184179,0.3190475666002116,0.1500643121430974,0.3289962729830121,0.1615386024591965,0.3326662444875835,0.1622560600275156,0.331803747187144,0.1587528712442437,0.3226645984158729,0.1448682961563318,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw4,generated:scsemi5,scsemi5,Monocyte,3017.0,0.5049508864631014,0.0032186805332295,0.2564904986286049,0.0083143886280021,0.5077010451750709,0.2692600774421513,0.5080079244479344,0.2576804139794943,0.500955598881969,0.2527421832870934,0.5021838927949095,0.2465966821425422,0.5059059710156233,0.2561731362917437,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw4,generated:scsemi5,scsemi5,NK cell,2940.0,0.3997650051815513,0.0057899148142015,0.2563437777181352,0.0114986474065645,0.3932134964893579,0.2443356948291481,0.4078164182710984,0.2737378344602864,0.4011211121641895,0.2542623390087954,0.3951411030061585,0.2486775289047784,0.4015328959769523,0.2607054913876678,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw4,broadcast:all_usable_raw.npz@ac755a41,,T cell,2870.0,0.7298375729010628,0.0011955222591029,0.6227707844328042,0.0026993848430871,0.7282774850888862,0.6200094670806088,0.7315035181016929,0.6263890630707444,0.7303812552461701,0.6236695180777836,0.7295383477961659,0.6236366321520344,0.7294872582723987,0.6201492417828497,,,,,,,,,,,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665
+giroux2022,fewshot,fewshot_n5/draw4,broadcast:all_usable_raw.npz@ac755a41,,B cell,3061.0,0.5327271262599732,0.0151838405964206,0.3350393529653711,0.0197109082351103,0.5184083889700377,0.3174463979484225,0.5265473728816021,0.328652878399899,0.5300347197946912,0.3407563478532032,0.5301306305602178,0.3217614404860368,0.5585145190933176,0.3665797001392942,,,,,,,,,,,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665
+giroux2022,fewshot,fewshot_n5/draw4,broadcast:all_usable_raw.npz@ac755a41,,Monocyte,3017.0,0.5468345153365307,0.0127869255502488,0.3275804806465347,0.0195508013750771,0.5271643083302973,0.2937411097011304,0.550400874567362,0.3353791320956114,0.5601067300382768,0.3423328236719306,0.5543423406659435,0.3377890966014591,0.5421583230807742,0.3286602411625421,,,,,,,,,,,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665
+giroux2022,fewshot,fewshot_n5/draw4,broadcast:all_usable_raw.npz@ac755a41,,NK cell,2940.0,0.6345078052095152,0.0016825962288481,0.4497072075989378,0.0046745892994164,0.634426775486758,0.4427144309541383,0.633467296693882,0.447261337489378,0.6346500904485413,0.4517515423980119,0.6327911244796128,0.4541145414624807,0.6372037389387819,0.4526941856906801,,,,,,,,,,,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665
+giroux2022,fewshot,fewshot_n5/draw4,broadcast:all_usable_pseudo.npz@6400d82f,,T cell,2870.0,0.8399425641416369,0.0029126748362597,0.7951424185141005,0.0033112214092351,0.8383308056030144,0.7919021528455162,0.8429943996769869,0.797379068369186,0.8401017608811246,0.7961864770365255,0.8359243055776837,0.7914300467901342,0.8423615489693754,0.7988143475291408,,,,,,,,,,,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c
+giroux2022,fewshot,fewshot_n5/draw4,broadcast:all_usable_pseudo.npz@6400d82f,,B cell,3061.0,0.6453925600042159,0.0120773175004512,0.4387343009184864,0.0166348153009536,0.6283884689724519,0.4175571844885646,0.6455494815435329,0.4354874283229637,0.6473239488919142,0.4470230482680763,0.6433817614511899,0.4318189391785872,0.662319139161991,0.4617849043342399,,,,,,,,,,,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c
+giroux2022,fewshot,fewshot_n5/draw4,broadcast:all_usable_pseudo.npz@6400d82f,,Monocyte,3017.0,0.6379199624687286,0.0141314104122082,0.3993306663099888,0.0232299969382592,0.6151473166737427,0.3592977390783402,0.6377318006409081,0.4032190287629887,0.6510744256506933,0.4164434869774398,0.6482561882653557,0.4146268555088059,0.637390081112944,0.4030662212223695,,,,,,,,,,,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c
+giroux2022,fewshot,fewshot_n5/draw4,broadcast:all_usable_pseudo.npz@6400d82f,,NK cell,2940.0,0.7363040428898737,0.0017918136561711,0.5589276547362991,0.0032882967464494,0.7355133489361622,0.5539319051270761,0.7345984063676009,0.5623772524781467,0.7368029456138415,0.560792819882419,0.7354233646967574,0.5575713570805165,0.739182148835006,0.5599649391133372,,,,,,,,,,,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c
+giroux2022,fewshot,fewshot_n5/draw4,broadcast:test_cal.npz@8f98decb,,T cell,2870.0,0.7272799918026662,0.0018686872899021,0.6195733528521841,0.0030176655963599,0.7260893028573551,0.6150929772722824,0.7293254487674606,0.6225772195540543,0.7281052699497219,0.6221554279242154,0.7246688147439337,0.6191786711846039,0.7282111226948598,0.618862468325764,,,,,,,,,,,8f98decbff99e5f83bce9008a43fc6650b91df1f8a0beae16c028a8bed88bbdb
+giroux2022,fewshot,fewshot_n5/draw4,broadcast:test_cal.npz@8f98decb,,B cell,3061.0,0.564998837084409,0.0110371588330796,0.3490428222222368,0.0148803179587705,0.5530399127066237,0.3316967081828663,0.5644899102305784,0.3486681189834275,0.5607593491660379,0.3520501847107855,0.5636969441935488,0.3411126226797698,0.5830080691252564,0.3716864765543348,,,,,,,,,,,8f98decbff99e5f83bce9008a43fc6650b91df1f8a0beae16c028a8bed88bbdb
+giroux2022,fewshot,fewshot_n5/draw4,broadcast:test_cal.npz@8f98decb,,Monocyte,3017.0,0.5877621258973273,0.0133738810603261,0.3292453999867483,0.0210898263163989,0.5663723322801634,0.2932050787887313,0.5902528694310298,0.3390298189387281,0.5994566467296418,0.34269807911883,0.598035269991333,0.3434427685004236,0.5846935110544688,0.3278512545870287,,,,,,,,,,,8f98decbff99e5f83bce9008a43fc6650b91df1f8a0beae16c028a8bed88bbdb
+giroux2022,fewshot,fewshot_n5/draw4,broadcast:test_cal.npz@8f98decb,,NK cell,2940.0,0.6523583334635209,0.0023336880892517,0.4488807942826149,0.0012668581615793,0.6553069236058889,0.4480416572886345,0.6497876536230947,0.4484165167305988,0.6513305194948398,0.4487328654922619,0.6510686285563134,0.4510939020333274,0.6542979420374673,0.4481190298682521,,,,,,,,,,,8f98decbff99e5f83bce9008a43fc6650b91df1f8a0beae16c028a8bed88bbdb
+giroux2022,fewshot,fewshot_n5/draw4,broadcast:test_raw.npz@1339e763,,T cell,2870.0,0.7298375729010628,0.0011955222591029,0.6227707844328042,0.0026993848430871,0.7282774850888862,0.6200094670806088,0.7315035181016929,0.6263890630707444,0.7303812552461701,0.6236695180777836,0.7295383477961659,0.6236366321520344,0.7294872582723987,0.6201492417828497,,,,,,,,,,,1339e7631cd54c77bef770b2248bdc2ca560a6dc70e244ed61cd4d38a835bf3f
+giroux2022,fewshot,fewshot_n5/draw4,broadcast:test_raw.npz@1339e763,,B cell,3061.0,0.5327271262599732,0.0151838405964206,0.3350393529653711,0.0197109082351103,0.5184083889700377,0.3174463979484225,0.5265473728816021,0.328652878399899,0.5300347197946912,0.3407563478532032,0.5301306305602178,0.3217614404860368,0.5585145190933176,0.3665797001392942,,,,,,,,,,,1339e7631cd54c77bef770b2248bdc2ca560a6dc70e244ed61cd4d38a835bf3f
+giroux2022,fewshot,fewshot_n5/draw4,broadcast:test_raw.npz@1339e763,,Monocyte,3017.0,0.5468345153365307,0.0127869255502488,0.3275804806465347,0.0195508013750771,0.5271643083302973,0.2937411097011304,0.550400874567362,0.3353791320956114,0.5601067300382768,0.3423328236719306,0.5543423406659435,0.3377890966014591,0.5421583230807742,0.3286602411625421,,,,,,,,,,,1339e7631cd54c77bef770b2248bdc2ca560a6dc70e244ed61cd4d38a835bf3f
+giroux2022,fewshot,fewshot_n5/draw4,broadcast:test_raw.npz@1339e763,,NK cell,2940.0,0.6345078052095152,0.0016825962288481,0.4497072075989378,0.0046745892994164,0.634426775486758,0.4427144309541383,0.633467296693882,0.447261337489378,0.6346500904485413,0.4517515423980119,0.6327911244796128,0.4541145414624807,0.6372037389387819,0.4526941856906801,,,,,,,,,,,1339e7631cd54c77bef770b2248bdc2ca560a6dc70e244ed61cd4d38a835bf3f
+giroux2022,fewshot,fewshot_n5/draw4,split_half_A_vs_B,,mean4,,0.8853326307359973,0.0019446705473705,0.7235487166892616,0.0043467131098738,0.8852534746304324,0.7213372381809655,0.8885607553643954,0.7291285354733573,0.8843376953717722,0.7203845061454105,0.8834219193556582,0.7196049346458626,0.8850893089577287,0.7272883690007126,0.9373339327546504,0.967879577033796,0.8317533063444849,0.9104960980761712,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw4,generated:zs_raw,zs_raw,mean4,,0.4073272904549719,0.0050812593471888,0.2294221828066812,0.0071414212438353,0.4024612102940391,0.2226240477486218,0.4074584184497853,0.228678742112173,0.4090233585517279,0.2345879645702305,0.4028431168978801,0.2226186861359404,0.4148503480814276,0.2386014734664406,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw4,generated:zs_pseudo,zs_pseudo,mean4,,0.420897146951334,0.0023990654645754,0.2212689357431277,0.0032019712155517,0.4206192958378328,0.2231184253553618,0.4247322522582512,0.2252423729121024,0.4201046934122055,0.2212852746953068,0.4181387410798329,0.2168077314727324,0.4208907521685477,0.219890874280135,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw4,generated:zs_cal,zs_cal,mean4,,0.4285161551291852,0.0030893099144928,0.2440962342302934,0.0054757432356146,0.4233238213442559,0.2357591433661718,0.4282102355153648,0.2427954742096902,0.4302491892640319,0.2506877057755735,0.429681275847731,0.2461887588407858,0.4311162536745423,0.2450500889592457,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw4,generated:lora5,lora5,mean4,,0.4004936702082621,0.002037425875117,0.1966127007206237,0.0027405394224662,0.4000881850981177,0.1959861012661268,0.4032046712833576,0.200820820230537,0.3994098071940588,0.196935606896164,0.3979895008184807,0.1932088009785652,0.4017761866472959,0.1961121742317256,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw4,generated:scsemi5,scsemi5,mean4,,0.445658926069952,0.0020798503891531,0.2801133729277898,0.0038586419664691,0.4429833397037619,0.2795317143841981,0.4485616950715571,0.285960677168177,0.4466284752446435,0.2813320785225189,0.4452368712119359,0.2757490278211098,0.4448842491178617,0.2779933667429452,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw4,broadcast:all_usable_raw.npz@ac755a41,,mean4,,0.6109767549267705,0.0055325413099564,0.433774456410912,0.0091783559986907,0.6020692394689948,0.418477851421075,0.6104797655611347,0.4344206027639082,0.6137931988819199,0.4396275580002323,0.611700610875485,0.4343254276755027,0.616840959846318,0.4420208421938415,,,,,,,,,,,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665
+giroux2022,fewshot,fewshot_n5/draw4,broadcast:all_usable_pseudo.npz@6400d82f,,mean4,,0.7148897823761138,0.006263792827788,0.5480337601197187,0.0102066347296622,0.7043449850463428,0.5306722453848743,0.7152185220572571,0.5496156944833213,0.7188257702593934,0.5551114580411152,0.7157464049977467,0.548861799639511,0.7203132295198291,0.5559076030497718,,,,,,,,,,,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c
+giroux2022,fewshot,fewshot_n5/draw4,broadcast:test_cal.npz@8f98decb,,mean4,,0.6330998220619809,0.0046698051952828,0.436685592335946,0.0082940731569735,0.6252021178625078,0.4220091053831286,0.6334639705130409,0.4396729185517022,0.6349129463350603,0.4414091393115232,0.6343674143712823,0.4387069910995311,0.637552661228013,0.4416298073338449,,,,,,,,,,,8f98decbff99e5f83bce9008a43fc6650b91df1f8a0beae16c028a8bed88bbdb
+giroux2022,fewshot,fewshot_n5/draw4,broadcast:test_raw.npz@1339e763,,mean4,,0.6109767549267705,0.0055325413099564,0.433774456410912,0.0091783559986907,0.6020692394689948,0.418477851421075,0.6104797655611347,0.4344206027639082,0.6137931988819199,0.4396275580002323,0.611700610875485,0.4343254276755027,0.616840959846318,0.4420208421938415,,,,,,,,,,,1339e7631cd54c77bef770b2248bdc2ca560a6dc70e244ed61cd4d38a835bf3f
+imperial_eskd,fewshot,fewshot_n5/draw0,split_half_A_vs_B,,T cell,3037.0,0.9721898871757324,0.0014090166790769,0.885256497929055,0.0028196941555922,0.9734486538304642,0.8867013029064484,0.9726671441062416,0.8865084529220705,0.970947965931022,0.8817031589771287,0.9734369255943744,0.8884374921182895,0.9704487464165598,0.8829320827213379,0.9858988665315118,0.9929244012166848,0.9391363975156748,0.9690905001679022,102.0,31.0,102.0,31.0,115389.0,115458.0,
+imperial_eskd,fewshot,fewshot_n5/draw0,split_half_A_vs_B,,B cell,3192.0,0.8353954844815503,0.0053731272288447,0.6012183613167978,0.0024234930084587,0.8387223106082863,0.6014682315165525,0.8301085958588099,0.5975557896094952,0.8380695394316725,0.6032500391613272,0.8291623688294762,0.6003380328035436,0.8409146076795062,0.6034797134930708,0.9103165955728904,0.95410512815564,0.7509511205234649,0.8665743594888237,102.0,31.0,102.0,31.0,22704.0,22762.0,
+imperial_eskd,fewshot,fewshot_n5/draw0,split_half_A_vs_B,,Monocyte,2882.0,0.9616852857831952,0.0013452209956048,0.7792988871089079,0.0067998362157846,0.9619708933373776,0.7816714789190532,0.9595412787270337,0.7706640893505043,0.9621252529402202,0.7823572484171298,0.963219303119081,0.7876193018896467,0.9615697007922638,0.7741823169682062,0.9804684704042588,0.990186078676255,0.875961754098718,0.9359282846985222,101.0,31.0,101.0,31.0,34051.0,34119.0,
+imperial_eskd,fewshot,fewshot_n5/draw0,split_half_A_vs_B,,NK cell,2972.0,0.933863788217384,0.0015140097290729,0.7521185364658246,0.0024157753783719,0.933581270342654,0.7539997710069375,0.9346223537851814,0.7518599889984755,0.9349897943001112,0.7525218496297665,0.9347893889558316,0.7540655188244233,0.9313361337031422,0.74814555386952,0.9658009978853892,0.9827517478414318,0.8585247182909361,0.926566089542962,102.0,31.0,102.0,31.0,32423.0,32490.0,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:zs_raw,zs_raw,T cell,3037.0,0.6249766218048187,0.0026185024933983,0.4542833944618994,0.0038484938529255,0.6260528918952883,0.4574092446408153,0.6236738895487165,0.4518128170563931,0.6212864416135229,0.4487117298802963,0.6282162078022665,0.4570880202078591,0.6256536781642996,0.4563951605241336,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:zs_raw,zs_raw,B cell,3192.0,0.5955525135595516,0.0185296871163791,0.4278008451755816,0.0122518113169065,0.6133859210510779,0.4408578272695788,0.5674418268681228,0.4106596895050845,0.6039767917616017,0.4262844113871667,0.6062889788883479,0.4382868677637277,0.5866690492286079,0.42291542995235,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:zs_raw,zs_raw,Monocyte,2882.0,0.7563647132945588,0.0045184670560461,0.5454358145589158,0.0075063487690228,0.7527843944349925,0.5388216575657254,0.7634174998867654,0.5526189096296663,0.7582434204259334,0.5530030342318922,0.7544824163505869,0.5369137591012583,0.7528958353745162,0.5458217122660365,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:zs_raw,zs_raw,NK cell,2972.0,0.609012279932607,0.0039711317625151,0.4154355817800879,0.0033089533817121,0.6123380534115821,0.4172148512299669,0.6104862504246307,0.4142225952759628,0.6055338417326456,0.4121733660525906,0.6126454443973592,0.420310832938337,0.6040578096968172,0.4132562634035821,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:zs_pseudo,zs_pseudo,T cell,3037.0,0.6906842932064274,0.0040030773966074,0.2915674143010249,0.0062154850606768,0.685076414776382,0.282980384024232,0.6951105529508497,0.2937507484478994,0.6887789595010484,0.2967491418913395,0.6907007617561309,0.2872576223713638,0.6937547770477257,0.2970991747702899,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:zs_pseudo,zs_pseudo,B cell,3192.0,0.5518305284062339,0.0132577885000364,0.2094735441074452,0.0088902220568929,0.5642542679350532,0.2155414961147503,0.5344151298088669,0.1938580909331825,0.5558043086779294,0.2143905471890566,0.5630427720419368,0.211248377606699,0.5416361635673831,0.2123292086935377,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:zs_pseudo,zs_pseudo,Monocyte,2882.0,0.7626246466610598,0.0035429644457578,0.5378490938401682,0.006620310952881,0.7572397899998011,0.5286387296899435,0.7658159915509736,0.5342713721115155,0.7641110879569175,0.5406962956503335,0.7650481508275863,0.5459949115784635,0.7609082129700204,0.5396441601705848,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:zs_pseudo,zs_pseudo,NK cell,2972.0,0.7262847755858479,0.0014923360431849,0.3949809988789181,0.0103608771022044,0.728355757298014,0.400780441482115,0.7262646810071551,0.3786315857546318,0.7255966092533997,0.4055386961822207,0.7243351838328117,0.3920625813974028,0.7268716465378587,0.3978916895782201,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:zs_cal,zs_cal,T cell,3037.0,0.7056930545593438,0.0030350359812259,0.3561245500550803,0.00472816812092,0.7013541987959273,0.3478558443029558,0.7085137213457993,0.3581799590566639,0.7039329243722654,0.3596379555066007,0.7064399707252266,0.3568274370674898,0.7082244575575005,0.3581215543416916,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:zs_cal,zs_cal,B cell,3192.0,0.5771753680126945,0.0208704584229691,0.2631394750949556,0.0152183490451578,0.5954829037989554,0.276644742683385,0.5496546040158949,0.2551078862680832,0.5935887066383182,0.282264060280306,0.586887475322427,0.2532075002571201,0.5602631502878773,0.2484731859858839,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:zs_cal,zs_cal,Monocyte,2882.0,0.7752376572688866,0.0036361248097178,0.542045885442654,0.0068737404608636,0.7694068117126002,0.5321057438020871,0.7772167337990659,0.5423687160595116,0.7758013672381069,0.5390342090789563,0.7790318816261333,0.549156224760913,0.7747314919685269,0.5475645335118017,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:zs_cal,zs_cal,NK cell,2972.0,0.7065831685116895,0.0017888341849222,0.3802356495248388,0.0091729741445934,0.7075789886510735,0.3856376504023275,0.7088752288816662,0.372006443565001,0.7066931101860275,0.3917445410826149,0.7055046715989136,0.3699985384208287,0.7042638432407664,0.3817910741534219,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:lora5,lora5,T cell,3037.0,0.8079500780692467,0.002265124584211,0.690867521787069,0.009396209827923,0.8112597705542325,0.7048651939385124,0.8062845458738588,0.6822868195409564,0.8057460394904413,0.687936427532963,0.8091735684267474,0.6956208601985291,0.8072864660009534,0.683628307724384,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:lora5,lora5,B cell,3192.0,0.6867348364250343,0.0128487933582134,0.4765013928001538,0.0126034626701249,0.694130816900802,0.4846164163672005,0.6716685830468668,0.4623000701952555,0.6948818918278369,0.4865097450058995,0.6989901490388302,0.4859421105890358,0.6740027413108357,0.463138621843378,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:lora5,lora5,Monocyte,2882.0,0.8046504598420879,0.0048621366622044,0.6067735367150385,0.0050450510280828,0.799099024420562,0.6056661821268615,0.8116031576887013,0.6131689925238115,0.8072765489300187,0.6078833848792313,0.8021912927278166,0.5992166135829999,0.8030822754433407,0.6079325104622882,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:lora5,lora5,NK cell,2972.0,0.7689974460812685,0.0050325758770682,0.5393030468865383,0.010438167422563,0.7730420129798652,0.5511091959060846,0.7729856827179333,0.5408511165483487,0.7624561978009938,0.5289560843457668,0.771797259332811,0.5473508127890802,0.7647060775747396,0.5282480248434109,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:scsemi5,scsemi5,T cell,3037.0,0.6406618744333541,0.0096714376613558,0.5513448477622529,0.0048129821800983,0.6299311212643564,0.5589910704209834,0.644652465030338,0.5518181161767874,0.6504196633260156,0.5458429062378921,0.6476178551418726,0.5496663821935359,0.6306882674041872,0.5504057637820661,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:scsemi5,scsemi5,B cell,3192.0,0.4476766772310893,0.0186064272950534,0.3509778289630161,0.0146447214678836,0.4625484648703229,0.3634659158074559,0.431259020184724,0.3365430470702956,0.4315788797732362,0.3372191150317948,0.471979118582048,0.3683416869452461,0.4410179027451152,0.349319379960288,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:scsemi5,scsemi5,Monocyte,2882.0,0.4474342560984881,0.0059634011326641,0.2174755040656973,0.0128974007384491,0.4448249839392855,0.2149714459843031,0.4565218003302745,0.2320726340347802,0.4502870993705082,0.2268858734902907,0.4419995172417719,0.1987779912470153,0.4435378796106002,0.2146695755720971,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:scsemi5,scsemi5,NK cell,2972.0,0.5447901960701895,0.0086480361340798,0.3645211359173784,0.0075287415599213,0.5479658290579456,0.3725052953006071,0.5444850711935609,0.3636197067697738,0.5566527703174583,0.354357524966998,0.5418803265291382,0.3712636682481568,0.5329669832528442,0.3608594843013565,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:all_usable_raw.npz@f0a2b659,,T cell,3037.0,0.6323744659808208,0.0027613302484567,0.2447641646563624,0.0050051422137499,0.6302104705812976,0.2385967354738486,0.6311378270979844,0.2401872563728943,0.6347737398214691,0.2494139163814413,0.6358776244129994,0.2485285151888477,0.6298726679903536,0.2470943998647801,,,,,,,,,,,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:all_usable_raw.npz@f0a2b659,,B cell,3192.0,0.5936974667709264,0.013723419501851,0.2724297504823368,0.0144504990620684,0.60981862922351,0.2935435527126004,0.5770497664405364,0.2617307549568186,0.5997886763671653,0.2779289230322265,0.5999623831511972,0.2567871159209332,0.5818678786722232,0.2721584057891054,,,,,,,,,,,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:all_usable_raw.npz@f0a2b659,,Monocyte,2882.0,0.7565120116550774,0.0044979812119967,0.5560924307407834,0.0038842734940268,0.7552953103910393,0.5573470191298473,0.764310093901639,0.5566981593049124,0.7531340517354216,0.5498599005907329,0.7559338549258551,0.556041701740029,0.7538867473214326,0.5605153729383953,,,,,,,,,,,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:all_usable_raw.npz@f0a2b659,,NK cell,2972.0,0.6408718792172835,0.0021627159665175,0.339529668194698,0.0103364309959248,0.6400386093278677,0.340108198391939,0.6404356763882783,0.3226933022453593,0.6423599237712038,0.346658287938919,0.6379709462612615,0.3390405253417006,0.6435542403378065,0.349148027055572,,,,,,,,,,,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:all_usable_pseudo.npz@df955ec1,,T cell,3037.0,0.8202258086801472,0.0033938806827385,0.7343971914692397,0.0038204331020946,0.8190568963287306,0.7356209477115683,0.8183731774549733,0.7286435225568273,0.824047272869822,0.7392623272313729,0.8234556955306003,0.7340640235713073,0.8161960012166097,0.7343951362751222,,,,,,,,,,,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:all_usable_pseudo.npz@df955ec1,,B cell,3192.0,0.7509590769519628,0.0099044180998313,0.6260135798767497,0.008508084178708,0.7579257603112445,0.6264614660763992,0.7372542605390996,0.622911894943196,0.7545703768306992,0.6308098797293694,0.7608322255441037,0.6136633824185238,0.7442127615346673,0.63622127621626,,,,,,,,,,,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:all_usable_pseudo.npz@df955ec1,,Monocyte,2882.0,0.7686881890559648,0.0033391927789832,0.5383861559332546,0.0052228048726015,0.7709666360594762,0.5333343074799364,0.772563511326247,0.5449198244915606,0.7691562987766604,0.5425620160750677,0.7664373492698467,0.5374884145272283,0.7643171498475936,0.53362621709248,,,,,,,,,,,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:all_usable_pseudo.npz@df955ec1,,NK cell,2972.0,0.7760320630403574,0.0022084693583423,0.6704087770818956,0.0039901820922495,0.7758300135833992,0.6768274226090821,0.7775067026500095,0.6665448888976051,0.7773861378341318,0.6678162282177019,0.7771693181240058,0.6710740266543579,0.7722681430102404,0.6697813190307313,,,,,,,,,,,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:test_cal.npz@eacdb3b9,,T cell,3037.0,0.6994192871613351,0.0050716848212252,0.4212800005912019,0.0052498590713605,0.6957488547969154,0.4180239563964479,0.6974032133715486,0.4138612069430751,0.7042738752530577,0.4244741494861226,0.7053777298896255,0.426812106398887,0.6942927624955277,0.4232285837314766,,,,,,,,,,,eacdb3b9149348b218fa05478c545c655fb3011c853e9cee5bf5f84c011847fe
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:test_cal.npz@eacdb3b9,,B cell,3192.0,0.6411734335862121,0.0158348838834956,0.3812135578424783,0.0150397622172678,0.6559284744927768,0.405196091269501,0.6273999358012813,0.3702486339812365,0.6425927208325667,0.3862783974524154,0.6571581478389386,0.368990648089794,0.6227878889654976,0.3753540184194449,,,,,,,,,,,eacdb3b9149348b218fa05478c545c655fb3011c853e9cee5bf5f84c011847fe
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:test_cal.npz@eacdb3b9,,Monocyte,2882.0,0.7671332783503251,0.005314113335133,0.5361223867855982,0.0056209107094891,0.7700274779477048,0.5345780392634061,0.7750530890688495,0.5445485344484413,0.7623141269772883,0.5316503166470002,0.7647129200179842,0.5310386840433841,0.7635587777397987,0.5387963595257595,,,,,,,,,,,eacdb3b9149348b218fa05478c545c655fb3011c853e9cee5bf5f84c011847fe
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:test_cal.npz@eacdb3b9,,NK cell,2972.0,0.6776639763237843,0.002153511488455,0.4476815372498133,0.0076609489661999,0.6768429639570529,0.4540009897469132,0.6786909609889753,0.435020375359013,0.680942399558789,0.4477328493234165,0.6759612949469208,0.4481126178384174,0.6758822621671835,0.4535408539813062,,,,,,,,,,,eacdb3b9149348b218fa05478c545c655fb3011c853e9cee5bf5f84c011847fe
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:test_raw.npz@73567205,,T cell,3037.0,0.6323744659808208,0.0027613302484567,0.2447641646563624,0.0050051422137499,0.6302104705812976,0.2385967354738486,0.6311378270979844,0.2401872563728943,0.6347737398214691,0.2494139163814413,0.6358776244129994,0.2485285151888477,0.6298726679903536,0.2470943998647801,,,,,,,,,,,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:test_raw.npz@73567205,,B cell,3192.0,0.5936974667709264,0.013723419501851,0.2724297504823368,0.0144504990620684,0.60981862922351,0.2935435527126004,0.5770497664405364,0.2617307549568186,0.5997886763671653,0.2779289230322265,0.5999623831511972,0.2567871159209332,0.5818678786722232,0.2721584057891054,,,,,,,,,,,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:test_raw.npz@73567205,,Monocyte,2882.0,0.7565120116550774,0.0044979812119967,0.5560924307407834,0.0038842734940268,0.7552953103910393,0.5573470191298473,0.764310093901639,0.5566981593049124,0.7531340517354216,0.5498599005907329,0.7559338549258551,0.556041701740029,0.7538867473214326,0.5605153729383953,,,,,,,,,,,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:test_raw.npz@73567205,,NK cell,2972.0,0.6408718792172835,0.0021627159665175,0.339529668194698,0.0103364309959248,0.6400386093278677,0.340108198391939,0.6404356763882783,0.3226933022453593,0.6423599237712038,0.346658287938919,0.6379709462612615,0.3390405253417006,0.6435542403378065,0.349148027055572,,,,,,,,,,,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a
+imperial_eskd,fewshot,fewshot_n5/draw0,split_half_A_vs_B,,mean4,,0.9257836114144654,0.0010904000205106,0.7544730707051464,0.0025269004486891,0.9269307820296956,0.755960196087248,0.9242348431193166,0.7516470802201364,0.9265331381507564,0.7549580740463381,0.9251519966246908,0.7576150864089758,0.926067297147868,0.7521849167630337,0.9606212325985124,0.9799918389725027,0.8561434976071984,0.9245398084745524,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:zs_raw,zs_raw,mean4,,0.646476532147884,0.0045379917478819,0.4607389089941212,0.0026115047087898,0.6511403151982352,0.4635758951765216,0.6412548666820589,0.4573285028667767,0.6472601238834259,0.4600431353879864,0.6504082618596401,0.4631498700027955,0.6423190931160603,0.4595971415365255,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:zs_pseudo,zs_pseudo,mean4,,0.6828560609648923,0.0022428486725691,0.3584677627818891,0.0054185820194064,0.6837315575023126,0.3569852628277602,0.6804015888294613,0.3501279493118073,0.6835727413473238,0.3643436702282376,0.6857817171146164,0.3591408732384823,0.680792700030747,0.3617410583031581,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:zs_cal,zs_cal,mean4,,0.6911723120881537,0.0043396963272298,0.3853863900293822,0.0045869853893634,0.6934557257396391,0.3855609952976889,0.6860650720106065,0.3819157512373149,0.6950040271086795,0.3931701914871195,0.6944659998181751,0.3822974251265879,0.6868707357636678,0.3839875869981998,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:lora5,lora5,mean4,,0.7670832051044092,0.0032691894559308,0.5783613745471998,0.00618366828754,0.7693829062138654,0.5865642470846648,0.76563549233184,0.5746517497020931,0.7675901695123226,0.5778214104409651,0.7705380673815513,0.5820325992899112,0.7622693900824673,0.5707368662183653,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:scsemi5,scsemi5,mean4,,0.5201407509582802,0.0051193312712922,0.3710798291770862,0.0042441448972232,0.5213175997829775,0.3774834318783374,0.5192295891847244,0.3710133760129093,0.5222346031968046,0.3660763549317439,0.5258692043737077,0.3720124321584885,0.5120527582531867,0.3688135509039519,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:all_usable_raw.npz@f0a2b659,,mean4,,0.6558639559060271,0.0029030631511731,0.3532040035185452,0.0053174720455359,0.6588407548809286,0.3573988764270588,0.6532333409571095,0.3453273682199961,0.657514097923815,0.3559652569858299,0.6574362021878283,0.3500994645478776,0.6522953835804539,0.3572290514119632,,,,,,,,,,,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:all_usable_pseudo.npz@df955ec1,,mean4,,0.778976284432108,0.003430618851722,0.6423014260902848,0.0023847582790672,0.7809448265707126,0.6430610359692465,0.7764244129925824,0.6407550327222973,0.7812900215778283,0.645112612813378,0.7819736471171391,0.6390724617928543,0.7742485139022778,0.6435059871536484,,,,,,,,,,,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:test_cal.npz@eacdb3b9,,mean4,,0.6963474938554141,0.0046658470925024,0.446574370617273,0.0045530031730199,0.6996369427986124,0.4529497691690671,0.6946367998076637,0.4409196876829415,0.6975307806554254,0.4475339282272387,0.7008025231733672,0.4437385140926206,0.6891304228420019,0.4477299539144968,,,,,,,,,,,eacdb3b9149348b218fa05478c545c655fb3011c853e9cee5bf5f84c011847fe
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:test_raw.npz@73567205,,mean4,,0.6558639559060271,0.0029030631511731,0.3532040035185452,0.0053174720455359,0.6588407548809286,0.3573988764270588,0.6532333409571095,0.3453273682199961,0.657514097923815,0.3559652569858299,0.6574362021878283,0.3500994645478776,0.6522953835804539,0.3572290514119632,,,,,,,,,,,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a
+imperial_eskd,fewshot,fewshot_n5/draw1,split_half_A_vs_B,,T cell,3031.0,0.9632315401466534,0.0015360296922289,0.8610387977023546,0.0030917595430334,0.9643429188360824,0.8634271837114863,0.9635256893702526,0.862161341779554,0.9618023398438478,0.8563891414068523,0.964985927461024,0.863729924577704,0.9615008252220598,0.8594863970361767,0.9812714602931654,0.9905914699275205,0.925331378115702,0.96194146293613,102.0,32.0,102.0,32.0,119807.0,119874.0,
+imperial_eskd,fewshot,fewshot_n5/draw1,split_half_A_vs_B,,B cell,3188.0,0.7676175656688374,0.0038489551818224,0.5070542434693922,0.0074863583782424,0.7735070701026971,0.5164274407106578,0.765044629282663,0.504725964465334,0.7694312420266968,0.5069179630899046,0.7659191712438559,0.5109150228501632,0.7641857156882743,0.4962848262309016,0.8685335341509616,0.9319514655554556,0.6729077545372245,0.82030954799833,102.0,32.0,102.0,32.0,22443.0,22503.0,
+imperial_eskd,fewshot,fewshot_n5/draw1,split_half_A_vs_B,,Monocyte,2883.0,0.8911355891297014,0.0022764750351935,0.6802545052611049,0.003841719530979,0.8877681077202036,0.6812326718131346,0.8926178428406389,0.6798507456101678,0.8937368274214774,0.6832340529235663,0.8910687633319736,0.6830993459856324,0.8904864043342133,0.673855709973023,0.9424343703877957,0.9707905903889856,0.8097041289056339,0.8998356121568172,101.0,31.0,101.0,32.0,38235.0,38303.0,
+imperial_eskd,fewshot,fewshot_n5/draw1,split_half_A_vs_B,,NK cell,2966.0,0.9230853773625866,0.0019685736964169,0.7251785869365992,0.0040322820778054,0.9232261809434466,0.7279242780143689,0.9228204809609104,0.7180533814406842,0.9231840805359208,0.7270382895308726,0.925873055898655,0.7266582684311115,0.9203230884739996,0.726218717265959,0.960004572057587,0.9797982302788606,0.8406997309470428,0.916896794054294,102.0,32.0,102.0,32.0,34129.0,34197.0,
+imperial_eskd,fewshot,fewshot_n5/draw1,generated:zs_raw,zs_raw,T cell,3031.0,0.6331406694879036,0.0032055084298468,0.4428412623016192,0.0024105150367721,0.6306668947214853,0.4435702530783185,0.6320510824078908,0.4417852812059031,0.6301931982157984,0.4397888283103387,0.6377945342454934,0.4463431830178001,0.6349976378488499,0.4427187658957356,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw1,generated:zs_raw,zs_raw,B cell,3188.0,0.5717107116081824,0.0185781304267162,0.3939954735065352,0.0102888650087302,0.5996561281958682,0.4106336908438172,0.548090194280308,0.383509102421036,0.5725843519305809,0.3879597407603184,0.5728152857126664,0.3936119117543865,0.5654075979214886,0.3942629217531179,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw1,generated:zs_raw,zs_raw,Monocyte,2883.0,0.6967602453227022,0.0033431610358912,0.4831824008248551,0.0053921132210261,0.6915931399392443,0.4768216144729021,0.700185585706528,0.4902892124415166,0.6991698758470009,0.486258120569487,0.6960758652635974,0.4792014744346755,0.6967767598571407,0.4833415822056943,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw1,generated:zs_raw,zs_raw,NK cell,2966.0,0.6116162382621692,0.0021506006042708,0.4096048149907411,0.0031366680353451,0.6124567519399965,0.4069923615231809,0.6126714089608141,0.408273797691529,0.6096540080522113,0.4100905746680646,0.6141820910710002,0.414836839089196,0.6091169312868238,0.4078305019817351,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw1,generated:zs_pseudo,zs_pseudo,T cell,3031.0,0.6859110657664821,0.0047089631666865,0.2850503305580399,0.004901188020812,0.6790775819854391,0.2777579758761078,0.6890306329322811,0.2849351385250777,0.6834470094885147,0.289512807427734,0.6871140659117703,0.283469633419304,0.6908860385144053,0.2895760975419761,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw1,generated:zs_pseudo,zs_pseudo,B cell,3188.0,0.5355794684279467,0.0167524194261585,0.1893856569269559,0.0089251850430605,0.5569929214879604,0.2013043374691567,0.5177768464056547,0.1798682037470498,0.5373489601010967,0.1937093113980537,0.5457248021287955,0.1907504163175641,0.5200538120162259,0.1812960157029552,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw1,generated:zs_pseudo,zs_pseudo,Monocyte,2883.0,0.697520164214365,0.0034165451655824,0.4844492181330267,0.0053008834835386,0.6918577544017526,0.4808973624405189,0.6977783237818801,0.4838493831027285,0.6988366963594342,0.4798784469821743,0.7010596194170787,0.4933098580542706,0.6980684271116795,0.4843110400854413,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw1,generated:zs_pseudo,zs_pseudo,NK cell,2966.0,0.706526188975045,0.0041824646848868,0.3645615596944279,0.0066997500888058,0.7118704125072335,0.3695588924368327,0.7084470468998797,0.3569415741807593,0.7033209313567141,0.3725129128048463,0.7013973367665491,0.3588079093367682,0.7075952173448491,0.3649865097129328,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw1,generated:zs_cal,zs_cal,T cell,3031.0,0.6763814334136058,0.0043009451645474,0.3059455521003308,0.0068455143199629,0.6695990446331826,0.2956624265454709,0.6781553663199008,0.3029365754562675,0.6749382254338128,0.3105241880472144,0.6786198320025629,0.3076829819410351,0.6805946986785693,0.3129215885116663,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw1,generated:zs_cal,zs_cal,B cell,3188.0,0.554842427352338,0.0234580279011576,0.2287987494148263,0.0185886733537653,0.5833524745764938,0.2411948210944338,0.5263082223257946,0.2084885154813195,0.5651358003953152,0.2514369373038221,0.5641198064686956,0.2313134996384578,0.535295832995391,0.211559973556098,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw1,generated:zs_cal,zs_cal,Monocyte,2883.0,0.6841579592432565,0.0036622580815654,0.4684451821790772,0.008427975222207,0.6792763875172106,0.4628577490819314,0.6828643991785976,0.4655274612723162,0.6833954051014356,0.4601172630920664,0.6889493499398796,0.4809458434972277,0.6863042544791598,0.4727775939518445,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw1,generated:zs_cal,zs_cal,NK cell,2966.0,0.6794377311806425,0.0021677324601771,0.3625504234745431,0.0052518097441206,0.680330277189514,0.3656738364177412,0.6815235300313828,0.3552681817682953,0.6782934289707067,0.365656231495141,0.6762122713051995,0.3587561237441224,0.6808291484064104,0.3673977439474156,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw1,generated:lora5,lora5,T cell,3031.0,0.8332945502795758,0.0015705207880031,0.7018091577174925,0.0062494105636633,0.8351483398775417,0.7108897191295889,0.8318025329637514,0.6946264916215487,0.8318219203859853,0.7023891090513796,0.8330080023878785,0.7036334872556887,0.8346919557827214,0.697506981529257,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw1,generated:lora5,lora5,B cell,3188.0,0.6402627022421726,0.0212898321786501,0.4720110326288871,0.0095488012560012,0.668807384953012,0.4763726760205116,0.6096368467853653,0.463433878112125,0.6439184048819894,0.4648275891677487,0.6442546709823852,0.4688912988961748,0.6346962036081113,0.4865297209478755,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw1,generated:lora5,lora5,Monocyte,2883.0,0.7406464147054281,0.0029144507947252,0.4957974759545281,0.003082489025893,0.7358463290166748,0.4932368197255691,0.742004276178916,0.4993845823845701,0.7421203968642697,0.4982139985542528,0.7400522658679294,0.4922299059716287,0.7432088055993508,0.4959220731366199,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw1,generated:lora5,lora5,NK cell,2966.0,0.772572020658941,0.0027135933091052,0.5126121957522882,0.0088524528507123,0.7767301689091338,0.527084386731184,0.7732525697451356,0.502894477798174,0.7719359880593673,0.5120895449523022,0.7693604455812959,0.5100731957596712,0.7715809309997729,0.5109193735201095,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw1,generated:scsemi5,scsemi5,T cell,3031.0,0.6171553206449283,0.0091429072403682,0.5768465767503724,0.0025663379412946,0.6089143468344571,0.5809629956053725,0.617840053537365,0.5748566593688321,0.6278753071749326,0.5745220687194645,0.6241193751845552,0.5768540774159999,0.6070275204933314,0.5770370826421933,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw1,generated:scsemi5,scsemi5,B cell,3188.0,0.4088119296499797,0.0138085911976064,0.3623473685915587,0.0124625760406966,0.4137268645737573,0.3560608428775135,0.4024903403814144,0.367193404529636,0.3966256943912629,0.3477245882829357,0.4307361970577404,0.3600006918839933,0.4004805518457234,0.3807573153837147,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw1,generated:scsemi5,scsemi5,Monocyte,2883.0,0.5533771007154676,0.0062068276175647,0.2118553264111944,0.0075620627783075,0.5584912942749135,0.209448427199633,0.5597769695526355,0.2236654329099432,0.5496894703925194,0.2139798733695062,0.544840011707864,0.2035905358777615,0.5540877576494063,0.2085923626991281,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw1,generated:scsemi5,scsemi5,NK cell,2966.0,0.5460473776587789,0.0098650558028261,0.3826779288942815,0.0061375184704885,0.5412476188057957,0.383827126206517,0.5475039185580329,0.3798536932690389,0.5581251355426657,0.3821200202298643,0.5511695696946765,0.3921183222046037,0.5321906456927236,0.3754704825613835,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw1,broadcast:all_usable_raw.npz@f0a2b659,,T cell,3031.0,0.6330712575183564,0.0036943138594481,0.2376674905810033,0.0068605310179048,0.6287037181989662,0.2319098440241443,0.6306450146081378,0.2288300683668796,0.636350179513186,0.2442142724687244,0.6373487386788248,0.2426321668936984,0.6323086365926671,0.2407511011515698,,,,,,,,,,,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e
+imperial_eskd,fewshot,fewshot_n5/draw1,broadcast:all_usable_raw.npz@f0a2b659,,B cell,3188.0,0.5928321878771456,0.0160169792832326,0.2853037955951714,0.014974427644842,0.615103689479086,0.306785106067207,0.5763300500217975,0.2704704425735532,0.5953368395775283,0.2946198744836529,0.5991194599390259,0.2765330069485717,0.5782709003682905,0.2781105479028719,,,,,,,,,,,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e
+imperial_eskd,fewshot,fewshot_n5/draw1,broadcast:all_usable_raw.npz@f0a2b659,,Monocyte,2883.0,0.7077039288810572,0.0025454942950823,0.5065364863505127,0.0035148023297276,0.7039933261453007,0.5027843188820141,0.7110215041597506,0.5060840852034306,0.7071177063823234,0.5040394501968575,0.707793451136646,0.508092717565671,0.7085936565812654,0.5116818599045904,,,,,,,,,,,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e
+imperial_eskd,fewshot,fewshot_n5/draw1,broadcast:all_usable_raw.npz@f0a2b659,,NK cell,2966.0,0.6577372662650222,0.0016987214549179,0.351841778312162,0.0104620421701527,0.6570006863535117,0.3499677057736223,0.657152652197205,0.3345870625190663,0.6585247598793934,0.3605125970813126,0.6557797367003787,0.3552387861984049,0.6602284961946221,0.3589027399884038,,,,,,,,,,,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e
+imperial_eskd,fewshot,fewshot_n5/draw1,broadcast:all_usable_pseudo.npz@df955ec1,,T cell,3031.0,0.8093738532482562,0.0039091537291985,0.7080861358704551,0.0049039637273295,0.8072754332330916,0.7088872407383084,0.8060789939970228,0.7016250484416328,0.8140468632799185,0.7152868209652672,0.8131814543866562,0.7066947881461649,0.8062865213445919,0.7079367810609025,,,,,,,,,,,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa
+imperial_eskd,fewshot,fewshot_n5/draw1,broadcast:all_usable_pseudo.npz@df955ec1,,B cell,3188.0,0.7460865369015528,0.0107453913604109,0.6018268458990856,0.0147912056577498,0.761929690580091,0.61119913427215,0.7334393111348713,0.5969249714007528,0.7423546307260115,0.5949512348451704,0.7506455133222235,0.5841471196557286,0.7420635387445668,0.621911769321627,,,,,,,,,,,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa
+imperial_eskd,fewshot,fewshot_n5/draw1,broadcast:all_usable_pseudo.npz@df955ec1,,Monocyte,2883.0,0.7275024902219378,0.0023935125521693,0.5021554038516394,0.0050991198221012,0.7289456060901439,0.495932098260565,0.7280789453611329,0.50723674231092,0.7303712356538569,0.5075995642613104,0.724656333087865,0.5005340442968217,0.7254603309166907,0.4994745701285794,,,,,,,,,,,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa
+imperial_eskd,fewshot,fewshot_n5/draw1,broadcast:all_usable_pseudo.npz@df955ec1,,NK cell,2966.0,0.7654113249926974,0.0033179669457083,0.6560628255861605,0.0046138527984355,0.7635983207019271,0.6607275487131613,0.7685089564155454,0.6489813060705256,0.7657240421080792,0.6581668747239157,0.7684713940694362,0.658312887570105,0.7607539116684991,0.6541255108530951,,,,,,,,,,,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa
+imperial_eskd,fewshot,fewshot_n5/draw1,broadcast:test_cal.npz@5be18c1d,,T cell,3031.0,0.6957047512640104,0.0067459870379964,0.4357647724121273,0.0072123107993921,0.6898383532384702,0.432808247148445,0.6917756325572958,0.424456277605843,0.7033185596854633,0.4415249264785986,0.7027885496293325,0.4410421112903768,0.6908026612094909,0.4389922995373731,,,,,,,,,,,5be18c1d38d6ceaff24a0c65ee8e24b01fed242d17265141af0491c36c941122
+imperial_eskd,fewshot,fewshot_n5/draw1,broadcast:test_cal.npz@5be18c1d,,B cell,3188.0,0.6379193203782709,0.0196980618774767,0.4022670622149035,0.0149303624901189,0.6609865663127564,0.4273362991292203,0.6219558939278332,0.3912531376492671,0.6346701502544476,0.4015646772336546,0.6553199480022226,0.3904795299912489,0.6166640433940945,0.4007016670711268,,,,,,,,,,,5be18c1d38d6ceaff24a0c65ee8e24b01fed242d17265141af0491c36c941122
+imperial_eskd,fewshot,fewshot_n5/draw1,broadcast:test_cal.npz@5be18c1d,,Monocyte,2883.0,0.701312619078327,0.0026623106459729,0.482209149478935,0.0049658798646004,0.7042636764578588,0.4759018019342266,0.7040056651071452,0.4873674565521924,0.700453527607949,0.4823417321850693,0.6986006232391737,0.4787352360337428,0.6992396029795086,0.4866995206894439,,,,,,,,,,,5be18c1d38d6ceaff24a0c65ee8e24b01fed242d17265141af0491c36c941122
+imperial_eskd,fewshot,fewshot_n5/draw1,broadcast:test_cal.npz@5be18c1d,,NK cell,2966.0,0.6851595733831087,0.0036082284760795,0.4690433341851298,0.0072691059063104,0.6828893877963611,0.4712297334209461,0.6874388712739802,0.4562579538502438,0.6891832355994725,0.4744767043578575,0.6860933400740015,0.4712725641772145,0.680193032171728,0.4719797151193867,,,,,,,,,,,5be18c1d38d6ceaff24a0c65ee8e24b01fed242d17265141af0491c36c941122
+imperial_eskd,fewshot,fewshot_n5/draw1,broadcast:test_raw.npz@c2293bb9,,T cell,3031.0,0.6330712575183564,0.0036943138594481,0.2376674905810033,0.0068605310179048,0.6287037181989662,0.2319098440241443,0.6306450146081378,0.2288300683668796,0.636350179513186,0.2442142724687244,0.6373487386788248,0.2426321668936984,0.6323086365926671,0.2407511011515698,,,,,,,,,,,c2293bb938f0dbf9c76063b305230e4ad0b9bec482e4fe5dfcf38a110511283f
+imperial_eskd,fewshot,fewshot_n5/draw1,broadcast:test_raw.npz@c2293bb9,,B cell,3188.0,0.5928321878771456,0.0160169792832326,0.2853037955951714,0.014974427644842,0.615103689479086,0.306785106067207,0.5763300500217975,0.2704704425735532,0.5953368395775283,0.2946198744836529,0.5991194599390259,0.2765330069485717,0.5782709003682905,0.2781105479028719,,,,,,,,,,,c2293bb938f0dbf9c76063b305230e4ad0b9bec482e4fe5dfcf38a110511283f
+imperial_eskd,fewshot,fewshot_n5/draw1,broadcast:test_raw.npz@c2293bb9,,Monocyte,2883.0,0.7077039288810572,0.0025454942950823,0.5065364863505127,0.0035148023297276,0.7039933261453007,0.5027843188820141,0.7110215041597506,0.5060840852034306,0.7071177063823234,0.5040394501968575,0.707793451136646,0.508092717565671,0.7085936565812654,0.5116818599045904,,,,,,,,,,,c2293bb938f0dbf9c76063b305230e4ad0b9bec482e4fe5dfcf38a110511283f
+imperial_eskd,fewshot,fewshot_n5/draw1,broadcast:test_raw.npz@c2293bb9,,NK cell,2966.0,0.6577372662650222,0.0016987214549179,0.351841778312162,0.0104620421701527,0.6570006863535117,0.3499677057736223,0.657152652197205,0.3345870625190663,0.6585247598793934,0.3605125970813126,0.6557797367003787,0.3552387861984049,0.6602284961946221,0.3589027399884038,,,,,,,,,,,c2293bb938f0dbf9c76063b305230e4ad0b9bec482e4fe5dfcf38a110511283f
+imperial_eskd,fewshot,fewshot_n5/draw1,split_half_A_vs_B,,mean4,,0.8862675180769447,0.0012876207452377,0.6933815333423627,0.0034163963050167,0.8872110694006075,0.6972528935624119,0.8860021606136163,0.691197858323935,0.8870386224569857,0.693394861737799,0.8869617294838772,0.6961006404611527,0.8841240084296367,0.6889614126265151,0.9380609842223774,0.9682829390377056,0.8121607481264008,0.8997458542863929,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw1,generated:zs_raw,zs_raw,mean4,,0.6283069661702393,0.0038838071188398,0.4324059879059376,0.0015587943369151,0.6335932286991486,0.4345044799795547,0.6232495678388852,0.4309643484399962,0.6279003585113978,0.4310243160770522,0.6302169440731893,0.4334983520740145,0.6265747317285757,0.4320384429590708,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw1,generated:zs_pseudo,zs_pseudo,mean4,,0.6563842218459597,0.002908675440321,0.3308616913281126,0.0028578395921188,0.6599496675955964,0.332379642055654,0.6532582125049239,0.3263985748889038,0.65573839932644,0.3339033696532021,0.6588239560560484,0.3315844542819767,0.6541508737467899,0.3300424157608264,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw1,generated:zs_cal,zs_cal,mean4,,0.6487048877974608,0.0045884962334076,0.3414349767921943,0.0052686014518096,0.6531395459791003,0.3413472082848943,0.6422128794639189,0.3330551834945496,0.6504407149753175,0.346933654984561,0.6519753149290843,0.3446746122052108,0.6457559836398826,0.3411642249917561,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw1,generated:lora5,lora5,mean4,,0.7466939219715294,0.0053122949573895,0.545557465513299,0.0044612318631642,0.7541330556890906,0.5518959004017134,0.739174056418292,0.5400848574791044,0.7474491775479029,0.5443800604314208,0.7466688462048723,0.5437069719707909,0.7460444739974891,0.5477195372834656,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw1,generated:scsemi5,scsemi5,mean4,,0.5313479321672887,0.0051686006196161,0.3834318001618518,0.0026692651096171,0.5305950311222309,0.382574847972259,0.5319028205073619,0.3863922975193625,0.5330789018753451,0.3795866376504427,0.537716288411209,0.3831409068455896,0.5234466189202962,0.3854643108216049,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw1,broadcast:all_usable_raw.npz@f0a2b659,,mean4,,0.6478361601353952,0.0033011890933413,0.3453373877097124,0.0060809307503018,0.6512003550442161,0.3478617436867469,0.6437873052467227,0.3349929146657324,0.6493323713381077,0.3508465485576368,0.6500103466137188,0.3456241694015864,0.6448504224342113,0.347361562236859,,,,,,,,,,,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e
+imperial_eskd,fewshot,fewshot_n5/draw1,broadcast:all_usable_pseudo.npz@df955ec1,,mean4,,0.762093551341111,0.0030891039292336,0.6170328028018351,0.0037281060410402,0.7654372626513134,0.6191865054960461,0.7590265517271431,0.6136920170559578,0.7631241929419665,0.6190011236989159,0.7642386737165452,0.6124222099172051,0.7586410756685871,0.620862157841051,,,,,,,,,,,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa
+imperial_eskd,fewshot,fewshot_n5/draw1,broadcast:test_cal.npz@5be18c1d,,mean4,,0.6800240660259294,0.0058851832682927,0.4473210795727739,0.004802806884948,0.6844944959513617,0.4518190204082095,0.6762940157165636,0.4398337064143866,0.6819063682868332,0.449977010063795,0.6857006152361825,0.4453823603731457,0.6717248349387055,0.4495933006043326,,,,,,,,,,,5be18c1d38d6ceaff24a0c65ee8e24b01fed242d17265141af0491c36c941122
+imperial_eskd,fewshot,fewshot_n5/draw1,broadcast:test_raw.npz@c2293bb9,,mean4,,0.6478361601353952,0.0033011890933413,0.3453373877097124,0.0060809307503018,0.6512003550442161,0.3478617436867469,0.6437873052467227,0.3349929146657324,0.6493323713381077,0.3508465485576368,0.6500103466137188,0.3456241694015864,0.6448504224342113,0.347361562236859,,,,,,,,,,,c2293bb938f0dbf9c76063b305230e4ad0b9bec482e4fe5dfcf38a110511283f
+imperial_eskd,fewshot,fewshot_n5/draw2,split_half_A_vs_B,,T cell,3036.0,0.9655105083566125,0.0010099743656914,0.8573196099452385,0.0045829070354044,0.9651963134656222,0.8597982907312838,0.966416630598453,0.8614393430401343,0.9640905893885586,0.8502848045408502,0.9665575373380472,0.8599160805554471,0.9652914709923812,0.8551595308584774,0.982452654668214,0.9911874972315852,0.9231794090307548,0.960822256731574,103.0,31.0,103.0,31.0,124867.0,124931.0,
+imperial_eskd,fewshot,fewshot_n5/draw2,split_half_A_vs_B,,B cell,3187.0,0.7660326852899179,0.0064585647390687,0.5126252504883726,0.0116552104158867,0.7751996596309633,0.5284981422156775,0.7626514730595729,0.5094711125663433,0.7693375981616705,0.512299258044297,0.76458117910718,0.5165427687440145,0.7583935164902023,0.4963149708715306,0.8675181288212267,0.9314065325201594,0.6777954424902853,0.8232833306282141,103.0,31.0,103.0,31.0,23304.0,23364.0,
+imperial_eskd,fewshot,fewshot_n5/draw2,split_half_A_vs_B,,Monocyte,2886.0,0.873968564347987,0.0026597868504459,0.6689485243231764,0.0057675635369873,0.8717129241412418,0.6707370291069165,0.8753383452279776,0.6699772111756391,0.8779473758976271,0.6739099156725773,0.8718222824831235,0.6711392669526874,0.8730218939899651,0.6589791987080615,0.9327462380907848,0.965787884626218,0.8016406912183959,0.8953438955051829,102.0,30.0,102.0,31.0,37705.0,37773.0,
+imperial_eskd,fewshot,fewshot_n5/draw2,split_half_A_vs_B,,NK cell,2961.0,0.920088758456436,0.0022563114466033,0.7223786271366256,0.0060723819373706,0.9204191723524188,0.7267057546598398,0.9185765705334564,0.7119634310584934,0.9203308498697264,0.7231497089219732,0.9235139144470064,0.7267052341793387,0.9176032850795718,0.723369006863483,0.9583814856518378,0.9789696040489908,0.8388151313019326,0.9158685120157438,103.0,31.0,103.0,31.0,33161.0,33228.0,
+imperial_eskd,fewshot,fewshot_n5/draw2,generated:zs_raw,zs_raw,T cell,3036.0,0.6299581025045444,0.0034780621283783,0.438351485777852,0.0025205634036306,0.627290174156927,0.4385899263480083,0.6291228294189126,0.4386860675754873,0.6264576921624836,0.434199832881187,0.6320825957248292,0.4410365243803244,0.6348372210595701,0.4392450777042531,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw2,generated:zs_raw,zs_raw,B cell,3187.0,0.5973752768728289,0.0169557237685375,0.4015986633430294,0.0076525859712141,0.6223091809830495,0.412972757002541,0.5749751435308785,0.3969934577123596,0.5979183046973878,0.3935349454073082,0.5991150250819651,0.3992620773312838,0.5925587300708637,0.4052300792616544,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw2,generated:zs_raw,zs_raw,Monocyte,2886.0,0.6805306405684328,0.0047247597139485,0.4768061595070135,0.0057935786414114,0.6741497913849742,0.4695909815806033,0.6867062091893408,0.4793839828524085,0.6828494580828129,0.4840170027027505,0.6782843134692789,0.472337390155086,0.6806634307157575,0.4787014402442194,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw2,generated:zs_raw,zs_raw,NK cell,2961.0,0.5972755648945722,0.0031816796368968,0.4046533108987994,0.0047337612958358,0.599741187890657,0.4054082238606641,0.5971973667219207,0.400152834707907,0.5932629252258489,0.4029332193577797,0.6010023609501528,0.4124316510702935,0.5951739836842819,0.4023406254973526,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw2,generated:zs_pseudo,zs_pseudo,T cell,3036.0,0.6687465822371991,0.0048935985686447,0.2451862599327715,0.0049170767044993,0.6635119853764347,0.2418782282860344,0.671730813778388,0.2434553292406076,0.6656482608671022,0.2503813600093639,0.667203179403477,0.2398275602051905,0.6756386717605929,0.2503888219226613,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw2,generated:zs_pseudo,zs_pseudo,B cell,3187.0,0.5591103815033792,0.0156217302986667,0.2166792240956024,0.0111122477996963,0.5781908509479629,0.2307353602744573,0.5418473086513667,0.2019710965748467,0.562718390434703,0.2227697133779628,0.5683630577696882,0.2177110773353478,0.5444322997131752,0.2102088729153972,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw2,generated:zs_pseudo,zs_pseudo,Monocyte,2886.0,0.6750299883726945,0.0043552158120791,0.483123883940549,0.0074797135193889,0.6673028001984266,0.4749412493416421,0.6769173969442195,0.4784173548857643,0.6763149472140174,0.4807583765322364,0.6778438479935496,0.4932740564363587,0.6767709495132586,0.4882283825067438,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw2,generated:zs_pseudo,zs_pseudo,NK cell,2961.0,0.7053489679849643,0.0039058628712468,0.3760157011929043,0.007030562797015,0.7103660199917988,0.3793131144847007,0.7068421897166987,0.3656554331865901,0.7013842645839048,0.3846927544880965,0.701368443919403,0.3740017272249429,0.7067839217130157,0.3764154765801912,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw2,generated:zs_cal,zs_cal,T cell,3036.0,0.6870767229221588,0.0042128719146821,0.3312834406179376,0.0045188905467788,0.6825334609726113,0.3272249583345239,0.6883694195187253,0.3257196094160735,0.68429403341739,0.3346328076022115,0.6867215983972377,0.3331236108734043,0.69346510230483,0.3357162168634751,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw2,generated:zs_cal,zs_cal,B cell,3187.0,0.5741206735293394,0.0231946150222527,0.2760961801509929,0.0154498877192877,0.6037709393829712,0.2935666489474249,0.5445260829695975,0.2560846147411957,0.5843779657020736,0.2896363712690271,0.5798864587185447,0.2722228672855927,0.5580419208735096,0.2689703985117244,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw2,generated:zs_cal,zs_cal,Monocyte,2886.0,0.6776705892452665,0.0044583146627408,0.4670092189869305,0.0084541908787723,0.6700901934408777,0.4593590302945393,0.6784563568958575,0.4601070122095168,0.6779347890557119,0.46405757881212,0.6810650289222838,0.4787461753836448,0.6808065779116012,0.4727762982348319,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw2,generated:zs_cal,zs_cal,NK cell,2961.0,0.6838166871047162,0.00107906400326,0.3820604703254313,0.0074308373811204,0.6830557715051814,0.3803702047106124,0.685526962362364,0.3773308791441838,0.6841901353116157,0.3952072447654228,0.6834190146633922,0.3783970469404255,0.6828915516810276,0.378996976066512,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw2,generated:lora5,lora5,T cell,3036.0,0.7667199065032084,0.0020175353523342,0.6642478846482459,0.0057547277317813,0.7690481384688926,0.6690517253195916,0.7641062290164263,0.6594177220037721,0.7653195517623927,0.6627875153592675,0.7681319581250131,0.6714263839210309,0.7669936551433179,0.6585560766375674,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw2,generated:lora5,lora5,B cell,3187.0,0.6213665799183777,0.0083316829346453,0.4120310124243183,0.0118862348961517,0.6249411415269758,0.4109363884929168,0.6122482861802643,0.4095757019384635,0.6128676069596363,0.4038514320891597,0.6260517318873877,0.4033663638204112,0.6307241330376243,0.4324251757806401,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw2,generated:lora5,lora5,Monocyte,2886.0,0.691374895361683,0.0053085919743988,0.4626766641236517,0.0075542080835744,0.6841748695396354,0.4576797220913057,0.6954444271987873,0.4701755807008899,0.6952235574812865,0.4656002375292628,0.6871913472178084,0.4520963780628307,0.6948402753708974,0.4678314022339695,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw2,generated:lora5,lora5,NK cell,2961.0,0.7285297943989862,0.0025280367243511,0.4745164536296736,0.0064694735397029,0.7295360353264104,0.4799561806167735,0.7295477324584406,0.4642674747027603,0.724254489819979,0.4787361169931532,0.7284927851407857,0.4720905139599345,0.7308179292493151,0.4775319818757464,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw2,generated:scsemi5,scsemi5,T cell,3036.0,0.6257273548560632,0.005050242440445,0.526294351435585,0.0041305072603554,0.626070108481868,0.5283933756236454,0.6232867199511195,0.5209936990519163,0.6325368811115544,0.5227398480207543,0.6277576564556235,0.5292953290667592,0.6189854082801509,0.53004950541485,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw2,generated:scsemi5,scsemi5,B cell,3187.0,0.4951397031457015,0.0204703645009183,0.3655092553808753,0.0182622115486373,0.5149033738982487,0.3691739315093369,0.4753277234429045,0.3626722157231738,0.4841970315668504,0.3413193964559616,0.5195148541866612,0.3621154065145236,0.4817555326338428,0.3922653267013808,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw2,generated:scsemi5,scsemi5,Monocyte,2886.0,0.5994857604545539,0.0090024764007294,0.2523437344597622,0.008571206645144,0.6049116173498397,0.2486666607003572,0.6103515146335275,0.2640405594049557,0.596401353118678,0.2530712377043284,0.5865597735706083,0.2407334209456319,0.5992045436001162,0.2552067935435376,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw2,generated:scsemi5,scsemi5,NK cell,2961.0,0.511712726075227,0.010368694362663,0.3765224846836775,0.005741553235924,0.4994349928993039,0.3841071458941433,0.5170538919051509,0.3802048487138688,0.5230111773747975,0.373735642619156,0.5170683777985952,0.3752022904972674,0.5019951903982878,0.3693624956939519,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw2,broadcast:all_usable_raw.npz@f0a2b659,,T cell,3036.0,0.6252492982099395,0.0025733286606634,0.2414658195577142,0.0051859230130705,0.6221142985016003,0.2383875457179569,0.6236368418813555,0.2337839554911242,0.6271565105807773,0.2449331195409914,0.6248821187349421,0.2446256827877237,0.6284567213510224,0.2455987942507748,,,,,,,,,,,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e
+imperial_eskd,fewshot,fewshot_n5/draw2,broadcast:all_usable_raw.npz@f0a2b659,,B cell,3187.0,0.5936901450490313,0.0140546616808328,0.3000281320773547,0.0135335399947334,0.6133361017762667,0.3182148317893553,0.5792970260814075,0.2878771771842658,0.5967137359283947,0.3101049876452874,0.5983159718405929,0.2885899607910465,0.5807878896184949,0.2953537029768185,,,,,,,,,,,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e
+imperial_eskd,fewshot,fewshot_n5/draw2,broadcast:all_usable_raw.npz@f0a2b659,,Monocyte,2886.0,0.6760727421071147,0.0044072149963628,0.4893434962038211,0.0033894096304697,0.6733712056320289,0.4861995026021561,0.6835608182863449,0.4897762307807288,0.6728456079275176,0.4860913249236192,0.6741323662434962,0.4903858084772809,0.6764537124461856,0.4942646142353203,,,,,,,,,,,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e
+imperial_eskd,fewshot,fewshot_n5/draw2,broadcast:all_usable_raw.npz@f0a2b659,,NK cell,2961.0,0.6237057159177175,0.001806281874258,0.3397912980660963,0.0118943215234007,0.6217386694365884,0.3360102234992736,0.6220023960509978,0.3211605768337862,0.6248064126560452,0.3521378657669166,0.6240506272817141,0.3439851340856922,0.6259304741632421,0.345662690144813,,,,,,,,,,,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e
+imperial_eskd,fewshot,fewshot_n5/draw2,broadcast:all_usable_pseudo.npz@df955ec1,,T cell,3036.0,0.784224254717026,0.0023248218578767,0.6692529033220366,0.0029297115815736,0.7835941736825406,0.6703426350335775,0.7815741209392132,0.6666872507868205,0.7874513007146966,0.6737162924946255,0.782875387162144,0.666715515661895,0.7856262910865358,0.6688028226332647,,,,,,,,,,,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa
+imperial_eskd,fewshot,fewshot_n5/draw2,broadcast:all_usable_pseudo.npz@df955ec1,,B cell,3187.0,0.7483863793016147,0.0091664551964248,0.5952637434814243,0.0150101699678573,0.7605928879392425,0.6009239960740879,0.7389300945043992,0.59343108615125,0.7452548987011263,0.5923270548801255,0.7552025861120971,0.5741204313210758,0.7419514292512083,0.6155161489805825,,,,,,,,,,,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa
+imperial_eskd,fewshot,fewshot_n5/draw2,broadcast:all_usable_pseudo.npz@df955ec1,,Monocyte,2886.0,0.6971830282310819,0.0048714483419046,0.4949620983078802,0.0047889179611632,0.702279015791212,0.4891969664188881,0.7010191332586335,0.4996861764571434,0.6977144326017938,0.5001538136720712,0.6903090884847477,0.4934405619132888,0.6945934710190226,0.4923329730780089,,,,,,,,,,,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa
+imperial_eskd,fewshot,fewshot_n5/draw2,broadcast:all_usable_pseudo.npz@df955ec1,,NK cell,2961.0,0.7397283323430404,0.0045741615537483,0.6328889620581548,0.0043391246393945,0.7355683088035648,0.6383758427231067,0.7433068900777519,0.6262925620156214,0.7419561386208535,0.6341834984791153,0.7437663144946559,0.6328153928327043,0.7340440097183758,0.6327775142402263,,,,,,,,,,,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa
+imperial_eskd,fewshot,fewshot_n5/draw2,broadcast:test_cal.npz@96eda824,,T cell,3036.0,0.6851093138019813,0.0030300807319536,0.4085088235382335,0.0060865676971468,0.6836029287306166,0.4076093499130901,0.6809554492987088,0.3983296818924581,0.6885264265693724,0.4109082081031446,0.6850042445980018,0.4132605546312526,0.687457519813207,0.4124363231512216,,,,,,,,,,,96eda8241124439595dc2cf7b56fdf563b54ea702196ac5667062d1b124bf853
+imperial_eskd,fewshot,fewshot_n5/draw2,broadcast:test_cal.npz@96eda824,,B cell,3187.0,0.645951083080109,0.0170592672164045,0.398213081202735,0.0138988156565263,0.6665099471107633,0.4198523216236439,0.6315487260205598,0.3901647911859309,0.6442423015494569,0.4010477977260649,0.6598698432512337,0.3830454032528064,0.6275845974685307,0.3969550922252291,,,,,,,,,,,96eda8241124439595dc2cf7b56fdf563b54ea702196ac5667062d1b124bf853
+imperial_eskd,fewshot,fewshot_n5/draw2,broadcast:test_cal.npz@96eda824,,Monocyte,2886.0,0.6838315645180121,0.0051024380339291,0.468960211440807,0.0045186364326951,0.6879323927656573,0.4640511287270601,0.6900162319114721,0.4734482336591417,0.6805244106348138,0.468656271967002,0.6777168747547515,0.4650171526556723,0.6829679125233652,0.4736282701951589,,,,,,,,,,,96eda8241124439595dc2cf7b56fdf563b54ea702196ac5667062d1b124bf853
+imperial_eskd,fewshot,fewshot_n5/draw2,broadcast:test_cal.npz@96eda824,,NK cell,2961.0,0.6613099212410394,0.0033676242669661,0.4435045124571157,0.0082497579161052,0.657917589306753,0.4447071003960736,0.6629640731163454,0.429385583352398,0.6650032589737835,0.4509628815952915,0.6631222683944061,0.4455546588896545,0.657542416413909,0.4469123380521609,,,,,,,,,,,96eda8241124439595dc2cf7b56fdf563b54ea702196ac5667062d1b124bf853
+imperial_eskd,fewshot,fewshot_n5/draw2,broadcast:test_raw.npz@11ba7c4e,,T cell,3036.0,0.6252492982099395,0.0025733286606634,0.2414658195577142,0.0051859230130705,0.6221142985016003,0.2383875457179569,0.6236368418813555,0.2337839554911242,0.6271565105807773,0.2449331195409914,0.6248821187349421,0.2446256827877237,0.6284567213510224,0.2455987942507748,,,,,,,,,,,11ba7c4e0f734b8eeab115536093d16205a1f592833e54115aa10cafd131e466
+imperial_eskd,fewshot,fewshot_n5/draw2,broadcast:test_raw.npz@11ba7c4e,,B cell,3187.0,0.5936901450490313,0.0140546616808328,0.3000281320773547,0.0135335399947334,0.6133361017762667,0.3182148317893553,0.5792970260814075,0.2878771771842658,0.5967137359283947,0.3101049876452874,0.5983159718405929,0.2885899607910465,0.5807878896184949,0.2953537029768185,,,,,,,,,,,11ba7c4e0f734b8eeab115536093d16205a1f592833e54115aa10cafd131e466
+imperial_eskd,fewshot,fewshot_n5/draw2,broadcast:test_raw.npz@11ba7c4e,,Monocyte,2886.0,0.6760727421071147,0.0044072149963628,0.4893434962038211,0.0033894096304697,0.6733712056320289,0.4861995026021561,0.6835608182863449,0.4897762307807288,0.6728456079275176,0.4860913249236192,0.6741323662434962,0.4903858084772809,0.6764537124461856,0.4942646142353203,,,,,,,,,,,11ba7c4e0f734b8eeab115536093d16205a1f592833e54115aa10cafd131e466
+imperial_eskd,fewshot,fewshot_n5/draw2,broadcast:test_raw.npz@11ba7c4e,,NK cell,2961.0,0.6237057159177175,0.001806281874258,0.3397912980660963,0.0118943215234007,0.6217386694365884,0.3360102234992736,0.6220023960509978,0.3211605768337862,0.6248064126560452,0.3521378657669166,0.6240506272817141,0.3439851340856922,0.6259304741632421,0.345662690144813,,,,,,,,,,,11ba7c4e0f734b8eeab115536093d16205a1f592833e54115aa10cafd131e466
+imperial_eskd,fewshot,fewshot_n5/draw2,split_half_A_vs_B,,mean4,,0.8814001291127382,0.0018555694483643,0.6903180029733533,0.0049929441672214,0.8831320173975615,0.6964348041784294,0.880745754854865,0.6882127744601525,0.8829266033293957,0.6899109217949244,0.8816187283438393,0.693575837607872,0.87857754163803,0.6834556768253881,0.935274626808016,0.9668378796067384,0.8103576685103422,0.8988294987201787,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw2,generated:zs_raw,zs_raw,mean4,,0.6262848962100946,0.0032698805245444,0.4303524048816736,0.0014810078749521,0.630872583603902,0.4316404721979542,0.6220003872152632,0.4288040857120406,0.6251220950421333,0.4286712500872564,0.6276210738065565,0.4312669107342469,0.6258083413826183,0.4313793056768699,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw2,generated:zs_pseudo,zs_pseudo,mean4,,0.6520589800245592,0.0022063237312858,0.3302512672904568,0.0046251865692621,0.6548429141286558,0.3317169880967086,0.6493344272726682,0.3223748034719522,0.6515164657749318,0.3346505511019149,0.6536946322715295,0.33120360530046,0.6509064606750106,0.3313103884812484,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw2,generated:zs_cal,zs_cal,mean4,,0.6556711682003702,0.004219499134674,0.3641123275203232,0.0058242752916564,0.6598625913254104,0.3651302105717751,0.6492197054366361,0.3548105288777424,0.6576992308716978,0.3708835006121954,0.6577730251753646,0.3656224251207668,0.6538012881927421,0.3641149724191359,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw2,generated:lora5,lora5,mean4,,0.701997794045564,0.0024719492463229,0.5033680037064724,0.0036601110467626,0.7019250462154786,0.5044060041301469,0.7003366687134797,0.5008591198364715,0.6994163015058237,0.5027438254927108,0.7024669555927487,0.4997449099410518,0.7058439982002886,0.5090861591319809,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw2,generated:scsemi5,scsemi5,mean4,,0.5580163861328865,0.0048269371471198,0.380167456489975,0.0054470969863035,0.5613300231573151,0.3825852784318707,0.5565049624831756,0.3819778307234787,0.5590366107929701,0.3727165312000501,0.562725165502872,0.3768366117560455,0.5504851687280994,0.3867210303384301,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw2,broadcast:all_usable_raw.npz@f0a2b659,,mean4,,0.6296794753209507,0.0022005658568556,0.3426571864762466,0.0057827226954883,0.632640068836621,0.3447030259021855,0.6271242705750264,0.3331494850724762,0.6303805667731837,0.3483168244692036,0.6303452710251863,0.3418966465354359,0.6279071993947363,0.3452199504019316,,,,,,,,,,,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e
+imperial_eskd,fewshot,fewshot_n5/draw2,broadcast:all_usable_pseudo.npz@df955ec1,,mean4,,0.7423804986481907,0.0024067521754912,0.598091926792374,0.0040991258043941,0.7455085965541399,0.5997098600624151,0.7412075596949994,0.5965242688527088,0.7430941926596175,0.6000951648814844,0.7430383440634112,0.5917729754322409,0.7390538002687856,0.6023573647330206,,,,,,,,,,,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa
+imperial_eskd,fewshot,fewshot_n5/draw2,broadcast:test_cal.npz@96eda824,,mean4,,0.6690504706602854,0.0040050960140451,0.4297966571597229,0.0048196644804742,0.6739907144784476,0.434054975164967,0.6663711200867715,0.4228320725224822,0.6695740994318566,0.4328937898478757,0.6714283077495983,0.4267194423573465,0.663888111554753,0.4324830059059427,,,,,,,,,,,96eda8241124439595dc2cf7b56fdf563b54ea702196ac5667062d1b124bf853
+imperial_eskd,fewshot,fewshot_n5/draw2,broadcast:test_raw.npz@11ba7c4e,,mean4,,0.6296794753209507,0.0022005658568556,0.3426571864762466,0.0057827226954883,0.632640068836621,0.3447030259021855,0.6271242705750264,0.3331494850724762,0.6303805667731837,0.3483168244692036,0.6303452710251863,0.3418966465354359,0.6279071993947363,0.3452199504019316,,,,,,,,,,,11ba7c4e0f734b8eeab115536093d16205a1f592833e54115aa10cafd131e466
+imperial_eskd,fewshot,fewshot_n5/draw3,split_half_A_vs_B,,T cell,3031.0,0.9634272602007078,0.001379664609898,0.8581090257728403,0.0023163606849593,0.9640168647507074,0.8577063194245856,0.9639473060325212,0.8584604936877998,0.9628696664170594,0.855254727421993,0.9649585119683696,0.8616604025270744,0.9613439518348812,0.8574631858027496,0.9813730100724212,0.9906427257454734,0.9236368952203204,0.961060297390502,104.0,31.0,104.0,31.0,120658.0,120728.0,
+imperial_eskd,fewshot,fewshot_n5/draw3,split_half_A_vs_B,,B cell,3186.0,0.7770505763362482,0.0107532370518664,0.5215629283906356,0.0170210061030466,0.7794359438402666,0.5286196833290011,0.7915336771081075,0.5457151802097332,0.7810341461253497,0.5173453608898451,0.7692518818251254,0.5165428433889669,0.7639972327823913,0.4995915741356321,0.8745396295228651,0.9351682359462736,0.6855620870604349,0.8279867674428347,104.0,31.0,104.0,31.0,23157.0,23217.0,
+imperial_eskd,fewshot,fewshot_n5/draw3,split_half_A_vs_B,,Monocyte,2879.0,0.8850809307760301,0.000868993020337,0.6865904050224952,0.0027417979320273,0.8840819694128592,0.6888676357306264,0.8860342247058367,0.6839632708695551,0.8858733401688021,0.6894217770797665,0.8843857073975934,0.6872052971712197,0.8850294121950584,0.6834940442613083,0.9390375939049675,0.9690395213328338,0.8141756326585264,0.9023168139065826,103.0,30.0,103.0,31.0,37416.0,37484.0,
+imperial_eskd,fewshot,fewshot_n5/draw3,split_half_A_vs_B,,NK cell,2964.0,0.9162184087468568,0.0017661473397343,0.7051953842643656,0.0018056140468923,0.9155424598544224,0.7072461356472668,0.9181292917194196,0.7034799973869659,0.9160254394068564,0.7068459735001652,0.9176708298627247,0.7049758361283383,0.9137240228908612,0.7034289786590918,0.9562776399231372,0.9778944932471688,0.8271138788809147,0.909458013808727,104.0,31.0,104.0,31.0,33874.0,33944.0,
+imperial_eskd,fewshot,fewshot_n5/draw3,generated:zs_raw,zs_raw,T cell,3031.0,0.609250692429772,0.0029586046208868,0.4287071778788823,0.0027503329453648,0.6067127092975154,0.4301180822195999,0.6085849433244475,0.4278369291763957,0.6062951060275061,0.4245215425865463,0.6118695421766455,0.4292360564353565,0.6127911613227458,0.4318232789765128,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw3,generated:zs_raw,zs_raw,B cell,3186.0,0.5781670724247391,0.0139014914977188,0.4071208231723592,0.0087330412984515,0.5928635935700287,0.4167738066607889,0.5559426164161899,0.394178944304445,0.5852998115943682,0.4030433391328623,0.5808281664573257,0.4113670730285622,0.5759011740857831,0.4102409527351376,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw3,generated:zs_raw,zs_raw,Monocyte,2879.0,0.6868640560591353,0.0042240837922202,0.4763403549969212,0.0040220187975611,0.6845803534658349,0.4702225330432292,0.6933154861003572,0.4783187090497329,0.68876692560779,0.4798828349563182,0.6849441727204951,0.4743326021191533,0.6827133424011991,0.4789450958161724,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw3,generated:zs_raw,zs_raw,NK cell,2964.0,0.6017526035697297,0.0022670336136819,0.4097239114689488,0.0008881591185406,0.6050970479208567,0.4087432411856215,0.6022704789794273,0.4092488712542519,0.600269381468004,0.4094559015091479,0.6019903357261264,0.4101327299656268,0.5991357737542339,0.411038813430096,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw3,generated:zs_pseudo,zs_pseudo,T cell,3031.0,0.6607698161431027,0.0055351642137832,0.1944291779687088,0.0063175032079849,0.653250368535489,0.1862247032068436,0.6651145704863058,0.1970784223481886,0.6587119707512964,0.1991828627110323,0.6595645196392006,0.1892445802148491,0.6672076513032213,0.2004153213626301,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw3,generated:zs_pseudo,zs_pseudo,B cell,3186.0,0.5320770280190388,0.012090807822776,0.1836564969310886,0.0111857920997332,0.5427143856877802,0.1904662666481212,0.5216058675350995,0.1749625823933894,0.5442717946686296,0.2001115828944473,0.5341682722844633,0.1754753006616172,0.5176248199192215,0.177266752057868,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw3,generated:zs_pseudo,zs_pseudo,Monocyte,2879.0,0.6991050346086396,0.0036355704518563,0.49359888193345,0.0053554700993924,0.6946657870042607,0.4862096675598454,0.7029763461733752,0.4922985643927499,0.7001132473622595,0.4920757791095939,0.7018056926129548,0.5001130573949224,0.6959640998903479,0.4972973412101385,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw3,generated:zs_pseudo,zs_pseudo,NK cell,2964.0,0.6987953025623395,0.0057180661826983,0.3396782491062373,0.007889003763386,0.7048992572251971,0.3494350714728211,0.7025424271302613,0.3311343428581141,0.6934556896515793,0.3430158916201277,0.6920230559123667,0.3319597191362094,0.7010560828922928,0.3428462204439143,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw3,generated:zs_cal,zs_cal,T cell,3031.0,0.6579620304933163,0.005208748908153,0.2160114565091811,0.0079337081384484,0.6498521700279914,0.2040148991521547,0.6610721389628722,0.2129217044363085,0.657040073536521,0.2195583484018848,0.6582119509789158,0.2186867006742737,0.663633818960281,0.2248756298812839,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw3,generated:zs_cal,zs_cal,B cell,3186.0,0.5621480529202827,0.0213998175531115,0.2650419775671397,0.0159315966047413,0.5797535044117461,0.2745120858781829,0.5356497031507143,0.2425253742015157,0.5850507805063474,0.2846444634032382,0.5650684018143558,0.2592307288887102,0.5452178747182498,0.2642972354640518,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw3,generated:zs_cal,zs_cal,Monocyte,2879.0,0.6830370164140247,0.0032037801585271,0.4508182569690029,0.0051908029618319,0.6790629199112268,0.4495132775154938,0.6855002826612541,0.445573277287794,0.682552175166771,0.4473868768295943,0.6869476928914086,0.4587224315236989,0.6811220114394625,0.4528954216884337,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw3,generated:zs_cal,zs_cal,NK cell,2964.0,0.6766522870992914,0.004737871658715,0.3177993155552032,0.0059223705318847,0.6770944711456512,0.3224757649911055,0.6828563888743071,0.3217325452219927,0.6717025019428542,0.3123569804843615,0.6722569340403524,0.310370843679654,0.679351139493292,0.3220604433989023,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw3,generated:lora5,lora5,T cell,3031.0,0.8170069806124001,0.00232095001648,0.629837161818622,0.0021954412030215,0.8156127659641329,0.6320037671802582,0.8171509842020714,0.6267455943399953,0.8143292384930562,0.6304047875618874,0.8174383200207291,0.6284923739986836,0.8205035943820103,0.6315392860122853,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw3,generated:lora5,lora5,B cell,3186.0,0.608061525021238,0.0174997660946514,0.4241075895842255,0.0090023540370786,0.62195717292457,0.4247028434410043,0.5789775008131385,0.4122113833767309,0.621234342516795,0.4249799869374573,0.6113544082803118,0.4213482541396189,0.6067842005713745,0.4372954800263164,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw3,generated:lora5,lora5,Monocyte,2879.0,0.7378817173631844,0.0028409315094977,0.5178378552670633,0.0018040091893994,0.734129667955687,0.5198153501150528,0.7414441908016978,0.5149393350907255,0.7398042903636466,0.5186754821101548,0.7374130563221453,0.5178596151848597,0.7366173813727456,0.517899493834524,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw3,generated:lora5,lora5,NK cell,2964.0,0.7794124609789456,0.004357475412672,0.516727435039689,0.0054746469165366,0.7837738637520164,0.5238830391619648,0.7838386985316631,0.5090418838990503,0.7737036054156543,0.5172732652425708,0.7778162125658515,0.5145609508830215,0.7779299246295421,0.5188780360118375,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw3,generated:scsemi5,scsemi5,T cell,3031.0,0.6006779569549228,0.0124596299879428,0.5341311004379178,0.003013757279817,0.5907906424709692,0.5385979377865425,0.6017457965732255,0.5308901799185375,0.6146172203390672,0.5345081503397243,0.6106612095827448,0.5348208937495567,0.5855749158086071,0.5318383403952275,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw3,generated:scsemi5,scsemi5,B cell,3186.0,0.4781597714576325,0.0196795780984724,0.2283834355715807,0.0069838465357112,0.4792744418925649,0.2321903533803996,0.4844487433247755,0.225552071180744,0.4661427693443316,0.2281981069279147,0.5064789448523965,0.2187082200622172,0.4544539578740938,0.2372684263066279,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw3,generated:scsemi5,scsemi5,Monocyte,2879.0,0.5932478330559103,0.0118193929508902,0.2884230788758367,0.0071564016450624,0.6079815156152862,0.2885008716070936,0.6035627525687715,0.3006057908381444,0.5869284211970396,0.2862348874689672,0.58072198951493,0.2840643757181469,0.5870444863835245,0.2827094687468318,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw3,generated:scsemi5,scsemi5,NK cell,2964.0,0.6557074552579711,0.0054812077997381,0.3916852100374229,0.0061109804788491,0.6565605310379187,0.396023442373958,0.6571707742410591,0.3860079172095612,0.6630982045390463,0.3884950438450172,0.6536438668703449,0.4001904286576644,0.6480638996014862,0.3877092181009141,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw3,broadcast:all_usable_raw.npz@f0a2b659,,T cell,3031.0,0.6291108490397765,0.0032175180551705,0.217988640126679,0.0060251097501192,0.6243584276044,0.2136134768846679,0.6281351224418599,0.2103194359833267,0.6329292155208367,0.2249335808924686,0.630922647767711,0.2188041726136076,0.6292088318640753,0.2222725342593241,,,,,,,,,,,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e
+imperial_eskd,fewshot,fewshot_n5/draw3,broadcast:all_usable_raw.npz@f0a2b659,,B cell,3186.0,0.5909420483211915,0.0088199333184603,0.2663691769132114,0.0104029885349615,0.5981836064264345,0.2796203177164004,0.5832027126632284,0.2546614365960385,0.6005847315547753,0.2734065475351382,0.5920278383551391,0.2579626424163531,0.5807113526063802,0.2661949403021267,,,,,,,,,,,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e
+imperial_eskd,fewshot,fewshot_n5/draw3,broadcast:all_usable_raw.npz@f0a2b659,,Monocyte,2879.0,0.6975405347583361,0.004487448008208,0.4937373063300162,0.0032691505002713,0.6973901385551545,0.496203567525383,0.7053132591674923,0.4937510822339703,0.6945653602435833,0.4883791457447093,0.6956971727806257,0.4937952338188238,0.6947367430448246,0.4965575023271946,,,,,,,,,,,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e
+imperial_eskd,fewshot,fewshot_n5/draw3,broadcast:all_usable_raw.npz@f0a2b659,,NK cell,2964.0,0.6454988616329091,0.0040070396982062,0.3239608336784621,0.0096548641763626,0.6459591048118083,0.324146476968049,0.6447666091078287,0.3090364333369211,0.6463116982568989,0.3319620181041456,0.6396306582257892,0.3217003649161211,0.650826237762221,0.3329588750670736,,,,,,,,,,,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e
+imperial_eskd,fewshot,fewshot_n5/draw3,broadcast:all_usable_pseudo.npz@df955ec1,,T cell,3031.0,0.7974901315926821,0.003202799827393,0.6908058403679409,0.0042740455856579,0.7946387507345878,0.6926101108921338,0.7962521649362154,0.6859857484744338,0.8019198735195903,0.696908174729102,0.7997373943117173,0.6877494052958117,0.7949024744613002,0.6907757624482229,,,,,,,,,,,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa
+imperial_eskd,fewshot,fewshot_n5/draw3,broadcast:all_usable_pseudo.npz@df955ec1,,B cell,3186.0,0.7445050313568962,0.0059165993101137,0.6096281775672703,0.0172133278609818,0.7501851029855126,0.6160441150987643,0.7355367553719312,0.6017565298364793,0.7489575471903127,0.6084923519864651,0.7457706707750831,0.587713824785585,0.7420750804616414,0.6341340661290579,,,,,,,,,,,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa
+imperial_eskd,fewshot,fewshot_n5/draw3,broadcast:all_usable_pseudo.npz@df955ec1,,Monocyte,2879.0,0.7212985436115942,0.0036156938140206,0.5068753716717103,0.004829233978138,0.7239169303920174,0.5040044607041976,0.7245040625178621,0.5109761112898649,0.723319113199814,0.512195300605223,0.7169819275984234,0.5005610437519205,0.7177706843498535,0.5066399420073454,,,,,,,,,,,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa
+imperial_eskd,fewshot,fewshot_n5/draw3,broadcast:all_usable_pseudo.npz@df955ec1,,NK cell,2964.0,0.7578341685285087,0.0016882229832486,0.6438773029479863,0.0058159437260206,0.7575461751610835,0.6518937339194191,0.7591521925734661,0.6360535366729958,0.759118712724126,0.6463478711469306,0.7582973096756283,0.6428425109419765,0.7550564525082395,0.6422488620586093,,,,,,,,,,,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa
+imperial_eskd,fewshot,fewshot_n5/draw3,broadcast:test_cal.npz@40362513,,T cell,3031.0,0.6959907932247074,0.0059649510158615,0.4100583028137691,0.0065645336379065,0.6897188137656352,0.407662747175069,0.6939926679542933,0.3998834978958497,0.7030417956428053,0.4160314379015409,0.7015264275725728,0.4116736106327328,0.6916742611882305,0.4150402204636532,,,,,,,,,,,40362513b4fa1934476d1e1110fde358cf26982573ab6e00bf2d5f5b2d7e5afb
+imperial_eskd,fewshot,fewshot_n5/draw3,broadcast:test_cal.npz@40362513,,B cell,3186.0,0.6403595809714593,0.0130495108004333,0.3880229548747078,0.0108313825668017,0.6476268503120337,0.4029136565770306,0.6356116099984017,0.3818399495959111,0.6465062856394004,0.3862767923721953,0.6523126273769201,0.375001949945036,0.6197405315305401,0.3940824258833659,,,,,,,,,,,40362513b4fa1934476d1e1110fde358cf26982573ab6e00bf2d5f5b2d7e5afb
+imperial_eskd,fewshot,fewshot_n5/draw3,broadcast:test_cal.npz@40362513,,Monocyte,2879.0,0.6724685858465813,0.006297795043391,0.4706153261616722,0.0042893081584796,0.6794430956156542,0.4712146761692706,0.6792538043733346,0.475902643012463,0.6683298352638327,0.4657954896545124,0.6671312904811688,0.4668048825648782,0.6681849034989161,0.473358939407237,,,,,,,,,,,40362513b4fa1934476d1e1110fde358cf26982573ab6e00bf2d5f5b2d7e5afb
+imperial_eskd,fewshot,fewshot_n5/draw3,broadcast:test_cal.npz@40362513,,NK cell,2964.0,0.6858507253349778,0.0032077959854115,0.4405018704548243,0.0067210696299553,0.6848981625282067,0.4468293575772631,0.6881794350427167,0.4301477769185176,0.6899459722960254,0.4428710689081732,0.6818719611363394,0.4376932567589337,0.6843580956716008,0.444967892111234,,,,,,,,,,,40362513b4fa1934476d1e1110fde358cf26982573ab6e00bf2d5f5b2d7e5afb
+imperial_eskd,fewshot,fewshot_n5/draw3,broadcast:test_raw.npz@1bb5ea46,,T cell,3031.0,0.6291108490397765,0.0032175180551705,0.217988640126679,0.0060251097501192,0.6243584276044,0.2136134768846679,0.6281351224418599,0.2103194359833267,0.6329292155208367,0.2249335808924686,0.630922647767711,0.2188041726136076,0.6292088318640753,0.2222725342593241,,,,,,,,,,,1bb5ea46702a37ba35cf81b4e82426c5cfa539ef881c477be37e40621df26b7f
+imperial_eskd,fewshot,fewshot_n5/draw3,broadcast:test_raw.npz@1bb5ea46,,B cell,3186.0,0.5909420483211915,0.0088199333184603,0.2663691769132114,0.0104029885349615,0.5981836064264345,0.2796203177164004,0.5832027126632284,0.2546614365960385,0.6005847315547753,0.2734065475351382,0.5920278383551391,0.2579626424163531,0.5807113526063802,0.2661949403021267,,,,,,,,,,,1bb5ea46702a37ba35cf81b4e82426c5cfa539ef881c477be37e40621df26b7f
+imperial_eskd,fewshot,fewshot_n5/draw3,broadcast:test_raw.npz@1bb5ea46,,Monocyte,2879.0,0.6975405347583361,0.004487448008208,0.4937373063300162,0.0032691505002713,0.6973901385551545,0.496203567525383,0.7053132591674923,0.4937510822339703,0.6945653602435833,0.4883791457447093,0.6956971727806257,0.4937952338188238,0.6947367430448246,0.4965575023271946,,,,,,,,,,,1bb5ea46702a37ba35cf81b4e82426c5cfa539ef881c477be37e40621df26b7f
+imperial_eskd,fewshot,fewshot_n5/draw3,broadcast:test_raw.npz@1bb5ea46,,NK cell,2964.0,0.6454988616329091,0.0040070396982062,0.3239608336784621,0.0096548641763626,0.6459591048118083,0.324146476968049,0.6447666091078287,0.3090364333369211,0.6463116982568989,0.3319620181041456,0.6396306582257892,0.3217003649161211,0.650826237762221,0.3329588750670736,,,,,,,,,,,1bb5ea46702a37ba35cf81b4e82426c5cfa539ef881c477be37e40621df26b7f
+imperial_eskd,fewshot,fewshot_n5/draw3,split_half_A_vs_B,,mean4,,0.8854442940149607,0.0032600109847487,0.6928644358625842,0.0044897224329027,0.8857693094645639,0.69560994353287,0.8899111248914713,0.6979047355385135,0.8864506480295169,0.6922169597229424,0.8840667327634533,0.6925960948038998,0.881023654925798,0.6859944457146955,0.9378069683558478,0.9681862440679374,0.812622123455049,0.9002054731371616,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw3,generated:zs_raw,zs_raw,mean4,,0.6190086061208441,0.0027739633170965,0.4304730668792779,0.0021842756727424,0.622313426063559,0.4314644157773099,0.6150283812051055,0.4273958634462064,0.6201578061744171,0.4292259045462187,0.6199080542701482,0.4312671153871747,0.6176353628909905,0.4330120352394797,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw3,generated:zs_pseudo,zs_pseudo,mean4,,0.6476867953332801,0.0015210223714836,0.3028407014848712,0.0040263462446869,0.6488824496131818,0.3030839272219078,0.6480598028312605,0.2988684779981105,0.6491381756084412,0.3085965290838003,0.6468903851122463,0.2991981643518995,0.6454631635012709,0.3044564087686378,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw3,generated:zs_cal,zs_cal,mean4,,0.6449498467317288,0.0031696138030613,0.3124177516501317,0.0042300930585146,0.6464407663741539,0.3126290068842343,0.641269628412287,0.3056882252869027,0.6490863827881235,0.3159866672797697,0.6456212449312582,0.3117526761915842,0.6423312111528213,0.3160321826081679,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw3,generated:lora5,lora5,mean4,,0.735590670993942,0.0032086057771014,0.5221275104273999,0.0042110652606546,0.7388683676491016,0.52510124997457,0.7303528435871427,0.5157345491766255,0.737267869197288,0.5228333804630176,0.7360054992972594,0.5205652985515459,0.7354587752389181,0.5264030739712409,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw3,generated:scsemi5,scsemi5,mean4,,0.5819482541816091,0.0076612649543166,0.3606557062306895,0.0018587968713454,0.5836517827541847,0.3638281512869984,0.5867320166769578,0.3607639897867468,0.5826966538548712,0.3593590471454059,0.587876502705104,0.3594459795468963,0.5687843149169279,0.3598813633874003,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw3,broadcast:all_usable_raw.npz@f0a2b659,,mean4,,0.6407730734380533,0.0018514042740902,0.3255139892620922,0.0054979293589203,0.6414728193494493,0.328395959773625,0.6403544258451024,0.3169420970375641,0.6435977513940235,0.3296703230691155,0.6395695792823163,0.3230656034412264,0.6388707913193753,0.3294959629889297,,,,,,,,,,,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e
+imperial_eskd,fewshot,fewshot_n5/draw3,broadcast:all_usable_pseudo.npz@df955ec1,,mean4,,0.7552819687724203,0.0022905093612079,0.612796673138727,0.005818484435304,0.7565717398183003,0.6161381051536287,0.7538612938498688,0.6086929815684434,0.7583288116584608,0.6159859246169301,0.7551968255902131,0.6047166961938234,0.7524511729452587,0.6184496581608089,,,,,,,,,,,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa
+imperial_eskd,fewshot,fewshot_n5/draw3,broadcast:test_cal.npz@40362513,,mean4,,0.6736674213444316,0.0043979637489793,0.4272996135762433,0.0048369885888036,0.6754217305553825,0.4321551093746583,0.6742593793421866,0.4219434668556854,0.676955972210516,0.4277436972091055,0.6757105766417503,0.4227934249753952,0.6659894479723218,0.4318623694663726,,,,,,,,,,,40362513b4fa1934476d1e1110fde358cf26982573ab6e00bf2d5f5b2d7e5afb
+imperial_eskd,fewshot,fewshot_n5/draw3,broadcast:test_raw.npz@1bb5ea46,,mean4,,0.6407730734380533,0.0018514042740902,0.3255139892620922,0.0054979293589203,0.6414728193494493,0.328395959773625,0.6403544258451024,0.3169420970375641,0.6435977513940235,0.3296703230691155,0.6395695792823163,0.3230656034412264,0.6388707913193753,0.3294959629889297,,,,,,,,,,,1bb5ea46702a37ba35cf81b4e82426c5cfa539ef881c477be37e40621df26b7f
+imperial_eskd,fewshot,fewshot_n5/draw4,split_half_A_vs_B,,T cell,3032.0,0.9676609398552256,0.0020781234982316,0.8805226686715277,0.0024896809029812,0.9673547829519376,0.8800104239141272,0.9689769522795104,0.8824997361620506,0.9664783832678552,0.8774043855399819,0.9703963860297408,0.8835325385946291,0.965098194747084,0.8791662591468498,0.9835647191598192,0.9917483144224744,0.9364658914678888,0.9677116778606576,104.0,31.0,104.0,31.0,122438.0,122505.0,
+imperial_eskd,fewshot,fewshot_n5/draw4,split_half_A_vs_B,,B cell,3180.0,0.7632379786123048,0.0059073445465159,0.5238465417833117,0.0097183798888709,0.7662046859875454,0.5285603425305195,0.7650805807746598,0.5276819372277165,0.7695762739456994,0.5320062732552757,0.7612054900624171,0.5236982373891172,0.7541228622912023,0.5072859185139292,0.8657231614452687,0.9304424546662028,0.6875318838473982,0.8291754240493372,104.0,31.0,104.0,31.0,23082.0,23148.0,
+imperial_eskd,fewshot,fewshot_n5/draw4,split_half_A_vs_B,,Monocyte,2878.0,0.8843053490640738,0.0020350301346839,0.6848740421260484,0.0033497376678664,0.8822555174530039,0.6843226147452548,0.8856956357711364,0.6845848815460597,0.886921819579014,0.6892421429219764,0.8824131064832246,0.6862081322034088,0.8842406660339901,0.6800124392135423,0.9386009008606852,0.9688141725122962,0.8129676462483143,0.9016471850165751,103.0,30.0,103.0,31.0,38784.0,38850.0,
+imperial_eskd,fewshot,fewshot_n5/draw4,split_half_A_vs_B,,NK cell,2963.0,0.92696171086977,0.0015146371654599,0.7374450621377582,0.0042153626147176,0.9265579631314668,0.7384162115603616,0.926937368126531,0.7312519673595494,0.9267977535394172,0.7416245628515699,0.9293566339937208,0.7405900224532901,0.9251588355577128,0.7353425464640202,0.962096657801642,0.9808652597587714,0.84888446628684,0.9213492640073252,104.0,31.0,104.0,31.0,32849.0,32917.0,
+imperial_eskd,fewshot,fewshot_n5/draw4,generated:zs_raw,zs_raw,T cell,3032.0,0.608644718489732,0.0033232127283795,0.4348772058915414,0.0016801104448705,0.6041703919272609,0.4332507096725723,0.6084553049368844,0.4357195338867227,0.6073545418841608,0.4336352706993549,0.6131595939216421,0.4373635409189146,0.6100837597787123,0.4344169742801423,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw4,generated:zs_raw,zs_raw,B cell,3180.0,0.6094418886240852,0.0177658660665607,0.4394241796170836,0.015249034185502,0.6297003444610327,0.4572519277932222,0.5823448015072867,0.4272282395671441,0.6064918479848899,0.4202645197242619,0.6198695344667032,0.4477642815233136,0.6088029147005132,0.4446119294774763,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw4,generated:zs_raw,zs_raw,Monocyte,2878.0,0.6891176996870982,0.0047000333898616,0.4911861327844117,0.0057409271450059,0.6853845247907768,0.4849159724660121,0.6954405520255031,0.4928186483267417,0.6926153061265427,0.4991392990666943,0.6847165903192732,0.4862800058896917,0.6874315251733953,0.492776738172919,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw4,generated:zs_raw,zs_raw,NK cell,2963.0,0.606077220820367,0.0025214363445151,0.4242213035290675,0.003711402832508,0.6072818146429811,0.4221145929487969,0.6085923371603286,0.4196776764671621,0.6035957133392365,0.4252818199957415,0.6077742861573326,0.4295918229798603,0.6031419528019557,0.4244406052537766,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw4,generated:zs_pseudo,zs_pseudo,T cell,3032.0,0.6854983831200998,0.0047550186733887,0.3032733200598221,0.0048594352317957,0.677889038914474,0.2951036184988054,0.6893080049505464,0.3057809584404404,0.6838218377563396,0.3067449335818534,0.6879049192849811,0.3025013231634503,0.6885681146941582,0.3062357666145608,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw4,generated:zs_pseudo,zs_pseudo,B cell,3180.0,0.5697881795655503,0.0136943840878122,0.2396832195978639,0.0103256685195537,0.5807964891461452,0.2497734350337966,0.5537576648005604,0.2283147202803338,0.5673575546776249,0.2393131750117291,0.5865204406590816,0.250354390251503,0.560508748544339,0.2306603774119568,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw4,generated:zs_pseudo,zs_pseudo,Monocyte,2878.0,0.6947060659509999,0.0029183219730114,0.4921905995900508,0.0058687098219781,0.6897315034323307,0.4870166656294253,0.6968118335400608,0.487332113095541,0.696823175483989,0.4907125577617395,0.6948357228262626,0.5010249992572469,0.6953280944723567,0.4948666622063014,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw4,generated:zs_pseudo,zs_pseudo,NK cell,2963.0,0.7157645442548566,0.0046455313061703,0.3875957243634961,0.0072253471513715,0.721620304334622,0.3935833259253731,0.7176091712717416,0.3772485370741132,0.7114919198015055,0.3944039384108155,0.7105505792603168,0.3834941511148418,0.7175507466060973,0.3892486692923367,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw4,generated:zs_cal,zs_cal,T cell,3032.0,0.6857233398649407,0.0040879687345349,0.3676590339374892,0.0056168716572372,0.6787869056929624,0.3593938811030471,0.6882185434398644,0.3645834308731041,0.6852578732365171,0.3723630264772118,0.6885311567994004,0.3724392712037904,0.6878222201559596,0.3695155600302924,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw4,generated:zs_cal,zs_cal,B cell,3180.0,0.6259217739622983,0.020148835257371,0.3160188665160448,0.0195261719444399,0.6392856976079903,0.3249112891286208,0.5991598100356494,0.2898011268404762,0.6327993777542746,0.3321984184552548,0.647355401361,0.3323430382281258,0.6110085830525773,0.3008404599277463,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw4,generated:zs_cal,zs_cal,Monocyte,2878.0,0.7026240576980456,0.0030069818019678,0.4945693902207201,0.0070817625950789,0.6972786501536179,0.488169165914335,0.7037073668047643,0.4903596300181285,0.7037345519805748,0.4908243738809841,0.7038672069042106,0.505272675778115,0.7045325126470605,0.498221105512038,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw4,generated:zs_cal,zs_cal,NK cell,2963.0,0.70192364442508,0.0036193423845613,0.4046894736628278,0.007621536849152,0.7037804288200603,0.4089064545223907,0.7057838137402647,0.3982009637998521,0.7002475268741712,0.4142340810090542,0.6965064298194622,0.3958127415428701,0.7033000228714417,0.4062931274399723,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw4,generated:lora5,lora5,T cell,3032.0,0.7999240285442162,0.0026065956080336,0.5851915601107447,0.005933732943228,0.7962901239716945,0.5822215297675227,0.7981694115966261,0.5779077100875741,0.800820544621202,0.5903935089534921,0.8021876672161163,0.5921413204735935,0.8021523953154416,0.5832937312715406,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw4,generated:lora5,lora5,B cell,3180.0,0.6891220524433284,0.016294326631075,0.4059092517708323,0.0124777366951642,0.7046619515097226,0.410119087748633,0.6663699616578178,0.386076198737583,0.684282184184209,0.4049888070622183,0.7053172471894381,0.4202642294459411,0.6849789176754545,0.4080979358597862,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw4,generated:lora5,lora5,Monocyte,2878.0,0.7329134049237076,0.0034760508358189,0.5215702715312756,0.006083108515885,0.7279069071179552,0.5210250778925857,0.7322353987241261,0.5123727844004696,0.7358387786388546,0.5215172109760207,0.7320079324745009,0.5237163480729102,0.7365780076631011,0.5292199363143915,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw4,generated:lora5,lora5,NK cell,2963.0,0.7247516859462768,0.0044685785888215,0.4353496697214435,0.0073635629262564,0.7291560278901609,0.4440244844868812,0.7300508488903525,0.4332709619912005,0.7223052033203029,0.440382165104185,0.7209282911875691,0.424824923100479,0.7213180584429985,0.434245813924472,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw4,generated:scsemi5,scsemi5,T cell,3032.0,0.6546589361791819,0.0082930244573496,0.4318145372817176,0.0024071165664355,0.6451079380351795,0.4337151268771174,0.6567365706731478,0.4294294639521339,0.66444851873766,0.4311551580605935,0.6598663795791275,0.4298579283827425,0.6471352738707944,0.4349150091360009,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw4,generated:scsemi5,scsemi5,B cell,3180.0,0.48878984456066,0.0099416596920943,0.2791244961735808,0.005405506906258,0.4927157304246342,0.2882934796191015,0.4892451853317383,0.2781947162500646,0.4806949134933562,0.2773686687872478,0.5030423162733948,0.2739024976938255,0.4782510772801764,0.2778631185176644,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw4,generated:scsemi5,scsemi5,Monocyte,2878.0,0.5972023806048433,0.0067369330245276,0.2114202314349616,0.0086669239441922,0.5986856016555369,0.209775044087499,0.608023892683083,0.2235814157455182,0.595749635292416,0.2035390628545507,0.5909868585984204,0.2036113898629079,0.5925659147947602,0.2165942446243324,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw4,generated:scsemi5,scsemi5,NK cell,2963.0,0.600477013841894,0.0078880147618601,0.3450478972620651,0.0065195990692681,0.5992829482510256,0.3563001432115955,0.6017989210125493,0.3399406781594332,0.6116416958721353,0.3442118761764088,0.6001832844633233,0.3412681699854053,0.5894782196104366,0.3435186187774827,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw4,broadcast:all_usable_raw.npz@f0a2b659,,T cell,3032.0,0.6164660213822061,0.0037744577620292,0.2334481436212547,0.0053931229253647,0.6116496445038297,0.228573730309035,0.6150628683800706,0.2266821722301945,0.6193164904726642,0.2379674837209207,0.6211521631501639,0.2377248197087853,0.6151489404043019,0.2362925121373379,,,,,,,,,,,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e
+imperial_eskd,fewshot,fewshot_n5/draw4,broadcast:all_usable_raw.npz@f0a2b659,,B cell,3180.0,0.6002608804603539,0.0126505011478742,0.3091938122067506,0.0100161985069678,0.6121697220879747,0.3235997165996085,0.5892503861625866,0.2979949097149848,0.6002264145634539,0.3105251832941879,0.6135532774348805,0.3122293626552442,0.5861046020528734,0.3016198887697278,,,,,,,,,,,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e
+imperial_eskd,fewshot,fewshot_n5/draw4,broadcast:all_usable_raw.npz@f0a2b659,,Monocyte,2878.0,0.7060467582867787,0.0043682640416876,0.5113815833147292,0.004089970678764,0.7036241863639571,0.5086597112766843,0.7137788829653716,0.5120544403607438,0.7044413517202984,0.5060667428365581,0.7034089891804532,0.513705313049661,0.7049803812038129,0.5164217090499984,,,,,,,,,,,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e
+imperial_eskd,fewshot,fewshot_n5/draw4,broadcast:all_usable_raw.npz@f0a2b659,,NK cell,2963.0,0.6494662752469715,0.0037723651410866,0.3549826261737056,0.009684596395232,0.6496000516854213,0.356757756849874,0.6486051477739279,0.3415081779050331,0.6505231351230685,0.3626756553139938,0.6440578447523948,0.3491357413120629,0.6545451969000448,0.3648357994875641,,,,,,,,,,,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e
+imperial_eskd,fewshot,fewshot_n5/draw4,broadcast:all_usable_pseudo.npz@df955ec1,,T cell,3032.0,0.7929782974987918,0.0038688411570793,0.7023294257660184,0.0042623223761922,0.7892952827219887,0.699035037417072,0.791123242344418,0.6975420500415022,0.7974042755323437,0.7081288958934323,0.7969002195872639,0.7023174637576051,0.7901684673079447,0.7046236817204804,,,,,,,,,,,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa
+imperial_eskd,fewshot,fewshot_n5/draw4,broadcast:all_usable_pseudo.npz@df955ec1,,B cell,3180.0,0.7475781491404238,0.0082917754232668,0.6135442762180389,0.0138007007495873,0.7544533967126044,0.6237891556654622,0.7378909943919126,0.6098701387407751,0.744266759856384,0.601057640901279,0.7578575353686922,0.6011730747570384,0.7434220593725257,0.6318313710256391,,,,,,,,,,,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa
+imperial_eskd,fewshot,fewshot_n5/draw4,broadcast:all_usable_pseudo.npz@df955ec1,,Monocyte,2878.0,0.7218140656146819,0.0042108071473952,0.5139776160347653,0.0069235144123937,0.7230999255412643,0.5056248856804029,0.726646720987493,0.5222289098728344,0.7242363647475265,0.5196702268977798,0.7162066271806917,0.5094714998242023,0.7188806896164339,0.5128925578986075,,,,,,,,,,,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa
+imperial_eskd,fewshot,fewshot_n5/draw4,broadcast:all_usable_pseudo.npz@df955ec1,,NK cell,2963.0,0.7636168148596212,0.0016246545549342,0.6609278268278919,0.0053872151656057,0.7631201817854185,0.6689391067691491,0.7652643117496432,0.6542412313213626,0.7639439796350909,0.6614218900691711,0.764666347212769,0.6616462065271485,0.7610892539151851,0.6583906994526282,,,,,,,,,,,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa
+imperial_eskd,fewshot,fewshot_n5/draw4,broadcast:test_cal.npz@54c29b0c,,T cell,3032.0,0.687216319211272,0.0061972242648056,0.4071078666150961,0.0059561051099231,0.681290174184973,0.4046794355264601,0.684887285570514,0.3977635512190528,0.6940078198626011,0.4110718080427258,0.6936876313664208,0.4121270997804545,0.6822086850718513,0.4098974385067874,,,,,,,,,,,54c29b0cfc099fba848b52711322621deba2b4006b319d2682e56e3ccdaef509
+imperial_eskd,fewshot,fewshot_n5/draw4,broadcast:test_cal.npz@54c29b0c,,B cell,3180.0,0.652138399970173,0.0166424622057822,0.4159224339381139,0.01270273586541,0.6624259077219513,0.4374639358403662,0.6457461978761326,0.4060613510781445,0.646675015810106,0.40913966704049,0.6744876325679596,0.4170903266436983,0.631357245874715,0.4098568890878705,,,,,,,,,,,54c29b0cfc099fba848b52711322621deba2b4006b319d2682e56e3ccdaef509
+imperial_eskd,fewshot,fewshot_n5/draw4,broadcast:test_cal.npz@54c29b0c,,Monocyte,2878.0,0.708994530624685,0.0056016015659917,0.4946467028439431,0.0047990890803489,0.7129215120826874,0.4899252787579839,0.716748524156879,0.5011369960442081,0.7066683156668124,0.4912446191505819,0.703685043937829,0.4927428869685601,0.7049492572792172,0.4981837332983811,,,,,,,,,,,54c29b0cfc099fba848b52711322621deba2b4006b319d2682e56e3ccdaef509
+imperial_eskd,fewshot,fewshot_n5/draw4,broadcast:test_cal.npz@54c29b0c,,NK cell,2963.0,0.6943086371200754,0.0024827289404626,0.4601384730885834,0.0068046125523441,0.6940108208385198,0.4662102720696497,0.6943336671032153,0.4513067816295839,0.6982880607229031,0.46510544088947,0.6914906789845244,0.4543852509657161,0.6934199579512144,0.4636846198884978,,,,,,,,,,,54c29b0cfc099fba848b52711322621deba2b4006b319d2682e56e3ccdaef509
+imperial_eskd,fewshot,fewshot_n5/draw4,broadcast:test_raw.npz@55970c18,,T cell,3032.0,0.6164660213822061,0.0037744577620292,0.2334481436212547,0.0053931229253647,0.6116496445038297,0.228573730309035,0.6150628683800706,0.2266821722301945,0.6193164904726642,0.2379674837209207,0.6211521631501639,0.2377248197087853,0.6151489404043019,0.2362925121373379,,,,,,,,,,,55970c18927ba5d8e151bf797760d36017fffd360229507c346e39c3c6759f69
+imperial_eskd,fewshot,fewshot_n5/draw4,broadcast:test_raw.npz@55970c18,,B cell,3180.0,0.6002608804603539,0.0126505011478742,0.3091938122067506,0.0100161985069678,0.6121697220879747,0.3235997165996085,0.5892503861625866,0.2979949097149848,0.6002264145634539,0.3105251832941879,0.6135532774348805,0.3122293626552442,0.5861046020528734,0.3016198887697278,,,,,,,,,,,55970c18927ba5d8e151bf797760d36017fffd360229507c346e39c3c6759f69
+imperial_eskd,fewshot,fewshot_n5/draw4,broadcast:test_raw.npz@55970c18,,Monocyte,2878.0,0.7060467582867787,0.0043682640416876,0.5113815833147292,0.004089970678764,0.7036241863639571,0.5086597112766843,0.7137788829653716,0.5120544403607438,0.7044413517202984,0.5060667428365581,0.7034089891804532,0.513705313049661,0.7049803812038129,0.5164217090499984,,,,,,,,,,,55970c18927ba5d8e151bf797760d36017fffd360229507c346e39c3c6759f69
+imperial_eskd,fewshot,fewshot_n5/draw4,broadcast:test_raw.npz@55970c18,,NK cell,2963.0,0.6494662752469715,0.0037723651410866,0.3549826261737056,0.009684596395232,0.6496000516854213,0.356757756849874,0.6486051477739279,0.3415081779050331,0.6505231351230685,0.3626756553139938,0.6440578447523948,0.3491357413120629,0.6545451969000448,0.3648357994875641,,,,,,,,,,,55970c18927ba5d8e151bf797760d36017fffd360229507c346e39c3c6759f69
+imperial_eskd,fewshot,fewshot_n5/draw4,split_half_A_vs_B,,mean4,,0.8855414946003435,0.0020284381489227,0.7066720786796614,0.0037068843143679,0.8855932373809885,0.7078273981875658,0.8866726342379594,0.706504630573844,0.8874435575829964,0.710069341142201,0.8858429041422758,0.7085072326601113,0.8821551396574973,0.7004517908345853,0.9374963598168538,0.9679675503399362,0.8214624719626102,0.904970887733474,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw4,generated:zs_raw,zs_raw,mean4,,0.6283203819053206,0.0032854700550057,0.447427205455526,0.002970186720524,0.6316342689555129,0.4493833007201508,0.6237082489075008,0.4438610245619426,0.6275143523337074,0.4445802273715131,0.6313800012162378,0.4502499128279451,0.6273650381136442,0.4490615617960786,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw4,generated:zs_pseudo,zs_pseudo,mean4,,0.6664392932228766,0.0022978318286355,0.3556857159028083,0.0036972566573176,0.6675093339568929,0.3563692612718501,0.6643716686407273,0.3496690822226072,0.6648736219298648,0.3577936511915344,0.6699529155076606,0.3593437159467605,0.6654889260792378,0.355252868881289,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw4,generated:zs_cal,zs_cal,mean4,,0.6790482039875911,0.0037701925472146,0.3957341910842705,0.0067368361362363,0.6797829205686577,0.3953451976670984,0.6742173835051357,0.3857362878828902,0.6805098324613844,0.4024049749556262,0.6840650487210183,0.4014669316882253,0.6766658346817598,0.3937175632275123,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw4,generated:lora5,lora5,mean4,,0.7366777929643822,0.0033693506579399,0.487005188283574,0.0053929994071198,0.7395037526223833,0.4893475449739056,0.7317064052172306,0.4774069138042068,0.7358116776911421,0.489320423023979,0.7401102845169061,0.4902367052732309,0.7362568447742489,0.4887143543425475,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw4,generated:scsemi5,scsemi5,mean4,,0.5852820437966447,0.0051192547417514,0.3168517905380813,0.0038481196384003,0.583948054591594,0.3220209484488283,0.5889511424251296,0.3177865685267875,0.5881336908488919,0.3140686914697002,0.5885197097285665,0.3121599964812203,0.576857621389042,0.3182227477638701,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw4,broadcast:all_usable_raw.npz@f0a2b659,,mean4,,0.6430599838440776,0.0021247764754571,0.35225154132911,0.0043403032231296,0.6442609011602958,0.3543977287588005,0.6416743213204892,0.344559925052739,0.6436268479698712,0.3543087662914151,0.6455430686294731,0.3531988091814384,0.6401947801402582,0.354792477361157,,,,,,,,,,,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e
+imperial_eskd,fewshot,fewshot_n5/draw4,broadcast:all_usable_pseudo.npz@df955ec1,,mean4,,0.7564968317783797,0.0021788376006209,0.6226947862116786,0.0031637775523456,0.757492196690319,0.6243470463830215,0.7552313173683667,0.6209705824941185,0.7574628449428362,0.6225696634404155,0.7589076823373542,0.6186520612164985,0.7533901175530223,0.6269345775243388,,,,,,,,,,,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa
+imperial_eskd,fewshot,fewshot_n5/draw4,broadcast:test_cal.npz@54c29b0c,,mean4,,0.6856644717315514,0.0047528211744835,0.4444538691214341,0.0037525925735463,0.6876621037070328,0.449569730548615,0.6854289186766852,0.4390671699927473,0.6864098030156056,0.4441403837808169,0.6908377467141835,0.4440863910896072,0.6779837865442495,0.4454056701953842,,,,,,,,,,,54c29b0cfc099fba848b52711322621deba2b4006b319d2682e56e3ccdaef509
+imperial_eskd,fewshot,fewshot_n5/draw4,broadcast:test_raw.npz@55970c18,,mean4,,0.6430599838440776,0.0021247764754571,0.35225154132911,0.0043403032231296,0.6442609011602958,0.3543977287588005,0.6416743213204892,0.344559925052739,0.6436268479698712,0.3543087662914151,0.6455430686294731,0.3531988091814384,0.6401947801402582,0.354792477361157,,,,,,,,,,,55970c18927ba5d8e151bf797760d36017fffd360229507c346e39c3c6759f69
+ji2025_chili,fewshot,fewshot_n5/draw0,split_half_A_vs_B,,T cell,3038.0,0.9681355190906508,0.0026278586802247,0.9425173788802632,0.0011746751385197,0.9705029519790208,0.9438678478200138,0.9689567679262154,0.943556210418782,0.970419049352477,0.9423417614759508,0.9646390466148008,0.9416707983208756,0.9661597795807396,0.9411502763656936,0.9838098136026364,0.991871873581783,0.9704081818033092,0.9850929812983692,14.0,11.0,14.0,11.0,22419.0,22432.0,
+ji2025_chili,fewshot,fewshot_n5/draw0,split_half_A_vs_B,,B cell,3233.0,0.6862868812200237,0.006433825830795,0.5317962560552185,0.0070164582468174,0.6814551259032444,0.5256530034635485,0.6849451373994501,0.5436610926600781,0.6853490823869668,0.5278442132925993,0.6822839067426038,0.5301290005623652,0.6974011536678536,0.5316939702975013,0.8139621897829119,0.9021985312462616,0.6943433292162953,0.8332726619878366,14.0,11.0,14.0,11.0,2205.0,2219.0,
+ji2025_chili,fewshot,fewshot_n5/draw0,split_half_A_vs_B,,Monocyte,3193.0,0.945343508622782,0.002210413735437,0.8064010920653775,0.0084715968724861,0.9438555742730762,0.799124053657419,0.94318873417332,0.8125375863654881,0.9472513948389816,0.8164529577496588,0.94815281067574,0.807223410726692,0.9442690291527928,0.7966674518276301,0.9719039382325272,0.9858518845305958,0.8928261786460348,0.9448947976605834,14.0,11.0,14.0,11.0,11417.0,11430.0,
+ji2025_chili,fewshot,fewshot_n5/draw0,split_half_A_vs_B,,NK cell,3059.0,0.8554223414195331,0.0081299137035208,0.705247646639896,0.0071197261292182,0.8580593078719545,0.6990159264553506,0.8615195820964576,0.713975908828959,0.8630056947483422,0.7102389499665003,0.8434156127759816,0.7056749396587151,0.851111509604929,0.6973325082899559,0.9220783024150424,0.960249083527312,0.8271498254573765,0.9094777762306104,14.0,11.0,14.0,11.0,7106.0,7113.0,
+ji2025_chili,fewshot,fewshot_n5/draw0,generated:zs_raw,zs_raw,T cell,3038.0,0.2065806892755073,0.0021388980670207,0.2033992022587445,0.0028778259071473,0.2091565342543135,0.2031230648314937,0.2049040223487526,0.1991635627144755,0.2075983017289192,0.2034711711422019,0.2038930207071818,0.207239215269804,0.2073515673383696,0.2039989973357476,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw0,generated:zs_raw,zs_raw,B cell,3233.0,-0.0486504645156706,0.0057752116715653,-0.0337422992985859,0.0085158376122601,-0.0433369447527928,-0.0189251747870647,-0.0496758570181471,-0.0406080667519397,-0.0429709894019532,-0.0351596365350628,-0.050303021848003,-0.0368742775778411,-0.0569655095574568,-0.037144340841021,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw0,generated:zs_raw,zs_raw,Monocyte,3193.0,0.2245259195882298,0.0028558823266131,0.1864051954137251,0.0057273897832493,0.227091342165402,0.1936206613998254,0.2240460688631828,0.1829916799591962,0.2199011642992004,0.1797312601462133,0.2265702751382855,0.19090968722324,0.2250207474750784,0.1847726883401504,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw0,generated:zs_raw,zs_raw,NK cell,3059.0,0.0263958415038767,0.0048755693020935,0.0046691458204041,0.0094733630672074,0.0197773181732909,-0.008474338339547,0.0271294200256583,-4.402268824392397e-05,0.0232921770128157,0.0052551459842086,0.0314865661849354,0.016000040917782,0.0302937261226833,0.0106089032278209,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw0,generated:zs_pseudo,zs_pseudo,T cell,3038.0,0.3537949240739279,0.0056753205939557,0.4187699333823548,0.0020679228855972,0.3573155886720748,0.4195484803442604,0.3460157980938736,0.4156808967476324,0.3532360843107066,0.4188337717040722,0.3608946128102744,0.4213814023746823,0.3515125364827097,0.4184051157411271,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw0,generated:zs_pseudo,zs_pseudo,B cell,3233.0,0.0450428380815593,0.0090562016145437,0.0721116066993754,0.011698086706646,0.0570440892618378,0.0827662002162468,0.0348432442703929,0.0641172155167838,0.0382520014401263,0.0646642120119052,0.0508112626045028,0.0868143048751131,0.0442635928309366,0.0621961008768277,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw0,generated:zs_pseudo,zs_pseudo,Monocyte,3193.0,0.2482436290363021,0.0066327162335793,0.1593670263163036,0.0081010523690898,0.2481516457995474,0.1679853579711029,0.2552736489798646,0.1629248517060277,0.2472263127847414,0.1559808633119587,0.2526310460068434,0.1628927722672331,0.2379354916105138,0.1470512863251956,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw0,generated:zs_pseudo,zs_pseudo,NK cell,3059.0,0.0769913473595613,0.0069169915996535,0.0577835478846346,0.0093701583278136,0.0807091701436232,0.0625607461884747,0.0698747362974103,0.0478451334612632,0.0753573694130238,0.0569281936024223,0.086976883035233,0.0710576640996189,0.0720385779085162,0.050526002071394,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw0,generated:zs_cal,zs_cal,T cell,3038.0,0.209915614497465,0.0024251789266227,0.2017212918638457,0.004023090426214,0.2111758217503775,0.1993814269373039,0.2071993612992251,0.1984158418599837,0.2086365355970812,0.1997380564077576,0.2091403609280948,0.202768850109735,0.2134259929125465,0.2083022840044484,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw0,generated:zs_cal,zs_cal,B cell,3233.0,-0.0251842588699354,0.0060040959260686,-0.0390641079178807,0.0100003372795642,-0.026519199911223,-0.0278364977461633,-0.0218696877203602,-0.041045083859986,-0.0165748295937908,-0.0384268603563196,-0.0312667797689468,-0.0545129951558462,-0.0296907973553563,-0.0334991024710885,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw0,generated:zs_cal,zs_cal,Monocyte,3193.0,0.171841275268737,0.0034518307294073,0.128682288400599,0.0047400197457677,0.1675810361101698,0.1276240791386029,0.1759023133377085,0.1297934189711546,0.1719544011076847,0.1215499795860376,0.1693345705813681,0.1298149052938242,0.174434055206754,0.1346290590133758,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw0,generated:zs_cal,zs_cal,NK cell,3059.0,0.0925297731353108,0.0068474015038051,0.1168521333409764,0.0108086921376728,0.098400465842104,0.1244805304338387,0.0880309363868641,0.1073662254718947,0.0903973356705946,0.1179444924679052,0.0849098597406116,0.1046321214231085,0.1009102680363796,0.1298372969081345,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw0,generated:lora5,lora5,T cell,3038.0,0.4804461120640296,0.003184921292102,0.4761819662228708,0.0026805243514491,0.4816240764032287,0.4764758261801794,0.4823380400691112,0.4781157076632304,0.4780176956464703,0.4748715894193969,0.476284478957128,0.4723486394402953,0.4839662692442096,0.4790980684112518,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw0,generated:lora5,lora5,B cell,3233.0,0.2238761500865319,0.0106612120643554,0.2238747054634636,0.0099852156866972,0.2137155362625102,0.21544603113872,0.2165209569896742,0.2167586111474743,0.2355096763062379,0.2335902942114914,0.2353222679950955,0.2358929882380383,0.2183123128791415,0.217685602581594,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw0,generated:lora5,lora5,Monocyte,3193.0,0.4807043845236884,0.0051185126083219,0.3680538483574905,0.0052211991616127,0.4762614421636394,0.3712713735701815,0.4858022333299602,0.3680755311659026,0.4860665683372846,0.3626834527439139,0.4752246875194823,0.3633065850774287,0.4801669912680754,0.3749322992300254,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw0,generated:lora5,lora5,NK cell,3059.0,0.3281143816888013,0.0083957680112379,0.2983854402572637,0.0104897527385529,0.3217194676918729,0.2852620064033641,0.3290716879460146,0.3030120360830921,0.3346796885033342,0.3131964931639032,0.3374602550416973,0.297126727144907,0.3176408092610873,0.293329938491052,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw0,generated:scsemi5,scsemi5,T cell,3038.0,0.119084699877953,0.0075788703754716,0.0783398856708099,0.0031760760451614,0.1203896486198397,0.0771062593352418,0.1264273454985426,0.0790477625765773,0.1259035791676801,0.0832289215351524,0.1093468745205968,0.0777243054457764,0.113356051583106,0.0745921794613016,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw0,generated:scsemi5,scsemi5,B cell,3233.0,-0.0858577871088047,0.0072369512618888,-0.062231851000432,0.0038625053865845,-0.0883909461253147,-0.0681621254806654,-0.0885083692823535,-0.0579934677743581,-0.07858539271985,-0.0616825032383455,-0.0785062094220833,-0.0633322936265682,-0.0952980179944219,-0.0599888648822229,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw0,generated:scsemi5,scsemi5,Monocyte,3193.0,0.1001805695219371,0.0046069969141268,0.0513558452790994,0.0047073481440185,0.0996703434413119,0.0483116696996712,0.0940574820180714,0.0476166704155463,0.0980386521973353,0.0480009172124435,0.1031442814589703,0.0552544750987909,0.1059920884939968,0.0575954939690451,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw0,generated:scsemi5,scsemi5,NK cell,3059.0,0.0414293094391722,0.008857393657789,0.0687043175436295,0.0030097001462872,0.0438071289046713,0.0735123984302419,0.0412115654557682,0.0691564089620154,0.0271489801094091,0.0660510004529954,0.0435693490329267,0.066288861883366,0.0514095236930857,0.068512917989529,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw0,broadcast:all_usable_raw.npz@78d8ac58,,T cell,3038.0,0.2107683791042465,0.0016061126741144,0.1444009677816165,0.0019492139663781,0.2104636517223742,0.1445950825946565,0.2103298666605743,0.141154183073311,0.2120722551396565,0.1462297962037018,0.2084661818545992,0.1445005695399313,0.2125099401440284,0.1455252074964821,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw0,broadcast:all_usable_raw.npz@78d8ac58,,B cell,3233.0,0.092538364297421,0.0093712252273897,0.0425544950294883,0.0061656450458357,0.1033379590597749,0.0388182803509575,0.0833927152754641,0.0453477258477768,0.0829638585762939,0.0425393066813553,0.1002380634256946,0.0510908759377738,0.0927592251498774,0.0349762863295783,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw0,broadcast:all_usable_raw.npz@78d8ac58,,Monocyte,3193.0,0.3714670533618732,0.0012493930030081,0.2386321627274564,0.0060909252206226,0.3707624311642037,0.2419452689418413,0.372666072468536,0.2418913076168589,0.371444545417481,0.2278382308096534,0.3726798921689667,0.2399127859095545,0.3697823255901785,0.2415732203593736,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw0,broadcast:all_usable_raw.npz@78d8ac58,,NK cell,3059.0,0.1616853151045657,0.0036169578320649,0.0844298397001947,0.0030150832661083,0.1580934400885539,0.08574740421536,0.1640071291245038,0.0888605713682082,0.1574931973493707,0.0840759352610128,0.1652954948433272,0.0821329996354369,0.1635373141170727,0.0813322880209555,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw0,broadcast:all_usable_pseudo.npz@49033eab,,T cell,3038.0,0.7245034302587735,0.0076250169644274,0.7018123908379792,0.0039582618375996,0.7253870681016226,0.7028662018295267,0.7318628330877899,0.6951664412214577,0.731866210480142,0.7015236836305189,0.7157948284932864,0.704844075697724,0.7176062111310267,0.7046615518106684,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw0,broadcast:all_usable_pseudo.npz@49033eab,,B cell,3233.0,0.4038309050346173,0.0208976445962187,0.3313820151923093,0.0187053334598802,0.4176097350576301,0.337889028831363,0.3766544344269539,0.3202195713915433,0.4190855885089877,0.3419191545457278,0.4199903883758178,0.3519389058501601,0.385814378803697,0.3049434153427526,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw0,broadcast:all_usable_pseudo.npz@49033eab,,Monocyte,3193.0,0.6617804865826079,0.0121419705491108,0.4892649493197762,0.0160186095596203,0.6697634677511256,0.5036606675081505,0.6478413392903069,0.4853759392524519,0.6599395408957547,0.4849652919784845,0.6534746288933939,0.4665875700108596,0.6778834560824584,0.5057352778489342,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw0,broadcast:all_usable_pseudo.npz@49033eab,,NK cell,3059.0,0.7176204672000444,0.0071749456118405,0.6198286071780476,0.0086881339150788,0.715170070135061,0.6117032849989734,0.7094520832700365,0.6098265674590615,0.7247099260962777,0.6299896015205744,0.7131922310418308,0.6231425702868068,0.7255780254570161,0.624481011624822,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw0,broadcast:test_cal.npz@7141bb69,,T cell,3038.0,0.0978201839539607,0.0032640840276801,0.0346476154903308,0.002333282348696,0.0953051869511119,0.0352878729387596,0.0943864978453069,0.0308553584089775,0.1025153603271694,0.0372616344455814,0.0975328128253189,0.0348538523415375,0.0993610618208961,0.0349793593167981,,,,,,,,,,,7141bb69609b7484cd7d34e903cc1de953f5b33dd0dc5389b9ecfc4c9c9e4013
+ji2025_chili,fewshot,fewshot_n5/draw0,broadcast:test_cal.npz@7141bb69,,B cell,3233.0,0.0089452878387911,0.0068977356159035,-0.0270427860424544,0.0061277598249021,0.0154986265709912,-0.0311350916631699,0.0032600399618205,-0.0205660850476626,-7.156577112116745e-05,-0.0336379763016851,0.0135402065862729,-0.020513520977559,0.0124991318459918,-0.0293612562221956,,,,,,,,,,,7141bb69609b7484cd7d34e903cc1de953f5b33dd0dc5389b9ecfc4c9c9e4013
+ji2025_chili,fewshot,fewshot_n5/draw0,broadcast:test_cal.npz@7141bb69,,Monocyte,3193.0,0.3002195590979376,0.001550349972272,0.2122770859302594,0.0061438520325973,0.2982798978281666,0.2103672584488587,0.3002376234516766,0.2179572346914349,0.2991835474555631,0.2024440405991473,0.3021481876029528,0.2152411861875476,0.301248539151329,0.2153757097243082,,,,,,,,,,,7141bb69609b7484cd7d34e903cc1de953f5b33dd0dc5389b9ecfc4c9c9e4013
+ji2025_chili,fewshot,fewshot_n5/draw0,broadcast:test_cal.npz@7141bb69,,NK cell,3059.0,0.0549797547624613,0.0030331504235122,-0.0041492480918655,0.0070491564537658,0.0557445722755098,-0.0033876733848519,0.059292612150943,0.0074859504257883,0.0536260773005873,-0.0056322600020994,0.051014449104869,-0.0088815016315288,0.0552210629803973,-0.0103307558666357,,,,,,,,,,,7141bb69609b7484cd7d34e903cc1de953f5b33dd0dc5389b9ecfc4c9c9e4013
+ji2025_chili,fewshot,fewshot_n5/draw0,broadcast:test_raw.npz@ca5da7eb,,T cell,3038.0,0.2107683791042465,0.0016061126741144,0.1444009677816165,0.0019492139663781,0.2104636517223742,0.1445950825946565,0.2103298666605743,0.141154183073311,0.2120722551396565,0.1462297962037018,0.2084661818545992,0.1445005695399313,0.2125099401440284,0.1455252074964821,,,,,,,,,,,ca5da7eba08208ca5e2ebf107830ad72db4a1e739698e0412fff48edf8d2b2b9
+ji2025_chili,fewshot,fewshot_n5/draw0,broadcast:test_raw.npz@ca5da7eb,,B cell,3233.0,0.092538364297421,0.0093712252273897,0.0425544950294883,0.0061656450458357,0.1033379590597749,0.0388182803509575,0.0833927152754641,0.0453477258477768,0.0829638585762939,0.0425393066813553,0.1002380634256946,0.0510908759377738,0.0927592251498774,0.0349762863295783,,,,,,,,,,,ca5da7eba08208ca5e2ebf107830ad72db4a1e739698e0412fff48edf8d2b2b9
+ji2025_chili,fewshot,fewshot_n5/draw0,broadcast:test_raw.npz@ca5da7eb,,Monocyte,3193.0,0.3714670533618732,0.0012493930030081,0.2386321627274564,0.0060909252206226,0.3707624311642037,0.2419452689418413,0.372666072468536,0.2418913076168589,0.371444545417481,0.2278382308096534,0.3726798921689667,0.2399127859095545,0.3697823255901785,0.2415732203593736,,,,,,,,,,,ca5da7eba08208ca5e2ebf107830ad72db4a1e739698e0412fff48edf8d2b2b9
+ji2025_chili,fewshot,fewshot_n5/draw0,broadcast:test_raw.npz@ca5da7eb,,NK cell,3059.0,0.1616853151045657,0.0036169578320649,0.0844298397001947,0.0030150832661083,0.1580934400885539,0.08574740421536,0.1640071291245038,0.0888605713682082,0.1574931973493707,0.0840759352610128,0.1652954948433272,0.0821329996354369,0.1635373141170727,0.0813322880209555,,,,,,,,,,,ca5da7eba08208ca5e2ebf107830ad72db4a1e739698e0412fff48edf8d2b2b9
+ji2025_chili,fewshot,fewshot_n5/draw0,split_half_A_vs_B,,mean4,,0.8637970625882474,0.002573154905189,0.7464905934101889,0.0049879272307138,0.863468240006824,0.7419152078490829,0.8646525553988608,0.7534326995683268,0.8665063053316919,0.7492194706211772,0.8596228442022815,0.746174537317162,0.8647353680015788,0.7417110516951952,0.9229385610082796,0.960042843221488,0.846181878780754,0.91818455429435,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw0,generated:zs_raw,zs_raw,mean4,,0.1022129964629858,0.0007857895246326,0.0901828110485719,0.0034800919345975,0.1031720624600534,0.0923360532761768,0.1016009135548616,0.085375788308372,0.1019551634097455,0.0883244851843902,0.1029117100455999,0.0943186664582462,0.1014251328446686,0.0905590620156745,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw0,generated:zs_pseudo,zs_pseudo,mean4,,0.1810181846378376,0.0054065968655917,0.1770080285706671,0.0069727170114753,0.1858051234692708,0.1832151961800212,0.1765018569103854,0.1726420243579268,0.1785179419871495,0.1741017601575896,0.1878284511142134,0.1855365359041619,0.1764375497081691,0.1695446262536361,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw0,generated:zs_cal,zs_cal,mean4,,0.1122756010078943,0.0025574760007361,0.1020479014218851,0.0057222716451455,0.1126595309478571,0.1059123846908955,0.1123157308258594,0.0986326006107617,0.1136033606953924,0.1002014170263452,0.1080295028702819,0.0956757204177053,0.1147698797000809,0.1098173843637175,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw0,generated:lora5,lora5,mean4,,0.3782852570907627,0.0042103863488601,0.3416239900752721,0.0031895301684693,0.3733301306303128,0.3371138093231112,0.3784332295836901,0.3414904715149249,0.3835684071983317,0.3460854573846764,0.3810729223783508,0.3421687349751673,0.3750215956631285,0.3412614771784808,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw0,generated:scsemi5,scsemi5,mean4,,0.0437091979325644,0.0005051833859085,0.0340420493732767,0.0009094592798309,0.043869043710127,0.0326920504961223,0.0432970059225071,0.0344568435449452,0.0431264546886436,0.0338995839905614,0.0443885738976026,0.0339838372003413,0.0438649114439416,0.0351779316344132,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw0,broadcast:all_usable_raw.npz@78d8ac58,,mean4,,0.2091147779670266,0.0023050893959617,0.127504366309689,0.0019462930495695,0.2106643705087267,0.1277765090257038,0.2075989458822695,0.1293134469765387,0.2059934641207005,0.1251708172389308,0.2116699080731469,0.1294093077556741,0.2096472012502893,0.1258517505515974,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw0,broadcast:all_usable_pseudo.npz@49033eab,,mean4,,0.6269338222690107,0.0068129760229312,0.5355719906320281,0.0048082264061239,0.6319825852613599,0.5390297957920034,0.6164526725187718,0.5276471298311286,0.6339003164952906,0.5395994329188264,0.6256130192010823,0.5366282804613876,0.6267205178685495,0.5349553141567943,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw0,broadcast:test_cal.npz@7141bb69,,mean4,,0.1154911964132876,0.0013797493367858,0.0539331668215675,0.0033202388823362,0.1162070709064449,0.0527830915848991,0.1142941933524368,0.0589331146196345,0.1138133548280496,0.050108859685236,0.1160589140298534,0.0551750039799993,0.1170824489496536,0.0526657642380687,,,,,,,,,,,7141bb69609b7484cd7d34e903cc1de953f5b33dd0dc5389b9ecfc4c9c9e4013
+ji2025_chili,fewshot,fewshot_n5/draw0,broadcast:test_raw.npz@ca5da7eb,,mean4,,0.2091147779670266,0.0023050893959617,0.127504366309689,0.0019462930495695,0.2106643705087267,0.1277765090257038,0.2075989458822695,0.1293134469765387,0.2059934641207005,0.1251708172389308,0.2116699080731469,0.1294093077556741,0.2096472012502893,0.1258517505515974,,,,,,,,,,,ca5da7eba08208ca5e2ebf107830ad72db4a1e739698e0412fff48edf8d2b2b9
+ji2025_chili,fewshot,fewshot_n5/draw1,split_half_A_vs_B,,T cell,3013.0,0.969950514529818,0.0007926208770788,0.9391408056002918,0.0017035297979442,0.9711682534217874,0.9419539108893982,0.9690780000805485,0.9390090597583818,0.9694701480895144,0.9388323807552226,0.970138373410798,0.9385734511958124,0.9698977976464414,0.9373352254026436,0.9847460709045506,0.9923437261879328,0.9686153815009486,0.9841825956096504,15.0,11.0,15.0,11.0,24609.0,24621.0,
+ji2025_chili,fewshot,fewshot_n5/draw1,split_half_A_vs_B,,B cell,3263.0,0.7567719653936135,0.0089411122689163,0.61212553724887,0.0096467071023073,0.7454339094896896,0.5970276318343152,0.7658910996362731,0.623507780151937,0.7572568261484084,0.6133085703743366,0.7503477250440286,0.611141634499038,0.7649302666496678,0.6156420693847231,0.861548317369756,0.9281962709307532,0.7594018246165575,0.8714366440634439,15.0,11.0,15.0,11.0,3022.0,3037.0,
+ji2025_chili,fewshot,fewshot_n5/draw1,split_half_A_vs_B,,Monocyte,3157.0,0.9516500393203592,0.0052107355753744,0.8390888907762776,0.0079480752596659,0.9498209316383536,0.8378171976419975,0.9444660985225766,0.8465132854078768,0.9584377113117118,0.848087243520424,0.9511652640551912,0.8318305290995632,0.9543601910739632,0.8311961982115262,0.9752261113900944,0.987535372222228,0.9125049854682108,0.9552512682369028,15.0,11.0,15.0,11.0,15344.0,15356.0,
+ji2025_chili,fewshot,fewshot_n5/draw1,split_half_A_vs_B,,NK cell,3047.0,0.8575777579213822,0.0059802735217056,0.7158221060179596,0.004489885760227,0.8595760144965087,0.7145661401340924,0.8642225441779771,0.7217329270338599,0.8611417924404275,0.7178641633976639,0.8495121080023323,0.7154339474024624,0.8534363304896659,0.7095133521217197,0.9233290550173322,0.96090012749366,0.8343779970048563,0.9134429358229534,15.0,11.0,15.0,11.0,8019.0,8028.0,
+ji2025_chili,fewshot,fewshot_n5/draw1,generated:zs_raw,zs_raw,T cell,3013.0,0.0930427445081161,0.0034658731298152,0.0926486647039565,0.001795379804453,0.0939950074208736,0.0911684136890625,0.0900857195234711,0.0929766587628221,0.0942271463800273,0.0922417318762217,0.0891716279838307,0.091281902137023,0.0977342212323781,0.095574617054653,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw1,generated:zs_raw,zs_raw,B cell,3263.0,-0.080683650477559,0.0074078708479706,-0.0510127956896309,0.0117024511494841,-0.072589811109204,-0.0317164701399677,-0.085398821585367,-0.0619404854566813,-0.0766689780707676,-0.0537581614397586,-0.0777352177247929,-0.0497822003667123,-0.0910254238976634,-0.0578666610450344,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw1,generated:zs_raw,zs_raw,Monocyte,3157.0,0.1856835749962897,0.0029553937781389,0.1498837015976276,0.0045285220452097,0.1874156736057473,0.1518306086335169,0.1823561964779036,0.1434226157840039,0.1827929339812612,0.146991026031921,0.1890329366947517,0.1541768970278551,0.1868201342217846,0.1529973605108414,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw1,generated:zs_raw,zs_raw,NK cell,3047.0,-0.0498528461865212,0.0016851036810932,-0.0743868404182981,0.0069973791274285,-0.0494562982304273,-0.0785390608001734,-0.0495061346850513,-0.0700609669762282,-0.051830571465234,-0.0746143231947753,-0.0474457126770935,-0.0654199606205542,-0.0510255138748001,-0.0832998904997596,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw1,generated:zs_pseudo,zs_pseudo,T cell,3013.0,0.1589172408030455,0.0094029238481553,0.2318604545149513,0.0082818660525271,0.1572029797527807,0.2282571897308742,0.1460894457478241,0.2217907852507205,0.1691563717667989,0.2412785628191092,0.1550657247228986,0.2284101021549889,0.1670716820249251,0.2395656326190639,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw1,generated:zs_pseudo,zs_pseudo,B cell,3263.0,0.0745357854540317,0.0066111763821642,0.0811679109743174,0.0090818654194575,0.0812302301399082,0.0903324109531772,0.0710964211020028,0.073496504061127,0.0657438346887272,0.0695311582134476,0.073729382877694,0.0859068419824314,0.0808790584618264,0.0865726396614036,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw1,generated:zs_pseudo,zs_pseudo,Monocyte,3157.0,0.3092948278708977,0.0062917828520871,0.2338716572676961,0.0095948046442898,0.3090477368755228,0.2415662432588939,0.3116409521102427,0.2324299034300567,0.3103692657568063,0.2399408665037029,0.3162693683979927,0.2375646749377304,0.2991468162139244,0.217856598208097,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw1,generated:zs_pseudo,zs_pseudo,NK cell,3047.0,0.0256313943884588,0.006267565728627,-0.0168509861335284,0.0070242436053822,0.0310360080140804,-0.0116391688817581,0.02356413975431,-0.0207385443588288,0.0232148227739824,-0.0147290778215345,0.0328320184985716,-0.0100698556902393,0.0175099829013499,-0.0270782839152813,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw1,generated:zs_cal,zs_cal,T cell,3013.0,0.0526981396252877,0.0027034370042248,0.0056841597444796,0.0017083967190474,0.0524225359512978,0.0053643442490241,0.0560342220572826,0.0074585681187025,0.054830375339872,0.0073560758693863,0.0500892878782213,0.0047295256355036,0.0501142768997647,0.0035122848497816,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw1,generated:zs_cal,zs_cal,B cell,3263.0,-0.0692942735847505,0.0046591606116719,-0.0581661219534461,0.0074399478162159,-0.0771110611160712,-0.0706523551060175,-0.0645830215973702,-0.0512234366301932,-0.0679387578218578,-0.0582314741984314,-0.0687059169887612,-0.0562477433739918,-0.0681326103996919,-0.0544756004585968,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw1,generated:zs_cal,zs_cal,Monocyte,3157.0,0.1853001671640183,0.0011265578154185,0.1247844572826475,0.0046828484861666,0.1860414948686141,0.1315330835625905,0.1864091610472644,0.1213471920321487,0.1837627811575951,0.1244092061131956,0.1844786520909903,0.1197173506224172,0.1858087466556278,0.1269154540828855,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw1,generated:zs_cal,zs_cal,NK cell,3047.0,0.0457572465062907,0.0046135764210303,0.0104602363855695,0.0093955861948707,0.0465001467073969,0.0189384793631721,0.0529485318185651,0.0220726075868611,0.0419317684783542,0.005486843415866,0.0459163565284309,0.0009806150180904,0.0414894289987066,0.0048226365438577,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw1,generated:lora5,lora5,T cell,3013.0,0.3326960888703588,0.0054981426168601,0.3119538191265872,0.0051124799773919,0.3323689005628742,0.3116008140237262,0.3241941301764972,0.3042555596679847,0.3390602243530326,0.3180635178927025,0.3323494217789232,0.3111999662799919,0.3355077674804665,0.3146492377685306,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw1,generated:lora5,lora5,B cell,3263.0,0.0435906359382057,0.0041715032397061,0.0250656029341014,0.0057409473767945,0.0401288852797107,0.0162975684420849,0.0435998917170065,0.0254170568239644,0.0390687942228198,0.0255942789742728,0.0492179077781574,0.0255858919067571,0.045937700693334,0.032433218523428,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw1,generated:lora5,lora5,Monocyte,3157.0,0.5373530232866398,0.0056667685958844,0.3622876399924548,0.0063249318196882,0.5315669180259984,0.3617917206497537,0.5421308381600694,0.3622668669635626,0.5349587682139131,0.3558814985322598,0.5335487796435308,0.3588653362558848,0.5445598123896875,0.3726327775608128,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw1,generated:lora5,lora5,NK cell,3047.0,0.1700443685584186,0.0075860628207375,0.1092250906153492,0.0088891569237778,0.1659220811787129,0.1009164803150173,0.1735870963565791,0.1108126011160074,0.1625455540615992,0.0994591489227929,0.1815597491563331,0.1200406108583579,0.1666073620388683,0.1148966118645704,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw1,generated:scsemi5,scsemi5,T cell,3013.0,0.1045072319588425,0.0066824312827504,-0.0356352212152847,0.0020097228025684,0.103681754977802,-0.0384915953998369,0.0938349614133299,-0.0346092368898162,0.1115779323871827,-0.0334715712910761,0.1052636002314505,-0.0368524495355717,0.1081779107844472,-0.0347512529601227,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw1,generated:scsemi5,scsemi5,B cell,3263.0,0.0388740259128156,0.0112033845785534,-0.0370696784549318,0.0058411364748619,0.0313879173392759,-0.0448365332897619,0.0314269215990106,-0.0333641657406279,0.0293533746085696,-0.0298691935692087,0.0504214060911914,-0.0369589892132539,0.0517805099260306,-0.0403195104618068,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw1,generated:scsemi5,scsemi5,Monocyte,3157.0,0.3809286166687635,0.0041037823905887,0.2357107568166512,0.0058094019146591,0.3763934081349224,0.2345881049020882,0.3847313341379604,0.2294757474247199,0.3844229286064221,0.2334232761207463,0.3766918963772157,0.2358903781666014,0.3824035160872969,0.2451762774691003,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw1,generated:scsemi5,scsemi5,NK cell,3047.0,0.1786226462298088,0.0124281100274761,0.0890839848159559,0.0043792634435379,0.1826890518251312,0.0890425631579885,0.1949999835419059,0.0929380015113831,0.1643032851692589,0.0858875139492623,0.1829523669615147,0.0837039703308193,0.1681685436512331,0.0938478751303262,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:all_usable_raw.npz@78d8ac58,,T cell,3013.0,0.1774830062248818,0.0027807599395479,0.0931763698700902,0.0030712520098751,0.1787439872623491,0.0955882016290829,0.1761557091114203,0.0926634476205032,0.1775838139827911,0.0944865324522066,0.1737530824070988,0.0880515542808148,0.1811784383607497,0.0950921133678437,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:all_usable_raw.npz@78d8ac58,,B cell,3263.0,0.0930328335681512,0.0073512021938618,0.0193604720322742,0.0050753114495708,0.0974148784754734,0.0206281713448969,0.0876036295769489,0.0137174372940061,0.0888306312191933,0.0244386993145928,0.1039051114778263,0.023675332021046,0.0874099170913142,0.0143427201868292,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:all_usable_raw.npz@78d8ac58,,Monocyte,3157.0,0.3910198118021691,0.001927185248185,0.2098647574137677,0.0062482621413376,0.3916633716273688,0.2173998257628019,0.3910970805450028,0.2115899692922347,0.392489707532309,0.2096385833202727,0.3877023107866668,0.2000774663750758,0.3921465885194983,0.2106179423184534,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:all_usable_raw.npz@78d8ac58,,NK cell,3047.0,0.1514227794534207,0.0076608032021323,0.0685076107035938,0.0057512973554683,0.1535729184640066,0.073302597410701,0.154702242189648,0.0712738015544661,0.1383200813837827,0.0644052477500736,0.1582804821052796,0.0730573313146518,0.1522381731243864,0.0604990754880764,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:all_usable_pseudo.npz@49033eab,,T cell,3013.0,0.5810428678478747,0.0078682599569238,0.5549500374330846,0.0098372988913814,0.5808958126548261,0.5505202079627135,0.5691817469656502,0.5430463283119609,0.5863559678616825,0.5610245143325547,0.5790852578271746,0.5518259425626606,0.5896955539300408,0.5683331939955328,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:all_usable_pseudo.npz@49033eab,,B cell,3263.0,0.3880050600879374,0.0150705613379861,0.3463538097181949,0.0162679203763162,0.3952157929918167,0.3494657143003042,0.3731193091134218,0.3418768990637349,0.3931700980811455,0.3549143581478896,0.406653718624352,0.364316225807021,0.3718663816289509,0.3211958512720247,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:all_usable_pseudo.npz@49033eab,,Monocyte,3157.0,0.602199078937111,0.0222403324464526,0.3514427572116953,0.0239502608746188,0.6280764049687839,0.3750887101518126,0.5799127147769536,0.3434144954614365,0.6132514763016128,0.3471668641467149,0.5778063412539746,0.3175914176557473,0.6119484573842298,0.3739522986427653,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:all_usable_pseudo.npz@49033eab,,NK cell,3047.0,0.6479296566700652,0.005597677212866,0.5834807718814234,0.0063147832086531,0.6540593529832611,0.5892360101183163,0.6442890469519256,0.5856199762571476,0.6414481498865273,0.5731879245564261,0.6464237884499193,0.5872283174961596,0.6534279450786927,0.5821316309790676,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:test_cal.npz@79890ab3,,T cell,3013.0,0.1642889042279412,0.0034009057514471,0.1046588625845063,0.0036761244995155,0.1635698871350119,0.1056095243358665,0.16025181265077,0.1019650669827077,0.167001216354743,0.1070132625013832,0.1621481804458102,0.0998718653190802,0.1684734245533712,0.1088345937834937,,,,,,,,,,,79890ab3b647143499307219e94c5489041c476a2ba08be9b5de944da6f0b7c9
+ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:test_cal.npz@79890ab3,,B cell,3263.0,0.0900820061525411,0.006303008545019,0.0314663327631801,0.0071277298232821,0.0929614378097726,0.0334152865164652,0.0843183908852917,0.0245020316057851,0.0923078269260885,0.0392210251700588,0.0979021915198014,0.0366932866171414,0.0829201836217511,0.0235000339064499,,,,,,,,,,,79890ab3b647143499307219e94c5489041c476a2ba08be9b5de944da6f0b7c9
+ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:test_cal.npz@79890ab3,,Monocyte,3157.0,0.3504454923788395,0.0031315258245706,0.2142797740628806,0.0079554289023691,0.3531331020475496,0.223258997677376,0.3498125389511539,0.2168394661205712,0.3519953919948921,0.2135204682431158,0.3452739905112006,0.2015653402614248,0.3520124383894015,0.2162145980119151,,,,,,,,,,,79890ab3b647143499307219e94c5489041c476a2ba08be9b5de944da6f0b7c9
+ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:test_cal.npz@79890ab3,,NK cell,3047.0,0.1242914404860483,0.0057206384470486,0.0763614106334351,0.00515808467593,0.1257681621661671,0.0790362333585228,0.1272079236013096,0.078073819911055,0.1144352141767808,0.0749084692358031,0.1290414577695078,0.0815994968171721,0.1250044447164765,0.0681890338446224,,,,,,,,,,,79890ab3b647143499307219e94c5489041c476a2ba08be9b5de944da6f0b7c9
+ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:test_raw.npz@0c873c5d,,T cell,3013.0,0.1774830062248818,0.0027807599395479,0.0931763698700902,0.0030712520098751,0.1787439872623491,0.0955882016290829,0.1761557091114203,0.0926634476205032,0.1775838139827911,0.0944865324522066,0.1737530824070988,0.0880515542808148,0.1811784383607497,0.0950921133678437,,,,,,,,,,,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4
+ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:test_raw.npz@0c873c5d,,B cell,3263.0,0.0930328335681512,0.0073512021938618,0.0193604720322742,0.0050753114495708,0.0974148784754734,0.0206281713448969,0.0876036295769489,0.0137174372940061,0.0888306312191933,0.0244386993145928,0.1039051114778263,0.023675332021046,0.0874099170913142,0.0143427201868292,,,,,,,,,,,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4
+ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:test_raw.npz@0c873c5d,,Monocyte,3157.0,0.3910198118021691,0.001927185248185,0.2098647574137677,0.0062482621413376,0.3916633716273688,0.2173998257628019,0.3910970805450028,0.2115899692922347,0.392489707532309,0.2096385833202727,0.3877023107866668,0.2000774663750758,0.3921465885194983,0.2106179423184534,,,,,,,,,,,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4
+ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:test_raw.npz@0c873c5d,,NK cell,3047.0,0.1514227794534207,0.0076608032021323,0.0685076107035938,0.0057512973554683,0.1535729184640066,0.073302597410701,0.154702242189648,0.0712738015544661,0.1383200813837827,0.0644052477500736,0.1582804821052796,0.0730573313146518,0.1522381731243864,0.0604990754880764,,,,,,,,,,,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4
+ji2025_chili,fewshot,fewshot_n5/draw1,split_half_A_vs_B,,mean4,,0.8839875692912933,0.0028746676726594,0.7765443349108496,0.0043417404384402,0.8814997772615848,0.7728412201249508,0.8859144356043438,0.7826907630880139,0.8865766194975155,0.7795230895119117,0.8802908676280876,0.774244890549219,0.8856561464649346,0.7734217112801531,0.9362123886704332,0.9672438742086434,0.8687250471476433,0.9310783609332376,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw1,generated:zs_raw,zs_raw,mean4,,0.0370474557100814,0.0021439187565309,0.0292831825484137,0.0033355913825151,0.0398411429217473,0.0331858728456095,0.034384239932739,0.0260994555284791,0.0371301327063217,0.0277150683184021,0.038255908569174,0.0325641595444028,0.0356258544204247,0.026851356505175,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw1,generated:zs_pseudo,zs_pseudo,mean4,,0.1420948121291085,0.0026902988132151,0.1325122591558591,0.0043656863418015,0.144629238695573,0.1371291687652968,0.1380977396785949,0.1267446620957688,0.1421210737465787,0.1340053774286813,0.1444741236242892,0.1354529408462278,0.1411518849005064,0.1292291466433208,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw1,generated:zs_cal,zs_cal,mean4,,0.0536153199277115,0.0023334309129817,0.0206906828648126,0.0027773057964722,0.0519632791028094,0.0212958880171923,0.0577022233314355,0.0249137327768798,0.0531465417884908,0.0197551628000041,0.0529445948772203,0.0172949369755048,0.0523199605386018,0.020193693754482,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw1,generated:lora5,lora5,mean4,,0.2709210291634057,0.0027977821891979,0.2021330381671232,0.0042884981161176,0.2674966962618241,0.1976516458576455,0.2708779891025381,0.2006880211428797,0.2689083352128412,0.199749611080507,0.2741689645892362,0.203922951325248,0.2731531606505891,0.2086529614293354,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw1,generated:scsemi5,scsemi5,mean4,,0.1757331301925576,0.0027069806263996,0.0630224604905976,0.0023050296282273,0.1735380330692829,0.0600756348426194,0.1762483001730517,0.0636100865764147,0.1724143801928583,0.0639925063024309,0.178832317415343,0.0614457274371487,0.1776326201122519,0.0659883472943742,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:all_usable_raw.npz@78d8ac58,,mean4,,0.2032396077621557,0.0026351557240117,0.0977273025049315,0.0025223006361173,0.2053487889572995,0.1017296990368707,0.2023896653557551,0.0973111639403025,0.1993060585295191,0.0982422657092864,0.2059102466942179,0.0962154209978971,0.2032432792739872,0.0951379628403007,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:all_usable_pseudo.npz@49033eab,,mean4,,0.5547941658857469,0.0085445062691665,0.4590568440610996,0.005008955852527,0.564561840899672,0.4660776606332866,0.5416257044519878,0.4534894247735699,0.558556423032742,0.4590734152958963,0.5524922765388551,0.4552404758803971,0.5567345845054785,0.4614032437223476,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:test_cal.npz@79890ab3,,mean4,,0.1822769608113426,0.0014576721307237,0.1066915950110005,0.0026612150122302,0.1838581472896253,0.1103300104720576,0.1803976665221313,0.1053450961550298,0.1814349123631261,0.1086658062875902,0.18359145506158,0.1049324972537046,0.1821026228202501,0.1041845648866203,,,,,,,,,,,79890ab3b647143499307219e94c5489041c476a2ba08be9b5de944da6f0b7c9
+ji2025_chili,fewshot,fewshot_n5/draw1,broadcast:test_raw.npz@0c873c5d,,mean4,,0.2032396077621557,0.0026351557240117,0.0977273025049315,0.0025223006361173,0.2053487889572995,0.1017296990368707,0.2023896653557551,0.0973111639403025,0.1993060585295191,0.0982422657092864,0.2059102466942179,0.0962154209978971,0.2032432792739872,0.0951379628403007,,,,,,,,,,,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4
+ji2025_chili,fewshot,fewshot_n5/draw2,split_half_A_vs_B,,T cell,3072.0,0.973880304467968,0.0006884244981533,0.9449852308118588,0.0017616399596847,0.974429639500278,0.947477728357869,0.972687198840669,0.9439151409774506,0.9741669844818004,0.9461467498762608,0.973948168072825,0.9432640822710284,0.9741695314442682,0.9441224525766851,0.9867673356520612,0.9933616338736166,0.9717145568425846,0.9857558302351472,16.0,10.0,16.0,10.0,21370.0,21381.0,
+ji2025_chili,fewshot,fewshot_n5/draw2,split_half_A_vs_B,,B cell,3277.0,0.747838919885211,0.0074011933792937,0.5908054086628367,0.0105730599689985,0.739273166242995,0.5786442181286868,0.7498225067392706,0.6016957867008965,0.7445065592112577,0.5823186694389895,0.7464106395351283,0.5901599719556068,0.7591817276974033,0.6012083970900043,0.8557297945217117,0.9250566439530672,0.742775207383086,0.8618440737065411,16.0,10.0,16.0,10.0,2829.0,2843.0,
+ji2025_chili,fewshot,fewshot_n5/draw2,split_half_A_vs_B,,Monocyte,3152.0,0.959687161401876,0.0017736364219671,0.8315664974794027,0.007089906527417,0.9585152496473542,0.8289387234048541,0.961153960526738,0.8347023099667782,0.9610431922008144,0.8390397519380508,0.9605729420531788,0.8345266974515988,0.9571504625812944,0.8206250046357317,0.979428941826977,0.989661023698002,0.9080385545638692,0.9529105700766832,16.0,10.0,16.0,10.0,14430.0,14444.0,
+ji2025_chili,fewshot,fewshot_n5/draw2,split_half_A_vs_B,,NK cell,3069.0,0.8464117218815463,0.0067060163343847,0.6941262998065544,0.0094136362424952,0.8374498888307635,0.6803413388658703,0.8512734543859101,0.705952952935961,0.8532086237161891,0.6970501121766565,0.8486756253906166,0.6964325023979202,0.8414510170842522,0.690854592656364,0.9168179684420856,0.9575061192713528,0.81945047413031,0.9052350380593484,16.0,10.0,16.0,10.0,7388.0,7396.0,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:zs_raw,zs_raw,T cell,3072.0,0.2950290139284587,0.0020561120760609,0.2905608372151785,0.0024310409842744,0.2961829841676651,0.2878443607735408,0.292904812787185,0.2888291032205339,0.297900909614978,0.2937508296583008,0.2933673509075765,0.2922609471772984,0.2947890121648886,0.290118945246219,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:zs_raw,zs_raw,B cell,3277.0,0.0103163642055989,0.0123031659956791,0.0160207405037096,0.0051407394418224,0.004840289505754,0.0188746493991463,-0.0025877707279342,0.0123287759723848,0.0253266744996048,0.0218209613265452,0.0214347638186181,0.0178973698491948,0.0025678639319517,0.0091819459712771,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:zs_raw,zs_raw,Monocyte,3152.0,0.2185385276324677,0.0019443335335226,0.1749255403773824,0.0041209858134356,0.2186483977360311,0.1749167958697011,0.2190053706126653,0.1703827951925504,0.2156183561002803,0.1745645994974093,0.2183651886012831,0.1731926495158993,0.2210553251120786,0.1815708618113521,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:zs_raw,zs_raw,NK cell,3069.0,0.0101134204230378,0.0061259593928496,-0.0072326815509975,0.0068720773292777,0.0019887727940884,-0.011043468705366,0.0107244865278287,-0.0117284645930789,0.0096117086069126,-0.0109605356541568,0.0191882179020916,0.0046093500404281,0.0090539162842678,-0.007040288842814,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:zs_pseudo,zs_pseudo,T cell,3072.0,0.376807509028163,0.0079243300861386,0.4485670592178777,0.0062583623402217,0.3745717982106591,0.4440651230397097,0.3659978688081033,0.4410658211319159,0.3878999411874458,0.4571015612223363,0.3792645608198482,0.4495017621615502,0.3763033761147588,0.4511010285338763,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:zs_pseudo,zs_pseudo,B cell,3277.0,0.0692833559216216,0.0068397688288011,0.0605335752786066,0.0078624382703116,0.0756885310426696,0.0702458547918596,0.0660380862642458,0.0550816347397686,0.0602040435297872,0.0517087008511,0.0680229821147114,0.0669945875907153,0.0764631366566942,0.0586370984195893,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:zs_pseudo,zs_pseudo,Monocyte,3152.0,0.24594975658463,0.0025365805281021,0.1455238079478424,0.0071068852791934,0.247828753038226,0.1547124424756771,0.2491004157362019,0.1484591489939231,0.2444643974968698,0.135306586408513,0.2455546289900654,0.1457482616666068,0.242800587661787,0.1433926001944919,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:zs_pseudo,zs_pseudo,NK cell,3069.0,0.0849847390366001,0.0057837337403083,0.0545821327299632,0.0100188768661315,0.0930906840347839,0.0604506705482973,0.0772204469033241,0.0426053598789048,0.0847052057411636,0.0545520466597184,0.0869203590665498,0.0677702940332649,0.0829869994371793,0.0475322925296305,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:zs_cal,zs_cal,T cell,3072.0,0.4006837895748365,0.0019439112987668,0.3956513677826099,0.0039060408838482,0.3995313978298082,0.3917460259920307,0.3993021690193402,0.39175331599652,0.4032947919158882,0.3996681086814799,0.399055013840616,0.3956370066972841,0.40223557526853,0.3994523815457349,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:zs_cal,zs_cal,B cell,3277.0,0.1025062500229838,0.0152514364640673,0.1157904057786101,0.0125590829212476,0.1024161046069702,0.1297820383819597,0.0857106116759703,0.1096256997066569,0.1227332328956274,0.1277983542846271,0.1116433102822832,0.1111763120273935,0.0900279906540678,0.1005696244924133,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:zs_cal,zs_cal,Monocyte,3152.0,0.2302435688182949,0.0028457668984198,0.1920923463633575,0.0040841502137973,0.2292822488451302,0.1905064518151303,0.2299594844463053,0.1948512954258681,0.2269063508859819,0.188238325969635,0.2303267721762996,0.1890655069993516,0.2347429877377576,0.1978001516068023,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:zs_cal,zs_cal,NK cell,3069.0,0.1767233910092676,0.0065452815446326,0.1479107731415677,0.0118010633009894,0.1751987460092397,0.1486292287730402,0.1682482902429055,0.1335104382287248,0.1753913276740862,0.1459005190064371,0.1863409803356756,0.1662927761815108,0.1784376107844312,0.1452209035181254,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:lora5,lora5,T cell,3072.0,0.4711170148702929,0.0039477026415546,0.4786586629610288,0.004753892925113,0.4695785773212496,0.480270575000412,0.4670907534985856,0.4772037197207024,0.4776872822477178,0.4861634002211278,0.4708214219636366,0.4749017027826311,0.4704070393202751,0.4747539170802707,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:lora5,lora5,B cell,3277.0,0.162136176849781,0.0097238784457335,0.1282973464048837,0.0086088979944685,0.1669726487302512,0.1415520046290209,0.1548102751388498,0.1238392530958211,0.1735713208710592,0.1275864006520032,0.1657373377132801,0.1300725208235972,0.1495893017954645,0.118436552823976,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:lora5,lora5,Monocyte,3152.0,0.2848388782077059,0.0020091257929438,0.2079623258396784,0.0048658316256419,0.2873089693233968,0.2101517291827752,0.2823187211711391,0.2022700016761962,0.2855218976850885,0.2101740340999302,0.2832921629383691,0.2035195158686278,0.2857526399205358,0.2136963483708626,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:lora5,lora5,NK cell,3069.0,0.2158149679198797,0.0032791421699578,0.1545241688099677,0.0050555881620174,0.2128534618072414,0.1493457685650284,0.2116850290839929,0.15129994707108,0.2181042611673124,0.1520911961005936,0.2186704588818232,0.1594947305613863,0.2177616286590285,0.1603892017517502,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:scsemi5,scsemi5,T cell,3072.0,0.2087340723104234,0.0034053721030827,0.2110196523704224,0.0034194133830255,0.2054385746752369,0.2069593868197323,0.2059938270901203,0.2093520300479019,0.2128095459835496,0.2147760186472606,0.211892069938724,0.2143980157970365,0.2075363438644863,0.2096128105401805,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:scsemi5,scsemi5,B cell,3277.0,0.1709252804428821,0.0122089391969195,0.128617039197739,0.0072826496522936,0.1869505795379517,0.1355535832069435,0.1655461036986279,0.1180505980369982,0.1572530436494755,0.1337768807264568,0.1801512582679159,0.1313583679615099,0.1647254170604395,0.1243457660567865,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:scsemi5,scsemi5,Monocyte,3152.0,0.1887047566163456,0.0025434603490818,0.0445772195086026,0.0046731698336014,0.1855042189995681,0.0384912961857356,0.1895851848351161,0.0434773909610551,0.1916477518137826,0.0450729704555005,0.1901257907313249,0.0442833908682159,0.1866608367019365,0.0515610490725061,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:scsemi5,scsemi5,NK cell,3069.0,0.1370038326462747,0.0054376029108569,0.1790391671180108,0.0078622791849267,0.1361924279831144,0.1733445557786733,0.1426229914582808,0.1714557503678916,0.1307898496136034,0.185814805272681,0.1328885213382398,0.1755719129273094,0.1425253728381349,0.1890088112434986,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:all_usable_raw.npz@78d8ac58,,T cell,3072.0,0.2672302311540025,0.0016242608156271,0.1523892669972985,0.0028407711912049,0.2650326005740813,0.1507530196323012,0.2663016747832368,0.1484162676860278,0.2689126009066073,0.1535390995907214,0.2672491377423729,0.1557487069501356,0.2686551417637142,0.1534892411273067,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:all_usable_raw.npz@78d8ac58,,B cell,3277.0,0.1480360586869261,0.011271237013288,0.0661348838257149,0.0054101186413924,0.1633911383634162,0.0697864276040883,0.1351107616091518,0.062586607231797,0.144963570620954,0.0617857984134788,0.1552738642955623,0.0738803131027014,0.1414409585455464,0.0626352727765092,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:all_usable_raw.npz@78d8ac58,,Monocyte,3152.0,0.3729067060893893,0.0028968006922281,0.2238321861681307,0.0057967989315944,0.369416366505111,0.2223081760615235,0.3701326133563904,0.2193510953595956,0.3755323163128357,0.2187679120642421,0.3744316566666538,0.2258245350490939,0.3750205776059558,0.2329092123061986,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:all_usable_raw.npz@78d8ac58,,NK cell,3069.0,0.2405846224812747,0.003817472625889,0.1235883750923716,0.0050067771631152,0.2344023413673111,0.1200306783803933,0.2405253477898542,0.1253641304758986,0.2415115207684775,0.1253845865210716,0.2448366836683818,0.12995439780953,0.2416472188123491,0.1172080822749647,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:all_usable_pseudo.npz@49033eab,,T cell,3072.0,0.7315378732288598,0.00455321022571,0.6863131633633416,0.0061407970405029,0.7318213901803772,0.6835158578968957,0.7244893117982474,0.6767618263972416,0.7369375318127334,0.69038830355613,0.7309804369107703,0.6897598383238409,0.7334606954421706,0.6911399906425996,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:all_usable_pseudo.npz@49033eab,,B cell,3277.0,0.4704123787070395,0.0180446258070226,0.3874328555896039,0.0163857404213366,0.4763334528343562,0.3888004645572645,0.4511478531402133,0.3830392692207701,0.4892355301399216,0.400262021168768,0.4839041095337342,0.4030270813484302,0.4514409478869723,0.3620354416527869,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:all_usable_pseudo.npz@49033eab,,Monocyte,3152.0,0.6962607796071326,0.0069776908669403,0.5072555201082373,0.0136855127838798,0.6968846238906856,0.5128922881483864,0.6927745849438816,0.5060546112655524,0.6980991247450575,0.5049852308250743,0.687330691934964,0.4873517542429623,0.706214872521074,0.524993716059211,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:all_usable_pseudo.npz@49033eab,,NK cell,3069.0,0.6710273802187012,0.0073163588116725,0.5856616077627186,0.0074039876142927,0.6642950069930162,0.5789330124861725,0.6628074473353257,0.5792910151690069,0.6725700905298009,0.5858539215263935,0.6798459063820433,0.5971193930150517,0.6756184498533198,0.5871106966169681,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:test_cal.npz@16df3337,,T cell,3072.0,0.2126601543206971,0.0046702863432177,0.1390536317267925,0.0032233242003885,0.2074348209698623,0.1372592421273983,0.2080388017416912,0.1343895053844479,0.2178037565719759,0.1403863840428101,0.2157428417202518,0.1425309565182583,0.2142805505997043,0.1407020705610481,,,,,,,,,,,16df33379a7def7830668bcfbf8d84370f5763cc9284b99822c68a6a9b911a01
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:test_cal.npz@16df3337,,B cell,3277.0,0.1059295213051055,0.0111280021542138,0.0545123199268837,0.0074270747682336,0.1209921698887579,0.0619601787069729,0.0954859477003889,0.0503217332987474,0.1065254583658251,0.0488122451664249,0.11184917188985,0.0632216998365009,0.0947948586807054,0.0482457426257726,,,,,,,,,,,16df33379a7def7830668bcfbf8d84370f5763cc9284b99822c68a6a9b911a01
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:test_cal.npz@16df3337,,Monocyte,3152.0,0.3389382659288539,0.0022721154046816,0.2241873165215397,0.0056498754198799,0.3362702465460213,0.2245289496626466,0.3375684968897099,0.221073224015675,0.3413340967190632,0.2181821759071363,0.3382480496227521,0.2239239536159382,0.3412704398667229,0.2332282794063028,,,,,,,,,,,16df33379a7def7830668bcfbf8d84370f5763cc9284b99822c68a6a9b911a01
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:test_cal.npz@16df3337,,NK cell,3069.0,0.1762304853278791,0.0045090842945044,0.0962236972520923,0.0057215152199083,0.1694626585599947,0.0909449428001773,0.1815548852489378,0.1001075525078454,0.1784068673772413,0.0981937116064081,0.1748225182808949,0.1024148366931167,0.1769054971723269,0.0894574426529142,,,,,,,,,,,16df33379a7def7830668bcfbf8d84370f5763cc9284b99822c68a6a9b911a01
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:test_raw.npz@70953ef3,,T cell,3072.0,0.2672302311540025,0.0016242608156271,0.1523892669972985,0.0028407711912049,0.2650326005740813,0.1507530196323012,0.2663016747832368,0.1484162676860278,0.2689126009066073,0.1535390995907214,0.2672491377423729,0.1557487069501356,0.2686551417637142,0.1534892411273067,,,,,,,,,,,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:test_raw.npz@70953ef3,,B cell,3277.0,0.1480360586869261,0.011271237013288,0.0661348838257149,0.0054101186413924,0.1633911383634162,0.0697864276040883,0.1351107616091518,0.062586607231797,0.144963570620954,0.0617857984134788,0.1552738642955623,0.0738803131027014,0.1414409585455464,0.0626352727765092,,,,,,,,,,,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:test_raw.npz@70953ef3,,Monocyte,3152.0,0.3729067060893893,0.0028968006922281,0.2238321861681307,0.0057967989315944,0.369416366505111,0.2223081760615235,0.3701326133563904,0.2193510953595956,0.3755323163128357,0.2187679120642421,0.3744316566666538,0.2258245350490939,0.3750205776059558,0.2329092123061986,,,,,,,,,,,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:test_raw.npz@70953ef3,,NK cell,3069.0,0.2405846224812747,0.003817472625889,0.1235883750923716,0.0050067771631152,0.2344023413673111,0.1200306783803933,0.2405253477898542,0.1253641304758986,0.2415115207684775,0.1253845865210716,0.2448366836683818,0.12995439780953,0.2416472188123491,0.1172080822749647,,,,,,,,,,,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0
+ji2025_chili,fewshot,fewshot_n5/draw2,split_half_A_vs_B,,mean4,,0.8819545269091502,0.0025814526299489,0.7653708591901631,0.004565680038564,0.8774169860553477,0.75885050218932,0.8837342801231469,0.7715665476452715,0.8832313399025155,0.7661388208574894,0.8824018437629372,0.7660958135190385,0.8829881847018046,0.7642026117396963,0.9346860101107088,0.9663963551990096,0.8604946982299625,0.92643637801943,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:zs_raw,zs_raw,mean4,,0.1334993315473908,0.0038234351642321,0.1185686091363182,0.0026047951434794,0.1304151110508846,0.1176480843342555,0.1300117247999362,0.1149530524480975,0.1371144122054439,0.1197939637070246,0.1380888803073924,0.1219900791457052,0.1318665293732967,0.1184578660465085,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:zs_pseudo,zs_pseudo,mean4,,0.1942563401427537,0.002954743160789,0.1773016437935724,0.0048598429916039,0.1977949415815846,0.1823685227138859,0.1895892044279688,0.1718029911861281,0.1943183969888166,0.1746672237854169,0.1949406327477937,0.1825037263630343,0.1946385249676048,0.175165754919397,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:zs_cal,zs_cal,mean4,,0.2275392498563457,0.004656881166572,0.2128612232665362,0.0036334904377114,0.2266071243227871,0.2151659362405402,0.2208051388461303,0.2074351873394425,0.2320814258428959,0.2154013269855448,0.2318415191587186,0.215542900476385,0.2263610411111967,0.2107607652907689,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:lora5,lora5,mean4,,0.2834767594619148,0.0037529181034138,0.2423606260038896,0.0025341395367537,0.2841784142955348,0.2453300193443091,0.2789761947231419,0.2386532303909499,0.2887211904927945,0.2440037577684137,0.2846303453742773,0.2419971175090606,0.280877652423826,0.2418190050067149,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:scsemi5,scsemi5,mean4,,0.1763419855039814,0.0023500677446437,0.1408132695486937,0.0037739953777854,0.1785214502989678,0.1385872054977712,0.1759370267705363,0.1355839423534617,0.1731250477651028,0.1448601687754747,0.1787644100690512,0.1414029218885179,0.1753619926162493,0.1436321092282429,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:all_usable_raw.npz@78d8ac58,,mean4,,0.2571894046028982,0.0027074439838641,0.1414861780208789,0.0028904979879376,0.2580606117024799,0.1407195754195766,0.2530175993846583,0.1389295251883298,0.2577300021522186,0.1398693491473785,0.2604478355932427,0.1463519882278652,0.2566909741818914,0.1415604521212448,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:all_usable_pseudo.npz@49033eab,,mean4,,0.6423096029404333,0.0060957631480866,0.5416657867059753,0.003542819634746,0.6423336184746088,0.5410354057721798,0.632804799304417,0.5362866805131428,0.6492105693068784,0.5453723692690915,0.645515286190378,0.5443145167325714,0.6416837414258841,0.5413199612428914,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:test_cal.npz@16df3337,,mean4,,0.2084396067206339,0.002235863648077,0.1284942413568271,0.0027102433414,0.2085399739911591,0.1286733283242988,0.2056620328951819,0.1264730038016789,0.2110175447585263,0.1263936291806948,0.2101656453784372,0.1330228616659535,0.2068128365798649,0.1279083838115094,,,,,,,,,,,16df33379a7def7830668bcfbf8d84370f5763cc9284b99822c68a6a9b911a01
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:test_raw.npz@70953ef3,,mean4,,0.2571894046028982,0.0027074439838641,0.1414861780208789,0.0028904979879376,0.2580606117024799,0.1407195754195766,0.2530175993846583,0.1389295251883298,0.2577300021522186,0.1398693491473785,0.2604478355932427,0.1463519882278652,0.2566909741818914,0.1415604521212448,,,,,,,,,,,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0
+ji2025_chili,fewshot,fewshot_n5/draw3,split_half_A_vs_B,,T cell,3028.0,0.9594370458606962,0.0003416306939461,0.919588489570724,0.0011990719407225,0.959289498431341,0.9208158824619394,0.9592347964339693,0.9182611691892144,0.9590884374083312,0.9208442033882832,0.9599254573673148,0.9193556204372544,0.959647039662524,0.918665572376928,0.9792986693678204,0.9895952048023576,0.9581100267759688,0.9788309490284668,15.0,10.0,15.0,10.0,22181.0,22193.0,
+ji2025_chili,fewshot,fewshot_n5/draw3,split_half_A_vs_B,,B cell,3238.0,0.7317512132318328,0.008911037820564,0.5795093087615565,0.012334962535408,0.7249484442524183,0.5689307968899822,0.7436400083624939,0.5973846859196141,0.7265513720576994,0.5721038075379306,0.7246331489821455,0.5717430183208259,0.7389830925044067,0.5873842351394299,0.8450996975093464,0.919293042239169,0.7337839739810479,0.8566119156193474,15.0,10.0,15.0,10.0,3136.0,3149.0,
+ji2025_chili,fewshot,fewshot_n5/draw3,split_half_A_vs_B,,Monocyte,3132.0,0.9476360087167168,0.0027069735285012,0.8182083656622352,0.0086166178784556,0.9435175457237802,0.8073085717713112,0.9495985432305992,0.8285965865467422,0.9481619120262188,0.8201979043761762,0.9503074261975254,0.8231796069298529,0.9465946164054612,0.8117591586870934,0.9731140772459916,0.9864654465545114,0.900016060991144,0.9486917628983316,15.0,10.0,15.0,10.0,13461.0,13475.0,
+ji2025_chili,fewshot,fewshot_n5/draw3,split_half_A_vs_B,,NK cell,3064.0,0.8022020969265938,0.0114649265701731,0.64826033688572,0.0116617553812828,0.7903897583686991,0.6350046979183653,0.8126362177456005,0.6600603504179409,0.8084586005313684,0.6489462249156488,0.8104009348103912,0.6593285379399809,0.7891249731769101,0.6379618732366641,0.8902465470378028,0.94352877382611,0.7865994495876367,0.8869044196460162,15.0,10.0,15.0,10.0,6797.0,6806.0,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:zs_raw,zs_raw,T cell,3028.0,0.2821643839481322,0.003668522459888,0.2827857718626946,0.0030889392229449,0.2850861837027513,0.2835712765468125,0.276475097648043,0.2774640457226014,0.2812824104655945,0.2835398386327762,0.2823322827588414,0.2855450172900331,0.285645945165431,0.2838086811212499,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:zs_raw,zs_raw,B cell,3238.0,-0.0317351288288689,0.0152891446645874,-0.0083931425737201,0.0149539699401541,-0.0244059531068635,0.0088390364756184,-0.0492149066529126,-0.0299899908261562,-0.0366291578459455,-0.0100332258439871,-0.0094031821803603,0.002038722857729,-0.0390224443582626,-0.0128202555318048,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:zs_raw,zs_raw,Monocyte,3132.0,0.1894033730759636,0.0046260753516348,0.1444106423667824,0.006032796115606,0.1938824230805471,0.1481860250831067,0.1884817985471334,0.1403082645025067,0.1821345598531039,0.1358389471019854,0.1928351835159532,0.1497050295396754,0.1896829003830803,0.1480149456066376,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:zs_raw,zs_raw,NK cell,3064.0,-0.0088106847631121,0.0099123346881566,-0.01491450989156,0.0071221653160355,-0.0148054635265348,-0.0211683615098731,-0.0034847483747266,-0.0098533088475821,-0.0161964496731536,-0.0213590483521288,0.0062104051353038,-0.0052873383135389,-0.0157771673764492,-0.016904492434677,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:zs_pseudo,zs_pseudo,T cell,3028.0,0.1825843722202187,0.0068994574939727,0.2885750101758036,0.0037736311266269,0.1777242860489578,0.2837551213938348,0.183619969612081,0.2880625026982089,0.1763495312334712,0.2872712812956751,0.1937885352809727,0.2941008304663409,0.1814395389256107,0.2896853150249585,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:zs_pseudo,zs_pseudo,B cell,3238.0,0.0143354571676284,0.0089288517004803,0.0224207474213559,0.0074285779765748,0.0160169167602016,0.0260201544142104,0.0227296881907192,0.0266030922496476,0.0021966063782932,0.0156131746180853,0.0222998266097433,0.0304033032474366,0.0084342478991846,0.0134640125773995,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:zs_pseudo,zs_pseudo,Monocyte,3132.0,0.2285084224443805,0.0068355567935012,0.1301508481631454,0.00718940144131,0.2225051635997813,0.1237217752070255,0.2365531903539212,0.1351145921209589,0.2271381150885862,0.1288122060332513,0.2346550643004188,0.1397703500608949,0.2216905788791948,0.1233353173935965,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:zs_pseudo,zs_pseudo,NK cell,3064.0,0.1229486408311195,0.013348663332108,0.0754998944091705,0.0146403960415681,0.137253088685213,0.0855550952514357,0.1136931116225975,0.0685224519658447,0.1211189283394221,0.0785609759809131,0.135725415160304,0.0908608856984859,0.1069526603480608,0.0540000631491733,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:zs_cal,zs_cal,T cell,3028.0,0.4219481514150742,0.0027973156402655,0.4413048688167613,0.0036836442934184,0.4215822212879541,0.4395622806152511,0.4226179784048816,0.4414007303964886,0.4229142850439888,0.4444617030335711,0.417506732144661,0.4360706787580628,0.4251195401938857,0.4450289512804329,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:zs_cal,zs_cal,B cell,3238.0,0.1245133502046309,0.0131587265257254,0.1114192813105193,0.0124189162487898,0.1325892430662776,0.1267243878429759,0.1110159278824387,0.0980837695921373,0.122414552955129,0.1054970130829359,0.14263536012358,0.1223942481880415,0.113911666995729,0.1043969878465059,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:zs_cal,zs_cal,Monocyte,3132.0,0.203286806959749,0.0028313171027368,0.1477151630948123,0.004207591119215,0.2016684292143323,0.1448334520415226,0.2038192952968566,0.1492400785910866,0.1995101123997552,0.1468235717097126,0.2044777456544903,0.1435072317960507,0.2069584522333105,0.1541714813356891,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:zs_cal,zs_cal,NK cell,3064.0,0.1547679638558707,0.0061944860887878,0.144350640135046,0.0065659810052659,0.1560779587577355,0.1484889022048373,0.1527038078243596,0.1501739659976227,0.1461076315247054,0.1355020189146099,0.1632296816011699,0.1484036385412925,0.155720739571383,0.1391846750168678,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:lora5,lora5,T cell,3028.0,0.5098646225234672,0.0065823987405951,0.5300040349821611,0.0040834779023365,0.502419189636267,0.5258836748400673,0.5106676047016925,0.5313844043998783,0.5070574570594663,0.5297859346125962,0.5202773494127265,0.5361410661696381,0.5089015118071841,0.5268250948886255,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:lora5,lora5,B cell,3238.0,0.2618517115914479,0.0058811533319123,0.2061515806137416,0.0077411158995114,0.2653512143376426,0.2083509300861168,0.2571903576206315,0.2070016551428723,0.2552938059474516,0.2004977424822974,0.2696848549458912,0.2174233003191381,0.2617383251056226,0.1974842750382837,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:lora5,lora5,Monocyte,3132.0,0.5443240796151737,0.0031317681772622,0.3186007826065301,0.0041797733934047,0.5492265418521288,0.3206312018698981,0.5416506512574786,0.3176009131942144,0.5429272404249156,0.3117902933922217,0.5456040215939651,0.322405374722403,0.5422119429473802,0.3205761298539133,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:lora5,lora5,NK cell,3064.0,0.3948685450440518,0.0069547090321406,0.317267702940215,0.0034631610924148,0.3977219590730532,0.3120429008635805,0.3873527215930286,0.3187631199779286,0.3923462005659626,0.315567757152733,0.4054132515011995,0.3206189521498384,0.3915085924870147,0.3193457845569942,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:scsemi5,scsemi5,T cell,3028.0,0.300203135928082,0.00564219899403,0.2621277101039959,0.0051469318177736,0.2958977828964763,0.2541610123968874,0.2971684807382857,0.2610875400975576,0.2996569112863125,0.2676560986440021,0.3099856763620784,0.2623176895417188,0.2983068283572571,0.2654162098398132,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:scsemi5,scsemi5,B cell,3238.0,0.2297669867628985,0.0088251299342419,0.1380702750111604,0.0071232674301727,0.2237461978386719,0.1386143727720632,0.2279024154590268,0.1276317175426822,0.2196862958447254,0.1364178844412579,0.2366529522838725,0.147330027793004,0.2408470723881958,0.1403573725067949,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:scsemi5,scsemi5,Monocyte,3132.0,0.2881488619090984,0.0015599138413451,0.1604295190613989,0.0056450252325832,0.2898686814955396,0.1544741882885606,0.2862293238462846,0.1591099054423997,0.2867965830853354,0.159166566360863,0.288754694231458,0.1595889176330343,0.2890950268868744,0.1698080175821368,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:scsemi5,scsemi5,NK cell,3064.0,0.1611186683045128,0.0114104104344803,0.1793638003330119,0.0038812913422861,0.1711349175066316,0.1780325548898991,0.1594999984048413,0.1805370680409105,0.1421056472384347,0.1734727688246208,0.1664800214177638,0.1809548807776871,0.1663727569548928,0.1838217291319421,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:all_usable_raw.npz@78d8ac58,,T cell,3028.0,0.2347706592198804,0.0020061778453228,0.0876495702629309,0.0024876870716206,0.2316789226727907,0.083995736835895,0.2341565261836384,0.087211117862371,0.2361621065412449,0.0905170713494503,0.2350479262975385,0.0893200262735624,0.2368078144041894,0.0872038989933758,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:all_usable_raw.npz@78d8ac58,,B cell,3238.0,0.1489278601159852,0.0148097904866161,0.0444235083971205,0.0076036255350436,0.1525027873402417,0.0509287158015192,0.1393599390406972,0.0456104314164811,0.1284011679434928,0.0325325770735483,0.1622222988702003,0.0508429067197402,0.1621531073852938,0.0422029109743137,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:all_usable_raw.npz@78d8ac58,,Monocyte,3132.0,0.3955751637067034,0.0027505732115089,0.2600251809820377,0.0068427186375225,0.3961308920696956,0.2668511181746097,0.3919262259426468,0.2580306700054194,0.3960512527182712,0.2542766409630531,0.3943354194813916,0.2532985642738662,0.3994320283215118,0.26766891149324,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:all_usable_raw.npz@78d8ac58,,NK cell,3064.0,0.2160177445060895,0.0088326581915348,0.0962135451577461,0.0072533428797284,0.2107455543032152,0.0891862533322835,0.2144769097827719,0.1031552905513196,0.2064734634982911,0.0910173858728925,0.2295358362576943,0.1048512719209745,0.2188569586884751,0.0928575241112604,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:all_usable_pseudo.npz@49033eab,,T cell,3028.0,0.5862980054530414,0.0053423231765815,0.538801832093489,0.0049786579286406,0.5804088795204654,0.5345386577180279,0.5839269631827039,0.5351034398267434,0.5847138686001271,0.5359092110916784,0.5946034523377794,0.5443324319575287,0.5878368636241309,0.5441254198734662,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:all_usable_pseudo.npz@49033eab,,B cell,3238.0,0.3769396732102418,0.015614543989674,0.3120452938166059,0.0193572217410383,0.3831108762108943,0.3171856638588409,0.3632480468127019,0.312373773747836,0.3651141592545295,0.3045608428517479,0.4011511447289029,0.3396447142419623,0.3720741390441802,0.2864614743826424,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:all_usable_pseudo.npz@49033eab,,Monocyte,3132.0,0.6937603156419649,0.0079769433124518,0.5571856770171191,0.0151240139982663,0.6920510924985979,0.5607069878614171,0.6882364067743085,0.5481750241227412,0.6957716999631329,0.5545012756662454,0.6862862379710799,0.5415147572060299,0.7064561410027055,0.5810303402291616,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:all_usable_pseudo.npz@49033eab,,NK cell,3064.0,0.6011677924744143,0.0094777097820899,0.5263946033079168,0.0060281773535456,0.5925217089872148,0.52288037698186,0.5932773403603133,0.5197426713739617,0.5981380167951139,0.5263482707823686,0.6142444361889289,0.5357791703910901,0.6076574600405007,0.5272225270103034,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:test_cal.npz@82faaec7,,T cell,3028.0,0.2104594434784291,0.0049137786764891,0.1528053539356208,0.0030819348967366,0.2047413819744916,0.1482716196704427,0.2054483257695785,0.1516208515770762,0.2144808996399641,0.1529556313248383,0.2135847535371973,0.1550834529869388,0.2140418564709138,0.1560952141188077,,,,,,,,,,,82faaec78b9863b0c95bd8d4248841e95c18feaed7f5360294eb849d25c7f426
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:test_cal.npz@82faaec7,,B cell,3238.0,0.1262326523148335,0.0120414210464271,0.0626092879618556,0.0091732737406323,0.1247920520831609,0.0674460331845906,0.1199937021810617,0.0647239299396119,0.1105804030087981,0.0508135306567961,0.1345967262029464,0.0739156200802255,0.1412003780982005,0.056147325948054,,,,,,,,,,,82faaec78b9863b0c95bd8d4248841e95c18feaed7f5360294eb849d25c7f426
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:test_cal.npz@82faaec7,,Monocyte,3132.0,0.4087147248263693,0.0032401290599384,0.2898176132408785,0.0097862916795797,0.4094962645084564,0.2969575047194924,0.4057196039083384,0.2894920083383228,0.4101853060289179,0.282085916094981,0.4052149486895336,0.2786186603424496,0.4129575009965996,0.301933976709147,,,,,,,,,,,82faaec78b9863b0c95bd8d4248841e95c18feaed7f5360294eb849d25c7f426
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:test_cal.npz@82faaec7,,NK cell,3064.0,0.1746201289176457,0.008069121905615,0.1204639923004173,0.0064929843047328,0.170382760883876,0.1144441549404925,0.173154316233025,0.1250972769320461,0.1663247571473876,0.1170517190062585,0.1876834834074736,0.1294880425763358,0.1755553269164663,0.1162387680469535,,,,,,,,,,,82faaec78b9863b0c95bd8d4248841e95c18feaed7f5360294eb849d25c7f426
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:test_raw.npz@3d69ce8b,,T cell,3028.0,0.2347706592198804,0.0020061778453228,0.0876495702629309,0.0024876870716206,0.2316789226727907,0.083995736835895,0.2341565261836384,0.087211117862371,0.2361621065412449,0.0905170713494503,0.2350479262975385,0.0893200262735624,0.2368078144041894,0.0872038989933758,,,,,,,,,,,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:test_raw.npz@3d69ce8b,,B cell,3238.0,0.1489278601159852,0.0148097904866161,0.0444235083971205,0.0076036255350436,0.1525027873402417,0.0509287158015192,0.1393599390406972,0.0456104314164811,0.1284011679434928,0.0325325770735483,0.1622222988702003,0.0508429067197402,0.1621531073852938,0.0422029109743137,,,,,,,,,,,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:test_raw.npz@3d69ce8b,,Monocyte,3132.0,0.3955751637067034,0.0027505732115089,0.2600251809820377,0.0068427186375225,0.3961308920696956,0.2668511181746097,0.3919262259426468,0.2580306700054194,0.3960512527182712,0.2542766409630531,0.3943354194813916,0.2532985642738662,0.3994320283215118,0.26766891149324,,,,,,,,,,,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:test_raw.npz@3d69ce8b,,NK cell,3064.0,0.2160177445060895,0.0088326581915348,0.0962135451577461,0.0072533428797284,0.2107455543032152,0.0891862533322835,0.2144769097827719,0.1031552905513196,0.2064734634982911,0.0910173858728925,0.2295358362576943,0.1048512719209745,0.2188569586884751,0.0928575241112604,,,,,,,,,,,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb
+ji2025_chili,fewshot,fewshot_n5/draw3,split_half_A_vs_B,,mean4,,0.8602565911839599,0.0042713234446655,0.7413916252200589,0.0066094884248526,0.8545363116940596,0.7330149872603995,0.8662773914431657,0.7510756980183779,0.8605650805059044,0.7405230350545097,0.8613167418393443,0.7434016959069785,0.8585874304373255,0.7389427098600289,0.9219397477902403,0.959720616855537,0.8446273778339494,0.9177597617980404,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:zs_raw,zs_raw,mean4,,0.1077554858580287,0.0064141585998033,0.1009721904410492,0.0055365028963946,0.109939297537475,0.1048569941489161,0.1030643102918843,0.0944822526378424,0.1026478406998998,0.0969966278846614,0.1179936723074345,0.1080003578434746,0.1051323084534498,0.1005247196903514,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:zs_pseudo,zs_pseudo,mean4,,0.1370942231658368,0.0067335760050753,0.1291616250423689,0.0066595980459064,0.1383748637735384,0.1297630365666266,0.1391489899448297,0.129575659758665,0.1317007952599432,0.1275644094819812,0.1466172103378597,0.1387838423682896,0.1296292565130128,0.1201211770362819,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:zs_cal,zs_cal,mean4,,0.2261290681088312,0.003947747905458,0.2111974883392847,0.0026396550930386,0.2279794630815749,0.2149022556761467,0.2225392523521341,0.2097246361443338,0.2227366454808946,0.2080710766852074,0.2319623798809753,0.2125939493208619,0.2254275997485771,0.2106955238698739,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:lora5,lora5,mean4,,0.4277272396935352,0.0045679640588281,0.3430060252856619,0.0037595672388924,0.4286797262247729,0.3417271769149156,0.4242153337932078,0.3436875231787234,0.424406175999449,0.339410431909962,0.4352448693634456,0.3491471733402544,0.4260900930868004,0.3410578210844542,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:scsemi5,scsemi5,mean4,,0.2448094132261479,0.0052778111110085,0.1849978261273917,0.003629562634661,0.2451618949343298,0.1813205320868526,0.2427000546121096,0.1820915577808875,0.237061359363702,0.1841783295676859,0.2504683360737932,0.187547878936361,0.248655421146805,0.1898508322651717,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:all_usable_raw.npz@78d8ac58,,mean4,,0.2488228568871646,0.0058630831868633,0.1220779511999588,0.00290699107384,0.2477645390964858,0.1227404560360768,0.2449799002374386,0.1235018774588978,0.241771997675325,0.117085918814736,0.2552853702267061,0.1245781922970358,0.2543124771998675,0.1224833113930475,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:all_usable_pseudo.npz@49033eab,,mean4,,0.5645414466949156,0.0067118491310787,0.4836068515587827,0.0044631894440335,0.5620231393042932,0.4838279216050364,0.5571721892825069,0.4788487272678206,0.5609344361532259,0.4803299000980101,0.5740713178066728,0.4903177684491527,0.5685061509278793,0.4847099403738933,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:test_cal.npz@82faaec7,,mean4,,0.2300067373843194,0.0051635170032022,0.1564240618596931,0.0033101774139639,0.2273531148624962,0.1567798281287545,0.2260789870230009,0.1577335166967643,0.2253928414562669,0.1507266992707185,0.2352699779592877,0.1592764439964874,0.235938765620545,0.1576038212057406,,,,,,,,,,,82faaec78b9863b0c95bd8d4248841e95c18feaed7f5360294eb849d25c7f426
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:test_raw.npz@3d69ce8b,,mean4,,0.2488228568871646,0.0058630831868633,0.1220779511999588,0.00290699107384,0.2477645390964858,0.1227404560360768,0.2449799002374386,0.1235018774588978,0.241771997675325,0.117085918814736,0.2552853702267061,0.1245781922970358,0.2543124771998675,0.1224833113930475,,,,,,,,,,,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb
+ji2025_chili,fewshot,fewshot_n5/draw4,split_half_A_vs_B,,T cell,3051.0,0.9615670896956588,0.0036664294543514,0.9233817805131344,0.0021068965276135,0.9653803932394828,0.9259629953637568,0.9590060075462492,0.9232658022901016,0.965459456461405,0.924289442454447,0.9575308145068102,0.920184063833212,0.960458776724346,0.9232065986241542,0.9804070375638776,0.9901550573338892,0.9601648407699772,0.9798800134557176,14.0,10.0,14.0,10.0,19237.0,19247.0,
+ji2025_chili,fewshot,fewshot_n5/draw4,split_half_A_vs_B,,B cell,3274.0,0.7898836879655902,0.0039346790118654,0.6129503412988445,0.0031095562739834,0.789031743888786,0.6136219519404453,0.7849108883690875,0.6082366699739462,0.7956461802665583,0.6166215040423052,0.7886373168742132,0.6142451558850811,0.7911923104293058,0.6120264246524443,0.88260895752772,0.939472701853396,0.7600362213324684,0.871800562819541,14.0,10.0,14.0,10.0,2638.0,2652.0,
+ji2025_chili,fewshot,fewshot_n5/draw4,split_half_A_vs_B,,Monocyte,3154.0,0.9563755582836516,0.0081364409005789,0.8388047516076359,0.0060375736620749,0.95052476694261,0.8406963726776332,0.9454111419875528,0.8338736136423214,0.9649168584810868,0.848433490369967,0.9592527666203466,0.8368317492460822,0.9617722573866622,0.8341885321021761,0.9777013970903314,0.9887878423050778,0.9123369415641146,0.9551633062278484,14.0,10.0,14.0,10.0,12440.0,12454.0,
+ji2025_chili,fewshot,fewshot_n5/draw4,split_half_A_vs_B,,NK cell,3068.0,0.8351687694915609,0.0046325987710667,0.6459027061911825,0.0094514257838175,0.8350333203474269,0.6367016247475316,0.8415151488379281,0.6588982203660618,0.8376374532391925,0.649155572133255,0.8298837748075062,0.648225472972694,0.8317741502257512,0.63653264073637,0.9101819771300348,0.9540345785819476,0.7848613454022193,0.8859240065616346,14.0,10.0,14.0,10.0,6836.0,6842.0,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:zs_raw,zs_raw,T cell,3051.0,0.1679152852056482,0.0054405320088454,0.171979922063658,0.0036356494785283,0.169365463506038,0.171178287918032,0.1686769172417871,0.1704382201249883,0.1753366546215287,0.1780083655794258,0.1604304886641331,0.1683043126016047,0.1657669019947542,0.1719704240942394,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:zs_raw,zs_raw,B cell,3274.0,-0.1298869245952731,0.0089162760468534,-0.0787685777794969,0.0058990385028313,-0.1375188947477898,-0.0826123345882698,-0.1288893472433033,-0.0792457564185526,-0.1182805554757556,-0.0703835132328106,-0.124899971339358,-0.0760244212779901,-0.1398458541701588,-0.0855768633798613,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:zs_raw,zs_raw,Monocyte,3154.0,0.1930356790376073,0.0022619251071248,0.1342162433462204,0.0031648814738955,0.1970628863820503,0.1372610075813761,0.1919748582810045,0.1288486952199738,0.1921145014797465,0.1348663361911127,0.1923142995273326,0.135338218406461,0.1917118495179025,0.1347669593321783,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:zs_raw,zs_raw,NK cell,3068.0,-0.0305851695879198,0.0065488761752446,-0.0439798679042651,0.0056380443557738,-0.0343232190016639,-0.051604758001168,-0.0244150400090022,-0.0389556975453029,-0.0313561381416254,-0.0465034245242737,-0.0237497758180681,-0.0379340895505406,-0.0390816749692394,-0.0449013699000405,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:zs_pseudo,zs_pseudo,T cell,3051.0,0.3993060093336327,0.0041774271332103,0.4406479955743495,0.002013016814533,0.4005195081391939,0.4380885513805247,0.3930662900734358,0.4397825490237862,0.3997262832485985,0.4415337450230212,0.4046596310664347,0.4434829772103444,0.3985583341405003,0.4403521552340711,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:zs_pseudo,zs_pseudo,B cell,3274.0,0.0732880363038974,0.0054807004319289,0.040619212866128,0.0117710815427912,0.0782750367813932,0.0523246694028157,0.0662110236876361,0.0340491975943786,0.0793577043696556,0.0374269531507993,0.0717663570816199,0.0531007282379975,0.0708300595991822,0.0261945159446489,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:zs_pseudo,zs_pseudo,Monocyte,3154.0,0.3091326275902933,0.0015803290609621,0.1996412608405018,0.0033774693397385,0.3071492352972666,0.2026536170958436,0.3110785305468339,0.1986744718934809,0.308012452308582,0.1957271708000681,0.3101264840634505,0.2036213747999616,0.3092964357353338,0.1975296696131549,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:zs_pseudo,zs_pseudo,NK cell,3068.0,0.070142008212274,0.0092146849701808,0.0126024826916199,0.008019015711051,0.0789968964197072,0.023698548190758,0.0735777720525443,0.0127712416764105,0.0546641989917096,0.0030390066759477,0.0701885582960568,0.0162883234157315,0.0732826153013521,0.0072152934992517,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:zs_cal,zs_cal,T cell,3051.0,0.1500007436486679,0.0022837295607538,0.0922056377252884,0.0006742633677545,0.1514244364368029,0.0917758059220184,0.1530110442093565,0.0920704055720218,0.1498240570682175,0.0914915316046127,0.1472892851520099,0.0924661478061363,0.148454895376953,0.0932242977216528,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:zs_cal,zs_cal,B cell,3274.0,-0.0550739443944523,0.00716918098682,-0.0574668435120651,0.008280705709153,-0.0509710754722705,-0.0475905577245385,-0.0643135575176206,-0.0613559033126537,-0.0601032165448068,-0.067534514615461,-0.0536252943078057,-0.0605222820226563,-0.046356578129758,-0.0503309598850158,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:zs_cal,zs_cal,Monocyte,3154.0,0.1463893797266969,0.0004989884175139,0.1166089568346912,0.0004648993995465,0.1457065987399486,0.1162540079921831,0.1469234674612687,0.1162654083837403,0.1468228699023152,0.1173148504974721,0.1461573994503913,0.1168524411449128,0.1463365630795606,0.1163580761551479,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:zs_cal,zs_cal,NK cell,3068.0,0.042431726665717,0.0093949674721154,0.0394097676979643,0.0141951578424463,0.037714773747176,0.0342901192309052,0.0431566189651573,0.037111304910908,0.033280912593495,0.0238747097595047,0.0579525093999146,0.062500014075433,0.040053818622842,0.0392726905130706,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:lora5,lora5,T cell,3051.0,0.5345928723549547,0.0026865622986303,0.5222504429505889,0.0046045630152402,0.5366791857840291,0.524035099174604,0.5319107301847836,0.527064820801067,0.531421552725503,0.5244220246625372,0.5367687699718358,0.5151022423204143,0.5361841231086218,0.5206280277943215,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:lora5,lora5,B cell,3274.0,-0.1316828839345289,0.008054464652766,-0.0254613088376217,0.0084762622900148,-0.1319524432965105,-0.0182589890119368,-0.1336411780919109,-0.0242499450370115,-0.124945989532548,-0.0386773127957184,-0.1239364405700295,-0.0181686573039178,-0.1439383681816455,-0.027951640039524,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:lora5,lora5,Monocyte,3154.0,0.4208059156349436,0.0060387444350837,0.2927059908804421,0.003179328676706,0.4116043434094714,0.2871923197685513,0.4281456509077836,0.295409781471579,0.4197850147021167,0.2935652013618753,0.4212158378896935,0.2938821631410767,0.4232787312656527,0.2934804886591283,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:lora5,lora5,NK cell,3068.0,0.2507545000712374,0.0130268952567932,0.2151476561376596,0.0102331458051532,0.2541212077839646,0.2235620831200935,0.2442499836314748,0.2059885402366003,0.2316138340309353,0.202217158166332,0.2641987569496127,0.2206673040749853,0.2595887179601994,0.2233031950902871,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:scsemi5,scsemi5,T cell,3051.0,0.1314522925021337,0.0041310653549113,-0.0168103094156484,0.0028205904379827,0.130337038168651,-0.0171316607386631,0.1255153907890127,-0.0199197531634996,0.1335798560167115,-0.0163682639495658,0.1366641230355072,-0.0123672655671129,0.131165054500786,-0.0182646036594005,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:scsemi5,scsemi5,B cell,3274.0,-0.0698837198479929,0.0050849730363981,-0.0137589199515183,0.0108487228425048,-0.068242242123437,-0.0084794266599819,-0.0754537268816597,-0.0227371949169183,-0.0690052917114075,-0.0151502940825897,-0.0626892256789872,0.0019657997035227,-0.0740281128444731,-0.0243934838016246,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:scsemi5,scsemi5,Monocyte,3154.0,0.2885213458558115,0.002500695895486,0.1144710371904859,0.0042317253369296,0.2842189082025155,0.1107543478912839,0.2891061721849006,0.1102771253832217,0.288870181341138,0.1136474720301952,0.2906328852290555,0.1196766404351365,0.289778582321448,0.1179996002125923,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:scsemi5,scsemi5,NK cell,3068.0,0.0663031315742305,0.0066486903164997,0.0251919410960189,0.0108179003249786,0.0646301756063685,0.0182685186917368,0.0756282881246475,0.037899226556425,0.0644077495289059,0.036082473521529,0.0576411225439771,0.017588759483865,0.0692083220672533,0.0161207272265388,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:all_usable_raw.npz@78d8ac58,,T cell,3051.0,0.2180706521233244,0.0018404587648364,0.1155811734458999,0.0018393856057983,0.2199795390286866,0.1165592902146275,0.2195939012798332,0.1155513583205037,0.2177891823718414,0.1125852908404452,0.2153678345271562,0.1157377414098375,0.2176228034091048,0.1174721864440853,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:all_usable_raw.npz@78d8ac58,,B cell,3274.0,0.1182719743512586,0.0092568702336056,0.0495003985772907,0.0102397323015692,0.1226965033109704,0.0604720158694853,0.105705555533438,0.0340522664106936,0.1239859926429336,0.0541075266052373,0.1275379273493698,0.0538596336956738,0.1114338929195812,0.0450105503053633,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:all_usable_raw.npz@78d8ac58,,Monocyte,3154.0,0.3560357305320975,0.0029876359994202,0.197855826104301,0.0020408598010688,0.3521900029406953,0.1961832296876164,0.3540654592681947,0.1966143294213574,0.3586729648407459,0.1963301082986606,0.3592102009858186,0.1998132750234953,0.3560400246250327,0.2003381880903753,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:all_usable_raw.npz@78d8ac58,,NK cell,3068.0,0.1824260945260709,0.0088657913752876,0.0643549978634004,0.0036030963243223,0.1812492213213139,0.0665997298594205,0.186521738988482,0.0690549740055899,0.1697174318940246,0.0613559747724938,0.1939096136659035,0.064384935940842,0.1807324667606307,0.0603793747386559,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:all_usable_pseudo.npz@49033eab,,T cell,3051.0,0.636918477123228,0.0082361640158615,0.610742888460573,0.005494670864937,0.6384240802252538,0.6105447835415346,0.6427140396830789,0.6014282095340262,0.6462461650607509,0.6133901923958583,0.6263438449762457,0.612874183590307,0.6308642556708106,0.6154770732411392,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:all_usable_pseudo.npz@49033eab,,B cell,3274.0,0.3303234855138629,0.0181856726628224,0.2615170116770876,0.0217673087965842,0.3381485026902107,0.2740007860347145,0.31331107671579,0.2501661700775037,0.3490132604016646,0.2801644447094641,0.3425688594846461,0.2747268126309421,0.308575728277003,0.2285268449328135,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:all_usable_pseudo.npz@49033eab,,Monocyte,3154.0,0.6565799543666062,0.0158746760800045,0.4216030408969199,0.0112196354765229,0.6752625374667457,0.4344344741930233,0.6351175617261754,0.4174304581051807,0.6660790737680408,0.4198890456137358,0.6466804094703357,0.4059977763042884,0.6597601894017333,0.4302634502683711,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:all_usable_pseudo.npz@49033eab,,NK cell,3068.0,0.5856677088113742,0.008505118567752,0.5044102130043712,0.0140991661280606,0.5915994145402879,0.503792009330161,0.5827819433167245,0.5033713409128304,0.5735013624946079,0.4846121439257457,0.5955300107675446,0.5243995172201446,0.5849258129377056,0.5058760536329743,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:test_cal.npz@cdfdac00,,T cell,3051.0,0.1564145693479726,0.0012168301914454,0.0637013849463726,0.0019688957376277,0.1568337521723344,0.0639457210224941,0.1543830806053858,0.0644708382590587,0.1566810085695858,0.0604571880866282,0.1565203282670163,0.0638568305935405,0.1576546771255406,0.0657763467701415,,,,,,,,,,,cdfdac0013eb4d3aa7262efe89348124d1601240cd295adc3803007647b74178
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:test_cal.npz@cdfdac00,,B cell,3274.0,0.1077496651733146,0.0073553811100962,0.0252683574558539,0.0092528550032529,0.108397359179765,0.0370384006316974,0.0980840055619139,0.0128445213846474,0.1176778927419989,0.0284754842830398,0.110728049210542,0.0282361141369236,0.1038610191723528,0.0197472668429614,,,,,,,,,,,cdfdac0013eb4d3aa7262efe89348124d1601240cd295adc3803007647b74178
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:test_cal.npz@cdfdac00,,Monocyte,3154.0,0.3481769365859045,0.0031487320324254,0.2188535691615647,0.0015625695077696,0.3447458429742527,0.2176573459834689,0.344711826826473,0.2189466912202466,0.350366697142138,0.2169644358976508,0.3504656934569498,0.2199746433786181,0.350594622529709,0.220724729327839,,,,,,,,,,,cdfdac0013eb4d3aa7262efe89348124d1601240cd295adc3803007647b74178
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:test_cal.npz@cdfdac00,,NK cell,3068.0,0.1346965774289631,0.0088900879984109,0.0278001908453018,0.0065919085688426,0.1325626208405429,0.0249421220711665,0.1426941374679323,0.0390488743671694,0.124483809050738,0.0251196992943603,0.1450522865098523,0.0277401075841362,0.1286900332757503,0.0221501509096766,,,,,,,,,,,cdfdac0013eb4d3aa7262efe89348124d1601240cd295adc3803007647b74178
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:test_raw.npz@cc4771e4,,T cell,3051.0,0.2180706521233244,0.0018404587648364,0.1155811734458999,0.0018393856057983,0.2199795390286866,0.1165592902146275,0.2195939012798332,0.1155513583205037,0.2177891823718414,0.1125852908404452,0.2153678345271562,0.1157377414098375,0.2176228034091048,0.1174721864440853,,,,,,,,,,,cc4771e4a9c4ec2ada5be09852a568ab87c74b950e63a012ef3159f6a27a9bc5
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:test_raw.npz@cc4771e4,,B cell,3274.0,0.1182719743512586,0.0092568702336056,0.0495003985772907,0.0102397323015692,0.1226965033109704,0.0604720158694853,0.105705555533438,0.0340522664106936,0.1239859926429336,0.0541075266052373,0.1275379273493698,0.0538596336956738,0.1114338929195812,0.0450105503053633,,,,,,,,,,,cc4771e4a9c4ec2ada5be09852a568ab87c74b950e63a012ef3159f6a27a9bc5
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:test_raw.npz@cc4771e4,,Monocyte,3154.0,0.3560357305320975,0.0029876359994202,0.197855826104301,0.0020408598010688,0.3521900029406953,0.1961832296876164,0.3540654592681947,0.1966143294213574,0.3586729648407459,0.1963301082986606,0.3592102009858186,0.1998132750234953,0.3560400246250327,0.2003381880903753,,,,,,,,,,,cc4771e4a9c4ec2ada5be09852a568ab87c74b950e63a012ef3159f6a27a9bc5
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:test_raw.npz@cc4771e4,,NK cell,3068.0,0.1824260945260709,0.0088657913752876,0.0643549978634004,0.0036030963243223,0.1812492213213139,0.0665997298594205,0.186521738988482,0.0690549740055899,0.1697174318940246,0.0613559747724938,0.1939096136659035,0.064384935940842,0.1807324667606307,0.0603793747386559,,,,,,,,,,,cc4771e4a9c4ec2ada5be09852a568ab87c74b950e63a012ef3159f6a27a9bc5
+ji2025_chili,fewshot,fewshot_n5/draw4,split_half_A_vs_B,,mean4,,0.8857487763591154,0.0031816074028598,0.7552598949026994,0.0029627040262961,0.8849925561045764,0.7542457361823418,0.8827107966852045,0.7560685765681078,0.8909149871120606,0.7596250022499935,0.883826168202219,0.7548716104842673,0.8862993736915163,0.7514885490287861,0.9377248423279908,0.9681125450185776,0.8543498372671949,0.9231919722661854,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:zs_raw,zs_raw,mean4,,0.0501197175150156,0.0037003396533581,0.0458619299315291,0.0022998305361755,0.0486465590346586,0.0435555507274925,0.0518368470676215,0.0452713653452766,0.0544536156209735,0.0489969410033635,0.0510237602585099,0.0474210050448837,0.0446378055933146,0.0440647875366289,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:zs_pseudo,zs_pseudo,mean4,,0.2129671703600243,0.0023709319749509,0.1733777379931498,0.0054192759570236,0.2162351691593902,0.1791913465174855,0.2109834040901125,0.1713193650470141,0.2104401597296364,0.1694317189124591,0.2141852576268905,0.1791233509160087,0.2129918611940921,0.1678229085727816,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:zs_cal,zs_cal,mean4,,0.0709369764116573,0.0026154042470495,0.0476893796864697,0.0043270548238964,0.0709686833629142,0.048682343855142,0.0696943932795405,0.0460228038885041,0.0674561557548052,0.0412866443115321,0.0744434749236275,0.0528240802509564,0.0721221747373993,0.0496310261262139,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:lora5,lora5,mean4,,0.2686176010316517,0.0036907569292365,0.2511606952827672,0.0034137459818027,0.2676130734202386,0.254132628262828,0.2676662966580327,0.2510532993680587,0.2644686029815017,0.2453817678487565,0.2745617310602781,0.2528707630581396,0.2687783010382071,0.2523650178760532,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:scsemi5,scsemi5,mean4,,0.1040982625210457,0.0010363481371145,0.0272734372298345,0.0034342976984868,0.1027359699635245,0.0258529447960939,0.1036990310542252,0.0263798509648071,0.104463123793837,0.0295528468798921,0.1055622262823881,0.0317159835138528,0.1040309615112535,0.0228655599945265,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:all_usable_raw.npz@78d8ac58,,mean4,,0.2187011128831878,0.0031465656929031,0.106823098997723,0.0024004882849605,0.2190288166504166,0.1099535664077874,0.216471663767487,0.1038182320395361,0.2175413929373864,0.1060947251292093,0.224006394132062,0.1084488965174622,0.2164572969285873,0.1058000748946199,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:all_usable_pseudo.npz@49033eab,,mean4,,0.5523724064537678,0.0076093521609277,0.4495682885097379,0.0055728545513526,0.5608586337306245,0.4556930132748584,0.5434811553604422,0.4430990446573852,0.558709965431266,0.449513956661201,0.5527807811746931,0.4544995724364205,0.5460314965718132,0.4450358555188245,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:test_cal.npz@cdfdac00,,mean4,,0.1867594371340387,0.0023801812472995,0.0839058756022732,0.0015531749430486,0.1856348937917238,0.0858958974272067,0.1849682626154263,0.0838277313077805,0.1873023518761152,0.0827542018904198,0.1906915893610901,0.0849519239233046,0.1852000880258382,0.0820996234626546,,,,,,,,,,,cdfdac0013eb4d3aa7262efe89348124d1601240cd295adc3803007647b74178
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:test_raw.npz@cc4771e4,,mean4,,0.2187011128831878,0.0031465656929031,0.106823098997723,0.0024004882849605,0.2190288166504166,0.1099535664077874,0.216471663767487,0.1038182320395361,0.2175413929373864,0.1060947251292093,0.224006394132062,0.1084488965174622,0.2164572969285873,0.1058000748946199,,,,,,,,,,,cc4771e4a9c4ec2ada5be09852a568ab87c74b950e63a012ef3159f6a27a9bc5
+ye2026_sepsis,fewshot,fewshot_n5/draw0,split_half_A_vs_B,,T cell,3259.0,0.9881033330081266,0.0010998280503305,0.9415218912647194,0.0020474580750124,0.9893068014472576,0.9437612596096144,0.98914884849925,0.9417138416910992,0.9870901778087614,0.9424729318945868,0.987988870850426,0.941426341045972,0.9869819664349376,0.9382350820823256,0.9940160721053302,0.9970035466864348,0.9698802733060158,0.9848249962841192,57.0,20.0,57.0,20.0,140502.0,140535.0,
+ye2026_sepsis,fewshot,fewshot_n5/draw0,split_half_A_vs_B,,B cell,3304.0,0.9698600123904269,0.0040678563567267,0.8615719583431745,0.0052265578160042,0.972707282282718,0.8610390684728858,0.9647127911474672,0.8584998035684712,0.9688607805229144,0.8595478663599393,0.9750556031333092,0.8706954481933481,0.9679636048657244,0.8580776051212273,0.9846994266496134,0.9923202238439028,0.9256391669221165,0.9621014327617002,57.0,20.0,57.0,20.0,47193.0,47228.0,
+ye2026_sepsis,fewshot,fewshot_n5/draw0,split_half_A_vs_B,,Monocyte,3285.0,0.9337534667038792,0.0017808635101774,0.7916064666746943,0.0048216641132422,0.9332702098158552,0.7863228353016113,0.9335521520149632,0.7902836652074426,0.9345148475984628,0.7901674496824422,0.9361470554498036,0.7994299687264561,0.9312830686403116,0.7918284144555184,0.9657419963626288,0.9827217288544244,0.8836834220005391,0.9400443723572516,57.0,20.0,57.0,20.0,53441.0,53477.0,
+ye2026_sepsis,fewshot,fewshot_n5/draw0,split_half_A_vs_B,,NK cell,3226.0,0.9372710379325346,0.0045083343666247,0.7712479682905162,0.0057171493164243,0.9325053920959724,0.762099548500465,0.9327373967868005,0.7769477232465785,0.9390591245994948,0.7749455055239043,0.9428471756138764,0.7704679240969946,0.939206100566529,0.7717791400846388,0.9676199350327304,0.9836767431594234,0.8708526215387792,0.9331948465024756,57.0,20.0,57.0,20.0,21337.0,21375.0,
+ye2026_sepsis,fewshot,fewshot_n5/draw0,generated:zs_raw,zs_raw,T cell,3259.0,-0.1131135155038578,0.0037618461755028,-0.1784189724387259,0.0053428417420895,-0.114626914994813,-0.1831650934306702,-0.1179842320595228,-0.1829984944994791,-0.1080109972245481,-0.170087456079565,-0.1138392358477388,-0.1785455419826034,-0.1111061973926665,-0.177298276201312,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw0,generated:zs_raw,zs_raw,B cell,3304.0,0.0493240870760397,0.0104460867675997,-0.0115100546992867,0.011179200944237,0.0656920289214947,0.001754716794785,0.038357251957931,-0.029231137227141,0.0511521071767229,-0.0086731425571348,0.0426411260814842,-0.0112237620599623,0.0487779212425657,-0.0101769484469803,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw0,generated:zs_raw,zs_raw,Monocyte,3285.0,0.043814144479744,0.0040923318533845,-0.0131028873481523,0.0056441723320649,0.0395072039623087,-0.0177199576627792,0.0479350384436213,-0.0065359632441846,0.0393305850232436,-0.0173199187404356,0.0456733947715572,-0.0073524005689495,0.0466245001979892,-0.0165861965244127,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw0,generated:zs_raw,zs_raw,NK cell,3226.0,-0.0783086267463419,0.0121670974861964,-0.0434808537740918,0.0083002121325365,-0.0754915773986796,-0.040603201546075,-0.0887587069438867,-0.0461532760674003,-0.086260095933259,-0.0549444174940621,-0.0825652131627012,-0.0435684617392472,-0.058467540293183,-0.0321349120236744,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw0,generated:zs_pseudo,zs_pseudo,T cell,3259.0,0.5493055259747001,0.0020186776742398,0.414685461949145,0.0007079222694223,0.5523523064714361,0.4141162731209179,0.5502549424085819,0.4150717777380499,0.548667967439092,0.4157161891267065,0.5474401040782095,0.4144956001623848,0.547812309476181,0.4140274695976661,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw0,generated:zs_pseudo,zs_pseudo,B cell,3304.0,0.5487332510585555,0.0027278296299197,0.3711737085418229,0.0036510476581696,0.5522786500571927,0.3757289389158091,0.547250146553966,0.3683250425653773,0.5485920068156985,0.3673155287753993,0.5452105395659622,0.3703448772912417,0.5503349122999585,0.3741541551612875,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw0,generated:zs_pseudo,zs_pseudo,Monocyte,3285.0,0.3706712910296362,0.0155787668246357,0.3330597738206866,0.0083529887262337,0.3556081502035583,0.3224981672989676,0.3858780789161558,0.3413884024373457,0.367527844552628,0.3362773263447887,0.3879551484119313,0.3391757675982907,0.3563872330639075,0.3259592054240403,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw0,generated:zs_pseudo,zs_pseudo,NK cell,3226.0,0.3881865603202247,0.0106974439152862,0.2745878173788313,0.0087702251099128,0.3812364851474614,0.2808961300020471,0.3855808980287554,0.2664851894159502,0.3757625187897088,0.2636112849768253,0.3973412312859859,0.2812802154051978,0.4010116683492121,0.2806662670941363,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw0,generated:zs_cal,zs_cal,T cell,3259.0,0.0089762613310586,0.0012285003592801,0.1279294250988002,0.0033418781567191,0.0101368234389635,0.1307625412355548,0.0103997863990027,0.1322640103095061,0.0086413237699781,0.1257460276689043,0.0077467952918981,0.1260154406572731,0.0079565777554507,0.1248591056227629,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw0,generated:zs_cal,zs_cal,B cell,3304.0,0.164128701612952,0.0085587751879776,0.2533567957033346,0.0051471373121512,0.1737878566434052,0.2512430853213416,0.1517242063985222,0.2459067591892594,0.1659531526890604,0.2534655036758634,0.1600018205112009,0.2572810168225055,0.1691764718225714,0.2588876135077034,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw0,generated:zs_cal,zs_cal,Monocyte,3285.0,0.1567158008582689,0.0044153757544527,0.0954783059245554,0.004649458033788,0.156112102651329,0.0953437186560159,0.1504100257156216,0.0954993538817586,0.1573543162418822,0.0995641030745718,0.1568692703059988,0.0990540170228224,0.1628332893765129,0.0879303369876084,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw0,generated:zs_cal,zs_cal,NK cell,3226.0,-0.0553627515276604,0.0115922814325075,0.0249832863914719,0.0070270933899056,-0.0502657901256388,0.0357542931435381,-0.0681071357901148,0.024386229852708,-0.0630056879130024,0.0161079873254693,-0.0570399533053656,0.0234579122557808,-0.0383951905041804,0.0252100093798635,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw0,generated:lora5,lora5,T cell,3259.0,0.4401164302630751,0.004426785499654,0.0773626968680842,0.0069167998820391,0.4420327706676065,0.0752416795776192,0.4387681428900645,0.0723212369597922,0.4418439929344037,0.0862050621029412,0.4331687913131365,0.0701252918213988,0.4447684535101642,0.0829202138786696,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw0,generated:lora5,lora5,B cell,3304.0,0.6145154934224341,0.0068874819839743,0.4220458083961144,0.0074923666125762,0.6240451300130916,0.4313830283125869,0.6128469758497279,0.4116867232571659,0.6159855580178878,0.4254361893340759,0.6048271969584024,0.4180554595836186,0.6148726062730606,0.4236676414931247,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw0,generated:lora5,lora5,Monocyte,3285.0,0.2955956412351305,0.0048987816887212,0.2408071606564625,0.0056089515103952,0.2909846403848675,0.2428837847166526,0.30331721337503,0.2337523291041258,0.2950909736356538,0.2488101984952831,0.2966862418309896,0.2380427633542629,0.2918991369491118,0.2405467276119881,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw0,generated:lora5,lora5,NK cell,3226.0,0.3862389298890654,0.0092279544016186,0.2219962565874699,0.0091061066638656,0.3823798602414637,0.2223827059898536,0.3866719227311541,0.2192133638117607,0.3732748968351485,0.2083428623707786,0.3910312899469221,0.2279502985170227,0.3978366796906382,0.2320920522479338,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw0,generated:scsemi5,scsemi5,T cell,3259.0,0.4185766286746486,0.0026859864116258,0.0203870439753895,0.007128951311576,0.4193813618293497,0.0165702119376756,0.4164005753747287,0.0140244772462964,0.4203765502747884,0.0267186210445708,0.4151887084654956,0.0152135753453504,0.4215359474288807,0.0294083343030545,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw0,generated:scsemi5,scsemi5,B cell,3304.0,0.3970252017325759,0.0061267037885853,-0.0052156581741283,0.0082823521828277,0.3987300341333211,0.0035817301783102,0.3945590611956668,0.0002843524455454,0.4048152064603338,-0.0167290507912113,0.3987915841174238,-0.0027146087682646,0.3882301227561337,-0.0105007139350215,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw0,generated:scsemi5,scsemi5,Monocyte,3285.0,0.4608666616231156,0.0022767234238772,0.2362483439037808,0.0078195238680912,0.4577954427374373,0.2433975136192357,0.4622455894697738,0.2418014212650845,0.4608336396555219,0.2366307412894027,0.4637181127122898,0.2235059277144472,0.4597405235405555,0.2359061156307337,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw0,generated:scsemi5,scsemi5,NK cell,3226.0,0.3589579761501031,0.0134355308500767,0.0240637937833815,0.0054758645516184,0.3631009550283279,0.0202206894637054,0.3390033626436298,0.0230283803050315,0.3640482310849218,0.019803836777031,0.3537517743973806,0.0239321938188573,0.3748855575962556,0.0333338685522822,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw0,broadcast:all_usable_raw.npz@ffcc1562,,T cell,3259.0,0.2954606232853368,0.0069128996979997,0.3192943701102717,0.0039817890090886,0.2865735236813163,0.3160415624928609,0.2900151037552173,0.3247989687104763,0.3032086040758502,0.3208587921595756,0.2981171086638596,0.3148556456454984,0.2993887762504407,0.3199168815429472,,,,,,,,,,,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641
+ye2026_sepsis,fewshot,fewshot_n5/draw0,broadcast:all_usable_raw.npz@ffcc1562,,B cell,3304.0,0.282515133898845,0.0139435072557335,0.3165808487131549,0.0051799981428356,0.2974184085758545,0.320560248558226,0.2627319331397743,0.3078733728940132,0.2819307793186607,0.3161629317980379,0.293876651326184,0.3202165042788944,0.276617897133751,0.3180911860366031,,,,,,,,,,,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641
+ye2026_sepsis,fewshot,fewshot_n5/draw0,broadcast:all_usable_raw.npz@ffcc1562,,Monocyte,3285.0,0.5523141825435901,0.009982068145289,0.484835242802115,0.0069733681799029,0.5526982191637889,0.4856874494549002,0.5438509577361202,0.4812886852966138,0.5533517493879867,0.4936744827064687,0.5435686914284955,0.4752745344115991,0.5681012950015591,0.4882510621409934,,,,,,,,,,,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641
+ye2026_sepsis,fewshot,fewshot_n5/draw0,broadcast:all_usable_raw.npz@ffcc1562,,NK cell,3226.0,0.2102711862769656,0.0273023324999858,0.2071163916709702,0.0039490519094237,0.2333036424417006,0.2076640329470643,0.1681656124110252,0.2096474356766612,0.2265329758106415,0.2032695556018901,0.1973608021921853,0.2029959818748938,0.2259928985292752,0.2120049522543413,,,,,,,,,,,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641
+ye2026_sepsis,fewshot,fewshot_n5/draw0,broadcast:all_usable_pseudo.npz@32e455af,,T cell,3259.0,0.8091605955318284,0.0023576230449103,0.786829123955618,0.0022962928462636,0.8079013508929146,0.7853929600916976,0.8065801067777317,0.7906389851932859,0.8126485321956571,0.7847417555195048,0.8083980526950902,0.7864449875687826,0.8102749350977486,0.7869269314048188,,,,,,,,,,,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576
+ye2026_sepsis,fewshot,fewshot_n5/draw0,broadcast:all_usable_pseudo.npz@32e455af,,B cell,3304.0,0.743556783615945,0.0040057310320239,0.6123590633599868,0.0045535983123276,0.7474632215313808,0.6083292887046676,0.7422303366986807,0.6193183865044591,0.7447573864368753,0.6137633462556836,0.7460582923627308,0.6120504681822994,0.7372746810500572,0.6083338271528244,,,,,,,,,,,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576
+ye2026_sepsis,fewshot,fewshot_n5/draw0,broadcast:all_usable_pseudo.npz@32e455af,,Monocyte,3285.0,0.6498241263780675,0.0131647932016998,0.5474121436009305,0.0072760988079489,0.6352030893145257,0.5392305992790888,0.6571366502259254,0.5493094227757683,0.6429673424991326,0.5491090221505446,0.6687105049350667,0.5577004496164966,0.6451030449156868,0.5417112241827544,,,,,,,,,,,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576
+ye2026_sepsis,fewshot,fewshot_n5/draw0,broadcast:all_usable_pseudo.npz@32e455af,,NK cell,3226.0,0.700119134926649,0.0116424710940442,0.6248691292931372,0.0041241915090791,0.705185638605809,0.6210375992800655,0.6805188071618992,0.6302835392130997,0.7029802996022948,0.6204437835646106,0.7006623335858873,0.6267463636300559,0.7112485956773548,0.6258343607778544,,,,,,,,,,,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576
+ye2026_sepsis,fewshot,fewshot_n5/draw0,broadcast:test_cal.npz@db50ff50,,T cell,3259.0,0.2623249853895174,0.0082706476600877,0.2858374851018673,0.0038528700553056,0.2523991395996796,0.2835337285901366,0.2549037833395236,0.2914691337087772,0.2713251409950156,0.2868122339667699,0.2650528018082802,0.2812214967344717,0.2679440612050882,0.286150832509181,,,,,,,,,,,db50ff506c753b8f03e0fbf256496918aaabf4f263a2ef4db504e8808eeaed62
+ye2026_sepsis,fewshot,fewshot_n5/draw0,broadcast:test_cal.npz@db50ff50,,B cell,3304.0,0.2845159302516877,0.0160815864616672,0.298661985733217,0.0046719657752049,0.3033674963450821,0.301403349089079,0.2636823065710448,0.29109994256426,0.283093788658144,0.2973918952436707,0.2971091156445352,0.3028136293510154,0.2753269440396323,0.3006011124180599,,,,,,,,,,,db50ff506c753b8f03e0fbf256496918aaabf4f263a2ef4db504e8808eeaed62
+ye2026_sepsis,fewshot,fewshot_n5/draw0,broadcast:test_cal.npz@db50ff50,,Monocyte,3285.0,0.5538905218594019,0.0102624778814535,0.4809157377297762,0.0079673455204831,0.5521812161181953,0.4838325733464455,0.5469910269584402,0.4746578762077397,0.5529270589927033,0.4895487113933991,0.5459486003843176,0.4705978987608371,0.571404706843353,0.4859416289404598,,,,,,,,,,,db50ff506c753b8f03e0fbf256496918aaabf4f263a2ef4db504e8808eeaed62
+ye2026_sepsis,fewshot,fewshot_n5/draw0,broadcast:test_cal.npz@db50ff50,,NK cell,3226.0,0.1710593050277628,0.0315345731356822,0.1706095559895526,0.0038642078886592,0.197767517746559,0.1710015213493376,0.1218180818088671,0.1750305370986085,0.190300007069327,0.1658098658704988,0.1574728255693213,0.1676880876378348,0.1879380929447394,0.1735177679914833,,,,,,,,,,,db50ff506c753b8f03e0fbf256496918aaabf4f263a2ef4db504e8808eeaed62
+ye2026_sepsis,fewshot,fewshot_n5/draw0,broadcast:test_raw.npz@ae163d5e,,T cell,3259.0,0.2954606232853368,0.0069128996979997,0.3192943701102717,0.0039817890090886,0.2865735236813163,0.3160415624928609,0.2900151037552173,0.3247989687104763,0.3032086040758502,0.3208587921595756,0.2981171086638596,0.3148556456454984,0.2993887762504407,0.3199168815429472,,,,,,,,,,,ae163d5eb1531842e2acea7db21a0a500f7642767566cdc639be42951543bba9
+ye2026_sepsis,fewshot,fewshot_n5/draw0,broadcast:test_raw.npz@ae163d5e,,B cell,3304.0,0.282515133898845,0.0139435072557335,0.3165808487131549,0.0051799981428356,0.2974184085758545,0.320560248558226,0.2627319331397743,0.3078733728940132,0.2819307793186607,0.3161629317980379,0.293876651326184,0.3202165042788944,0.276617897133751,0.3180911860366031,,,,,,,,,,,ae163d5eb1531842e2acea7db21a0a500f7642767566cdc639be42951543bba9
+ye2026_sepsis,fewshot,fewshot_n5/draw0,broadcast:test_raw.npz@ae163d5e,,Monocyte,3285.0,0.5523141825435901,0.009982068145289,0.484835242802115,0.0069733681799029,0.5526982191637889,0.4856874494549002,0.5438509577361202,0.4812886852966138,0.5533517493879867,0.4936744827064687,0.5435686914284955,0.4752745344115991,0.5681012950015591,0.4882510621409934,,,,,,,,,,,ae163d5eb1531842e2acea7db21a0a500f7642767566cdc639be42951543bba9
+ye2026_sepsis,fewshot,fewshot_n5/draw0,broadcast:test_raw.npz@ae163d5e,,NK cell,3226.0,0.2102711862769656,0.0273023324999858,0.2071163916709702,0.0039490519094237,0.2333036424417006,0.2076640329470643,0.1681656124110252,0.2096474356766612,0.2265329758106415,0.2032695556018901,0.1973608021921853,0.2029959818748938,0.2259928985292752,0.2120049522543413,,,,,,,,,,,ae163d5eb1531842e2acea7db21a0a500f7642767566cdc639be42951543bba9
+ye2026_sepsis,fewshot,fewshot_n5/draw0,split_half_A_vs_B,,mean4,,0.957246962508742,0.0020262343662065,0.841487071143276,0.0026815716950031,0.9569474214104507,0.8383056779711441,0.9550377971121202,0.8418612584283979,0.9573812326324084,0.8417834383652182,0.9605096762618538,0.8455049205156927,0.9563586851268756,0.8399800604359275,0.9780193575375756,0.9889305606360465,0.9125138709418626,0.9550414119763868,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw0,generated:zs_raw,zs_raw,mean4,,-0.024570977673604,0.0046399299115107,-0.0616281920650642,0.0029193154820643,-0.0212298148774223,-0.0599333839611848,-0.0301126621504642,-0.0662297177595512,-0.0259471002394601,-0.0627562337177994,-0.0270224820393496,-0.0601725415876906,-0.0185428290613236,-0.0590490832990948,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw0,generated:zs_pseudo,zs_pseudo,mean4,,0.4642241570957791,0.0041374351012899,0.3483766904226215,0.0020071477939648,0.4603688979699121,0.3483098773344354,0.4672410164768648,0.3478176030391808,0.4601375843992818,0.3457300823059299,0.4694867558355222,0.3513241151142787,0.4638865307973148,0.3487017743192825,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw0,generated:zs_cal,zs_cal,mean4,,0.0686145030686548,0.0055187577296564,0.1254369532795405,0.0018949517302962,0.0724427481520147,0.1282759095891126,0.0611067206807579,0.124514088308308,0.0672357761969796,0.1237209054362022,0.066894483200933,0.1264520966895954,0.0753927871125886,0.1242217663744846,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw0,generated:lora5,lora5,mean4,,0.4341166237024262,0.0025710283867161,0.2405529806270328,0.0041983965152633,0.4348606003267573,0.2429727996491781,0.4354010637114941,0.2342434132832112,0.4315488553557735,0.2421985780757697,0.4314283800123626,0.2385434533190758,0.4373442191057437,0.244806658807929,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw0,generated:scsemi5,scsemi5,mean4,,0.4088566170451108,0.0036713192467686,0.0688708808721058,0.002974292964248,0.409751948432109,0.0709425362997317,0.4030521471709498,0.0697846578154895,0.4125184068688915,0.0666060370799483,0.4078625449231474,0.0649842720275976,0.4110980378304564,0.0720369011377622,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw0,broadcast:all_usable_raw.npz@ffcc1562,,mean4,,0.3351402815011843,0.0112783785978659,0.331956713324128,0.0024326239348783,0.3424984484656651,0.3324883233632628,0.3161909017605342,0.3309021156444411,0.3412560271482848,0.3334914405664931,0.3332308134026811,0.3283356665527214,0.3425252167287565,0.3345660204937212,,,,,,,,,,,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641
+ye2026_sepsis,fewshot,fewshot_n5/draw0,broadcast:all_usable_pseudo.npz@32e455af,,mean4,,0.7256651601131224,0.0034462557197036,0.6428673650524181,0.0036459470226708,0.7239383250861575,0.6384976118388799,0.7216164752160592,0.6473875834216533,0.72583839018349,0.642014476872586,0.7309572958946937,0.6457355672494086,0.7259753141852119,0.640701585879563,,,,,,,,,,,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576
+ye2026_sepsis,fewshot,fewshot_n5/draw0,broadcast:test_cal.npz@db50ff50,,mean4,,0.3179476856320924,0.0124565339665019,0.3090061911386033,0.0022786420111995,0.326428842452379,0.3099427930937497,0.296848799669469,0.3080643723948463,0.3244114989287975,0.3098906766185846,0.3163958358516135,0.3055802781210398,0.3256534512582032,0.311552835464796,,,,,,,,,,,db50ff506c753b8f03e0fbf256496918aaabf4f263a2ef4db504e8808eeaed62
+ye2026_sepsis,fewshot,fewshot_n5/draw0,broadcast:test_raw.npz@ae163d5e,,mean4,,0.3351402815011843,0.0112783785978659,0.331956713324128,0.0024326239348783,0.3424984484656651,0.3324883233632628,0.3161909017605342,0.3309021156444411,0.3412560271482848,0.3334914405664931,0.3332308134026811,0.3283356665527214,0.3425252167287565,0.3345660204937212,,,,,,,,,,,ae163d5eb1531842e2acea7db21a0a500f7642767566cdc639be42951543bba9
+ye2026_sepsis,fewshot,fewshot_n5/draw1,split_half_A_vs_B,,T cell,3259.0,0.9886047525685934,0.0010960132174114,0.9387107981671926,0.0015997425740117,0.9897799240842904,0.94074342604338,0.9896580949293566,0.9389470204022398,0.9873036789111942,0.9387765729820344,0.988450512934,0.9388318499938728,0.9878315519841256,0.936255121414436,0.9942697273469312,0.9971307473681328,0.9683866196594414,0.9840663695399012,57.0,20.0,57.0,20.0,141718.0,141753.0,
+ye2026_sepsis,fewshot,fewshot_n5/draw1,split_half_A_vs_B,,B cell,3313.0,0.9708263911781791,0.0036429818566028,0.865052013023454,0.0047257075370982,0.9734770668769034,0.8647842485563237,0.9663410232555129,0.8625137270730269,0.9702007090221612,0.8640609247463554,0.9754123540581836,0.8730589072812024,0.9687008026781349,0.8608422574603616,0.98519727107755,0.9925710408215374,0.927643847981601,0.9631426934684192,57.0,20.0,57.0,20.0,47911.0,47946.0,
+ye2026_sepsis,fewshot,fewshot_n5/draw1,split_half_A_vs_B,,Monocyte,3288.0,0.9294972372037444,0.0016711133102411,0.7799490882309178,0.0048040487742064,0.9311679358232062,0.7761817810620896,0.9281475443445774,0.7741593105090016,0.9308807340101052,0.7818329603017115,0.9299080865059652,0.7861953976990593,0.9273818853348684,0.7813759915827272,0.9634605526056989,0.9815602643779436,0.8763723562521725,0.9361476145630948,57.0,20.0,57.0,20.0,50534.0,50571.0,
+ye2026_sepsis,fewshot,fewshot_n5/draw1,split_half_A_vs_B,,NK cell,3237.0,0.9400625462787684,0.0049347632600496,0.7753436568631671,0.0060860237911636,0.934634359281197,0.7648268217845344,0.9350784982214853,0.7791603739792761,0.9419891227880326,0.7797429150235348,0.9456066647374878,0.7757915405185309,0.9430040863656391,0.7771966330099591,0.969105401351004,0.9844315117625014,0.8734575459414008,0.934589506650594,57.0,20.0,57.0,20.0,22695.0,22732.0,
+ye2026_sepsis,fewshot,fewshot_n5/draw1,generated:zs_raw,zs_raw,T cell,3259.0,-0.1395797053635437,0.0043511116421781,-0.1854894318528941,0.0062157074202211,-0.1422876578801597,-0.1906978387834042,-0.1443015402169807,-0.1908701416333177,-0.1330222976204113,-0.1757347495595485,-0.140309671512849,-0.1862884727165298,-0.137977359587318,-0.1838559565716707,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw1,generated:zs_raw,zs_raw,B cell,3313.0,0.0300217873535656,0.0102671053856043,-0.0209705394923319,0.0102567783407871,0.0464202863071335,-0.0057489196393657,0.0214544537912002,-0.0342878662934594,0.031374393004839,-0.0208355014627158,0.0212261254128889,-0.0241878666030674,0.0296336782517664,-0.0197925434630512,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw1,generated:zs_raw,zs_raw,Monocyte,3288.0,0.0398885963875618,0.0030458581257437,-0.0202113505193118,0.0029891364142503,0.0363734666157099,-0.0236878239273289,0.036909249452116,-0.0214927568766671,0.0415364002229529,-0.0171264260429242,0.0414705099303277,-0.0170194824954787,0.0431533557167025,-0.0217302632541603,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw1,generated:zs_raw,zs_raw,NK cell,3237.0,-0.1002713705319403,0.0120833759782095,-0.0578962966630539,0.0080520909453457,-0.0950546862839578,-0.0518279495232574,-0.1102184258436223,-0.0609694903345725,-0.1078369451050055,-0.0696087826248571,-0.1068717532552449,-0.0578906206362417,-0.0813750421718708,-0.049184640196341,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw1,generated:zs_pseudo,zs_pseudo,T cell,3259.0,0.5607781419803276,0.0017222063650692,0.4153250500547506,0.0014602724731381,0.5633223222745779,0.4167247487133575,0.5609751383542766,0.4148923731581512,0.561233658088892,0.416995024933281,0.5593128385077131,0.4142489619399566,0.5590467526761788,0.4137641415290068,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw1,generated:zs_pseudo,zs_pseudo,B cell,3313.0,0.5607344410475825,0.002619723399975,0.3844659832719688,0.0044537665720409,0.5639072927926438,0.3911633070371118,0.5608727858198621,0.3822087414277068,0.5605515882514962,0.3792167192336486,0.5566763793604834,0.3857402580550065,0.5616641590134269,0.3840008906063702,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw1,generated:zs_pseudo,zs_pseudo,Monocyte,3288.0,0.369236202579782,0.014473627404964,0.3150358303164202,0.007800240073979,0.3580885348087056,0.3054740127285876,0.3861531420941548,0.3225122117043155,0.3674272561519014,0.3184109263075155,0.381684758615755,0.3208650819182048,0.3528273212283933,0.3079169189234775,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw1,generated:zs_pseudo,zs_pseudo,NK cell,3237.0,0.4063010851986014,0.0097894521329227,0.2793554586139614,0.0079410232566238,0.4019809509388671,0.2887948632480787,0.4053976694366897,0.2705312662275292,0.3929000133624776,0.2716253448116509,0.4132867272467976,0.2832331427959326,0.417940065008175,0.2825926759866158,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw1,generated:zs_cal,zs_cal,T cell,3259.0,-0.0123794844373635,0.0023025370737753,-0.0018877870476403,0.0025019744385628,-0.0140433039499479,-0.0027250089767119,-0.0136704723781105,0.0001227595706661,-0.0084235787681542,0.0011666144294562,-0.0134374715186369,-0.0050091379595047,-0.0123225955719681,-0.0029941623021076,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw1,generated:zs_cal,zs_cal,B cell,3313.0,0.1332297346885625,0.0100517665367439,0.1316703368464062,0.0074008131513633,0.1473040983947906,0.1386545012526941,0.1216508509973873,0.1251809455301507,0.1313869973210885,0.124655438756009,0.1270559253240411,0.1295576635971231,0.1387508014055052,0.1403031350960541,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw1,generated:zs_cal,zs_cal,Monocyte,3288.0,0.2776106545011542,0.0051997759646201,0.1979585293545437,0.0101046984669244,0.2731146150933828,0.1874746532209022,0.2722818253890702,0.1890391077020787,0.2849045054613333,0.2097407226942963,0.2776238447324715,0.2068233513886546,0.2801284818295128,0.196714811766787,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw1,generated:zs_cal,zs_cal,NK cell,3237.0,-0.0466475883557507,0.0130158579893709,0.0520717048507742,0.0076708837039481,-0.0391484941455931,0.0579491588279583,-0.06034928900506,0.053233434754901,-0.0514414961363638,0.0414325789958783,-0.0543825093947486,0.0475548350325828,-0.0279161530969878,0.0601885166425508,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw1,generated:lora5,lora5,T cell,3259.0,-0.0195200152910656,0.0045197487207312,-0.025505463147721,0.0039548574240579,-0.0217983253575479,-0.0264604777650995,-0.0219690292343152,-0.0246997253407115,-0.0143262561507351,-0.0213606474234771,-0.0244137174378031,-0.0317364736591797,-0.0150927482749266,-0.023269991550137,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw1,generated:lora5,lora5,B cell,3313.0,0.077881399565162,0.0099883593000083,0.0515365375057675,0.0080455826949465,0.0914867885204575,0.0558257331459771,0.0641945109148946,0.0408357230444503,0.0811487346547132,0.0505421316879374,0.0739559398739882,0.0482535806432776,0.0786210238617562,0.062225519007195,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw1,generated:lora5,lora5,Monocyte,3288.0,0.259890613507835,0.015490247250252,0.1927224601894272,0.0168977016475002,0.2493466643748982,0.1752352019020881,0.2409408849127015,0.1740480194292105,0.274053096139072,0.2078049376410574,0.2582980990316565,0.1989064753832974,0.2768143230808469,0.2076176665914823,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw1,generated:lora5,lora5,NK cell,3237.0,0.0148790049489984,0.0111123730210775,0.079038975100058,0.0060494507133424,0.0165202899287288,0.0836617459901537,0.0037661751631856,0.0738105715746375,0.0104461276290072,0.0732621241606797,0.0106188644357369,0.077543152425552,0.0330435675883334,0.0869172813492672,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw1,generated:scsemi5,scsemi5,T cell,3259.0,0.2454473372890082,0.006986543562129,0.1119581720941591,0.00626817776367,0.2394066183984302,0.106831731749571,0.2386803275954729,0.1216245712921126,0.2499848449737272,0.1067586917337552,0.244189062622498,0.1100308921391723,0.2549758328549125,0.1145449735561842,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw1,generated:scsemi5,scsemi5,B cell,3313.0,0.3300235810869171,0.0143047643817683,0.0893567917596236,0.0060925188346673,0.3472515171721888,0.0959811255913873,0.3147445752491961,0.093854359203744,0.3335933441070879,0.0910063966446816,0.338672217167203,0.0831812175169876,0.3158562517389095,0.0827608598413177,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw1,generated:scsemi5,scsemi5,Monocyte,3288.0,0.4625983814181278,0.0121710489791027,0.2798075471374255,0.0059208838999036,0.4581842703599926,0.271235980158158,0.4509484019517928,0.2855112851372529,0.4691848988807776,0.2832362748867278,0.4541266242972723,0.2761872175690181,0.4805477116008041,0.2828669779359707,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw1,generated:scsemi5,scsemi5,NK cell,3237.0,0.2722609290938549,0.0314200865422348,0.1465699227871453,0.0035975324486734,0.3006454503597064,0.1482325051184256,0.2248650203851262,0.149321505259045,0.2940751778536664,0.149846663382644,0.2564191958289245,0.1419756273429056,0.2852998010418509,0.1434733128327062,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw1,broadcast:all_usable_raw.npz@ffcc1562,,T cell,3259.0,0.2162269567541445,0.0068043957844727,0.2699275008397974,0.0036468845541056,0.2071432099220951,0.2694660540844363,0.2110501879106791,0.2750646054734592,0.2232034086479986,0.2687124823255276,0.2192832659355597,0.2651042854042269,0.22045471135439,0.2712900769113368,,,,,,,,,,,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641
+ye2026_sepsis,fewshot,fewshot_n5/draw1,broadcast:all_usable_raw.npz@ffcc1562,,B cell,3313.0,0.2221178197049787,0.0137768356489532,0.2953271917631083,0.0040675124426418,0.2384254032000034,0.3007307325930372,0.2037957018458764,0.2896933080677538,0.2215408539216223,0.2937013085368032,0.2321850204477926,0.2955944542308151,0.2146421191095988,0.2969161553871324,,,,,,,,,,,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641
+ye2026_sepsis,fewshot,fewshot_n5/draw1,broadcast:all_usable_raw.npz@ffcc1562,,Monocyte,3288.0,0.5293459240786149,0.0132128040764077,0.4724797009468083,0.0106398840810404,0.5257568997870841,0.4689107008866466,0.5144834444622037,0.4589417693021148,0.5334055688777855,0.4852586461527743,0.5234175469782869,0.4681572466229769,0.5496661602877142,0.4811301417695292,,,,,,,,,,,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641
+ye2026_sepsis,fewshot,fewshot_n5/draw1,broadcast:all_usable_raw.npz@ffcc1562,,NK cell,3237.0,0.1487118348959615,0.0278407342406794,0.1769025661450895,0.0029847540422097,0.1761696326761276,0.1788822052313167,0.1070017877210749,0.1803132755645453,0.1652773394355199,0.1761638876817332,0.1347162875356454,0.1724888549122339,0.1603941271114401,0.1766646073356185,,,,,,,,,,,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641
+ye2026_sepsis,fewshot,fewshot_n5/draw1,broadcast:all_usable_pseudo.npz@32e455af,,T cell,3259.0,0.8081646558866084,0.0023933698565288,0.7783170501595816,0.0019873679605777,0.8062183047778506,0.7771294266092789,0.8054264976251222,0.7810352472168818,0.8113733640127735,0.7758413883716633,0.8085545038674236,0.7783291686894117,0.8092506091498715,0.7792500199106724,,,,,,,,,,,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576
+ye2026_sepsis,fewshot,fewshot_n5/draw1,broadcast:all_usable_pseudo.npz@32e455af,,B cell,3313.0,0.7467149100076046,0.0047295723345201,0.6171133147591666,0.0054294559110464,0.7511233942874919,0.6145060622202879,0.7470347405124498,0.6251606804340303,0.7477201098793516,0.6185789289317826,0.7489712069798675,0.6168514968676353,0.7387250983788622,0.6104694053420969,,,,,,,,,,,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576
+ye2026_sepsis,fewshot,fewshot_n5/draw1,broadcast:all_usable_pseudo.npz@32e455af,,Monocyte,3288.0,0.6229277165494772,0.0149033506796841,0.5065532988330421,0.0135975253329097,0.6042679974657824,0.4900488633107355,0.6251591527853406,0.4977271407475909,0.6191455299143207,0.5159272003140267,0.6456174367366477,0.5238615774113943,0.6204484658452949,0.5052017123814633,,,,,,,,,,,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576
+ye2026_sepsis,fewshot,fewshot_n5/draw1,broadcast:all_usable_pseudo.npz@32e455af,,NK cell,3237.0,0.7166970614103471,0.0116202970400132,0.638253556381368,0.0017761999092018,0.7242360156131574,0.638356398079051,0.697009751704547,0.6408864606586893,0.7206903777954365,0.6381147825026873,0.7159527394118764,0.6380240401404342,0.725596422526718,0.6358861005259783,,,,,,,,,,,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576
+ye2026_sepsis,fewshot,fewshot_n5/draw1,broadcast:test_cal.npz@a1ed0d04,,T cell,3259.0,0.1997852456046034,0.0069016884005006,0.392613301430431,0.003469881199806,0.1918523567562748,0.3923911719957538,0.1929331948843195,0.3976519528202198,0.2069194545737962,0.3879956353420925,0.2031165918821182,0.3916831085127583,0.2041046299265084,0.3933446384813308,,,,,,,,,,,a1ed0d04763a752596f26e01f76805aab10470a059a6558d35957e3a5c72167a
+ye2026_sepsis,fewshot,fewshot_n5/draw1,broadcast:test_cal.npz@a1ed0d04,,B cell,3313.0,0.2238762479567606,0.0127461244247275,0.3884881972880759,0.0050215105401943,0.2390428183468439,0.3810019415319525,0.2077677997355542,0.3869565437789802,0.2237726126126684,0.3883016236188494,0.2333374188535614,0.393285659046015,0.2154605902351749,0.3928952184645825,,,,,,,,,,,a1ed0d04763a752596f26e01f76805aab10470a059a6558d35957e3a5c72167a
+ye2026_sepsis,fewshot,fewshot_n5/draw1,broadcast:test_cal.npz@a1ed0d04,,Monocyte,3288.0,0.6063652708984266,0.0113798605746927,0.5431453204889184,0.0130321091441739,0.6022599611576162,0.5362328557021786,0.5939606496929342,0.5241237740721053,0.6073776401960883,0.5566149990411463,0.6034800352812404,0.5470720537808571,0.624748068164254,0.5516829198483044,,,,,,,,,,,a1ed0d04763a752596f26e01f76805aab10470a059a6558d35957e3a5c72167a
+ye2026_sepsis,fewshot,fewshot_n5/draw1,broadcast:test_cal.npz@a1ed0d04,,NK cell,3237.0,0.1252181923928013,0.0252982065958387,0.2802211178404791,0.0033552602670628,0.149847546566155,0.2806939628807626,0.0852038203078899,0.2849196186148773,0.1397476821485756,0.2763650368601867,0.1172563816679715,0.281433949611784,0.1340355312734143,0.2776930212347851,,,,,,,,,,,a1ed0d04763a752596f26e01f76805aab10470a059a6558d35957e3a5c72167a
+ye2026_sepsis,fewshot,fewshot_n5/draw1,broadcast:test_raw.npz@d5ec3390,,T cell,3259.0,0.2162269567541445,0.0068043957844727,0.2699275008397974,0.0036468845541056,0.2071432099220951,0.2694660540844363,0.2110501879106791,0.2750646054734592,0.2232034086479986,0.2687124823255276,0.2192832659355597,0.2651042854042269,0.22045471135439,0.2712900769113368,,,,,,,,,,,d5ec33901bc96fe43baea3d8ade3537ca4850fb8f387917c32cf385e5d83795f
+ye2026_sepsis,fewshot,fewshot_n5/draw1,broadcast:test_raw.npz@d5ec3390,,B cell,3313.0,0.2221178197049787,0.0137768356489532,0.2953271917631083,0.0040675124426418,0.2384254032000034,0.3007307325930372,0.2037957018458764,0.2896933080677538,0.2215408539216223,0.2937013085368032,0.2321850204477926,0.2955944542308151,0.2146421191095988,0.2969161553871324,,,,,,,,,,,d5ec33901bc96fe43baea3d8ade3537ca4850fb8f387917c32cf385e5d83795f
+ye2026_sepsis,fewshot,fewshot_n5/draw1,broadcast:test_raw.npz@d5ec3390,,Monocyte,3288.0,0.5293459240786149,0.0132128040764077,0.4724797009468083,0.0106398840810404,0.5257568997870841,0.4689107008866466,0.5144834444622037,0.4589417693021148,0.5334055688777855,0.4852586461527743,0.5234175469782869,0.4681572466229769,0.5496661602877142,0.4811301417695292,,,,,,,,,,,d5ec33901bc96fe43baea3d8ade3537ca4850fb8f387917c32cf385e5d83795f
+ye2026_sepsis,fewshot,fewshot_n5/draw1,broadcast:test_raw.npz@d5ec3390,,NK cell,3237.0,0.1487118348959615,0.0278407342406794,0.1769025661450895,0.0029847540422097,0.1761696326761276,0.1788822052313167,0.1070017877210749,0.1803132755645453,0.1652773394355199,0.1761638876817332,0.1347162875356454,0.1724888549122339,0.1603941271114401,0.1766646073356185,,,,,,,,,,,d5ec33901bc96fe43baea3d8ade3537ca4850fb8f387917c32cf385e5d83795f
+ye2026_sepsis,fewshot,fewshot_n5/draw1,split_half_A_vs_B,,mean4,,0.9572477318073214,0.0018091238364772,0.8397638890711828,0.0026067011291279,0.9572648215163992,0.8366340693615819,0.954806290187733,0.8386951079908861,0.9575935611828732,0.8411033432634091,0.9598444045589092,0.8434694238731664,0.956729581590692,0.838917500866871,0.978008238095296,0.9889233910825288,0.911465092458654,0.9544865460555024,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw1,generated:zs_raw,zs_raw,mean4,,-0.0424851730385891,0.0051327357791442,-0.071141904631898,0.0035192774924698,-0.0386371478103185,-0.0679906329683391,-0.0490390657043217,-0.0769050637845042,-0.0419871123744062,-0.0708263649225114,-0.0461211973562193,-0.0713466106128294,-0.0366413419476799,-0.0686408508713058,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw1,generated:zs_pseudo,zs_pseudo,mean4,,0.4742624677015734,0.0035576527744366,0.3485455805642752,0.0020761412458752,0.4718247752036986,0.3505392329317839,0.4783496839262458,0.3475361481294257,0.4705281289636918,0.346562003821524,0.4777401759326873,0.3510218611772751,0.4728695744815435,0.3470686567613676,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw1,generated:zs_cal,zs_cal,mean4,,0.0879533290991506,0.0058893482404626,0.0949531960010209,0.0023984863489031,0.091806728848158,0.0953383260812107,0.0799782287508217,0.0918940618894491,0.0891066069694759,0.0942488387189099,0.0842149472857817,0.0947316780147139,0.0946601336415155,0.098553075300821,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw1,generated:lora5,lora5,mean4,,0.0832827506827324,0.008203293481566,0.0744481274118829,0.0064782230206899,0.0838888543666341,0.0720655508182798,0.0717331354391166,0.0659986471768967,0.0878304255680143,0.0775621365165493,0.0796147964758946,0.0732416836982368,0.0933465415640024,0.0833726188494518,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw1,generated:scsemi5,scsemi5,mean4,,0.327582557221977,0.01257817670992,0.1569231084445884,0.0036088055778109,0.3363719640725795,0.1555703356543855,0.307309581295397,0.1625779302230386,0.3367095664538148,0.1577120066619521,0.3233517749789745,0.1528437386420209,0.3341698993091193,0.1559115310415447,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw1,broadcast:all_usable_raw.npz@ffcc1562,,mean4,,0.2791006338584249,0.0118464025622416,0.3036592399237009,0.0028354892195244,0.2868737863963275,0.3044974231988592,0.2590827804849586,0.3010032396019683,0.2858567927207316,0.3059590811742095,0.2774005302243212,0.3003362102925632,0.2862892794657858,0.3065002453509042,,,,,,,,,,,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641
+ye2026_sepsis,fewshot,fewshot_n5/draw1,broadcast:all_usable_pseudo.npz@32e455af,,mean4,,0.7236260859635094,0.0041354313989098,0.6350593050332896,0.0036839967836393,0.7214614280360706,0.6300101875548383,0.718657535656865,0.636202382264298,0.7247323454004706,0.6371155750300399,0.7297739717489538,0.6392665707772189,0.7235051489751867,0.6327018095400527,,,,,,,,,,,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576
+ye2026_sepsis,fewshot,fewshot_n5/draw1,broadcast:test_cal.npz@a1ed0d04,,mean4,,0.288811239213148,0.0108250629674914,0.4011169842619761,0.0029199762330326,0.2957506707067225,0.3975799830276618,0.2699663661551744,0.3984129723215457,0.2944543473827821,0.4023193237155687,0.2892976069212228,0.4033686927378536,0.2945872048998379,0.4039039495072507,,,,,,,,,,,a1ed0d04763a752596f26e01f76805aab10470a059a6558d35957e3a5c72167a
+ye2026_sepsis,fewshot,fewshot_n5/draw1,broadcast:test_raw.npz@d5ec3390,,mean4,,0.2791006338584249,0.0118464025622416,0.3036592399237009,0.0028354892195244,0.2868737863963275,0.3044974231988592,0.2590827804849586,0.3010032396019683,0.2858567927207316,0.3059590811742095,0.2774005302243212,0.3003362102925632,0.2862892794657858,0.3065002453509042,,,,,,,,,,,d5ec33901bc96fe43baea3d8ade3537ca4850fb8f387917c32cf385e5d83795f
+ye2026_sepsis,fewshot,fewshot_n5/draw2,split_half_A_vs_B,,T cell,3250.0,0.9885758971984144,0.0010606619662275,0.9345979945785994,0.0019183855655284,0.9896805279001184,0.9363412094633462,0.9895881365999606,0.9344412227272528,0.9876569755122108,0.935989790877504,0.9885656590780022,0.934734511013554,0.9873881869017797,0.93148323881134,0.9942551336271952,0.9971234294846326,0.966193490531532,0.9829514181949848,57.0,20.0,57.0,20.0,139981.0,140015.0,
+ye2026_sepsis,fewshot,fewshot_n5/draw2,split_half_A_vs_B,,B cell,3308.0,0.971180606124214,0.0038309318605292,0.8552325237249174,0.0057291249574224,0.9738792398075898,0.8546329032073864,0.9663167548226316,0.8522008026972729,0.9705631433473272,0.8535382943489642,0.9760006171332896,0.8651302711052231,0.9691432755102324,0.8506603472657409,0.9853796279314804,0.9926628974286692,0.9219680151011908,0.9601916554007282,57.0,20.0,57.0,20.0,47659.0,47695.0,
+ye2026_sepsis,fewshot,fewshot_n5/draw2,split_half_A_vs_B,,Monocyte,3287.0,0.9418345603536944,0.0016120379326679,0.8015114621180889,0.0039992758096785,0.9416957072543284,0.7991287280022529,0.941708171972712,0.7995774131128309,0.9426528577613772,0.7989208885921874,0.9437417064616996,0.8084286647643332,0.9393743583183544,0.8015016161188404,0.9700461404725894,0.9849092041770092,0.8898211074113609,0.943303295558412,57.0,20.0,57.0,20.0,53965.0,54003.0,
+ye2026_sepsis,fewshot,fewshot_n5/draw2,split_half_A_vs_B,,NK cell,3233.0,0.942123055585175,0.0039040427135738,0.7661602586746993,0.0043830277608569,0.9382380273804248,0.7591149642417103,0.9379051281485924,0.7693852048365987,0.9437984001852314,0.7698241739277736,0.946856395680568,0.7649402518999762,0.943817326531058,0.7675366984674379,0.9701991363274424,0.9849868711447084,0.8675999303139282,0.9314504443683131,57.0,20.0,57.0,20.0,22914.0,22955.0,
+ye2026_sepsis,fewshot,fewshot_n5/draw2,generated:zs_raw,zs_raw,T cell,3250.0,-0.0716769689073515,0.0037027339904262,-0.1206289540976047,0.0061475006216023,-0.0728920588468551,-0.1247151183120849,-0.0764208508992169,-0.1266146104133086,-0.0662801519947124,-0.111067394144978,-0.0722837129398843,-0.1222564581860756,-0.070508069856089,-0.1184911894315765,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw2,generated:zs_raw,zs_raw,B cell,3308.0,0.0721874202214042,0.0099453814926811,0.01202693593821,0.0098403313482781,0.0868691980020778,0.0247909947376701,0.06450818902189,-0.0024113025447047,0.0738417874926655,0.0144043474108562,0.06149856819226,0.0094342038189294,0.0742193583981279,0.013916436268299,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw2,generated:zs_raw,zs_raw,Monocyte,3287.0,0.0881883915344115,0.0036040059867782,0.0192411105716627,0.004956392137786,0.0847580517003821,0.0161756640032827,0.0933860728123161,0.0254232956775736,0.0847930182157073,0.0152463788841363,0.0894014755745524,0.0238215802846659,0.0886033393690994,0.0155386340086549,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw2,generated:zs_raw,zs_raw,NK cell,3233.0,-0.0555057974134422,0.0126760015066022,-0.0248583355487337,0.0088743249507384,-0.0508053056263415,-0.0191771813894005,-0.0677618427493351,-0.0321873193717905,-0.0620731178545421,-0.0348266004798476,-0.0612420419237961,-0.0246266636112363,-0.0356466789131962,-0.0134739128913937,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw2,generated:zs_pseudo,zs_pseudo,T cell,3250.0,0.5654376089002905,0.0021029263652847,0.426829054648673,0.0017891745759923,0.5684560824544271,0.4269766297607746,0.565261625161061,0.426957249382003,0.5663546073502238,0.4291673508488,0.5641232328576248,0.4269152320524527,0.5629924966781154,0.4241288111993347,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw2,generated:zs_pseudo,zs_pseudo,B cell,3308.0,0.5575805069467356,0.0030970986992099,0.366538722442806,0.0036163206480324,0.5599184144835877,0.3680739104843263,0.557776860789602,0.3644507886763029,0.5567437637826288,0.3614084498553792,0.5528123861715617,0.3681298746518714,0.5606511095062976,0.3706305885461501,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw2,generated:zs_pseudo,zs_pseudo,Monocyte,3287.0,0.4013923548956549,0.013931281227397,0.3514192618303006,0.0077650506232743,0.388086572701352,0.3417786899948166,0.4155685743981133,0.3603115725987216,0.3991399817485445,0.3538848561161395,0.4160884163392377,0.3561111112661208,0.3880782292910271,0.3450100791757042,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw2,generated:zs_pseudo,zs_pseudo,NK cell,3233.0,0.4159322166546461,0.0093983792435506,0.2847465511011702,0.0098891648307575,0.4108891221610874,0.2908894552864061,0.4123561972375272,0.272762995759173,0.4052909175989491,0.2751915681035958,0.4227007441490734,0.2923199130762605,0.4284241021265932,0.2925688232804155,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw2,generated:zs_cal,zs_cal,T cell,3250.0,0.1428573603780077,0.0019900535228021,0.1284705971455672,0.0026682958031779,0.1436622007111701,0.1285987426246507,0.1412735022159652,0.1259883722464163,0.1459895692641657,0.1325030298795821,0.1414512099838553,0.1261095138584612,0.1419103197148824,0.1291533271187259,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw2,generated:zs_cal,zs_cal,B cell,3308.0,0.2111227693550885,0.0091370061215321,0.2054525693912116,0.0047101717880953,0.2220665018761005,0.2089149821403368,0.202636525993836,0.203357597757867,0.211436839054161,0.2035265187237625,0.2014237923894671,0.1998795254327997,0.218050187461878,0.2115842229012921,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw2,generated:zs_cal,zs_cal,Monocyte,3287.0,0.2849915605448098,0.0035136762749915,0.2068457292117172,0.0060961635893594,0.2787227500002374,0.2007020466779913,0.2864032700656089,0.2096074399080098,0.2866488991232886,0.2083251602507369,0.286928163781902,0.2148426512501861,0.286254719753012,0.2007513479716621,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw2,generated:zs_cal,zs_cal,NK cell,3233.0,0.0469896003981687,0.0133610114856071,0.0696138002772046,0.0066793349867005,0.0496312950753196,0.0751918822790068,0.0364139355321312,0.0728537428167427,0.0376244522419504,0.0582297176769302,0.0422617994835965,0.069491095806123,0.0690165196578456,0.0723025628072202,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw2,generated:lora5,lora5,T cell,3250.0,0.3430430054780401,0.0057526095645037,0.0418107895926464,0.0101898018269434,0.3444754327583545,0.0371813918423893,0.3346363675193547,0.0293393123379958,0.3503435098063496,0.0565267554144584,0.3411055897467293,0.0399246381139393,0.3446541275594122,0.0460818502544491,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw2,generated:lora5,lora5,B cell,3308.0,0.406704813202481,0.0079142145779705,0.0817907428030929,0.0105545040159044,0.416969889826834,0.0954626017022469,0.407730713544928,0.077666878288257,0.4097632147533712,0.0878889339838477,0.3955420951097561,0.0675616083899359,0.4035181527775154,0.0803736916511769,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw2,generated:lora5,lora5,Monocyte,3287.0,0.2873789732775907,0.007942514897317,0.2334868941238139,0.0061644721590342,0.2820900477921242,0.2319504954651212,0.3001803988907459,0.2393092151844639,0.2844290958830856,0.2316316130096084,0.2896459803536302,0.2396657214389229,0.2805493434683677,0.224877425520953,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw2,generated:lora5,lora5,NK cell,3233.0,0.2607546821145636,0.0035705418246946,0.0776435366627109,0.0041775565448185,0.2587571694428175,0.0802445437834499,0.2666866508240463,0.0819940515131233,0.2574143639532767,0.0714321227207479,0.2599664203848768,0.0756517314142672,0.2609488059678004,0.0788952338819662,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw2,generated:scsemi5,scsemi5,T cell,3250.0,0.3657282510658435,0.0021436312287244,0.3120218959511266,0.0043719929440628,0.3681383802640233,0.3113893255597481,0.3636339170993368,0.317374688963415,0.3671612021379155,0.308112829187019,0.3663709896882786,0.3156034824914318,0.3633367661396636,0.3076291535540193,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw2,generated:scsemi5,scsemi5,B cell,3308.0,0.2775302373081599,0.0068866055535592,0.1671635818113892,0.004708306837248,0.2738583413731957,0.1652765203910225,0.2753052403458748,0.1708068601006203,0.2895720724457692,0.161697460616377,0.2725365736010923,0.1732064904943269,0.2763789587748677,0.1648305774545992,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw2,generated:scsemi5,scsemi5,Monocyte,3287.0,0.2337340945280962,0.0103405162224103,0.158261983347096,0.0063482222312211,0.2301737190176307,0.153676769751824,0.2432454261459369,0.1662178886454913,0.2301262965798726,0.1574411807596991,0.244988335319842,0.163026674747544,0.2201366955771987,0.1509474028309216,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw2,generated:scsemi5,scsemi5,NK cell,3233.0,0.3570076062742308,0.0070250904861951,0.1973925440978938,0.0020946148970559,0.3628205735019055,0.1957005244648299,0.3468675811488801,0.1958369469132473,0.3574310170468416,0.1971949322218986,0.3538116934068711,0.200888993611669,0.3641071662666556,0.1973413232778241,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw2,broadcast:all_usable_raw.npz@ffcc1562,,T cell,3250.0,0.2913245308659021,0.0063041182520292,0.3193525325291714,0.0030475985800685,0.2828269531691834,0.3192311220997919,0.2869006451016607,0.32413890823752,0.2984009075234528,0.3180514414779077,0.2943703814170801,0.3158163256569607,0.2941237671181334,0.3195248651736764,,,,,,,,,,,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641
+ye2026_sepsis,fewshot,fewshot_n5/draw2,broadcast:all_usable_raw.npz@ffcc1562,,B cell,3308.0,0.2848282835929508,0.0126794449604291,0.3267963409691071,0.0037390321015813,0.2967809834285488,0.3267765010347805,0.2671276605459026,0.3205247467441605,0.2846896070315584,0.3276318809037365,0.2969788889693924,0.3302337380809486,0.2785642779893518,0.3288148380819091,,,,,,,,,,,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641
+ye2026_sepsis,fewshot,fewshot_n5/draw2,broadcast:all_usable_raw.npz@ffcc1562,,Monocyte,3287.0,0.559354650517338,0.0087763034854897,0.5006597544960002,0.0058109504961708,0.5586464392197233,0.4981508467534859,0.5529921757131679,0.4987856875181057,0.5595086556888573,0.5081298203151394,0.5517864909152801,0.4934287275836103,0.5738394910496613,0.5048036903096597,,,,,,,,,,,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641
+ye2026_sepsis,fewshot,fewshot_n5/draw2,broadcast:all_usable_raw.npz@ffcc1562,,NK cell,3233.0,0.2166030440095479,0.0270213495270076,0.2117327275608688,0.0041730924617519,0.2413014482659973,0.2168120893544986,0.17588554325544,0.2119462325337805,0.2325456683750213,0.209091517612415,0.2025253832760211,0.2063251305252973,0.2307571768752598,0.2144886677783529,,,,,,,,,,,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641
+ye2026_sepsis,fewshot,fewshot_n5/draw2,broadcast:all_usable_pseudo.npz@32e455af,,T cell,3250.0,0.7995810678296291,0.0021845376454145,0.7611337470859442,0.0031729376962333,0.798010159363914,0.7609495113142914,0.7971982140742115,0.7658157492406353,0.8028254075804886,0.7572143483789643,0.7996479484462596,0.7620248400569717,0.8002236096832719,0.7596642864388583,,,,,,,,,,,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576
+ye2026_sepsis,fewshot,fewshot_n5/draw2,broadcast:all_usable_pseudo.npz@32e455af,,B cell,3308.0,0.7398647302721425,0.0044780609177382,0.5993865939489798,0.0052536881664992,0.7427268821928198,0.5929268061701956,0.7385906008973029,0.6053292357967803,0.740830297907302,0.5998272882679561,0.744341371841012,0.603496918305966,0.7328344985222758,0.5953527212040007,,,,,,,,,,,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576
+ye2026_sepsis,fewshot,fewshot_n5/draw2,broadcast:all_usable_pseudo.npz@32e455af,,Monocyte,3287.0,0.6510331713959636,0.012318080564173,0.5423148384037877,0.0060117442987982,0.6384397529216146,0.5374228147245756,0.6586403608349298,0.5439245994734534,0.6446378932374497,0.5440598626860736,0.6686572392723632,0.5506271433739045,0.6447906107134608,0.5355397717609305,,,,,,,,,,,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576
+ye2026_sepsis,fewshot,fewshot_n5/draw2,broadcast:all_usable_pseudo.npz@32e455af,,NK cell,3233.0,0.700303506129296,0.0117559551254138,0.6125467602404522,0.0022326863103329,0.7068979175549507,0.6127822072403368,0.6806951885815591,0.6149665012818912,0.7038295585468074,0.6088761367267729,0.6992424861718092,0.613195791573956,0.7108523797913542,0.6129131643793037,,,,,,,,,,,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576
+ye2026_sepsis,fewshot,fewshot_n5/draw2,broadcast:test_cal.npz@dfe7e01b,,T cell,3250.0,0.268875552342404,0.0074120214840623,0.3494708847504496,0.0029593522824649,0.2597762304304516,0.3496608314783762,0.2624778682868639,0.3542428233857832,0.2772654191275976,0.3472790975570153,0.2719940064101712,0.3467473789812275,0.2728642374569359,0.3494242923498455,,,,,,,,,,,dfe7e01bf8988d4c07d93fa1ce3562d8cfecc153666b08dc4c114edb5a462307
+ye2026_sepsis,fewshot,fewshot_n5/draw2,broadcast:test_cal.npz@dfe7e01b,,B cell,3308.0,0.2904615884265326,0.0140717498546047,0.3527473112764784,0.0048717130202419,0.3049184660471553,0.3480870137071527,0.2721020224754837,0.3477271813550619,0.2903359395297505,0.3528775691399391,0.3033810783416937,0.3586165706826537,0.28157043573858,0.3564282214975846,,,,,,,,,,,dfe7e01bf8988d4c07d93fa1ce3562d8cfecc153666b08dc4c114edb5a462307
+ye2026_sepsis,fewshot,fewshot_n5/draw2,broadcast:test_cal.npz@dfe7e01b,,Monocyte,3287.0,0.5893997763094618,0.0094065409317616,0.5315674232227423,0.0064095934666797,0.5877940622732399,0.5302443380142747,0.582873230025595,0.5257565756033051,0.5867429298631547,0.5387860981690437,0.5837603666739969,0.5253322260512772,0.6058282927113231,0.5377178782758114,,,,,,,,,,,dfe7e01bf8988d4c07d93fa1ce3562d8cfecc153666b08dc4c114edb5a462307
+ye2026_sepsis,fewshot,fewshot_n5/draw2,broadcast:test_cal.npz@dfe7e01b,,NK cell,3233.0,0.1824247340674013,0.0294534340980247,0.2248074443146002,0.0037518457433081,0.2087695995027195,0.2297348524608142,0.1369461479537412,0.227397280775068,0.2003251496935709,0.2214193014045329,0.1691403076659605,0.2211127816288045,0.1969424655210143,0.2243730053037811,,,,,,,,,,,dfe7e01bf8988d4c07d93fa1ce3562d8cfecc153666b08dc4c114edb5a462307
+ye2026_sepsis,fewshot,fewshot_n5/draw2,broadcast:test_raw.npz@a7f4df1f,,T cell,3250.0,0.2913245308659021,0.0063041182520292,0.3193525325291714,0.0030475985800685,0.2828269531691834,0.3192311220997919,0.2869006451016607,0.32413890823752,0.2984009075234528,0.3180514414779077,0.2943703814170801,0.3158163256569607,0.2941237671181334,0.3195248651736764,,,,,,,,,,,a7f4df1f36bb0f35a331030f36e42e6b1b6fb02de7471eca430bceceb884b82f
+ye2026_sepsis,fewshot,fewshot_n5/draw2,broadcast:test_raw.npz@a7f4df1f,,B cell,3308.0,0.2848282835929508,0.0126794449604291,0.3267963409691071,0.0037390321015813,0.2967809834285488,0.3267765010347805,0.2671276605459026,0.3205247467441605,0.2846896070315584,0.3276318809037365,0.2969788889693924,0.3302337380809486,0.2785642779893518,0.3288148380819091,,,,,,,,,,,a7f4df1f36bb0f35a331030f36e42e6b1b6fb02de7471eca430bceceb884b82f
+ye2026_sepsis,fewshot,fewshot_n5/draw2,broadcast:test_raw.npz@a7f4df1f,,Monocyte,3287.0,0.559354650517338,0.0087763034854897,0.5006597544960002,0.0058109504961708,0.5586464392197233,0.4981508467534859,0.5529921757131679,0.4987856875181057,0.5595086556888573,0.5081298203151394,0.5517864909152801,0.4934287275836103,0.5738394910496613,0.5048036903096597,,,,,,,,,,,a7f4df1f36bb0f35a331030f36e42e6b1b6fb02de7471eca430bceceb884b82f
+ye2026_sepsis,fewshot,fewshot_n5/draw2,broadcast:test_raw.npz@a7f4df1f,,NK cell,3233.0,0.2166030440095479,0.0270213495270076,0.2117327275608688,0.0041730924617519,0.2413014482659973,0.2168120893544986,0.17588554325544,0.2119462325337805,0.2325456683750213,0.209091517612415,0.2025253832760211,0.2063251305252973,0.2307571768752598,0.2144886677783529,,,,,,,,,,,a7f4df1f36bb0f35a331030f36e42e6b1b6fb02de7471eca430bceceb884b82f
+ye2026_sepsis,fewshot,fewshot_n5/draw2,split_half_A_vs_B,,mean4,,0.9609285298153744,0.0018336035889258,0.8393755597740762,0.0023725399139343,0.9608733755856154,0.8373044512286739,0.9588795478859742,0.8389011608434889,0.9611678442015368,0.8395682869366073,0.96379109458839,0.8433084246957716,0.9599307868153562,0.8377954751658397,0.9799700095896768,0.9899206005587547,0.911395635839503,0.9544742033806096,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw2,generated:zs_raw,zs_raw,mean4,,0.0082982613587554,0.0046878890612756,-0.0285548107841164,0.0033874606161376,0.0119824713073158,-0.0257314102401331,0.0034278920464135,-0.0339474841630575,0.0075703839647795,-0.0290608170824582,0.004343572225783,-0.0284068344234291,0.0141669872494855,-0.025627508011504,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw2,generated:zs_pseudo,zs_pseudo,mean4,,0.4850856718493317,0.0032654263086384,0.3573833975057374,0.0022662901628823,0.4818375479501136,0.3569296713815809,0.4877408143965759,0.3561206516040501,0.4818823176200865,0.3549130562309786,0.4889311948793744,0.3608690327616763,0.4850364844005083,0.3580845755504012,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw2,generated:zs_cal,zs_cal,mean4,,0.1714903226690187,0.0048475752515116,0.1525956740064252,0.0011430203924548,0.1735206869157069,0.1533519134304964,0.1666818084518853,0.152951788182259,0.1704249399208914,0.1506461066327529,0.1680162414097052,0.1525806965868925,0.1788079366469045,0.1534478651997251,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw2,generated:lora5,lora5,mean4,,0.3244703685181688,0.0023958709195992,0.108682990795566,0.0027055110786698,0.3255731349550326,0.1112097581983018,0.3273085326947688,0.10707736433096,0.3254875460990208,0.1118698562821656,0.3215650213987481,0.1057009248392663,0.3224176074432739,0.1075570503271363,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw2,generated:scsemi5,scsemi5,mean4,,0.3085000472940826,0.00196021174309,0.2087100013018764,0.0038343187395386,0.3087477535391888,0.2065107850418561,0.3072630411850071,0.2125590961556935,0.3110726470525997,0.2061116006962484,0.309426898004021,0.2131814103362429,0.3059898966895964,0.205187114279341,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw2,broadcast:all_usable_raw.npz@ffcc1562,,mean4,,0.3380276272464347,0.0102685968262839,0.3396353388887869,0.0020905985358111,0.3448889560208632,0.3402426398106392,0.3207265061540428,0.3388488937583917,0.3437862096547224,0.3407261650772997,0.3364152861444434,0.3364509804617042,0.3443211782581016,0.3419080153358995,,,,,,,,,,,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641
+ye2026_sepsis,fewshot,fewshot_n5/draw2,broadcast:all_usable_pseudo.npz@32e455af,,mean4,,0.7226956189067579,0.0033516701628238,0.6288454849197909,0.0033272271598508,0.7215186780083247,0.6260203348623499,0.7187810910970008,0.6325090214481901,0.7230307893180119,0.6274944090149417,0.727972261432861,0.6323361733276995,0.7221752746775907,0.6258674859457733,,,,,,,,,,,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576
+ye2026_sepsis,fewshot,fewshot_n5/draw2,broadcast:test_cal.npz@dfe7e01b,,mean4,,0.3327904127864499,0.0112065118125166,0.3646482658910676,0.0015277003809993,0.3403145895633916,0.3644317589151544,0.3135998171854209,0.3637809652798046,0.3386673595535184,0.3650905165676327,0.3320689397729556,0.3629522393359907,0.3393013578569633,0.3669858493567556,,,,,,,,,,,dfe7e01bf8988d4c07d93fa1ce3562d8cfecc153666b08dc4c114edb5a462307
+ye2026_sepsis,fewshot,fewshot_n5/draw2,broadcast:test_raw.npz@a7f4df1f,,mean4,,0.3380276272464347,0.0102685968262839,0.3396353388887869,0.0020905985358111,0.3448889560208632,0.3402426398106392,0.3207265061540428,0.3388488937583917,0.3437862096547224,0.3407261650772997,0.3364152861444434,0.3364509804617042,0.3443211782581016,0.3419080153358995,,,,,,,,,,,a7f4df1f36bb0f35a331030f36e42e6b1b6fb02de7471eca430bceceb884b82f
+ye2026_sepsis,fewshot,fewshot_n5/draw3,split_half_A_vs_B,,T cell,3267.0,0.9887578755191756,0.0010203662408079,0.9371544310838744,0.0016046453876483,0.9897572289170348,0.93804878679411,0.9899027056380518,0.9382314564597662,0.9877140859458888,0.937533854716434,0.988490800215584,0.9376271470118532,0.987924556879319,0.9343309104372084,0.9943471628099074,0.9971695757542482,0.9675577910012252,0.98364515502351,57.0,20.0,57.0,20.0,137156.0,137189.0,
+ye2026_sepsis,fewshot,fewshot_n5/draw3,split_half_A_vs_B,,B cell,3307.0,0.9728062457503344,0.0029800765884447,0.8594864349345528,0.0044118597910105,0.9749905349775548,0.860304040886568,0.9688647772245016,0.8570893532065226,0.9722601383186846,0.8583530597394711,0.976434412294834,0.8666082410419681,0.971481365936097,0.8550774797982342,0.9862156994341212,0.9930839337307402,0.9244342080557352,0.9614750168650952,57.0,20.0,57.0,20.0,48909.0,48944.0,
+ye2026_sepsis,fewshot,fewshot_n5/draw3,split_half_A_vs_B,,Monocyte,3299.0,0.9301093283286388,0.001668723867059,0.778244020673536,0.0054793265378944,0.9316949516227482,0.7741584478126801,0.9288877131325012,0.7717729491205806,0.9315463840219658,0.7806660495712933,0.93052123081303,0.7856708816616876,0.9278963620529488,0.778951775201439,0.963789267972772,0.9817276954292224,0.8752949669739529,0.935571999887744,57.0,20.0,57.0,20.0,51593.0,51630.0,
+ye2026_sepsis,fewshot,fewshot_n5/draw3,split_half_A_vs_B,,NK cell,3251.0,0.938806645916368,0.0047457865183891,0.7640726478099318,0.0061998355580614,0.9330739363772764,0.754543896753356,0.9352531731487652,0.7635748031152317,0.9394396956948776,0.770796003902116,0.9449716528302468,0.7632699159445514,0.941294771530674,0.7681786193344033,0.9684376189794268,0.9840922817395872,0.8662598433896879,0.9307308114539284,57.0,20.0,57.0,20.0,21903.0,21943.0,
+ye2026_sepsis,fewshot,fewshot_n5/draw3,generated:zs_raw,zs_raw,T cell,3267.0,-0.0953283874024947,0.0041957197088645,-0.1342577155393629,0.0070817788314924,-0.0981013654264744,-0.1401978739262993,-0.0993339521094204,-0.1406180153281042,-0.0887072086265402,-0.1234924844705205,-0.0964392241655749,-0.135464793038717,-0.0940601866844638,-0.1315154109331732,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw3,generated:zs_raw,zs_raw,B cell,3307.0,0.0581231502270854,0.007978887282508,0.0214627134525731,0.0088830305796431,0.0706488747737136,0.0337901879394871,0.0522697950048412,0.0088840408653888,0.0598078720671464,0.0224631063605932,0.0503573876003914,0.0225306598840827,0.0575318216893342,0.019645572213314,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw3,generated:zs_raw,zs_raw,Monocyte,3299.0,0.0288044110175526,0.0036093836315824,-0.017550121103959,0.0042942776550456,0.0241617115489576,-0.0225299699076555,0.0258726181147888,-0.0183494670970466,0.03117714999159,-0.0143016811255978,0.0325888255012384,-0.0121271775845303,0.0302217499311884,-0.0204423098049649,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw3,generated:zs_raw,zs_raw,NK cell,3251.0,-0.0742666185971853,0.0120278533158343,-0.0289624041364482,0.009996439461395,-0.0706977693272336,-0.022577398015675,-0.083286547022693,-0.0316754640831513,-0.0821617626500302,-0.0439535827896801,-0.080500619200148,-0.0289058344258936,-0.0546863947858219,-0.0176997413678413,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw3,generated:zs_pseudo,zs_pseudo,T cell,3267.0,0.5684138231983169,0.0021282466286237,0.4163245644064106,0.0021440048921397,0.5711783152109368,0.4168495648913518,0.5682500181641343,0.4152602575441402,0.5698626437368112,0.4196532210522762,0.5661150711238657,0.4159320022342016,0.5666630677558367,0.4139277763100828,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw3,generated:zs_pseudo,zs_pseudo,B cell,3307.0,0.5507916988515846,0.0025265319679952,0.3597588138990718,0.0043681218996103,0.5545494848150248,0.3659971151951319,0.5511261310965411,0.3592414682868405,0.5500094215243564,0.3537297276121906,0.5475225966424321,0.3593043759189404,0.5507508601795683,0.3605213824822558,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw3,generated:zs_pseudo,zs_pseudo,Monocyte,3299.0,0.3895553740821315,0.0145863520901576,0.3363218482776977,0.0086039751597451,0.3789577787172643,0.3268401929129088,0.4070806256814583,0.3446381293412285,0.3874343639956917,0.3412362765149105,0.4015664984597603,0.3417230318388616,0.3727376035564827,0.3271716107805792,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw3,generated:zs_pseudo,zs_pseudo,NK cell,3251.0,0.3988040607231733,0.0092983979973797,0.2661926176165917,0.0063178328533035,0.3916723261929251,0.2710493840555618,0.3998562637143001,0.2584495765220847,0.3872045036027683,0.260248070525269,0.4064092551388127,0.2715535007878269,0.4088779549670602,0.2696625561922163,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw3,generated:zs_cal,zs_cal,T cell,3267.0,0.036651716840703,0.0018264893889127,0.1056554212219196,0.0024148237863373,0.0364150345543691,0.1062130614344266,0.0363083256319214,0.1073068208520591,0.0396205191252572,0.1043111769328331,0.0345903119899525,0.1022141628677997,0.0363243929020146,0.1082318840224798,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw3,generated:zs_cal,zs_cal,B cell,3307.0,0.1608289875283133,0.0076764968710982,0.1677844307352738,0.0060515219425627,0.1714265004999589,0.1670581767398998,0.1523661656836625,0.1650849897145592,0.1610098863749314,0.1612449949820858,0.1547177049199531,0.1679579884779607,0.1646246801630608,0.1775760037618636,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw3,generated:zs_cal,zs_cal,Monocyte,3299.0,0.2133507709931405,0.0080751945959241,0.1516060645014118,0.0100790710245643,0.207317957090236,0.1454495996452065,0.2028023306461114,0.1400826712518778,0.2212680183207076,0.1647397854644739,0.2202278992533249,0.159018769809338,0.2151376496553226,0.1487394963361631,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw3,generated:zs_cal,zs_cal,NK cell,3251.0,-0.0125313015171132,0.0132150402368379,0.0581539756507449,0.0086725118501549,-0.00777965603206,0.064600620182158,-0.0212656565414992,0.0613780360417625,-0.023940283473706,0.0434730564350325,-0.0180843256926308,0.0574329749725903,0.0084134141543299,0.0638851906221811,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw3,generated:lora5,lora5,T cell,3267.0,0.5075123937984062,0.0028683046133924,0.3508037800136117,0.0036332538938425,0.5081843956092932,0.3469987582343247,0.5041718867780411,0.3474650049686891,0.5111757295049271,0.3552772371371407,0.5050936197239108,0.3507974301673999,0.5089363373758587,0.3534804695605038,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw3,generated:lora5,lora5,B cell,3307.0,0.4514407012475028,0.0055548358373311,0.3382992881753031,0.002995264011585,0.4600071679728104,0.3419364177923493,0.4498021249070804,0.3388041038692658,0.4536133118424489,0.3389554695157279,0.446107595630385,0.3381872853677186,0.4476733058847893,0.3336131643314537,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw3,generated:lora5,lora5,Monocyte,3299.0,0.3485034487354868,0.0022766700938367,0.2547721427709397,0.0077425554720192,0.3448516992501695,0.2505658675868534,0.3486179325060811,0.2470043620283868,0.351056746234938,0.2656207766247986,0.3485589118342344,0.2599948617710836,0.349431953852011,0.2506748458435758,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw3,generated:lora5,lora5,NK cell,3251.0,0.329144358609858,0.0066631700606397,0.2304844780864163,0.0068128719153019,0.3248525187778301,0.2294111454477606,0.3279753779016102,0.2279535229649466,0.3241102252397231,0.2314163813601329,0.3281712886273388,0.2225023052631518,0.3406123825027876,0.2411390353960897,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw3,generated:scsemi5,scsemi5,T cell,3267.0,0.4686789035997747,0.0052158074605824,0.250814290277345,0.0004443070180805,0.4654731996572613,0.2504548260054863,0.4660324263185627,0.2511725297754783,0.4709134673251393,0.2511673054834605,0.4641631033937897,0.2510540793250977,0.4768123213041202,0.2502227107972022,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw3,generated:scsemi5,scsemi5,B cell,3307.0,0.490602767456179,0.0077480332448339,0.2628133849160692,0.0048717481143955,0.498056205985028,0.2707684703836712,0.4829269951530788,0.2596892525907577,0.4972871536449071,0.2642702940177374,0.4928533820104305,0.259647759929346,0.4818901004874507,0.2596911476588339,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw3,generated:scsemi5,scsemi5,Monocyte,3299.0,0.47807888966848,0.0077665591430414,0.1924344188375867,0.0082696773697291,0.4827834417240966,0.1959556421594411,0.4879263686586927,0.2027883405176838,0.4788413595076427,0.1935610395592154,0.4689513021474686,0.1894141489748564,0.4718919763044995,0.1804529229767366,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw3,generated:scsemi5,scsemi5,NK cell,3251.0,0.5764853966376169,0.0047564476682094,0.2394224798713582,0.0041751554201451,0.5797386292173607,0.2385492431367082,0.5702914164538356,0.2427334421192766,0.57513862656808,0.2330382583781199,0.57472140219241,0.2435702368165905,0.5825369087563982,0.2392212189060958,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw3,broadcast:all_usable_raw.npz@ffcc1562,,T cell,3267.0,0.2754966523511306,0.0068544190561796,0.3107500268212467,0.0026365757671206,0.2657545633547548,0.308278726995465,0.271343433422219,0.3151696460851574,0.2828549607483933,0.3102964593372935,0.2791283552416287,0.309353457239956,0.2784019489886571,0.3106518444483616,,,,,,,,,,,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641
+ye2026_sepsis,fewshot,fewshot_n5/draw3,broadcast:all_usable_raw.npz@ffcc1562,,B cell,3307.0,0.2771580178950834,0.0111151919806306,0.3129449434348436,0.0025206889284145,0.2858368647780892,0.3154611111422802,0.2617786300957329,0.3092660531960919,0.2778708170360444,0.3115952375983333,0.2892047173563189,0.3147360890993032,0.2710990602092315,0.3136662261382097,,,,,,,,,,,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641
+ye2026_sepsis,fewshot,fewshot_n5/draw3,broadcast:all_usable_raw.npz@ffcc1562,,Monocyte,3299.0,0.5406213024590638,0.010322800167117,0.4776034011036772,0.0105793696415864,0.5370607162589077,0.4699173757645478,0.5285844601006028,0.4657554659174253,0.5452423496353669,0.491411769515801,0.5364378098949877,0.4759284965513369,0.5557811764054541,0.4850038977692752,,,,,,,,,,,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641
+ye2026_sepsis,fewshot,fewshot_n5/draw3,broadcast:all_usable_raw.npz@ffcc1562,,NK cell,3251.0,0.2121748450077791,0.0264258107475333,0.2124891248859567,0.0036340609965976,0.2380425001172928,0.216848185568212,0.1742999465989515,0.2145745207381591,0.2298798888042726,0.2119734630308641,0.1959104808606605,0.2071128713013696,0.2227414086577183,0.2119365837911788,,,,,,,,,,,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641
+ye2026_sepsis,fewshot,fewshot_n5/draw3,broadcast:all_usable_pseudo.npz@32e455af,,T cell,3267.0,0.8048678051720453,0.0020883879888,0.7674648742784652,0.0028583561479194,0.8030372950393724,0.7655695086090736,0.8029975855717265,0.7713158685533834,0.8078865977294193,0.7640917544373724,0.8044177803314294,0.7691420344209762,0.8059997671882787,0.7672052053715205,,,,,,,,,,,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576
+ye2026_sepsis,fewshot,fewshot_n5/draw3,broadcast:all_usable_pseudo.npz@32e455af,,B cell,3307.0,0.7498110481474741,0.0038616233471642,0.600993792162047,0.0055142462260497,0.7518863223674171,0.5967153460102638,0.7492446730534803,0.6085696664063458,0.7509764281735978,0.6026880456697056,0.753478256709283,0.602409455943314,0.7434695604335928,0.594586446780606,,,,,,,,,,,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576
+ye2026_sepsis,fewshot,fewshot_n5/draw3,broadcast:all_usable_pseudo.npz@32e455af,,Monocyte,3299.0,0.624670608368828,0.0147390333895443,0.5126686378491672,0.0135434970304713,0.6065958472890052,0.4966298310605744,0.6286919102789194,0.5044415856997062,0.6218276460799925,0.5233756772434002,0.646816658348503,0.5295032962675601,0.6194209798477204,0.5093927989745952,,,,,,,,,,,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576
+ye2026_sepsis,fewshot,fewshot_n5/draw3,broadcast:all_usable_pseudo.npz@32e455af,,NK cell,3251.0,0.7106054366760407,0.0101901523815821,0.6267673750900725,0.0011522623229406,0.7167414056436484,0.6269947896989795,0.693599440698032,0.6282713840838335,0.715056074553128,0.6273124588927549,0.7089115431722868,0.6258622673186958,0.7187187193131084,0.6253959754560989,,,,,,,,,,,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576
+ye2026_sepsis,fewshot,fewshot_n5/draw3,broadcast:test_cal.npz@95a4bd00,,T cell,3267.0,0.2590410129399245,0.0064104069174593,0.3846530606981959,0.0043960537684198,0.2505003805638318,0.3824641856950439,0.2542282445628794,0.3916693830733186,0.2658661116317651,0.3802809231858996,0.2627392091870328,0.385850530592312,0.2618711187541133,0.3830002809444055,,,,,,,,,,,95a4bd00d1b2203fa5cfb9e598e4e6352022ca0d52bb90bfd5731dd574b0068b
+ye2026_sepsis,fewshot,fewshot_n5/draw3,broadcast:test_cal.npz@95a4bd00,,B cell,3307.0,0.2830125582315957,0.0103521208109862,0.3788926286203946,0.0045534374924611,0.2917005206759957,0.3727846425597573,0.2700023730285054,0.3776044617931101,0.2833009094540671,0.3773645120419933,0.2944023485401892,0.3843065699169374,0.2756566394592213,0.3824029567901749,,,,,,,,,,,95a4bd00d1b2203fa5cfb9e598e4e6352022ca0d52bb90bfd5731dd574b0068b
+ye2026_sepsis,fewshot,fewshot_n5/draw3,broadcast:test_cal.npz@95a4bd00,,Monocyte,3299.0,0.5855212726568834,0.0090658275148426,0.5238947223519161,0.0130308554826188,0.5810347766713313,0.516063708532433,0.5755124368365419,0.5057539138063074,0.5870947581614047,0.5381532253810767,0.5841563233048546,0.5268450757093822,0.5998080683102845,0.5326576883303811,,,,,,,,,,,95a4bd00d1b2203fa5cfb9e598e4e6352022ca0d52bb90bfd5731dd574b0068b
+ye2026_sepsis,fewshot,fewshot_n5/draw3,broadcast:test_cal.npz@95a4bd00,,NK cell,3251.0,0.1845153596276793,0.0240993438707574,0.2743358537509185,0.0034273961853297,0.2087626833471473,0.277127624663143,0.1483909841018345,0.2785982121542368,0.1996490339987547,0.2734558714433702,0.1729905997378513,0.2720208165026786,0.1927834969528085,0.2704767439911636,,,,,,,,,,,95a4bd00d1b2203fa5cfb9e598e4e6352022ca0d52bb90bfd5731dd574b0068b
+ye2026_sepsis,fewshot,fewshot_n5/draw3,broadcast:test_raw.npz@3278dc67,,T cell,3267.0,0.2754966523511306,0.0068544190561796,0.3107500268212467,0.0026365757671206,0.2657545633547548,0.308278726995465,0.271343433422219,0.3151696460851574,0.2828549607483933,0.3102964593372935,0.2791283552416287,0.309353457239956,0.2784019489886571,0.3106518444483616,,,,,,,,,,,3278dc672b740fbb8ac68faf9fd17229672a8dd5a8d3902bf282a949b7edb1ef
+ye2026_sepsis,fewshot,fewshot_n5/draw3,broadcast:test_raw.npz@3278dc67,,B cell,3307.0,0.2771580178950834,0.0111151919806306,0.3129449434348436,0.0025206889284145,0.2858368647780892,0.3154611111422802,0.2617786300957329,0.3092660531960919,0.2778708170360444,0.3115952375983333,0.2892047173563189,0.3147360890993032,0.2710990602092315,0.3136662261382097,,,,,,,,,,,3278dc672b740fbb8ac68faf9fd17229672a8dd5a8d3902bf282a949b7edb1ef
+ye2026_sepsis,fewshot,fewshot_n5/draw3,broadcast:test_raw.npz@3278dc67,,Monocyte,3299.0,0.5406213024590638,0.010322800167117,0.4776034011036772,0.0105793696415864,0.5370607162589077,0.4699173757645478,0.5285844601006028,0.4657554659174253,0.5452423496353669,0.491411769515801,0.5364378098949877,0.4759284965513369,0.5557811764054541,0.4850038977692752,,,,,,,,,,,3278dc672b740fbb8ac68faf9fd17229672a8dd5a8d3902bf282a949b7edb1ef
+ye2026_sepsis,fewshot,fewshot_n5/draw3,broadcast:test_raw.npz@3278dc67,,NK cell,3251.0,0.2121748450077791,0.0264258107475333,0.2124891248859567,0.0036340609965976,0.2380425001172928,0.216848185568212,0.1742999465989515,0.2145745207381591,0.2298798888042726,0.2119734630308641,0.1959104808606605,0.2071128713013696,0.2227414086577183,0.2119365837911788,,,,,,,,,,,3278dc672b740fbb8ac68faf9fd17229672a8dd5a8d3902bf282a949b7edb1ef
+ye2026_sepsis,fewshot,fewshot_n5/draw3,split_half_A_vs_B,,mean4,,0.9576200238786292,0.0015850845651131,0.8347393836254738,0.0027636305378903,0.9573791629736536,0.8317637930616785,0.955727092285955,0.8326671404755253,0.9577400759953542,0.8368372419823287,0.9601045240384236,0.838294046415015,0.9571492640997596,0.8341346961928212,0.978197437299057,0.9890183716634496,0.9083867023551504,0.9528557458075696,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw3,generated:zs_raw,zs_raw,mean4,,-0.0206668611887605,0.0042515415724731,-0.0398268818317992,0.0032589207159922,-0.0184971371077591,-0.0378787634775357,-0.0261195215031208,-0.0454397264107283,-0.0199709873044584,-0.0398211605063013,-0.0234984075660232,-0.0384917862912646,-0.0152482524624407,-0.0375029724731663,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw3,generated:zs_pseudo,zs_pseudo,mean4,,0.4768912392138015,0.0037867155466177,0.344649461049943,0.0016361035200503,0.4740894762340377,0.3451840642637386,0.4815782596641085,0.3443973579235735,0.4736277332149069,0.3437168239261616,0.4804033553412177,0.3471282276949576,0.474757371614737,0.3428208314412835,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw3,generated:zs_cal,zs_cal,mean4,,0.0995750434612609,0.0050076360520232,0.1207999730273375,0.0025620062718198,0.101844959028126,0.1208303645004227,0.092552791355049,0.1184631294650646,0.0994895350867975,0.1184422534536063,0.0978628976176499,0.1216559740319222,0.106125034218682,0.1246081436856719,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw3,generated:lora5,lora5,mean4,,0.4091502255978135,0.0018773399089879,0.2935899222615677,0.0028423732119193,0.4094739454025258,0.292228047265322,0.4076418305232032,0.2903067484578221,0.4099890032055093,0.29781746615945,0.4069828539539672,0.2928704706423385,0.4116634949038616,0.2947268787829058,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw3,generated:scsemi5,scsemi5,mean4,,0.5034614893405126,0.0026116463355952,0.2363711434755898,0.0027713407464146,0.5065128691459366,0.2389320454213267,0.5017943016460424,0.2390958912507991,0.5055451517614423,0.2355092243596333,0.5001722974360248,0.2359215562614726,0.5032828267131172,0.2323970000847171,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw3,broadcast:all_usable_raw.npz@ffcc1562,,mean4,,0.3263627044282643,0.0102546370527192,0.3284468740614311,0.0022510381546211,0.3316736611272611,0.3276263498676263,0.3090016175543766,0.3261914214842084,0.3339620040560193,0.331319232370573,0.3251703408383989,0.3267827285479914,0.3320058985652653,0.3303146380367563,,,,,,,,,,,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641
+ye2026_sepsis,fewshot,fewshot_n5/draw3,broadcast:all_usable_pseudo.npz@32e455af,,mean4,,0.722488724591097,0.0039008266804641,0.626973669844938,0.0041211828278734,0.7195652175848608,0.6214773688447228,0.7186334024005395,0.6281496261858173,0.7239366866340344,0.6293669840608083,0.7284060596403755,0.6317292634876365,0.7219022566956751,0.6241451066457051,,,,,,,,,,,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576
+ye2026_sepsis,fewshot,fewshot_n5/draw3,broadcast:test_cal.npz@95a4bd00,,mean4,,0.3280225508640207,0.0091719927137086,0.3904440663553562,0.0024951048703506,0.3329995903145765,0.3871100403625943,0.3120335096324403,0.3884064927067432,0.3339777033114979,0.392313633013085,0.328572120192482,0.3922557481803276,0.332529830869107,0.3921344175140313,,,,,,,,,,,95a4bd00d1b2203fa5cfb9e598e4e6352022ca0d52bb90bfd5731dd574b0068b
+ye2026_sepsis,fewshot,fewshot_n5/draw3,broadcast:test_raw.npz@3278dc67,,mean4,,0.3263627044282643,0.0102546370527192,0.3284468740614311,0.0022510381546211,0.3316736611272611,0.3276263498676263,0.3090016175543766,0.3261914214842084,0.3339620040560193,0.331319232370573,0.3251703408383989,0.3267827285479914,0.3320058985652653,0.3303146380367563,,,,,,,,,,,3278dc672b740fbb8ac68faf9fd17229672a8dd5a8d3902bf282a949b7edb1ef
+ye2026_sepsis,fewshot,fewshot_n5/draw4,split_half_A_vs_B,,T cell,3259.0,0.988553972646002,0.0010608459545026,0.9379035214497268,0.0014662796900301,0.9897094238108451,0.9389915350945894,0.9896191775798564,0.93840364321918,0.9875432634071304,0.9387200784316686,0.9883220466285938,0.9380443005206666,0.9875759518035848,0.9353580499825288,0.994244044913316,0.9971178691174458,0.967956878212482,0.9838479954812542,57.0,20.0,57.0,20.0,138870.0,138904.0,
+ye2026_sepsis,fewshot,fewshot_n5/draw4,split_half_A_vs_B,,B cell,3311.0,0.9708599444783156,0.0038231613685635,0.8570054840305392,0.004030976767751,0.9740677663231158,0.8575724922328345,0.9659167369443252,0.8539484287270357,0.969929408658388,0.8559187102648562,0.9753010690018606,0.863680105081823,0.9690847414638888,0.8539076838461459,0.9852145477900016,0.9925797437939188,0.9229972570360436,0.9607274624137918,57.0,20.0,57.0,20.0,46280.0,46316.0,
+ye2026_sepsis,fewshot,fewshot_n5/draw4,split_half_A_vs_B,,Monocyte,3304.0,0.9303421943185852,0.002343252181468,0.7828139014706532,0.0051131194069266,0.932181787573136,0.7795742930305662,0.9282742331230588,0.7769505370002916,0.9325338086658984,0.7850358687288622,0.9313063890182628,0.7901971569285613,0.9274147532125694,0.7823116516649845,0.9639142708031596,0.9817913580813185,0.8781779195516769,0.9371114765873252,57.0,20.0,57.0,20.0,49466.0,49502.0,
+ye2026_sepsis,fewshot,fewshot_n5/draw4,split_half_A_vs_B,,NK cell,3235.0,0.9398543758820715,0.0044657592159717,0.7670813956978084,0.0051339773429994,0.9358211818317216,0.7598869000608266,0.9345568788528524,0.7683914725925545,0.9409861643896528,0.771939397840738,0.9444782056379762,0.7638645320038763,0.9434294486981551,0.7713246759910466,0.9689947735944976,0.9843753215082636,0.8681902232295227,0.931767258079786,57.0,20.0,57.0,20.0,22673.0,22712.0,
+ye2026_sepsis,fewshot,fewshot_n5/draw4,generated:zs_raw,zs_raw,T cell,3259.0,-0.0953947909628416,0.0037893740658257,-0.1432544760300852,0.0065367752071178,-0.0982247211777201,-0.1493805941946065,-0.099160997904737,-0.1486166132072593,-0.0895865830300394,-0.1332742373573365,-0.0957750704567707,-0.1438957562785069,-0.0942265822449409,-0.1411051791127169,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw4,generated:zs_raw,zs_raw,B cell,3311.0,0.0318596412431161,0.008063913041754,-0.0135340955055157,0.0080446765158502,0.0449368171140312,-0.0006358331550838,0.0266424456358689,-0.0228322260634188,0.0323192820319839,-0.0149181033178968,0.0240218014528896,-0.0155575254745705,0.0313778599808066,-0.0137267895166088,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw4,generated:zs_raw,zs_raw,Monocyte,3304.0,0.0502423214864544,0.0032198967813001,-0.0071985569591219,0.0020909942716794,0.0473528016065174,-0.0089762943019801,0.0463269986064549,-0.0090979680321703,0.0527549533730829,-0.0045501365111054,0.0513237657916834,-0.0054237081068143,0.0534530880545336,-0.0079446778435394,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw4,generated:zs_raw,zs_raw,NK cell,3235.0,-0.0821270392259609,0.0101535382660081,-0.0382298830307703,0.0067031916893656,-0.0790427614857123,-0.034922111187943,-0.0894669624956191,-0.0406506815185528,-0.0892709795266776,-0.0480650536423282,-0.0872202753788723,-0.0373726751518786,-0.065634217242923,-0.0301388936531487,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw4,generated:zs_pseudo,zs_pseudo,T cell,3259.0,0.5613768140249035,0.0022185446572378,0.4197109340872277,0.0022095621696716,0.5648347022819757,0.421701098406572,0.5612390541291307,0.4181709716270486,0.5618893951800854,0.4221588057043557,0.5596887376469812,0.4194876483716966,0.5592321808863443,0.4170361463264657,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw4,generated:zs_pseudo,zs_pseudo,B cell,3311.0,0.5449707552873505,0.0020165998405344,0.3506307646780651,0.0038285437694109,0.5475180944342285,0.3552462990091719,0.5454155687757449,0.3494125546223802,0.5437904942528085,0.3448822216550347,0.5422557472709956,0.3519366333866617,0.5458738717029747,0.3516761147170767,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw4,generated:zs_pseudo,zs_pseudo,Monocyte,3304.0,0.3871089605987619,0.0131391659416213,0.3469501867528798,0.0070174443695708,0.377168602049506,0.3380574582720447,0.4027584704460809,0.3531408804544649,0.3853681397290487,0.3508682443175914,0.3980848987700163,0.3519761021786129,0.3721646919991577,0.3407082485416854,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw4,generated:zs_pseudo,zs_pseudo,NK cell,3235.0,0.4018607003364417,0.0081700239052693,0.2817771798424973,0.0056576635365232,0.3960716140253871,0.284015360796909,0.4035499543872292,0.2739366917435593,0.3910190219891009,0.2783537400310162,0.4084759721863106,0.288423351817661,0.4101869390941809,0.2841567548233408,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw4,generated:zs_cal,zs_cal,T cell,3259.0,0.0039760347279679,0.0007232514266272,0.170852529336018,0.0028242360221131,0.003790584415931,0.1740057167212767,0.0049807673037017,0.1732037810860107,0.0030686315915432,0.1680911891151583,0.0036875083024448,0.1710695272205153,0.004352682026219,0.1678924325371287,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw4,generated:zs_cal,zs_cal,B cell,3311.0,0.1232264877777904,0.0050297729842179,0.2055757099606399,0.0065323665148005,0.1287972867553968,0.2011517109077646,0.1162091881462666,0.2024853528778053,0.1247483231904746,0.1992017005975267,0.1201392836272439,0.2140188642141135,0.1262383571695701,0.2110209212059892,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw4,generated:zs_cal,zs_cal,Monocyte,3304.0,0.1611728881472823,0.008316887419396,0.1215920706569714,0.008351811880324,0.1598479824294248,0.1183395627102046,0.1475328359506672,0.1094202639510429,0.1689128185515524,0.1300619526569668,0.1635876890036671,0.128559157500454,0.1659831148010998,0.1215794164661888,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw4,generated:zs_cal,zs_cal,NK cell,3235.0,-0.0413719228288468,0.0104777780001198,0.036878788458613,0.0073119050414773,-0.0415556343776791,0.0366094179518374,-0.0472555364730123,0.0352905666626831,-0.0502035322398947,0.0256641529482925,-0.0443026823276957,0.0432549136590017,-0.0235422287259522,0.0435748910712501,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw4,generated:lora5,lora5,T cell,3259.0,0.6084759388830157,0.0026414653256261,0.4702496127667596,0.0019125421503223,0.6123703510430445,0.4715912636771013,0.6080776237568072,0.470451111302224,0.6081204369178967,0.4705662595231005,0.6049657695856332,0.4669786727014144,0.6088455131116968,0.4716607566299575,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw4,generated:lora5,lora5,B cell,3311.0,0.5902206552109135,0.0052896967956503,0.466332328550779,0.0039036655035108,0.5961779729191756,0.4681348494512054,0.5897914963343459,0.4681285080342485,0.5903342688312169,0.4597944196082717,0.5819078635375146,0.4658764006563895,0.5928916744323149,0.4697274650037796,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw4,generated:lora5,lora5,Monocyte,3304.0,0.3388523284189598,0.006491145617168,0.2816416683513395,0.0084638222038241,0.3290048141855514,0.2688147662427585,0.3420953445150895,0.2783386008938242,0.3427791172226104,0.2878544013503223,0.344776183727541,0.2900158122883701,0.3356061824440071,0.2831847609814224,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw4,generated:lora5,lora5,NK cell,3235.0,0.4237175722063301,0.0059081994304859,0.2629887200833876,0.0062947774942203,0.4242801221057594,0.2723018466191873,0.4278131749660488,0.258793647046347,0.4147652709884789,0.2571001406543987,0.4217919750853867,0.2602762654731771,0.429937317885977,0.2664717006238279,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw4,generated:scsemi5,scsemi5,T cell,3259.0,0.4316198908990666,0.0068390221889951,0.0877914640361529,0.0037505901084096,0.4245093333647447,0.089676513327553,0.4263791447411176,0.0850317356170457,0.4366982773925263,0.0914081610102346,0.4299259753278355,0.0826615746327085,0.4405867236691086,0.0901793355932225,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw4,generated:scsemi5,scsemi5,B cell,3311.0,0.4229655223701177,0.0137820641224827,0.0344781446942811,0.0048031130098508,0.4402051756931991,0.0418828848397966,0.4086473863099322,0.0357118929656947,0.4207397473827142,0.0297742940920998,0.4338508697385564,0.0342515683105886,0.4113844327261868,0.0307700832632257,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw4,generated:scsemi5,scsemi5,Monocyte,3304.0,0.4501207964345896,0.0054589703469039,0.2175689648829446,0.0063853926374064,0.4476862209564333,0.2176188096106176,0.4467621590324874,0.2284916751369041,0.4491810914350582,0.2152898912110522,0.4472244808710506,0.212588825734536,0.4597500298779186,0.2138556227216131,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw4,generated:scsemi5,scsemi5,NK cell,3235.0,0.4933338520017812,0.0225358471285059,0.0874085962736404,0.0033973973520425,0.5146820305066702,0.0872455295743381,0.4640398532332044,0.0846452980890979,0.5163858029034114,0.0880150307198465,0.4797772667956471,0.0843585718184666,0.4917843065699733,0.0927785511664531,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw4,broadcast:all_usable_raw.npz@ffcc1562,,T cell,3259.0,0.2713597389848067,0.0068519780822666,0.3043314352262453,0.0030804873582676,0.2618406915280957,0.3032743619668318,0.2665857678890256,0.307836433762202,0.2780018681703561,0.3054172744974401,0.2744747556695122,0.2996377459906287,0.2758956116670435,0.3054913599141239,,,,,,,,,,,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641
+ye2026_sepsis,fewshot,fewshot_n5/draw4,broadcast:all_usable_raw.npz@ffcc1562,,B cell,3311.0,0.2581105950350725,0.0127093106586002,0.2899584582689697,0.0040289562736951,0.2718034468237938,0.2943429725034332,0.2410980076313141,0.2855436270925167,0.2576065908168348,0.2858235268528959,0.2690118886256878,0.2925116940048012,0.2510330412777321,0.2915704708912019,,,,,,,,,,,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641
+ye2026_sepsis,fewshot,fewshot_n5/draw4,broadcast:all_usable_raw.npz@ffcc1562,,Monocyte,3304.0,0.5507399891066735,0.0116374483898863,0.4812379868167596,0.0086120717251482,0.5476765995897791,0.4762908101936863,0.5370421760918003,0.4713090813110856,0.5554976053805398,0.4932409630319833,0.5455608066688049,0.4791098104922495,0.5679227578024436,0.4862392690547934,,,,,,,,,,,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641
+ye2026_sepsis,fewshot,fewshot_n5/draw4,broadcast:all_usable_raw.npz@ffcc1562,,NK cell,3235.0,0.1966139532112641,0.0273986684708009,0.1976310791055608,0.0046608431525234,0.2221305713198205,0.2028440653214589,0.1571540545808477,0.1952052115379217,0.2157373320105633,0.1993977025011356,0.1796112982969159,0.1908628533156396,0.2084365098481729,0.1998455628516482,,,,,,,,,,,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641
+ye2026_sepsis,fewshot,fewshot_n5/draw4,broadcast:all_usable_pseudo.npz@32e455af,,T cell,3259.0,0.8044375392919674,0.0021853912788636,0.7755769035728657,0.0015517415253366,0.8028022389571587,0.7757686109768912,0.8020530448423276,0.7774799726612679,0.8074183063240215,0.7731555746497398,0.8041449701160571,0.775571313920049,0.8057691362202724,0.7759090456563809,,,,,,,,,,,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576
+ye2026_sepsis,fewshot,fewshot_n5/draw4,broadcast:all_usable_pseudo.npz@32e455af,,B cell,3311.0,0.7434550571954682,0.0040638548793924,0.6062620770246954,0.004403825193209,0.746957100733428,0.6023506515061657,0.7425566594632481,0.6130601692974348,0.7444370799567408,0.6064411965396053,0.7464369145384512,0.6071092879497414,0.7368875312854727,0.6023490798305299,,,,,,,,,,,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576
+ye2026_sepsis,fewshot,fewshot_n5/draw4,broadcast:all_usable_pseudo.npz@32e455af,,Monocyte,3304.0,0.6368846997817774,0.013032334846384,0.5357898943441883,0.0111501229472014,0.6203543843842712,0.5227450985167472,0.639771425480611,0.5255175104332489,0.6334884285264613,0.546148753442401,0.6563834599934576,0.5461643979632739,0.6344258005240864,0.5383737113652707,,,,,,,,,,,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576
+ye2026_sepsis,fewshot,fewshot_n5/draw4,broadcast:all_usable_pseudo.npz@32e455af,,NK cell,3235.0,0.694011810569271,0.0102551678825341,0.6211994387012789,0.0023697473894341,0.7001992296182732,0.6221505239395714,0.6774217850841138,0.6218288516277769,0.6988453862633262,0.6235873129668124,0.6909529421853235,0.6172676701880478,0.7026397096953179,0.6211628347841861,,,,,,,,,,,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576
+ye2026_sepsis,fewshot,fewshot_n5/draw4,broadcast:test_cal.npz@e2189b52,,T cell,3259.0,0.2109894323512453,0.0074712243993582,0.1928823049890545,0.0036501022167865,0.2014405897984312,0.1921678638506567,0.2052229924979088,0.1953988314893774,0.2191220133590307,0.196606979161938,0.2127220092766123,0.1871775038107543,0.2164395568242435,0.1930603466325463,,,,,,,,,,,e2189b523427138b0ce3b40bdaed3c20628a3183caba813b9769be3653d14422
+ye2026_sepsis,fewshot,fewshot_n5/draw4,broadcast:test_cal.npz@e2189b52,,B cell,3311.0,0.232063878078435,0.0135654831445333,0.1927222076579582,0.0061174414449394,0.2478023060575427,0.2027427426580705,0.2151087368266509,0.1893721571694983,0.2322809149270063,0.1865660708259082,0.2425729025757677,0.1925835705269518,0.2225545300052078,0.192346497109362,,,,,,,,,,,e2189b523427138b0ce3b40bdaed3c20628a3183caba813b9769be3653d14422
+ye2026_sepsis,fewshot,fewshot_n5/draw4,broadcast:test_cal.npz@e2189b52,,Monocyte,3304.0,0.547056940840501,0.0121179889959512,0.4026499509730902,0.0057119495718183,0.5419337898130152,0.3994822269777853,0.533175455804405,0.3983244286278293,0.5498690956322426,0.410241871647371,0.5444425819011399,0.3979038742489671,0.5658637810517025,0.4072973533634981,,,,,,,,,,,e2189b523427138b0ce3b40bdaed3c20628a3183caba813b9769be3653d14422
+ye2026_sepsis,fewshot,fewshot_n5/draw4,broadcast:test_cal.npz@e2189b52,,NK cell,3235.0,0.1236549961132006,0.0280071020800942,0.1047497872387216,0.0039218409795204,0.1475925922372335,0.1109840859337196,0.082044176303621,0.1028581285559953,0.1434650505576883,0.1029544174360963,0.1077811602004098,0.1009650917607152,0.1373920012670506,0.1059872125070814,,,,,,,,,,,e2189b523427138b0ce3b40bdaed3c20628a3183caba813b9769be3653d14422
+ye2026_sepsis,fewshot,fewshot_n5/draw4,broadcast:test_raw.npz@0c8c43a2,,T cell,3259.0,0.2713597389848067,0.0068519780822666,0.3043314352262453,0.0030804873582676,0.2618406915280957,0.3032743619668318,0.2665857678890256,0.307836433762202,0.2780018681703561,0.3054172744974401,0.2744747556695122,0.2996377459906287,0.2758956116670435,0.3054913599141239,,,,,,,,,,,0c8c43a2f8217dfc290e4bcf0e819f9044a0bb39a30fe0a84b93603c2d65170e
+ye2026_sepsis,fewshot,fewshot_n5/draw4,broadcast:test_raw.npz@0c8c43a2,,B cell,3311.0,0.2581105950350725,0.0127093106586002,0.2899584582689697,0.0040289562736951,0.2718034468237938,0.2943429725034332,0.2410980076313141,0.2855436270925167,0.2576065908168348,0.2858235268528959,0.2690118886256878,0.2925116940048012,0.2510330412777321,0.2915704708912019,,,,,,,,,,,0c8c43a2f8217dfc290e4bcf0e819f9044a0bb39a30fe0a84b93603c2d65170e
+ye2026_sepsis,fewshot,fewshot_n5/draw4,broadcast:test_raw.npz@0c8c43a2,,Monocyte,3304.0,0.5507399891066735,0.0116374483898863,0.4812379868167596,0.0086120717251482,0.5476765995897791,0.4762908101936863,0.5370421760918003,0.4713090813110856,0.5554976053805398,0.4932409630319833,0.5455608066688049,0.4791098104922495,0.5679227578024436,0.4862392690547934,,,,,,,,,,,0c8c43a2f8217dfc290e4bcf0e819f9044a0bb39a30fe0a84b93603c2d65170e
+ye2026_sepsis,fewshot,fewshot_n5/draw4,broadcast:test_raw.npz@0c8c43a2,,NK cell,3235.0,0.1966139532112641,0.0273986684708009,0.1976310791055608,0.0046608431525234,0.2221305713198205,0.2028440653214589,0.1571540545808477,0.1952052115379217,0.2157373320105633,0.1993977025011356,0.1796112982969159,0.1908628533156396,0.2084365098481729,0.1998455628516482,,,,,,,,,,,0c8c43a2f8217dfc290e4bcf0e819f9044a0bb39a30fe0a84b93603c2d65170e
+ye2026_sepsis,fewshot,fewshot_n5/draw4,split_half_A_vs_B,,mean4,,0.9574026218312436,0.0019098934241358,0.8362010756621817,0.0021586256269033,0.9579450398847048,0.8340063051047042,0.9545917566250232,0.8344235203847654,0.9577481612802672,0.8379035138165313,0.9598519275716734,0.8389465236337318,0.9568762237945496,0.8357255153711765,0.9780919092752436,0.9889660731252368,0.9093305695074314,0.9533635481405394,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw4,generated:zs_raw,zs_raw,mean4,,-0.0238549668648079,0.0041205280339222,-0.0505542528813733,0.0028440995982719,-0.0212444659857209,-0.0484787082099033,-0.028914629039508,-0.0552993722053503,-0.0234458317879125,-0.0502018827071667,-0.0269124446477674,-0.0505624162529426,-0.0187574628631309,-0.0482288850315034,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw4,generated:zs_pseudo,zs_pseudo,mean4,,0.4738293075618644,0.0035733423952045,0.3497672663401674,0.0018546731104264,0.4713982531977743,0.3497550541211744,0.4782407619345464,0.3486652746118632,0.4705167627877609,0.3490657529269995,0.4771263389685759,0.3529559339386581,0.4718644209206644,0.3483943161021422,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw4,generated:zs_cal,zs_cal,mean4,,0.0617508719560484,0.0046097396927277,0.1337247746030606,0.0038376062494944,0.0627200548057684,0.1325266020727708,0.0553668137319058,0.1300999911443855,0.0616315602734188,0.1307547488294861,0.060777949651415,0.1392256156485211,0.0682579813177342,0.1360169153201392,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw4,generated:lora5,lora5,mean4,,0.4903166236798048,0.0016195014383877,0.3703030824380665,0.0016085042218429,0.4904583150633827,0.3702106814975631,0.4919444098930728,0.3689279668191609,0.4889997734900507,0.3688288052840233,0.4883604479840188,0.3707867877798378,0.491820171968499,0.3727611708097468,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw4,generated:scsemi5,scsemi5,mean4,,0.4495100154263888,0.0081732843971232,0.1068117924717547,0.0022190344637519,0.4567706901302618,0.1091059343380763,0.4364571358291854,0.1084701504521856,0.4557512297784275,0.1061218442583083,0.4476946481832724,0.1034651351240749,0.4508763732107968,0.1068958981861286,,,,,,,,,,,
+ye2026_sepsis,fewshot,fewshot_n5/draw4,broadcast:all_usable_raw.npz@ffcc1562,,mean4,,0.3192060690844542,0.0111759999396719,0.3182897398543839,0.0028650831512144,0.3258628273153723,0.3191880524963525,0.3004700015482469,0.3149735884259315,0.3267108490945735,0.3209698667208637,0.3171646873152302,0.3155305259508297,0.3258219801488481,0.3207866656779419,,,,,,,,,,,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641
+ye2026_sepsis,fewshot,fewshot_n5/draw4,broadcast:all_usable_pseudo.npz@32e455af,,mean4,,0.7196972767096209,0.0034376887584353,0.6347070784107571,0.0025477527472302,0.7175782384232827,0.6307537212348439,0.7154507287175751,0.6344716260049321,0.7210473002676374,0.6373332093996396,0.7244795717083223,0.6365281675052781,0.7199305444312873,0.6344486679090919,,,,,,,,,,,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576
+ye2026_sepsis,fewshot,fewshot_n5/draw4,broadcast:test_cal.npz@e2189b52,,mean4,,0.2784413118458455,0.0115598045357624,0.2232510627147061,0.0026607121043679,0.2846923194765556,0.2263442298550581,0.2588878403581464,0.2214883864606751,0.286184268618992,0.2240923347678284,0.2768796634884825,0.2196575100868471,0.2855624672870511,0.2246728524031219,,,,,,,,,,,e2189b523427138b0ce3b40bdaed3c20628a3183caba813b9769be3653d14422
+ye2026_sepsis,fewshot,fewshot_n5/draw4,broadcast:test_raw.npz@0c8c43a2,,mean4,,0.3192060690844542,0.0111759999396719,0.3182897398543839,0.0028650831512144,0.3258628273153723,0.3191880524963525,0.3004700015482469,0.3149735884259315,0.3267108490945735,0.3209698667208637,0.3171646873152302,0.3155305259508297,0.3258219801488481,0.3207866656779419,,,,,,,,,,,0c8c43a2f8217dfc290e4bcf0e819f9044a0bb39a30fe0a84b93603c2d65170e
diff --git a/paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_contrast/fewshot_contrast.csv b/paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_contrast/fewshot_contrast.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4463512041e7c9240684beea28c3b1850256a2a7
--- /dev/null
+++ b/paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_contrast/fewshot_contrast.csv
@@ -0,0 +1,1001 @@
+dataset,design,unit,arm,celltype,statistic,label,n_genes,pearson_r_generated,spearman_r_generated,pearson_r_broadcast,spearman_r_broadcast,partial_r_generated_given_broadcast,r_generated_vs_broadcast,condition,condition_sha256,pearson_r_generated_scorer,pearson_r_broadcast_scorer,partial_r_generated_given_broadcast_scorer,r_generated_vs_broadcast_scorer
+giroux2022,fewshot,fewshot_n5/draw0,zs_raw,T cell,mean_cp10k,"Zero-shot, real bulk",2863.0,0.1699066464819778,0.0211522253531122,0.4659672798536223,0.3346093603712192,-0.0395991349251684,0.43243102217563,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.1699066464819778,0.4659672798536223,-0.0395991349251684,0.43243102217563
+giroux2022,fewshot,fewshot_n5/draw0,zs_raw,T cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",2863.0,0.1120254948946935,0.0772779799710402,0.5669062142141347,0.4502681115427626,-0.0597370556340618,0.2809180924410987,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.1120254948946935,0.5669062142141347,-0.0597370556340618,0.2809180924410987
+giroux2022,fewshot,fewshot_n5/draw0,zs_raw,B cell,mean_cp10k,"Zero-shot, real bulk",3005.0,0.1025443431967672,0.0306279387999214,0.3989038406365887,0.3450269468440968,-0.0039991300660515,0.2659274291026459,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.1025443431967672,0.3989038406365887,-0.0039991300660515,0.2659274291026459
+giroux2022,fewshot,fewshot_n5/draw0,zs_raw,B cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3005.0,0.0552648885306977,0.0604250395059172,0.4804240789506083,0.3958609378060989,-0.0265772748753809,0.1629034902910155,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.0552648885306977,0.4804240789506083,-0.0265772748753809,0.1629034902910155
+giroux2022,fewshot,fewshot_n5/draw0,zs_raw,Monocyte,mean_cp10k,"Zero-shot, real bulk",3028.0,0.226174164681764,0.1164326927959811,0.6141260231172326,0.4913245394912688,0.0539667724320661,0.3021760836969932,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.226174164681764,0.6141260231172326,0.0539667724320661,0.3021760836969932
+giroux2022,fewshot,fewshot_n5/draw0,zs_raw,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3028.0,0.1680813026899348,0.1545893483218956,0.6247044807439144,0.5523826067757145,0.0634143479289772,0.191254543375509,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.1680813026899348,0.6247044807439144,0.0634143479289772,0.191254543375509
+giroux2022,fewshot,fewshot_n5/draw0,zs_raw,NK cell,mean_cp10k,"Zero-shot, real bulk",2910.0,0.0870498319712021,-0.0163688958729967,0.4048645154378386,0.252243211476151,-0.0146646227125909,0.2471024158799359,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.0870498319712021,0.4048645154378386,-0.0146646227125909,0.2471024158799359
+giroux2022,fewshot,fewshot_n5/draw0,zs_raw,NK cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",2910.0,0.0773028905825407,0.0377839983794993,0.471900286542403,0.3679751473971836,0.0121678939354919,0.1413067337692047,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.0773028905825407,0.471900286542403,0.0121678939354919,0.1413067337692047
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,T cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",2863.0,0.5310933989766661,0.4493388541962743,0.8261046749021539,0.8306689278265876,0.1182744344366363,0.5769939871241817,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.5310933989766661,0.8261046749021539,0.1182744344366363,0.5769939871241817
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,T cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",2863.0,0.3612307297710682,0.3739921939961071,0.89163883242594,0.8851293414286642,0.0833483774648216,0.3657416282857287,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.3612307297710682,0.89163883242594,0.0833483774648216,0.3657416282857287
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,B cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3005.0,0.2860270767147165,0.2257615479122355,0.5828215163461693,0.56109289559779,0.1245978338286047,0.3265662841704215,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.2860270767147165,0.5828215163461693,0.1245978338286047,0.3265662841704215
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,B cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3005.0,0.1444729405240163,0.1676580938197969,0.6752564483538035,0.6397965087304028,0.0488068863575187,0.1613393468122541,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.1444729405240163,0.6752564483538035,0.0488068863575187,0.1613393468122541
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,Monocyte,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3028.0,0.2140790620375104,0.1691017034524658,0.6751596007604104,0.6078409684156353,0.0361024209054267,0.2792027460838384,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.2140790620375104,0.6751596007604104,0.0361024209054267,0.2792027460838384
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3028.0,0.1881826815650642,0.192035250615178,0.7921926305164546,0.7567825877182365,0.0347808204059348,0.2113582767505652,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.1881826815650642,0.7921926305164546,0.0347808204059348,0.2113582767505652
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,NK cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",2910.0,0.3596387495400516,0.2837746821840399,0.7411215696850915,0.7164374696869459,0.1356184433738486,0.3711849975228424,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.3596387495400516,0.7411215696850915,0.1356184433738486,0.3711849975228424
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,NK cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",2910.0,0.1680008488737188,0.1974874172029482,0.7782137886163856,0.7672662576176754,0.0278265638682007,0.1938506721397997,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.1680008488737188,0.7782137886163856,0.0278265638682007,0.1938506721397997
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,T cell,mean_cp10k,Zero-shot + calibration,2863.0,0.1257533906231434,0.0113423886707976,0.4930114840441739,0.3422556226297749,-0.0063650860422756,0.2659001025392269,test_cal.npz@a1c99db4,a1c99db4c3a3cf821f76061ceee697863adf3a2ca2a4462c8504241e39f0758c,0.1257533906231434,0.4930114840441739,-0.0063650860422756,0.2659001025392269
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,T cell,pseudobulk_log1p_cpm,Zero-shot + calibration,2863.0,0.1532850080957896,0.0906147995505295,0.5674717549567319,0.4506511363509731,0.0539702716545504,0.1932858770620633,test_cal.npz@a1c99db4,a1c99db4c3a3cf821f76061ceee697863adf3a2ca2a4462c8504241e39f0758c,0.1532850080957896,0.5674717549567319,0.0539702716545504,0.1932858770620633
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,B cell,mean_cp10k,Zero-shot + calibration,3005.0,0.0763808445321569,0.0043279582331917,0.4260613729844554,0.3502252419373231,0.0033943971362508,0.1721719345201133,test_cal.npz@a1c99db4,a1c99db4c3a3cf821f76061ceee697863adf3a2ca2a4462c8504241e39f0758c,0.0763808445321569,0.4260613729844554,0.0033943971362508,0.1721719345201133
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,B cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3005.0,0.0752620428343768,0.0497733451498202,0.4829349404273398,0.3958270355960513,0.0113275214393088,0.1354934034836528,test_cal.npz@a1c99db4,a1c99db4c3a3cf821f76061ceee697863adf3a2ca2a4462c8504241e39f0758c,0.0752620428343768,0.4829349404273398,0.0113275214393088,0.1354934034836528
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,Monocyte,mean_cp10k,Zero-shot + calibration,3028.0,0.1776718114820618,0.0843475362431163,0.6185425746828103,0.4873376772164364,0.0603954893815928,0.2122690366564846,test_cal.npz@a1c99db4,a1c99db4c3a3cf821f76061ceee697863adf3a2ca2a4462c8504241e39f0758c,0.1776718114820618,0.6185425746828103,0.0603954893815928,0.2122690366564846
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,Monocyte,pseudobulk_log1p_cpm,Zero-shot + calibration,3028.0,0.0963067327493725,0.0695963059057507,0.6233115169371072,0.5513534817205625,0.0432339059469488,0.1005440684668394,test_cal.npz@a1c99db4,a1c99db4c3a3cf821f76061ceee697863adf3a2ca2a4462c8504241e39f0758c,0.0963067327493725,0.6233115169371072,0.0432339059469488,0.1005440684668394
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,NK cell,mean_cp10k,Zero-shot + calibration,2910.0,0.0682383965056221,-0.0228656133028602,0.4389954144831218,0.2610713806223052,-0.0112243234810444,0.1780478558428211,test_cal.npz@a1c99db4,a1c99db4c3a3cf821f76061ceee697863adf3a2ca2a4462c8504241e39f0758c,0.0682383965056221,0.4389954144831218,-0.0112243234810444,0.1780478558428211
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,NK cell,pseudobulk_log1p_cpm,Zero-shot + calibration,2910.0,0.1161471749196609,0.0576458612291713,0.47098636660658,0.3673600627201175,0.0577118886652234,0.1395698070638672,test_cal.npz@a1c99db4,a1c99db4c3a3cf821f76061ceee697863adf3a2ca2a4462c8504241e39f0758c,0.1161471749196609,0.47098636660658,0.0577118886652234,0.1395698070638672
+giroux2022,fewshot,fewshot_n5/draw0,lora5,T cell,mean_cp10k,"LoRA, 5 donors",2863.0,0.39777463289585,0.2533606980465052,0.4659672798536223,0.3346093603712192,0.2790771347954305,0.359067951427801,test_raw.npz@f04c5725,f04c5725cf7d20ca4ca26d2ac43352d8c233b9d6c4d7ddc2116e3be4694623a9,0.39777463289585,0.4659672798536223,0.2790771347954305,0.359067951427801
+giroux2022,fewshot,fewshot_n5/draw0,lora5,T cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",2863.0,0.2254522440521373,0.2194072845183006,0.5669062142141347,0.4502681115427626,0.1168592909810714,0.232533060514805,test_raw.npz@f04c5725,f04c5725cf7d20ca4ca26d2ac43352d8c233b9d6c4d7ddc2116e3be4694623a9,0.2254522440521373,0.5669062142141347,0.1168592909810714,0.232533060514805
+giroux2022,fewshot,fewshot_n5/draw0,lora5,B cell,mean_cp10k,"LoRA, 5 donors",3005.0,0.1741252213615619,0.1247392336769684,0.3989038406365887,0.3450269468440968,0.1191611998815517,0.1664028113065237,test_raw.npz@f04c5725,f04c5725cf7d20ca4ca26d2ac43352d8c233b9d6c4d7ddc2116e3be4694623a9,0.1741252213615619,0.3989038406365887,0.1191611998815517,0.1664028113065237
+giroux2022,fewshot,fewshot_n5/draw0,lora5,B cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3005.0,0.0450883241328888,0.0418581437039967,0.4804240789506083,0.3958609378060989,0.0279780463777952,0.0428227290476081,test_raw.npz@f04c5725,f04c5725cf7d20ca4ca26d2ac43352d8c233b9d6c4d7ddc2116e3be4694623a9,0.0450883241328888,0.4804240789506083,0.0279780463777952,0.0428227290476081
+giroux2022,fewshot,fewshot_n5/draw0,lora5,Monocyte,mean_cp10k,"LoRA, 5 donors",3028.0,0.3127599564797599,0.208944582726367,0.6141260231172326,0.4913245394912688,0.1759783021540215,0.2930574026775199,test_raw.npz@f04c5725,f04c5725cf7d20ca4ca26d2ac43352d8c233b9d6c4d7ddc2116e3be4694623a9,0.3127599564797599,0.6141260231172326,0.1759783021540215,0.2930574026775199
+giroux2022,fewshot,fewshot_n5/draw0,lora5,Monocyte,pseudobulk_log1p_cpm,"LoRA, 5 donors",3028.0,0.160051381059752,0.161456400724594,0.6247044807439144,0.5523826067757145,0.0688827603477214,0.1713758389323564,test_raw.npz@f04c5725,f04c5725cf7d20ca4ca26d2ac43352d8c233b9d6c4d7ddc2116e3be4694623a9,0.160051381059752,0.6247044807439144,0.0688827603477214,0.1713758389323564
+giroux2022,fewshot,fewshot_n5/draw0,lora5,NK cell,mean_cp10k,"LoRA, 5 donors",2910.0,0.088909039989724,0.0537731630940108,0.4048645154378386,0.252243211476151,0.0272221359445175,0.1589025787933349,test_raw.npz@f04c5725,f04c5725cf7d20ca4ca26d2ac43352d8c233b9d6c4d7ddc2116e3be4694623a9,0.088909039989724,0.4048645154378386,0.0272221359445175,0.1589025787933349
+giroux2022,fewshot,fewshot_n5/draw0,lora5,NK cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",2910.0,0.0168110207026192,0.0202903437307081,0.471900286542403,0.3679751473971836,-0.0062937169008983,0.0473694549865095,test_raw.npz@f04c5725,f04c5725cf7d20ca4ca26d2ac43352d8c233b9d6c4d7ddc2116e3be4694623a9,0.0168110207026192,0.471900286542403,-0.0062937169008983,0.0473694549865095
+giroux2022,fewshot,fewshot_n5/draw0,scsemi5,T cell,mean_cp10k,"scSemiProfiler, 5 donors",2863.0,0.4673546329664448,0.4138810948829288,0.4659672798536223,0.3346093603712192,0.3474961488893703,0.3975055240085786,test_raw.npz@f04c5725,f04c5725cf7d20ca4ca26d2ac43352d8c233b9d6c4d7ddc2116e3be4694623a9,0.4673546329664448,0.4659672798536223,0.3474961488893703,0.3975055240085786
+giroux2022,fewshot,fewshot_n5/draw0,scsemi5,T cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",2863.0,0.3482734449708543,0.3461083817531385,0.5669062142141347,0.4502681115427626,0.1960127271197426,0.3472330645074141,test_raw.npz@f04c5725,f04c5725cf7d20ca4ca26d2ac43352d8c233b9d6c4d7ddc2116e3be4694623a9,0.3482734449708543,0.5669062142141347,0.1960127271197426,0.3472330645074141
+giroux2022,fewshot,fewshot_n5/draw0,scsemi5,B cell,mean_cp10k,"scSemiProfiler, 5 donors",3005.0,0.2587002395956989,0.1480458289674142,0.3989038406365887,0.3450269468440968,0.1612114430834696,0.2943566948184918,test_raw.npz@f04c5725,f04c5725cf7d20ca4ca26d2ac43352d8c233b9d6c4d7ddc2116e3be4694623a9,0.2587002395956989,0.3989038406365887,0.1612114430834696,0.2943566948184918
+giroux2022,fewshot,fewshot_n5/draw0,scsemi5,B cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3005.0,0.1386183341444636,0.1205871885237094,0.4804240789506083,0.3958609378060989,0.0408532148111808,0.2157096315216823,test_raw.npz@f04c5725,f04c5725cf7d20ca4ca26d2ac43352d8c233b9d6c4d7ddc2116e3be4694623a9,0.1386183341444636,0.4804240789506083,0.0408532148111808,0.2157096315216823
+giroux2022,fewshot,fewshot_n5/draw0,scsemi5,Monocyte,mean_cp10k,"scSemiProfiler, 5 donors",3028.0,0.4061475264700938,0.2417620007286264,0.6141260231172326,0.4913245394912688,0.2138540965167711,0.410777253752026,test_raw.npz@f04c5725,f04c5725cf7d20ca4ca26d2ac43352d8c233b9d6c4d7ddc2116e3be4694623a9,0.4061475264700938,0.6141260231172326,0.2138540965167711,0.410777253752026
+giroux2022,fewshot,fewshot_n5/draw0,scsemi5,Monocyte,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3028.0,0.2250158835507562,0.193665941243395,0.6247044807439144,0.5523826067757145,0.0728520158314253,0.2725812557444829,test_raw.npz@f04c5725,f04c5725cf7d20ca4ca26d2ac43352d8c233b9d6c4d7ddc2116e3be4694623a9,0.2250158835507562,0.6247044807439144,0.0728520158314253,0.2725812557444829
+giroux2022,fewshot,fewshot_n5/draw0,scsemi5,NK cell,mean_cp10k,"scSemiProfiler, 5 donors",2910.0,0.3531914377274489,0.2489454403925368,0.4048645154378386,0.252243211476151,0.2254235043127735,0.4074279854053754,test_raw.npz@f04c5725,f04c5725cf7d20ca4ca26d2ac43352d8c233b9d6c4d7ddc2116e3be4694623a9,0.3531914377274489,0.4048645154378386,0.2254235043127735,0.4074279854053754
+giroux2022,fewshot,fewshot_n5/draw0,scsemi5,NK cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",2910.0,0.1877620025634945,0.1677059411363511,0.471900286542403,0.3679751473971836,0.0579616809705723,0.2943939831001144,test_raw.npz@f04c5725,f04c5725cf7d20ca4ca26d2ac43352d8c233b9d6c4d7ddc2116e3be4694623a9,0.1877620025634945,0.471900286542403,0.0579616809705723,0.2943939831001144
+giroux2022,fewshot,fewshot_n5/draw0,zs_raw,mean4,mean_cp10k,"Zero-shot, real bulk",,0.1464187465829278,0.0379609902690045,0.4709654147613206,0.3558010145456839,-0.0010740288179362,0.3119092377138013,,,0.1464187465829277,0.4709654147613205,-0.0010740288179361,0.3119092377138012
+giroux2022,fewshot,fewshot_n5/draw0,zs_raw,mean4,pseudobulk_log1p_cpm,"Zero-shot, real bulk",,0.1031686441744667,0.0825190915445881,0.5359837651127651,0.4416217008804399,-0.0026830221612433,0.194095714969207,,,0.1031686441744666,0.5359837651127651,-0.0026830221612434,0.1940957149692069
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,mean4,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",,0.3477095718172361,0.2819941969362539,0.7063018404234562,0.6790100653817397,0.1036482831361291,0.388487003725321,,,0.3477095718172361,0.7063018404234562,0.103648283136129,0.3884870037253209
+giroux2022,fewshot,fewshot_n5/draw0,zs_pseudo,mean4,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",,0.2154718001834669,0.2327932389085076,0.784325424978146,0.7622436738737447,0.0486906620241189,0.233072480997087,,,0.2154718001834668,0.784325424978146,0.0486906620241189,0.2330724809970869
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,mean4,mean_cp10k,Zero-shot + calibration,,0.112011110785746,0.0192880674610613,0.4941527115486404,0.3602224806014599,0.0115501192486308,0.2070972323896615,,,0.112011110785746,0.4941527115486404,0.0115501192486309,0.2070972323896615
+giroux2022,fewshot,fewshot_n5/draw0,zs_cal,mean4,pseudobulk_log1p_cpm,Zero-shot + calibration,,0.1102502396497999,0.0669075779588179,0.5361761447319398,0.4412979290969261,0.0415608969265079,0.1422232890191057,,,0.1102502396497999,0.5361761447319398,0.0415608969265078,0.1422232890191056
+giroux2022,fewshot,fewshot_n5/draw0,lora5,mean4,mean_cp10k,"LoRA, 5 donors",,0.243392212681724,0.1602044193859629,0.4709654147613206,0.3558010145456839,0.1503596931938803,0.2443576860512948,,,0.2433922126817239,0.4709654147613205,0.1503596931938803,0.2443576860512948
+giroux2022,fewshot,fewshot_n5/draw0,lora5,mean4,pseudobulk_log1p_cpm,"LoRA, 5 donors",,0.1118507424868493,0.1107530431693998,0.5359837651127651,0.4416217008804399,0.0518565952014224,0.1235252708703197,,,0.1118507424868493,0.5359837651127651,0.0518565952014224,0.1235252708703197
+giroux2022,fewshot,fewshot_n5/draw0,scsemi5,mean4,mean_cp10k,"scSemiProfiler, 5 donors",,0.3713484591899215,0.2631585912428766,0.4709654147613206,0.3558010145456839,0.2369962982005961,0.377516864496118,,,0.3713484591899215,0.4709654147613205,0.2369962982005961,0.377516864496118
+giroux2022,fewshot,fewshot_n5/draw0,scsemi5,mean4,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",,0.2249174163073921,0.2070168631641485,0.5359837651127651,0.4416217008804399,0.0919199096832303,0.2824794837184234,,,0.2249174163073921,0.5359837651127651,0.0919199096832302,0.2824794837184234
+giroux2022,fewshot,fewshot_n5/draw1,zs_raw,T cell,mean_cp10k,"Zero-shot, real bulk",2916.0,0.6941646975461454,0.6139978247033643,0.6571144835533105,0.6392947831360988,0.5315054403073239,0.5453101812442818,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.6941646975461454,0.6571144835533105,0.5315054403073239,0.5453101812442818
+giroux2022,fewshot,fewshot_n5/draw1,zs_raw,T cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",2916.0,0.5848005460997957,0.5574358750806251,0.6872156600560435,0.6578344901266384,0.4187479755382132,0.4573134673110381,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.5848005460997957,0.6872156600560435,0.4187479755382132,0.4573134673110381
+giroux2022,fewshot,fewshot_n5/draw1,zs_raw,B cell,mean_cp10k,"Zero-shot, real bulk",3099.0,0.1138525552225441,0.0381780599507539,0.3825835491576257,0.2894354980491388,0.0203692735181781,0.2499594175518034,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.1138525552225441,0.3825835491576257,0.0203692735181781,0.2499594175518034
+giroux2022,fewshot,fewshot_n5/draw1,zs_raw,B cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3099.0,0.0612811488897438,0.0340851584148227,0.3771207985959151,0.3319039127247303,0.0064592563971767,0.1468061020996371,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.0612811488897438,0.3771207985959151,0.0064592563971767,0.1468061020996371
+giroux2022,fewshot,fewshot_n5/draw1,zs_raw,Monocyte,mean_cp10k,"Zero-shot, real bulk",3045.0,0.2807635458190615,0.1504882903030229,0.4614533190457718,0.326033583949246,0.1968966557069981,0.2410531945725098,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.2807635458190615,0.4614533190457718,0.1968966557069981,0.2410531945725098
+giroux2022,fewshot,fewshot_n5/draw1,zs_raw,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3045.0,0.1986277357709315,0.1950510791748835,0.5171610414843097,0.4324407618337607,0.1440339663262397,0.1483379786933493,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.1986277357709315,0.5171610414843097,0.1440339663262397,0.1483379786933493
+giroux2022,fewshot,fewshot_n5/draw1,zs_raw,NK cell,mean_cp10k,"Zero-shot, real bulk",2993.0,0.4063146313706379,0.2915263899227895,0.5038596937916778,0.4307654082031371,0.2882577414416378,0.3420388085773611,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.4063146313706379,0.5038596937916778,0.2882577414416378,0.3420388085773611
+giroux2022,fewshot,fewshot_n5/draw1,zs_raw,NK cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",2993.0,0.2460481010134048,0.2356350687747294,0.5135427805432597,0.4529732865270942,0.1652422222005385,0.2091253341044091,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.2460481010134048,0.5135427805432597,0.1652422222005385,0.2091253341044091
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,T cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",2916.0,0.6312748200995737,0.5173313707433845,0.8753248972730474,0.8842801826880555,0.1748837431636346,0.6475744598340504,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.6312748200995737,0.8753248972730474,0.1748837431636346,0.6475744598340504
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,T cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",2916.0,0.4800589194040877,0.4648192205144478,0.8993954773674893,0.9039394354882468,0.1520287115772071,0.4684764211521733,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.4800589194040877,0.8993954773674893,0.1520287115772071,0.4684764211521733
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,B cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3099.0,0.1691076101921048,0.0949568794644049,0.5167546713330611,0.4173826143801944,0.0478368819838493,0.2505228855320309,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.1691076101921048,0.5167546713330611,0.0478368819838493,0.2505228855320309
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,B cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3099.0,0.0780991760268033,0.0729259328048305,0.5287036687086795,0.5018685133649602,0.0219576933912577,0.1126908481982817,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.0780991760268033,0.5287036687086795,0.0219576933912577,0.1126908481982817
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,Monocyte,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3045.0,0.1999330457962804,0.1008126935184448,0.6707342448154312,0.5310312159794177,-0.0433856358654622,0.3431437405667999,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.1999330457962804,0.6707342448154312,-0.0433856358654622,0.3431437405667999
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3045.0,0.1618662396188991,0.1864741510682178,0.7792972513316908,0.7082872650240168,0.0183056574143759,0.1932653966630712,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.1618662396188991,0.7792972513316908,0.0183056574143759,0.1932653966630712
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,NK cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",2993.0,0.3686117310542686,0.232991932838649,0.6774325846019351,0.6149398979129655,0.1979902670315563,0.3421171659768284,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.3686117310542686,0.6774325846019351,0.1979902670315563,0.3421171659768284
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,NK cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",2993.0,0.163062712597396,0.1817024499923573,0.6852871246862202,0.6569572963873721,0.063366535444739,0.1716056614806702,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.163062712597396,0.6852871246862202,0.063366535444739,0.1716056614806702
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,T cell,mean_cp10k,Zero-shot + calibration,2916.0,0.5660225954803184,0.4461611591375792,0.6692760347358511,0.6406591768050691,0.3504310293781072,0.5114065255988911,test_cal.npz@aee9467d,aee9467d085b2920927a47b872feab2433f356aceb23a02d102c654ea3f4f0e9,0.5660225954803184,0.6692760347358511,0.3504310293781072,0.5114065255988911
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,T cell,pseudobulk_log1p_cpm,Zero-shot + calibration,2916.0,0.3728337502901275,0.3803435589028257,0.676533051156422,0.6540586954106222,0.240212185105049,0.3018149473058767,test_cal.npz@aee9467d,aee9467d085b2920927a47b872feab2433f356aceb23a02d102c654ea3f4f0e9,0.3728337502901275,0.676533051156422,0.240212185105049,0.3018149473058767
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,B cell,mean_cp10k,Zero-shot + calibration,3099.0,0.1732840430444601,0.1191286280212329,0.3985514259692138,0.2796598475670578,0.1343690951630949,0.1281231016406808,test_cal.npz@aee9467d,aee9467d085b2920927a47b872feab2433f356aceb23a02d102c654ea3f4f0e9,0.1732840430444601,0.3985514259692138,0.1343690951630949,0.1281231016406808
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,B cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3099.0,0.0856582899344186,0.0677070086580568,0.369368263142307,0.3287492655844498,0.0675348031366598,0.0623262880076268,test_cal.npz@aee9467d,aee9467d085b2920927a47b872feab2433f356aceb23a02d102c654ea3f4f0e9,0.0856582899344186,0.369368263142307,0.0675348031366598,0.0623262880076268
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,Monocyte,mean_cp10k,Zero-shot + calibration,3045.0,0.1852168136493867,0.1185219578623554,0.4694913439997203,0.3022195047232143,0.0513526730982961,0.3024533407442592,test_cal.npz@aee9467d,aee9467d085b2920927a47b872feab2433f356aceb23a02d102c654ea3f4f0e9,0.1852168136493867,0.4694913439997203,0.0513526730982961,0.3024533407442592
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,Monocyte,pseudobulk_log1p_cpm,Zero-shot + calibration,3045.0,0.1585439524909737,0.1770268396360022,0.5091532072274922,0.4295771276555262,0.0676095197495551,0.1993949271703046,test_cal.npz@aee9467d,aee9467d085b2920927a47b872feab2433f356aceb23a02d102c654ea3f4f0e9,0.1585439524909737,0.5091532072274922,0.0676095197495551,0.1993949271703046
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,NK cell,mean_cp10k,Zero-shot + calibration,2993.0,0.3922137290590566,0.2384497222815027,0.5274965679040063,0.4145091225672271,0.2820207651504384,0.312004469937216,test_cal.npz@aee9467d,aee9467d085b2920927a47b872feab2433f356aceb23a02d102c654ea3f4f0e9,0.3922137290590566,0.5274965679040063,0.2820207651504384,0.312004469937216
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,NK cell,pseudobulk_log1p_cpm,Zero-shot + calibration,2993.0,0.2067412981828963,0.2066954115151822,0.5033718131915353,0.4490109575550681,0.1407113599146754,0.1728066366792993,test_cal.npz@aee9467d,aee9467d085b2920927a47b872feab2433f356aceb23a02d102c654ea3f4f0e9,0.2067412981828963,0.5033718131915353,0.1407113599146754,0.1728066366792993
+giroux2022,fewshot,fewshot_n5/draw1,lora5,T cell,mean_cp10k,"LoRA, 5 donors",2916.0,0.6190149906278537,0.4842497968656939,0.6571144835533105,0.6392947831360988,0.4364721523567667,0.5119104165262065,test_raw.npz@935e890f,935e890f67fc789b9ecf47b5c90157bfe0a1983d6ffdb1ea2d198b6de9767f47,0.6190149906278537,0.6571144835533105,0.4364721523567667,0.5119104165262065
+giroux2022,fewshot,fewshot_n5/draw1,lora5,T cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",2916.0,0.4121052491907658,0.3881738805577721,0.6872156600560435,0.6578344901266384,0.2543133425254034,0.3476041197463897,test_raw.npz@935e890f,935e890f67fc789b9ecf47b5c90157bfe0a1983d6ffdb1ea2d198b6de9767f47,0.4121052491907658,0.6872156600560435,0.2543133425254034,0.3476041197463897
+giroux2022,fewshot,fewshot_n5/draw1,lora5,B cell,mean_cp10k,"LoRA, 5 donors",3099.0,0.1863616377866351,0.1294206128423752,0.3825835491576257,0.2894354980491388,0.12967906009134,0.1790030010607186,test_raw.npz@935e890f,935e890f67fc789b9ecf47b5c90157bfe0a1983d6ffdb1ea2d198b6de9767f47,0.1863616377866351,0.3825835491576257,0.12967906009134,0.1790030010607186
+giroux2022,fewshot,fewshot_n5/draw1,lora5,B cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3099.0,0.0972776265304553,0.1002702986656281,0.3771207985959151,0.3319039127247303,0.07077773121734,0.0847518455179171,test_raw.npz@935e890f,935e890f67fc789b9ecf47b5c90157bfe0a1983d6ffdb1ea2d198b6de9767f47,0.0972776265304553,0.3771207985959151,0.07077773121734,0.0847518455179171
+giroux2022,fewshot,fewshot_n5/draw1,lora5,Monocyte,mean_cp10k,"LoRA, 5 donors",3045.0,0.3400981738976318,0.1981184837570928,0.4614533190457718,0.326033583949246,0.2522854774544766,0.2699990357915169,test_raw.npz@935e890f,935e890f67fc789b9ecf47b5c90157bfe0a1983d6ffdb1ea2d198b6de9767f47,0.3400981738976318,0.4614533190457718,0.2522854774544766,0.2699990357915169
+giroux2022,fewshot,fewshot_n5/draw1,lora5,Monocyte,pseudobulk_log1p_cpm,"LoRA, 5 donors",3045.0,0.1950671942165009,0.180190720767147,0.5171610414843097,0.4324407618337607,0.12384560431737,0.1754048712724571,test_raw.npz@935e890f,935e890f67fc789b9ecf47b5c90157bfe0a1983d6ffdb1ea2d198b6de9767f47,0.1950671942165009,0.5171610414843097,0.12384560431737,0.1754048712724571
+giroux2022,fewshot,fewshot_n5/draw1,lora5,NK cell,mean_cp10k,"LoRA, 5 donors",2993.0,0.2799235858252936,0.2045779823266592,0.5038596937916778,0.4307654082031371,0.1908636066118215,0.2377349154190513,test_raw.npz@935e890f,935e890f67fc789b9ecf47b5c90157bfe0a1983d6ffdb1ea2d198b6de9767f47,0.2799235858252936,0.5038596937916778,0.1908636066118215,0.2377349154190513
+giroux2022,fewshot,fewshot_n5/draw1,lora5,NK cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",2993.0,0.139343278522147,0.1379974410991667,0.5135427805432597,0.4529732865270942,0.0918684467739848,0.1189262453613548,test_raw.npz@935e890f,935e890f67fc789b9ecf47b5c90157bfe0a1983d6ffdb1ea2d198b6de9767f47,0.139343278522147,0.5135427805432597,0.0918684467739848,0.1189262453613548
+giroux2022,fewshot,fewshot_n5/draw1,scsemi5,T cell,mean_cp10k,"scSemiProfiler, 5 donors",2916.0,0.4562171383601076,0.3676902292995136,0.6571144835533105,0.6392947831360988,0.2076542448377787,0.4861063041592341,test_raw.npz@935e890f,935e890f67fc789b9ecf47b5c90157bfe0a1983d6ffdb1ea2d198b6de9767f47,0.4562171383601076,0.6571144835533105,0.2076542448377787,0.4861063041592341
+giroux2022,fewshot,fewshot_n5/draw1,scsemi5,T cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",2916.0,0.3556440034460052,0.3470008360311167,0.6872156600560435,0.6578344901266384,0.0865399919113692,0.4351485612479722,test_raw.npz@935e890f,935e890f67fc789b9ecf47b5c90157bfe0a1983d6ffdb1ea2d198b6de9767f47,0.3556440034460052,0.6872156600560435,0.0865399919113692,0.4351485612479722
+giroux2022,fewshot,fewshot_n5/draw1,scsemi5,B cell,mean_cp10k,"scSemiProfiler, 5 donors",3099.0,0.3392503914095476,0.1808690933409808,0.3825835491576257,0.2894354980491388,0.2523734647449895,0.3066232051684094,test_raw.npz@935e890f,935e890f67fc789b9ecf47b5c90157bfe0a1983d6ffdb1ea2d198b6de9767f47,0.3392503914095476,0.3825835491576257,0.2523734647449895,0.3066232051684094
+giroux2022,fewshot,fewshot_n5/draw1,scsemi5,B cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3099.0,0.1567296841620456,0.1468581240612792,0.3771207985959151,0.3319039127247303,0.067636736202354,0.2549780011123591,test_raw.npz@935e890f,935e890f67fc789b9ecf47b5c90157bfe0a1983d6ffdb1ea2d198b6de9767f47,0.1567296841620456,0.3771207985959151,0.067636736202354,0.2549780011123591
+giroux2022,fewshot,fewshot_n5/draw1,scsemi5,Monocyte,mean_cp10k,"scSemiProfiler, 5 donors",3045.0,0.4777880922702234,0.3174669929273333,0.4614533190457718,0.326033583949246,0.3905461710255437,0.3254265465033344,test_raw.npz@935e890f,935e890f67fc789b9ecf47b5c90157bfe0a1983d6ffdb1ea2d198b6de9767f47,0.4777880922702234,0.4614533190457718,0.3905461710255437,0.3254265465033344
+giroux2022,fewshot,fewshot_n5/draw1,scsemi5,Monocyte,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3045.0,0.2038565958854147,0.1826075980375165,0.5171610414843097,0.4324407618337607,0.1464052125016029,0.1548081439381031,test_raw.npz@935e890f,935e890f67fc789b9ecf47b5c90157bfe0a1983d6ffdb1ea2d198b6de9767f47,0.2038565958854147,0.5171610414843097,0.1464052125016029,0.1548081439381031
+giroux2022,fewshot,fewshot_n5/draw1,scsemi5,NK cell,mean_cp10k,"scSemiProfiler, 5 donors",2993.0,0.4216522328772526,0.2952434844106515,0.5038596937916778,0.4307654082031371,0.2399020283772983,0.4749101909129007,test_raw.npz@935e890f,935e890f67fc789b9ecf47b5c90157bfe0a1983d6ffdb1ea2d198b6de9767f47,0.4216522328772526,0.5038596937916778,0.2399020283772983,0.4749101909129007
+giroux2022,fewshot,fewshot_n5/draw1,scsemi5,NK cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",2993.0,0.2737739943370776,0.2582298430559026,0.5135427805432597,0.4529732865270942,0.0835998269639384,0.4054184220014881,test_raw.npz@935e890f,935e890f67fc789b9ecf47b5c90157bfe0a1983d6ffdb1ea2d198b6de9767f47,0.2737739943370776,0.5135427805432597,0.0835998269639384,0.4054184220014881
+giroux2022,fewshot,fewshot_n5/draw1,zs_raw,mean4,mean_cp10k,"Zero-shot, real bulk",,0.3737738574895972,0.2735476412199826,0.5012527613870964,0.4213823183344052,0.2592572777435345,0.344590400486489,,,0.3737738574895972,0.5012527613870964,0.2592572777435344,0.344590400486489
+giroux2022,fewshot,fewshot_n5/draw1,zs_raw,mean4,pseudobulk_log1p_cpm,"Zero-shot, real bulk",,0.272689382943469,0.2555517953612652,0.523760070169882,0.4687881128030559,0.183620855115542,0.2403957205521084,,,0.2726893829434689,0.523760070169882,0.183620855115542,0.2403957205521084
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,mean4,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",,0.3422318017855569,0.2365232191412208,0.6850615995058686,0.6119084777401583,0.0943313140783945,0.3958395629774274,,,0.3422318017855569,0.6850615995058686,0.0943313140783945,0.3958395629774274
+giroux2022,fewshot,fewshot_n5/draw1,zs_pseudo,mean4,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",,0.2207717619117966,0.2264804385949633,0.72317088052352,0.692763127566149,0.0639146494568949,0.2365095818735491,,,0.2207717619117965,0.72317088052352,0.0639146494568949,0.2365095818735491
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,mean4,mean_cp10k,Zero-shot + calibration,,0.3291842953083055,0.2305653668256675,0.5162038431521979,0.409261912915642,0.2045433906974841,0.3134968594802618,,,0.3291842953083054,0.5162038431521979,0.2045433906974841,0.3134968594802617
+giroux2022,fewshot,fewshot_n5/draw1,zs_cal,mean4,pseudobulk_log1p_cpm,Zero-shot + calibration,,0.205944322724604,0.2079432046780167,0.5146065836794391,0.4653490115514166,0.1290169669764848,0.1840856997907768,,,0.205944322724604,0.5146065836794391,0.1290169669764848,0.1840856997907768
+giroux2022,fewshot,fewshot_n5/draw1,lora5,mean4,mean_cp10k,"LoRA, 5 donors",,0.3563495970343535,0.2540917189479553,0.5012527613870964,0.4213823183344052,0.2523250741286013,0.2996618421993733,,,0.3563495970343535,0.5012527613870964,0.2523250741286012,0.2996618421993733
+giroux2022,fewshot,fewshot_n5/draw1,lora5,mean4,pseudobulk_log1p_cpm,"LoRA, 5 donors",,0.2109483371149672,0.2016580852724285,0.523760070169882,0.4687881128030559,0.1352012812085246,0.1816717704745297,,,0.2109483371149672,0.523760070169882,0.1352012812085245,0.1816717704745296
+giroux2022,fewshot,fewshot_n5/draw1,scsemi5,mean4,mean_cp10k,"scSemiProfiler, 5 donors",,0.4237269637292827,0.2903174499946198,0.5012527613870964,0.4213823183344052,0.2726189772464026,0.3982665616859697,,,0.4237269637292827,0.5012527613870964,0.2726189772464025,0.3982665616859697
+giroux2022,fewshot,fewshot_n5/draw1,scsemi5,mean4,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",,0.2475010694576358,0.2336741002964537,0.523760070169882,0.4687881128030559,0.0960454418948161,0.3125882820749807,,,0.2475010694576357,0.523760070169882,0.0960454418948161,0.3125882820749806
+giroux2022,fewshot,fewshot_n5/draw2,zs_raw,T cell,mean_cp10k,"Zero-shot, real bulk",2872.0,0.1439701619155376,0.0165324204732573,0.3625775242708975,0.2232359312776324,-0.0305561333920407,0.4665428171068472,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.1439701619155376,0.3625775242708975,-0.0305561333920407,0.4665428171068472
+giroux2022,fewshot,fewshot_n5/draw2,zs_raw,T cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",2872.0,0.1744776407703889,0.1132741642825584,0.4811642437769449,0.3463859605703262,0.002255504550777,0.3587798543726568,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.1744776407703889,0.4811642437769449,0.002255504550777,0.3587798543726568
+giroux2022,fewshot,fewshot_n5/draw2,zs_raw,B cell,mean_cp10k,"Zero-shot, real bulk",3000.0,0.0617318966269489,-0.000145244789359,0.3415650846257105,0.2993936857436755,-0.0530320185063497,0.3190311674110173,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.0617318966269489,0.3415650846257105,-0.0530320185063497,0.3190311674110173
+giroux2022,fewshot,fewshot_n5/draw2,zs_raw,B cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3000.0,0.0623227019705361,0.0501086331341583,0.444312077425732,0.3516596722234813,-0.0363606420702106,0.2119171348596529,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.0623227019705361,0.444312077425732,-0.0363606420702106,0.2119171348596529
+giroux2022,fewshot,fewshot_n5/draw2,zs_raw,Monocyte,mean_cp10k,"Zero-shot, real bulk",3030.0,0.2264480865089838,0.1816038980774673,0.5778525672489366,0.4664231041385811,0.0201499730621994,0.3653872472310362,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.2264480865089838,0.5778525672489366,0.0201499730621994,0.3653872472310362
+giroux2022,fewshot,fewshot_n5/draw2,zs_raw,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3030.0,0.1660685132436994,0.1816248178375184,0.5873665894516398,0.5217205232537168,0.0207015256241305,0.2551539230344622,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.1660685132436994,0.5873665894516398,0.0207015256241305,0.2551539230344622
+giroux2022,fewshot,fewshot_n5/draw2,zs_raw,NK cell,mean_cp10k,"Zero-shot, real bulk",2903.0,0.0953588733518866,-0.0061123110502195,0.3037611845888768,0.1692627083984911,0.0032422955177479,0.3042397239156342,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.0953588733518866,0.3037611845888768,0.0032422955177479,0.3042397239156342
+giroux2022,fewshot,fewshot_n5/draw2,zs_raw,NK cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",2903.0,0.1049379416535398,0.0946282781730932,0.3887293796905318,0.2891544737665987,0.0301214525396701,0.2000008336990853,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.1049379416535398,0.3887293796905318,0.0301214525396701,0.2000008336990853
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,T cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",2872.0,0.5252071126245531,0.4497870537642003,0.8120057344992674,0.8269862118601987,0.2295949146040648,0.5042962573963145,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.5252071126245531,0.8120057344992674,0.2295949146040648,0.5042962573963145
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,T cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",2872.0,0.3412862068172986,0.3752056718803044,0.8868573348481142,0.8784189054815189,0.080961134620932,0.3452400577871442,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.3412862068172986,0.8868573348481142,0.080961134620932,0.3452400577871442
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,B cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3000.0,0.2481462240044683,0.2293526448151544,0.5761576652197266,0.597008325000925,0.1382725618567183,0.2402845722499195,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.2481462240044683,0.5761576652197266,0.1382725618567183,0.2402845722499195
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,B cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3000.0,0.1349541012485645,0.1582691002866778,0.693666177748419,0.63409534956615,0.0487707399156165,0.1444399147462849,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.1349541012485645,0.693666177748419,0.0487707399156165,0.1444399147462849
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,Monocyte,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3030.0,0.2120358253552907,0.1824709227064785,0.6882147697015769,0.6109903212858534,0.0693342321993972,0.2370881556678639,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.2120358253552907,0.6882147697015769,0.0693342321993972,0.2370881556678639
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3030.0,0.1826874665242896,0.1991352373515735,0.7747556688352731,0.749140158138421,0.0486807603014277,0.1968501451959973,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.1826874665242896,0.7747556688352731,0.0486807603014277,0.1968501451959973
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,NK cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",2903.0,0.3593087219767419,0.3016126466548949,0.6838617307048493,0.6723335155244937,0.1994755991336931,0.3240767195209785,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.3593087219767419,0.6838617307048493,0.1994755991336931,0.3240767195209785
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,NK cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",2903.0,0.1790544705756788,0.2221616905306951,0.7209451463612875,0.7211067625726523,0.0589714574800407,0.1927386033198356,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.1790544705756788,0.7209451463612875,0.0589714574800407,0.1927386033198356
+giroux2022,fewshot,fewshot_n5/draw2,zs_cal,T cell,mean_cp10k,Zero-shot + calibration,2872.0,0.1415459678611469,0.0462871324069111,0.3832984370164596,0.213411916633028,0.0285363875743514,0.3037699435177096,test_cal.npz@8ac9ec21,8ac9ec213fd4ef60b2d683e2b020be846aca86c68e49f3d5cba732f4f07bee55,0.1415459678611469,0.3832984370164596,0.0285363875743514,0.3037699435177096
+giroux2022,fewshot,fewshot_n5/draw2,zs_cal,T cell,pseudobulk_log1p_cpm,Zero-shot + calibration,2872.0,0.1578442392246306,0.1050317087314373,0.4747544047646253,0.3443123862588934,0.0366901815916595,0.2669257486344158,test_cal.npz@8ac9ec21,8ac9ec213fd4ef60b2d683e2b020be846aca86c68e49f3d5cba732f4f07bee55,0.1578442392246306,0.4747544047646253,0.0366901815916595,0.2669257486344158
+giroux2022,fewshot,fewshot_n5/draw2,zs_cal,B cell,mean_cp10k,Zero-shot + calibration,3000.0,0.0767073385337335,0.0437097452818223,0.3609972861980007,0.2932499735048026,0.0124809062900795,0.1807764982635228,test_cal.npz@8ac9ec21,8ac9ec213fd4ef60b2d683e2b020be846aca86c68e49f3d5cba732f4f07bee55,0.0767073385337335,0.3609972861980007,0.0124809062900795,0.1807764982635228
+giroux2022,fewshot,fewshot_n5/draw2,zs_cal,B cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3000.0,0.0872220704691928,0.0901532896287035,0.437090265234792,0.3492003892832877,0.0335806177235024,0.1310473886344954,test_cal.npz@8ac9ec21,8ac9ec213fd4ef60b2d683e2b020be846aca86c68e49f3d5cba732f4f07bee55,0.0872220704691928,0.437090265234792,0.0335806177235024,0.1310473886344954
+giroux2022,fewshot,fewshot_n5/draw2,zs_cal,Monocyte,mean_cp10k,Zero-shot + calibration,3030.0,0.1740754185511485,0.101935736581016,0.5852162661382408,0.459646370084781,0.0346242771448791,0.2510153870985584,test_cal.npz@8ac9ec21,8ac9ec213fd4ef60b2d683e2b020be846aca86c68e49f3d5cba732f4f07bee55,0.1740754185511485,0.5852162661382408,0.0346242771448791,0.2510153870985584
+giroux2022,fewshot,fewshot_n5/draw2,zs_cal,Monocyte,pseudobulk_log1p_cpm,Zero-shot + calibration,3030.0,0.1286427922712667,0.0952285003539316,0.5770383522220583,0.5180341123324896,0.0218205395294306,0.1926307897314207,test_cal.npz@8ac9ec21,8ac9ec213fd4ef60b2d683e2b020be846aca86c68e49f3d5cba732f4f07bee55,0.1286427922712667,0.5770383522220583,0.0218205395294306,0.1926307897314207
+giroux2022,fewshot,fewshot_n5/draw2,zs_cal,NK cell,mean_cp10k,Zero-shot + calibration,2903.0,0.0994511132316683,-0.004303211349892,0.3246399799419034,0.1576482480480455,0.039731535159939,0.192755897158157,test_cal.npz@8ac9ec21,8ac9ec213fd4ef60b2d683e2b020be846aca86c68e49f3d5cba732f4f07bee55,0.0994511132316683,0.3246399799419034,0.039731535159939,0.192755897158157
+giroux2022,fewshot,fewshot_n5/draw2,zs_cal,NK cell,pseudobulk_log1p_cpm,Zero-shot + calibration,2903.0,0.1376829921242734,0.0831919411510412,0.3841670593225392,0.2868740698046924,0.0950240305780455,0.1320225348719771,test_cal.npz@8ac9ec21,8ac9ec213fd4ef60b2d683e2b020be846aca86c68e49f3d5cba732f4f07bee55,0.1376829921242734,0.3841670593225392,0.0950240305780455,0.1320225348719771
+giroux2022,fewshot,fewshot_n5/draw2,lora5,T cell,mean_cp10k,"LoRA, 5 donors",2872.0,0.3929573551339919,0.2436652666316662,0.3625775242708975,0.2232359312776324,0.3053570338266592,0.3479591477023632,test_raw.npz@fedb8e80,fedb8e8039576499367bfec5479e15b4bac720126d8c5d7412d1d12f85531c28,0.3929573551339919,0.3625775242708975,0.3053570338266592,0.3479591477023632
+giroux2022,fewshot,fewshot_n5/draw2,lora5,T cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",2872.0,0.2307518389101034,0.2372701304385463,0.4811642437769449,0.3463859605703262,0.1413322710300661,0.228914644513251,test_raw.npz@fedb8e80,fedb8e8039576499367bfec5479e15b4bac720126d8c5d7412d1d12f85531c28,0.2307518389101034,0.4811642437769449,0.1413322710300661,0.228914644513251
+giroux2022,fewshot,fewshot_n5/draw2,lora5,B cell,mean_cp10k,"LoRA, 5 donors",3000.0,0.1134761963885989,0.0764636574572824,0.3415650846257105,0.2993936857436755,0.0645820925614481,0.1567144348087077,test_raw.npz@fedb8e80,fedb8e8039576499367bfec5479e15b4bac720126d8c5d7412d1d12f85531c28,0.1134761963885989,0.3415650846257105,0.0645820925614481,0.1567144348087077
+giroux2022,fewshot,fewshot_n5/draw2,lora5,B cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3000.0,0.0537283119851879,0.0565147755405357,0.444312077425732,0.3516596722234813,0.0241021712082461,0.0724549324404773,test_raw.npz@fedb8e80,fedb8e8039576499367bfec5479e15b4bac720126d8c5d7412d1d12f85531c28,0.0537283119851879,0.444312077425732,0.0241021712082461,0.0724549324404773
+giroux2022,fewshot,fewshot_n5/draw2,lora5,Monocyte,mean_cp10k,"LoRA, 5 donors",3030.0,0.3171125043719739,0.2493656427710533,0.5778525672489366,0.4664231041385811,0.1877826570797843,0.2953943514904656,test_raw.npz@fedb8e80,fedb8e8039576499367bfec5479e15b4bac720126d8c5d7412d1d12f85531c28,0.3171125043719739,0.5778525672489366,0.1877826570797843,0.2953943514904656
+giroux2022,fewshot,fewshot_n5/draw2,lora5,Monocyte,pseudobulk_log1p_cpm,"LoRA, 5 donors",3030.0,0.1277283392900362,0.1427055123433746,0.5873665894516398,0.5217205232537168,0.0437393487100277,0.1579482374321736,test_raw.npz@fedb8e80,fedb8e8039576499367bfec5479e15b4bac720126d8c5d7412d1d12f85531c28,0.1277283392900362,0.5873665894516398,0.0437393487100277,0.1579482374321736
+giroux2022,fewshot,fewshot_n5/draw2,lora5,NK cell,mean_cp10k,"LoRA, 5 donors",2903.0,0.0985098218873831,0.0542016666139995,0.3037611845888768,0.1692627083984911,0.0439147048906168,0.1890452278249123,test_raw.npz@fedb8e80,fedb8e8039576499367bfec5479e15b4bac720126d8c5d7412d1d12f85531c28,0.0985098218873831,0.3037611845888768,0.0439147048906168,0.1890452278249123
+giroux2022,fewshot,fewshot_n5/draw2,lora5,NK cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",2903.0,-0.010475530244771,0.0009823591205782,0.3887293796905318,0.2891544737665987,-0.041882043033165,0.0720610634524669,test_raw.npz@fedb8e80,fedb8e8039576499367bfec5479e15b4bac720126d8c5d7412d1d12f85531c28,-0.010475530244771,0.3887293796905318,-0.041882043033165,0.0720610634524669
+giroux2022,fewshot,fewshot_n5/draw2,scsemi5,T cell,mean_cp10k,"scSemiProfiler, 5 donors",2872.0,0.4311779692805406,0.3747515816261657,0.3625775242708975,0.2232359312776324,0.3339624845269787,0.4039525134360446,test_raw.npz@fedb8e80,fedb8e8039576499367bfec5479e15b4bac720126d8c5d7412d1d12f85531c28,0.4311779692805406,0.3625775242708975,0.3339624845269787,0.4039525134360446
+giroux2022,fewshot,fewshot_n5/draw2,scsemi5,T cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",2872.0,0.3189176218798361,0.3172903546631024,0.4811642437769449,0.3463859605703262,0.1798159234206234,0.3567556343125867,test_raw.npz@fedb8e80,fedb8e8039576499367bfec5479e15b4bac720126d8c5d7412d1d12f85531c28,0.3189176218798361,0.4811642437769449,0.1798159234206234,0.3567556343125867
+giroux2022,fewshot,fewshot_n5/draw2,scsemi5,B cell,mean_cp10k,"scSemiProfiler, 5 donors",3000.0,0.1992220828379527,0.0926600875131263,0.3415650846257105,0.2993936857436755,0.1150469698047164,0.2792941715323474,test_raw.npz@fedb8e80,fedb8e8039576499367bfec5479e15b4bac720126d8c5d7412d1d12f85531c28,0.1992220828379527,0.3415650846257105,0.1150469698047164,0.2792941715323474
+giroux2022,fewshot,fewshot_n5/draw2,scsemi5,B cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3000.0,0.0946857654491053,0.077822948149833,0.444312077425732,0.3516596722234813,0.0103320903851579,0.1926640215909804,test_raw.npz@fedb8e80,fedb8e8039576499367bfec5479e15b4bac720126d8c5d7412d1d12f85531c28,0.0946857654491053,0.444312077425732,0.0103320903851579,0.1926640215909804
+giroux2022,fewshot,fewshot_n5/draw2,scsemi5,Monocyte,mean_cp10k,"scSemiProfiler, 5 donors",3030.0,0.4805150068957985,0.3433914221105554,0.5778525672489366,0.4664231041385811,0.3059547556188282,0.4444593042873949,test_raw.npz@fedb8e80,fedb8e8039576499367bfec5479e15b4bac720126d8c5d7412d1d12f85531c28,0.4805150068957985,0.5778525672489366,0.3059547556188282,0.4444593042873949
+giroux2022,fewshot,fewshot_n5/draw2,scsemi5,Monocyte,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3030.0,0.2709290391548918,0.2548060144165707,0.5873665894516398,0.5217205232537168,0.121636975316218,0.301456132552123,test_raw.npz@fedb8e80,fedb8e8039576499367bfec5479e15b4bac720126d8c5d7412d1d12f85531c28,0.2709290391548918,0.5873665894516398,0.121636975316218,0.301456132552123
+giroux2022,fewshot,fewshot_n5/draw2,scsemi5,NK cell,mean_cp10k,"scSemiProfiler, 5 donors",2903.0,0.3682124898292522,0.2557061318683151,0.3037611845888768,0.1692627083984911,0.2867571616066126,0.3803662045935688,test_raw.npz@fedb8e80,fedb8e8039576499367bfec5479e15b4bac720126d8c5d7412d1d12f85531c28,0.3682124898292522,0.3037611845888768,0.2867571616066126,0.3803662045935688
+giroux2022,fewshot,fewshot_n5/draw2,scsemi5,NK cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",2903.0,0.2082649534639458,0.1758270143366383,0.3887293796905318,0.2891544737665987,0.1153408679660238,0.2727463573506937,test_raw.npz@fedb8e80,fedb8e8039576499367bfec5479e15b4bac720126d8c5d7412d1d12f85531c28,0.2082649534639458,0.3887293796905318,0.1153408679660238,0.2727463573506937
+giroux2022,fewshot,fewshot_n5/draw2,zs_raw,mean4,mean_cp10k,"Zero-shot, real bulk",,0.1318772546008392,0.0479696906777865,0.3964390901836053,0.289578857389595,-0.0150489708296107,0.3638002389161337,,,0.1318772546008392,0.3964390901836053,-0.0150489708296107,0.3638002389161337
+giroux2022,fewshot,fewshot_n5/draw2,zs_raw,mean4,pseudobulk_log1p_cpm,"Zero-shot, real bulk",,0.1269516994095411,0.1099089733568321,0.4753930725862121,0.3772301574535308,0.0041794601610917,0.2564629364914643,,,0.126951699409541,0.4753930725862121,0.0041794601610917,0.2564629364914643
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,mean4,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",,0.3361744709902635,0.290805816985182,0.6900599750313551,0.6768295934178677,0.1591693269484684,0.3264364262087691,,,0.3361744709902635,0.6900599750313551,0.1591693269484683,0.3264364262087691
+giroux2022,fewshot,fewshot_n5/draw2,zs_pseudo,mean4,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",,0.2094955612914579,0.2386929250123127,0.7690560819482735,0.7456902939396856,0.0593460230795042,0.2198171802623155,,,0.2094955612914578,0.7690560819482735,0.0593460230795042,0.2198171802623155
+giroux2022,fewshot,fewshot_n5/draw2,zs_cal,mean4,mean_cp10k,Zero-shot + calibration,,0.1229449595444243,0.0469073507299643,0.4135379923236512,0.2809891270676642,0.0288432765423122,0.2320794315094869,,,0.1229449595444243,0.4135379923236512,0.0288432765423122,0.2320794315094869
+giroux2022,fewshot,fewshot_n5/draw2,zs_cal,mean4,pseudobulk_log1p_cpm,Zero-shot + calibration,,0.1278480235223409,0.0934013599662784,0.4682625203860037,0.3746052394198408,0.0467788423556595,0.1806566154680773,,,0.1278480235223408,0.4682625203860037,0.0467788423556594,0.1806566154680772
+giroux2022,fewshot,fewshot_n5/draw2,lora5,mean4,mean_cp10k,"LoRA, 5 donors",,0.230513969445487,0.1559240583685004,0.3964390901836053,0.289578857389595,0.1504091220896271,0.2472782904566122,,,0.2305139694454869,0.3964390901836053,0.1504091220896271,0.2472782904566121
+giroux2022,fewshot,fewshot_n5/draw2,lora5,mean4,pseudobulk_log1p_cpm,"LoRA, 5 donors",,0.1004332399851391,0.1093681943607587,0.4753930725862121,0.3772301574535308,0.0418229369787937,0.1328447194595922,,,0.1004332399851391,0.4753930725862121,0.0418229369787937,0.1328447194595922
+giroux2022,fewshot,fewshot_n5/draw2,scsemi5,mean4,mean_cp10k,"scSemiProfiler, 5 donors",,0.369781887210886,0.2666273057795406,0.3964390901836053,0.289578857389595,0.260430342889284,0.377018048462339,,,0.369781887210886,0.3964390901836053,0.2604303428892839,0.3770180484623389
+giroux2022,fewshot,fewshot_n5/draw2,scsemi5,mean4,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",,0.2231993449869447,0.2064365828915361,0.4753930725862121,0.3772301574535308,0.1067814642720058,0.2809055364515959,,,0.2231993449869447,0.4753930725862121,0.1067814642720057,0.2809055364515959
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,T cell,mean_cp10k,"Zero-shot, real bulk",2885.0,0.2777900844638204,0.1182741540951632,0.4829372619449271,0.3567742191608524,0.0737185663974517,0.4562682973865912,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.2777900844638204,0.4829372619449271,0.0737185663974517,0.4562682973865912
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,T cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",2885.0,0.2408411104931868,0.1828997905686131,0.5970877120883473,0.4840359989087084,0.058651396288441,0.3289478565057874,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.2408411104931868,0.5970877120883473,0.058651396288441,0.3289478565057874
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,B cell,mean_cp10k,"Zero-shot, real bulk",3018.0,0.1831031215892764,0.0859705501622864,0.4129336624148109,0.3764891802412087,0.0539062579703692,0.3312371591791586,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.1831031215892764,0.4129336624148109,0.0539062579703692,0.3312371591791586
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,B cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3018.0,0.0912623923736208,0.1003416542526117,0.5475061174438233,0.4643549191719767,-0.0260930686798612,0.2057148059286629,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.0912623923736208,0.5475061174438233,-0.0260930686798612,0.2057148059286629
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,Monocyte,mean_cp10k,"Zero-shot, real bulk",3038.0,0.1830538246670009,0.0920063965713813,0.5620368696559213,0.4620760290467368,0.0124108314877501,0.3083227876900591,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.1830538246670009,0.5620368696559213,0.0124108314877501,0.3083227876900591
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3038.0,0.1974604136600102,0.1873139805795244,0.6465616290263949,0.5746580213107523,0.0614881035819604,0.2348821189242302,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.1974604136600102,0.6465616290263949,0.0614881035819604,0.2348821189242302
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,NK cell,mean_cp10k,"Zero-shot, real bulk",2926.0,0.1908125169950472,0.0633904990938764,0.4050843663489531,0.2778600930567296,0.0815263233524153,0.2952406329168296,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.1908125169950472,0.4050843663489531,0.0815263233524153,0.2952406329168296
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,NK cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",2926.0,0.1315438998577901,0.0985105041557627,0.5070324025538827,0.3985354637089707,0.0391064338979456,0.1942260403624874,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.1315438998577901,0.5070324025538827,0.0391064338979456,0.1942260403624874
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,T cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",2885.0,0.604661202582122,0.5306810625833469,0.820239691746243,0.8322963568121818,0.3895340105304252,0.5022750304836291,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.604661202582122,0.820239691746243,0.3895340105304252,0.5022750304836291
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,T cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",2885.0,0.4172585780018609,0.4384545246845447,0.8930540472489125,0.8758272567193838,0.1605237917622423,0.392851882652108,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.4172585780018609,0.8930540472489125,0.1605237917622423,0.392851882652108
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,B cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3018.0,0.3397823478967381,0.2812596331369901,0.5924797875962657,0.6130389291781624,0.1903008444337241,0.3291620493584689,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.3397823478967381,0.5924797875962657,0.1903008444337241,0.3291620493584689
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,B cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3018.0,0.1805126012962845,0.1998631819952612,0.7264792262349759,0.681977782569328,0.0174899630133513,0.2323848023722168,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.1805126012962845,0.7264792262349759,0.0174899630133513,0.2323848023722168
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,Monocyte,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3038.0,0.2097831255697483,0.1825095779848314,0.604718065756976,0.5435322574513355,0.0950521727020643,0.2249308144738622,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.2097831255697483,0.604718065756976,0.0950521727020643,0.2249308144738622
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3038.0,0.1792374113932482,0.1936898474890751,0.7536419412152878,0.7208488856562075,0.0813681988472115,0.1678705151753997,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.1792374113932482,0.7536419412152878,0.0813681988472115,0.1678705151753997
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,NK cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",2926.0,0.4072624623943656,0.3381460926677482,0.7164208583205934,0.7216992351985969,0.2462206202161745,0.3432612248686987,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.4072624623943656,0.7164208583205934,0.2462206202161745,0.3432612248686987
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,NK cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",2926.0,0.2034676313602252,0.2278127798385395,0.7848994885050822,0.7582797559551196,0.0417264076104543,0.2271486035332292,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.2034676313602252,0.7848994885050822,0.0417264076104543,0.2271486035332292
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,T cell,mean_cp10k,Zero-shot + calibration,2885.0,0.2061300994349907,0.1299609300314079,0.5084209133225822,0.3650074855758758,0.1069991696924344,0.2290251251692811,test_cal.npz@2d7f83dd,2d7f83dd66505753ea12286761965b378fa21a2e9901ec7e2b3bbfe338f67f3c,0.2061300994349907,0.5084209133225822,0.1069991696924344,0.2290251251692811
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,T cell,pseudobulk_log1p_cpm,Zero-shot + calibration,2885.0,0.2022471473436103,0.1517692956518457,0.597228219466671,0.4850311025741357,0.1155971775190994,0.1861094631387788,test_cal.npz@2d7f83dd,2d7f83dd66505753ea12286761965b378fa21a2e9901ec7e2b3bbfe338f67f3c,0.2022471473436103,0.597228219466671,0.1155971775190994,0.1861094631387788
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,B cell,mean_cp10k,Zero-shot + calibration,3018.0,0.0998999474402388,0.0469558550420442,0.4402238148000141,0.37795368702201,0.0363289951770689,0.1537132675504596,test_cal.npz@2d7f83dd,2d7f83dd66505753ea12286761965b378fa21a2e9901ec7e2b3bbfe338f67f3c,0.0998999474402388,0.4402238148000141,0.0363289951770689,0.1537132675504596
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,B cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3018.0,0.1024124950278789,0.0897371181184504,0.5520573790039652,0.4651991360055679,0.0491986111250698,0.1116676681309983,test_cal.npz@2d7f83dd,2d7f83dd66505753ea12286761965b378fa21a2e9901ec7e2b3bbfe338f67f3c,0.1024124950278789,0.5520573790039652,0.0491986111250698,0.1116676681309983
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,Monocyte,mean_cp10k,Zero-shot + calibration,3038.0,0.1326413251487227,0.0537230687758859,0.5715904562006309,0.4459611384583183,0.031060631400809,0.1882652270975593,test_cal.npz@2d7f83dd,2d7f83dd66505753ea12286761965b378fa21a2e9901ec7e2b3bbfe338f67f3c,0.1326413251487227,0.5715904562006309,0.031060631400809,0.1882652270975593
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,Monocyte,pseudobulk_log1p_cpm,Zero-shot + calibration,3038.0,0.1211428272030877,0.0722252504418295,0.6472492688757031,0.5743797132866341,0.0260302159178833,0.1568889794789403,test_cal.npz@2d7f83dd,2d7f83dd66505753ea12286761965b378fa21a2e9901ec7e2b3bbfe338f67f3c,0.1211428272030877,0.6472492688757031,0.0260302159178833,0.1568889794789403
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,NK cell,mean_cp10k,Zero-shot + calibration,2926.0,0.1018389805923442,0.015780012189416,0.4292825363873383,0.2808876767812756,0.0383460669121222,0.1575618500778633,test_cal.npz@2d7f83dd,2d7f83dd66505753ea12286761965b378fa21a2e9901ec7e2b3bbfe338f67f3c,0.1018389805923442,0.4292825363873383,0.0383460669121222,0.1575618500778633
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,NK cell,pseudobulk_log1p_cpm,Zero-shot + calibration,2926.0,0.1189038303668821,0.0587745229648247,0.5047918335217043,0.39905927293944,0.08305976078982,0.0941411086064713,test_cal.npz@2d7f83dd,2d7f83dd66505753ea12286761965b378fa21a2e9901ec7e2b3bbfe338f67f3c,0.1189038303668821,0.5047918335217043,0.08305976078982,0.0941411086064713
+giroux2022,fewshot,fewshot_n5/draw3,lora5,T cell,mean_cp10k,"LoRA, 5 donors",2885.0,0.452349090170119,0.3327404812573623,0.4829372619449271,0.3567742191608524,0.3471428739096544,0.3461368098825604,test_raw.npz@4efbb07e,4efbb07e4fe684710ed219d75c9a15685f617c761e2401541613e3e424146823,0.452349090170119,0.4829372619449271,0.3471428739096544,0.3461368098825604
+giroux2022,fewshot,fewshot_n5/draw3,lora5,T cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",2885.0,0.2519397183927314,0.2527855828454955,0.5970877120883473,0.4840359989087084,0.1448334657014431,0.232708509944139,test_raw.npz@4efbb07e,4efbb07e4fe684710ed219d75c9a15685f617c761e2401541613e3e424146823,0.2519397183927314,0.5970877120883473,0.1448334657014431,0.232708509944139
+giroux2022,fewshot,fewshot_n5/draw3,lora5,B cell,mean_cp10k,"LoRA, 5 donors",3018.0,0.1542437662012758,0.1259311405277715,0.4129336624148109,0.3764891802412087,0.0854291140612223,0.188487590968933,test_raw.npz@4efbb07e,4efbb07e4fe684710ed219d75c9a15685f617c761e2401541613e3e424146823,0.1542437662012758,0.4129336624148109,0.0854291140612223,0.188487590968933
+giroux2022,fewshot,fewshot_n5/draw3,lora5,B cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3018.0,0.0681991905556194,0.0546918984882471,0.5475061174438233,0.4643549191719767,0.0252658279438327,0.0860907256940493,test_raw.npz@4efbb07e,4efbb07e4fe684710ed219d75c9a15685f617c761e2401541613e3e424146823,0.0681991905556194,0.5475061174438233,0.0252658279438327,0.0860907256940493
+giroux2022,fewshot,fewshot_n5/draw3,lora5,Monocyte,mean_cp10k,"LoRA, 5 donors",3038.0,0.2357823037023506,0.1796348697721164,0.5620368696559213,0.4620760290467368,0.1011392109115566,0.2764757556551114,test_raw.npz@4efbb07e,4efbb07e4fe684710ed219d75c9a15685f617c761e2401541613e3e424146823,0.2357823037023506,0.5620368696559213,0.1011392109115566,0.2764757556551114
+giroux2022,fewshot,fewshot_n5/draw3,lora5,Monocyte,pseudobulk_log1p_cpm,"LoRA, 5 donors",3038.0,0.1393894306824522,0.1472563054665894,0.6465616290263949,0.5746580213107523,0.0652548509267311,0.1393442704204139,test_raw.npz@4efbb07e,4efbb07e4fe684710ed219d75c9a15685f617c761e2401541613e3e424146823,0.1393894306824522,0.6465616290263949,0.0652548509267311,0.1393442704204139
+giroux2022,fewshot,fewshot_n5/draw3,lora5,NK cell,mean_cp10k,"LoRA, 5 donors",2926.0,0.1250766705725706,0.0630063204323208,0.4050843663489531,0.2778600930567296,0.0541908668226727,0.1886538880266872,test_raw.npz@4efbb07e,4efbb07e4fe684710ed219d75c9a15685f617c761e2401541613e3e424146823,0.1250766705725706,0.4050843663489531,0.0541908668226727,0.1886538880266872
+giroux2022,fewshot,fewshot_n5/draw3,lora5,NK cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",2926.0,0.0250379726655225,0.0273669690155342,0.5070324025538827,0.3985354637089707,-0.014502344849836,0.0739670554538749,test_raw.npz@4efbb07e,4efbb07e4fe684710ed219d75c9a15685f617c761e2401541613e3e424146823,0.0250379726655225,0.5070324025538827,-0.014502344849836,0.0739670554538749
+giroux2022,fewshot,fewshot_n5/draw3,scsemi5,T cell,mean_cp10k,"scSemiProfiler, 5 donors",2885.0,0.4857395885583562,0.4408603092721687,0.4829372619449271,0.3567742191608524,0.3486074602984723,0.437378183378784,test_raw.npz@4efbb07e,4efbb07e4fe684710ed219d75c9a15685f617c761e2401541613e3e424146823,0.4857395885583562,0.4829372619449271,0.3486074602984723,0.437378183378784
+giroux2022,fewshot,fewshot_n5/draw3,scsemi5,T cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",2885.0,0.3657094782567404,0.352175018035067,0.5970877120883473,0.4840359989087084,0.1697159824523689,0.4039047456223907,test_raw.npz@4efbb07e,4efbb07e4fe684710ed219d75c9a15685f617c761e2401541613e3e424146823,0.3657094782567404,0.5970877120883473,0.1697159824523689,0.4039047456223907
+giroux2022,fewshot,fewshot_n5/draw3,scsemi5,B cell,mean_cp10k,"scSemiProfiler, 5 donors",3018.0,0.2282560232204999,0.1300021912320793,0.4129336624148109,0.3764891802412087,0.1234199187948767,0.2924547903032308,test_raw.npz@4efbb07e,4efbb07e4fe684710ed219d75c9a15685f617c761e2401541613e3e424146823,0.2282560232204999,0.4129336624148109,0.1234199187948767,0.2924547903032308
+giroux2022,fewshot,fewshot_n5/draw3,scsemi5,B cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3018.0,0.1365033395103595,0.1126958258926239,0.5475061174438233,0.4643549191719767,0.0185446549358573,0.2216801581302342,test_raw.npz@4efbb07e,4efbb07e4fe684710ed219d75c9a15685f617c761e2401541613e3e424146823,0.1365033395103595,0.5475061174438233,0.0185446549358573,0.2216801581302342
+giroux2022,fewshot,fewshot_n5/draw3,scsemi5,Monocyte,mean_cp10k,"scSemiProfiler, 5 donors",3038.0,0.3576548615840079,0.2505107743697392,0.5620368696559213,0.4620760290467368,0.1437420571707635,0.4471442805708003,test_raw.npz@4efbb07e,4efbb07e4fe684710ed219d75c9a15685f617c761e2401541613e3e424146823,0.3576548615840079,0.5620368696559213,0.1437420571707635,0.4471442805708003
+giroux2022,fewshot,fewshot_n5/draw3,scsemi5,Monocyte,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3038.0,0.2397028638750291,0.2252720202958467,0.6465616290263949,0.5746580213107523,0.0534610691375616,0.3107808741053877,test_raw.npz@4efbb07e,4efbb07e4fe684710ed219d75c9a15685f617c761e2401541613e3e424146823,0.2397028638750291,0.6465616290263949,0.0534610691375616,0.3107808741053877
+giroux2022,fewshot,fewshot_n5/draw3,scsemi5,NK cell,mean_cp10k,"scSemiProfiler, 5 donors",2926.0,0.3738085206149567,0.2295740699277409,0.4050843663489531,0.2778600930567296,0.2453542542933354,0.420315966545733,test_raw.npz@4efbb07e,4efbb07e4fe684710ed219d75c9a15685f617c761e2401541613e3e424146823,0.3738085206149567,0.4050843663489531,0.2453542542933354,0.420315966545733
+giroux2022,fewshot,fewshot_n5/draw3,scsemi5,NK cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",2926.0,0.2279094044431686,0.1756658151104928,0.5070324025538827,0.3985354637089707,0.0681579499223018,0.3405579725061434,test_raw.npz@4efbb07e,4efbb07e4fe684710ed219d75c9a15685f617c761e2401541613e3e424146823,0.2279094044431686,0.5070324025538827,0.0681579499223018,0.3405579725061434
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,mean4,mean_cp10k,"Zero-shot, real bulk",,0.2086898869287862,0.0899103999806768,0.4657480400911531,0.3682998803763819,0.0553904948019966,0.3477672192931596,,,0.2086898869287862,0.4657480400911531,0.0553904948019965,0.3477672192931596
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,mean4,pseudobulk_log1p_cpm,"Zero-shot, real bulk",,0.165276954096152,0.142266482389128,0.574546965278112,0.480396100775102,0.0332882162721214,0.2409427054302919,,,0.1652769540961519,0.574546965278112,0.0332882162721214,0.2409427054302919
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,mean4,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",,0.3903722846107435,0.3331490915932292,0.6834646008550196,0.6776416946600692,0.230276911970597,0.3499072797961647,,,0.3903722846107434,0.6834646008550196,0.230276911970597,0.3499072797961647
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,mean4,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",,0.2451190555129047,0.2649550835018551,0.7895186758010646,0.7592334202250097,0.0752770903083148,0.2550639509332384,,,0.2451190555129047,0.7895186758010646,0.0752770903083148,0.2550639509332384
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,mean4,mean_cp10k,Zero-shot + calibration,,0.1351275881540741,0.0616049665096885,0.4873794301776414,0.3674524969593699,0.0531837157956086,0.1821413674737909,,,0.1351275881540741,0.4873794301776413,0.0531837157956086,0.1821413674737908
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,mean4,pseudobulk_log1p_cpm,Zero-shot + calibration,,0.1361765749853647,0.0931265467942376,0.575331675217011,0.4809173062014444,0.0684714413379681,0.1372018048387972,,,0.1361765749853647,0.575331675217011,0.0684714413379681,0.1372018048387971
+giroux2022,fewshot,fewshot_n5/draw3,lora5,mean4,mean_cp10k,"LoRA, 5 donors",,0.241862957661579,0.1753282029973927,0.4657480400911531,0.3682998803763819,0.1469755164262765,0.249938511133323,,,0.241862957661579,0.4657480400911531,0.1469755164262765,0.249938511133323
+giroux2022,fewshot,fewshot_n5/draw3,lora5,mean4,pseudobulk_log1p_cpm,"LoRA, 5 donors",,0.1211415780740814,0.1205251889539665,0.574546965278112,0.480396100775102,0.0552129499305427,0.1330276403781193,,,0.1211415780740813,0.574546965278112,0.0552129499305427,0.1330276403781193
+giroux2022,fewshot,fewshot_n5/draw3,scsemi5,mean4,mean_cp10k,"scSemiProfiler, 5 donors",,0.3613647484944552,0.262736836200432,0.4657480400911531,0.3682998803763819,0.215280922639362,0.399323305199637,,,0.3613647484944551,0.4657480400911531,0.2152809226393619,0.399323305199637
+giroux2022,fewshot,fewshot_n5/draw3,scsemi5,mean4,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",,0.2424562715213244,0.2164521698335076,0.574546965278112,0.480396100775102,0.0774699141120224,0.319230937591039,,,0.2424562715213244,0.574546965278112,0.0774699141120224,0.319230937591039
+giroux2022,fewshot,fewshot_n5/draw4,zs_raw,T cell,mean_cp10k,"Zero-shot, real bulk",2870.0,0.6439482424024318,0.5337272377953065,0.7344048019011988,0.6300746162061259,0.3589876257681595,0.6153038119647339,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.6439482424024318,0.7344048019011988,0.3589876257681595,0.6153038119647339
+giroux2022,fewshot,fewshot_n5/draw4,zs_raw,T cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",2870.0,0.4675479884158819,0.4626961646118726,0.6900634955326531,0.6177965551927042,0.2265620694333002,0.4674857380075974,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.4675479884158819,0.6900634955326531,0.2265620694333002,0.4674857380075974
+giroux2022,fewshot,fewshot_n5/draw4,zs_raw,B cell,mean_cp10k,"Zero-shot, real bulk",3061.0,0.2420923105419077,0.0319543059769003,0.565884313340693,0.3660652007936179,0.0739990610288437,0.3258825073030159,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.2420923105419077,0.565884313340693,0.0739990610288437,0.3258825073030159
+giroux2022,fewshot,fewshot_n5/draw4,zs_raw,B cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3061.0,0.0859041894262896,0.0664036109561116,0.4704332503129004,0.3860828187239137,-0.014879596474859,0.2098958380612745,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.0859041894262896,0.4704332503129004,-0.014879596474859,0.2098958380612745
+giroux2022,fewshot,fewshot_n5/draw4,zs_raw,Monocyte,mean_cp10k,"Zero-shot, real bulk",3017.0,0.3232813060445529,0.1234622646399231,0.5561945453231222,0.340448576186676,0.1727375998549917,0.3383612890539416,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.3232813060445529,0.5561945453231222,0.1727375998549917,0.3383612890539416
+giroux2022,fewshot,fewshot_n5/draw4,zs_raw,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3017.0,0.1574837931264013,0.1471174970552987,0.6573550923248582,0.5424548318382237,0.0101705853403355,0.2282201829914976,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.1574837931264013,0.6573550923248582,0.0101705853403355,0.2282201829914976
+giroux2022,fewshot,fewshot_n5/draw4,zs_raw,NK cell,mean_cp10k,"Zero-shot, real bulk",2940.0,0.4522495529277228,0.2508322041432244,0.6558646674649503,0.4812337365125405,0.2517399732892084,0.4276317640742488,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.4522495529277228,0.6558646674649503,0.2517399732892084,0.4276317640742488
+giroux2022,fewshot,fewshot_n5/draw4,zs_raw,NK cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",2940.0,0.2711863368796496,0.2462428150526702,0.5646910960578172,0.4642189010881605,0.1670452772233606,0.2434448084380009,all_usable_raw.npz@ac755a41,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665,0.2711863368796496,0.5646910960578172,0.1670452772233606,0.2434448084380009
+giroux2022,fewshot,fewshot_n5/draw4,zs_pseudo,T cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",2870.0,0.5947840488036147,0.4207575298741986,0.8448771637217954,0.8068558048514903,0.2263066518561244,0.5880944148649991,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.5947840488036147,0.8448771637217954,0.2263066518561244,0.5880944148649991
+giroux2022,fewshot,fewshot_n5/draw4,zs_pseudo,T cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",2870.0,0.4087975423336602,0.3809098214375285,0.8533101905943861,0.8041854138746736,0.1007064402575549,0.4233229290101057,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.4087975423336602,0.8533101905943861,0.1007064402575549,0.4233229290101057
+giroux2022,fewshot,fewshot_n5/draw4,zs_pseudo,B cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3061.0,0.316720588164369,0.1176735348904372,0.6846270709615006,0.4785436998823389,0.2001252396540012,0.2566918955207268,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.316720588164369,0.6846270709615006,0.2001252396540012,0.2566918955207268
+giroux2022,fewshot,fewshot_n5/draw4,zs_pseudo,B cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3061.0,0.1194936928713221,0.1136537136936473,0.6119672180348226,0.5167497815462252,0.0678526614127945,0.1080851159853683,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.1194936928713221,0.6119672180348226,0.0678526614127945,0.1080851159853683
+giroux2022,fewshot,fewshot_n5/draw4,zs_pseudo,Monocyte,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3017.0,0.419267724037238,0.1659735172238615,0.650033159114215,0.4194272972200654,0.1894034060073872,0.4469199872956537,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.419267724037238,0.650033159114215,0.1894034060073872,0.4469199872956537
+giroux2022,fewshot,fewshot_n5/draw4,zs_pseudo,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3017.0,0.1982862745313058,0.1649028934809126,0.7426923774889226,0.6492038525033371,0.0617102233351947,0.2126154890407845,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.1982862745313058,0.7426923774889226,0.0617102233351947,0.2126154890407845
+giroux2022,fewshot,fewshot_n5/draw4,zs_pseudo,NK cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",2940.0,0.3833541463584062,0.1976400785085051,0.7599207302903567,0.6002443001639781,0.2423242886583946,0.3072120083356119,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.3833541463584062,0.7599207302903567,0.2423242886583946,0.3072120083356119
+giroux2022,fewshot,fewshot_n5/draw4,zs_pseudo,NK cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",2940.0,0.151474470416145,0.1532024654298796,0.6910208413265133,0.6000220391944586,0.0873416928400082,0.1285997060372452,all_usable_pseudo.npz@6400d82f,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c,0.151474470416145,0.6910208413265133,0.0873416928400082,0.1285997060372452
+giroux2022,fewshot,fewshot_n5/draw4,zs_cal,T cell,mean_cp10k,Zero-shot + calibration,2870.0,0.5879548613972626,0.4031253648295073,0.7311052089589322,0.6260464885268768,0.2750413842304384,0.59859623942702,test_cal.npz@8f98decb,8f98decbff99e5f83bce9008a43fc6650b91df1f8a0beae16c028a8bed88bbdb,0.5879548613972626,0.7311052089589322,0.2750413842304384,0.59859623942702
+giroux2022,fewshot,fewshot_n5/draw4,zs_cal,T cell,pseudobulk_log1p_cpm,Zero-shot + calibration,2870.0,0.4005752135832074,0.3672502374894265,0.6784996730004811,0.614641244906803,0.1726672819575028,0.420796517781498,test_cal.npz@8f98decb,8f98decbff99e5f83bce9008a43fc6650b91df1f8a0beae16c028a8bed88bbdb,0.4005752135832074,0.6784996730004811,0.1726672819575028,0.420796517781498
+giroux2022,fewshot,fewshot_n5/draw4,zs_cal,B cell,mean_cp10k,Zero-shot + calibration,3061.0,0.3066519167252375,0.1135968943004357,0.6012059995067673,0.3810614071326817,0.1984624359132752,0.254994731929047,test_cal.npz@8f98decb,8f98decbff99e5f83bce9008a43fc6650b91df1f8a0beae16c028a8bed88bbdb,0.3066519167252375,0.6012059995067673,0.1984624359132752,0.254994731929047
+giroux2022,fewshot,fewshot_n5/draw4,zs_cal,B cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3061.0,0.0868617248076267,0.0830091209990747,0.4687745993414683,0.3855255957539683,0.0534808215571027,0.0848844252342216,test_cal.npz@8f98decb,8f98decbff99e5f83bce9008a43fc6650b91df1f8a0beae16c028a8bed88bbdb,0.0868617248076267,0.4687745993414683,0.0534808215571027,0.0848844252342216
+giroux2022,fewshot,fewshot_n5/draw4,zs_cal,Monocyte,mean_cp10k,Zero-shot + calibration,3017.0,0.3869769331830705,0.244135485234185,0.5976725778768952,0.3412826074766307,0.2069204279055856,0.3921334518923217,test_cal.npz@8f98decb,8f98decbff99e5f83bce9008a43fc6650b91df1f8a0beae16c028a8bed88bbdb,0.3869769331830705,0.5976725778768952,0.2069204279055856,0.3921334518923217
+giroux2022,fewshot,fewshot_n5/draw4,zs_cal,Monocyte,pseudobulk_log1p_cpm,Zero-shot + calibration,3017.0,0.2715737066848845,0.2363383721040145,0.6554525608666404,0.5406689641897384,0.1868653680010925,0.2035234676187967,test_cal.npz@8f98decb,8f98decbff99e5f83bce9008a43fc6650b91df1f8a0beae16c028a8bed88bbdb,0.2715737066848845,0.6554525608666404,0.1868653680010925,0.2035234676187967
+giroux2022,fewshot,fewshot_n5/draw4,zs_cal,NK cell,mean_cp10k,Zero-shot + calibration,2940.0,0.4737396570632689,0.2533569137450798,0.6736856478198522,0.4796588804247157,0.3560768006675316,0.3351946682114147,test_cal.npz@8f98decb,8f98decbff99e5f83bce9008a43fc6650b91df1f8a0beae16c028a8bed88bbdb,0.4737396570632689,0.6736856478198522,0.3560768006675316,0.3351946682114147
+giroux2022,fewshot,fewshot_n5/draw4,zs_cal,NK cell,pseudobulk_log1p_cpm,Zero-shot + calibration,2940.0,0.2003905101937579,0.2094523018231839,0.5562634550493483,0.4622490423050476,0.1412873063478025,0.1516137701618711,test_cal.npz@8f98decb,8f98decbff99e5f83bce9008a43fc6650b91df1f8a0beae16c028a8bed88bbdb,0.2003905101937579,0.5562634550493483,0.1412873063478025,0.1516137701618711
+giroux2022,fewshot,fewshot_n5/draw4,lora5,T cell,mean_cp10k,"LoRA, 5 donors",2870.0,0.586501399486912,0.4001511753586302,0.7344048019011988,0.6300746162061259,0.3197274674488106,0.552276726195225,test_raw.npz@1339e763,1339e7631cd54c77bef770b2248bdc2ca560a6dc70e244ed61cd4d38a835bf3f,0.586501399486912,0.7344048019011988,0.3197274674488106,0.552276726195225
+giroux2022,fewshot,fewshot_n5/draw4,lora5,T cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",2870.0,0.3178610233189082,0.3022468384275091,0.6900634955326531,0.6177965551927042,0.1437185278299954,0.3177010311321073,test_raw.npz@1339e763,1339e7631cd54c77bef770b2248bdc2ca560a6dc70e244ed61cd4d38a835bf3f,0.3178610233189082,0.6900634955326531,0.1437185278299954,0.3177010311321073
+giroux2022,fewshot,fewshot_n5/draw4,lora5,B cell,mean_cp10k,"LoRA, 5 donors",3061.0,0.2773624652419827,0.1088795117873552,0.565884313340693,0.3660652007936179,0.1913106270371365,0.2181143406412749,test_raw.npz@1339e763,1339e7631cd54c77bef770b2248bdc2ca560a6dc70e244ed61cd4d38a835bf3f,0.2773624652419827,0.565884313340693,0.1913106270371365,0.2181143406412749
+giroux2022,fewshot,fewshot_n5/draw4,lora5,B cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3061.0,0.0747178865762136,0.0802363936503435,0.4704332503129004,0.3860828187239137,0.0512476764721257,0.062888045931287,test_raw.npz@1339e763,1339e7631cd54c77bef770b2248bdc2ca560a6dc70e244ed61cd4d38a835bf3f,0.0747178865762136,0.4704332503129004,0.0512476764721257,0.062888045931287
+giroux2022,fewshot,fewshot_n5/draw4,lora5,Monocyte,mean_cp10k,"LoRA, 5 donors",3017.0,0.387693576543584,0.1088600378983152,0.5561945453231222,0.340448576186676,0.2313557094587979,0.3768461300395229,test_raw.npz@1339e763,1339e7631cd54c77bef770b2248bdc2ca560a6dc70e244ed61cd4d38a835bf3f,0.387693576543584,0.5561945453231222,0.2313557094587979,0.3768461300395229
+giroux2022,fewshot,fewshot_n5/draw4,lora5,Monocyte,pseudobulk_log1p_cpm,"LoRA, 5 donors",3017.0,0.1615716578467618,0.1457732248299831,0.6573550923248582,0.5424548318382237,0.0573230926441014,0.181163665667699,test_raw.npz@1339e763,1339e7631cd54c77bef770b2248bdc2ca560a6dc70e244ed61cd4d38a835bf3f,0.1615716578467618,0.6573550923248582,0.0573230926441014,0.181163665667699
+giroux2022,fewshot,fewshot_n5/draw4,lora5,NK cell,mean_cp10k,"LoRA, 5 donors",2940.0,0.3918531770702518,0.2018521074020171,0.6558646674649503,0.4812337365125405,0.2287961038399351,0.3508650443647105,test_raw.npz@1339e763,1339e7631cd54c77bef770b2248bdc2ca560a6dc70e244ed61cd4d38a835bf3f,0.3918531770702518,0.6558646674649503,0.2287961038399351,0.3508650443647105
+giroux2022,fewshot,fewshot_n5/draw4,lora5,NK cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",2940.0,0.1107941442796861,0.1023580854763448,0.5646910960578172,0.4642189010881605,0.0521548761759405,0.12053390669823,test_raw.npz@1339e763,1339e7631cd54c77bef770b2248bdc2ca560a6dc70e244ed61cd4d38a835bf3f,0.1107941442796861,0.5646910960578172,0.0521548761759405,0.12053390669823
+giroux2022,fewshot,fewshot_n5/draw4,scsemi5,T cell,mean_cp10k,"scSemiProfiler, 5 donors",2870.0,0.5547886751630337,0.4590182373718566,0.7344048019011988,0.6300746162061259,0.1691987225142927,0.6345758700735188,test_raw.npz@1339e763,1339e7631cd54c77bef770b2248bdc2ca560a6dc70e244ed61cd4d38a835bf3f,0.5547886751630337,0.7344048019011988,0.1691987225142927,0.6345758700735188
+giroux2022,fewshot,fewshot_n5/draw4,scsemi5,T cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",2870.0,0.3654860961527421,0.3711912310408659,0.6900634955326531,0.6177965551927042,0.0263015635472431,0.5058453621069837,test_raw.npz@1339e763,1339e7631cd54c77bef770b2248bdc2ca560a6dc70e244ed61cd4d38a835bf3f,0.3654860961527421,0.6900634955326531,0.0263015635472431,0.5058453621069837
+giroux2022,fewshot,fewshot_n5/draw4,scsemi5,B cell,mean_cp10k,"scSemiProfiler, 5 donors",3061.0,0.3522103259332922,0.1666504004612022,0.565884313340693,0.3660652007936179,0.1623904681270317,0.406205863409276,test_raw.npz@1339e763,1339e7631cd54c77bef770b2248bdc2ca560a6dc70e244ed61cd4d38a835bf3f,0.3522103259332922,0.565884313340693,0.1623904681270317,0.406205863409276
+giroux2022,fewshot,fewshot_n5/draw4,scsemi5,B cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3061.0,0.1304817267731597,0.1343480028747198,0.4704332503129004,0.3860828187239137,-0.0013660028415372,0.2798249939293863,test_raw.npz@1339e763,1339e7631cd54c77bef770b2248bdc2ca560a6dc70e244ed61cd4d38a835bf3f,0.1304817267731597,0.4704332503129004,-0.0013660028415372,0.2798249939293863
+giroux2022,fewshot,fewshot_n5/draw4,scsemi5,Monocyte,mean_cp10k,"scSemiProfiler, 5 donors",3017.0,0.5133426086137882,0.2593036704201385,0.5561945453231222,0.340448576186676,0.3773232129103213,0.4083045491181947,test_raw.npz@1339e763,1339e7631cd54c77bef770b2248bdc2ca560a6dc70e244ed61cd4d38a835bf3f,0.5133426086137882,0.5561945453231222,0.3773232129103213,0.4083045491181947
+giroux2022,fewshot,fewshot_n5/draw4,scsemi5,Monocyte,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3017.0,0.2122702608803613,0.1850883942120496,0.6573550923248582,0.5424548318382237,0.1112267779480377,0.1979297402356981,test_raw.npz@1339e763,1339e7631cd54c77bef770b2248bdc2ca560a6dc70e244ed61cd4d38a835bf3f,0.2122702608803613,0.6573550923248582,0.1112267779480377,0.1979297402356981
+giroux2022,fewshot,fewshot_n5/draw4,scsemi5,NK cell,mean_cp10k,"scSemiProfiler, 5 donors",2940.0,0.4148952592273218,0.2737068891860004,0.6558646674649503,0.4812337365125405,0.1895059658475211,0.4363364114383391,test_raw.npz@1339e763,1339e7631cd54c77bef770b2248bdc2ca560a6dc70e244ed61cd4d38a835bf3f,0.4148952592273218,0.6558646674649503,0.1895059658475211,0.4363364114383391
+giroux2022,fewshot,fewshot_n5/draw4,scsemi5,NK cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",2940.0,0.2181068843247209,0.197276473309194,0.5646910960578172,0.4642189010881605,0.0592518323830759,0.3037349897302931,test_raw.npz@1339e763,1339e7631cd54c77bef770b2248bdc2ca560a6dc70e244ed61cd4d38a835bf3f,0.2181068843247209,0.5646910960578172,0.0592518323830759,0.3037349897302931
+giroux2022,fewshot,fewshot_n5/draw4,zs_raw,mean4,mean_cp10k,"Zero-shot, real bulk",,0.4153928529791538,0.2349940031388386,0.6280870820074911,0.4544555324247401,0.2143660649853008,0.4267948430989851,,,0.4153928529791538,0.6280870820074911,0.2143660649853008,0.4267948430989851
+giroux2022,fewshot,fewshot_n5/draw4,zs_raw,mean4,pseudobulk_log1p_cpm,"Zero-shot, real bulk",,0.2455305769620556,0.2306150219189883,0.5956357335570572,0.5026382767107505,0.0972245838805343,0.2872616418745926,,,0.2455305769620556,0.5956357335570572,0.0972245838805343,0.2872616418745926
+giroux2022,fewshot,fewshot_n5/draw4,zs_pseudo,mean4,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",,0.428531626840907,0.2255111651242506,0.7348645310219669,0.5762677755294683,0.2145398965439769,0.3997295765042479,,,0.428531626840907,0.7348645310219669,0.2145398965439768,0.3997295765042479
+giroux2022,fewshot,fewshot_n5/draw4,zs_pseudo,mean4,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",,0.2195129950381083,0.203167223510492,0.7247476568611612,0.6425402717796735,0.0794027544613881,0.2181558100183759,,,0.2195129950381082,0.7247476568611612,0.079402754461388,0.2181558100183759
+giroux2022,fewshot,fewshot_n5/draw4,zs_cal,mean4,mean_cp10k,Zero-shot + calibration,,0.4388308420922099,0.253553664527302,0.6509173585406117,0.4570123458902262,0.2591252621792077,0.3952297728649508,,,0.4388308420922099,0.6509173585406117,0.2591252621792077,0.3952297728649508
+giroux2022,fewshot,fewshot_n5/draw4,zs_cal,mean4,pseudobulk_log1p_cpm,Zero-shot + calibration,,0.2398502888173691,0.2240125081039249,0.5897475720644845,0.5007712117888894,0.1385751944658751,0.2152045451990969,,,0.2398502888173691,0.5897475720644845,0.1385751944658751,0.2152045451990968
+giroux2022,fewshot,fewshot_n5/draw4,lora5,mean4,mean_cp10k,"LoRA, 5 donors",,0.4108526545856826,0.2049357081115794,0.6280870820074911,0.4544555324247401,0.24279747694617,0.3745255603101833,,,0.4108526545856826,0.6280870820074911,0.24279747694617,0.3745255603101833
+giroux2022,fewshot,fewshot_n5/draw4,lora5,mean4,pseudobulk_log1p_cpm,"LoRA, 5 donors",,0.1662361780053924,0.1576536355960451,0.5956357335570572,0.5026382767107505,0.0761110432805407,0.1705716623573308,,,0.1662361780053924,0.5956357335570572,0.0761110432805407,0.1705716623573308
+giroux2022,fewshot,fewshot_n5/draw4,scsemi5,mean4,mean_cp10k,"scSemiProfiler, 5 donors",,0.4588092172343589,0.2896697993597995,0.6280870820074911,0.4544555324247401,0.2246045923497917,0.4713556735098322,,,0.4588092172343589,0.6280870820074911,0.2246045923497917,0.4713556735098322
+giroux2022,fewshot,fewshot_n5/draw4,scsemi5,mean4,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",,0.231586242032746,0.2219760253592073,0.5956357335570572,0.5026382767107505,0.0488535427592049,0.3218337715005903,,,0.231586242032746,0.5956357335570572,0.0488535427592048,0.3218337715005903
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_raw,T cell,mean_cp10k,"Zero-shot, real bulk",3037.0,0.6281385536557711,0.4626209481459633,0.6380552424293308,0.2481413439823361,0.4435567077446446,0.5308220100147722,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.6281385536557711,0.6380552424293308,0.4435567077446446,0.5308220100147722
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_raw,T cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3037.0,0.4559759310454034,0.2980197778423323,0.6369550836029715,0.4533615631233603,0.1820887131446313,0.5288246450562067,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.4559759310454034,0.6369550836029715,0.1820887131446313,0.5288246450562067
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_raw,B cell,mean_cp10k,"Zero-shot, real bulk",3192.0,0.6182728724710663,0.466072186034683,0.6193771360577306,0.2935165934236785,0.477621489330202,0.4609643459782401,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.6182728724710663,0.6193771360577306,0.477621489330202,0.4609643459782401
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_raw,B cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3192.0,0.3840222821327925,0.2688444369732338,0.481685993632798,0.3725621749552953,0.2398220123261708,0.3967394376150425,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.3840222821327925,0.481685993632798,0.2398220123261708,0.3967394376150425
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_raw,Monocyte,mean_cp10k,"Zero-shot, real bulk",2882.0,0.7637630226874398,0.571245321907809,0.7641972589048694,0.5830184865486101,0.4981184202027344,0.6986368941107302,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.7637630226874398,0.7641972589048694,0.4981184202027344,0.6986368941107302
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_raw,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, real bulk",2882.0,0.6790417649006262,0.5708183124301415,0.7195560908581415,0.5823646959127664,0.4033156279109278,0.6468623499127154,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.6790417649006262,0.7195560908581415,0.4033156279109278,0.6468623499127154
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_raw,NK cell,mean_cp10k,"Zero-shot, real bulk",2972.0,0.6146864771245488,0.4305736819419886,0.6484527334122577,0.3497980866200432,0.3844362670108064,0.5804162131809426,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.6146864771245488,0.6484527334122577,0.3844362670108064,0.5804162131809426
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_raw,NK cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",2972.0,0.4417675350188366,0.339645134633482,0.5900041444062439,0.4299657836195479,0.2141810507780991,0.493897494624856,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.4417675350188366,0.5900041444062439,0.2141810507780991,0.493897494624856
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_pseudo,T cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3037.0,0.6932481749764985,0.2936879368079499,0.8272807718150931,0.7552465594243065,0.3712223012468104,0.6454345468340961,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.6932481749764985,0.8272807718150931,0.3712223012468104,0.6454345468340961
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_pseudo,T cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3037.0,0.568814666823226,0.3743351162788468,0.7751412809610733,0.6731142183902493,0.2070813042643745,0.5986188927771882,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.568814666823226,0.7751412809610733,0.2070813042643745,0.5986188927771882
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_pseudo,B cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3192.0,0.5751036442793876,0.2281604062033303,0.7773889539085876,0.6790212347134774,0.211026048911577,0.6036591473170086,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.5751036442793876,0.7773889539085876,0.211026048911577,0.6036591473170086
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_pseudo,B cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3192.0,0.4682902594733739,0.377463915753463,0.5296883396608674,0.4577776569208034,0.317232036979809,0.4240308354296468,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.4682902594733739,0.5296883396608674,0.317232036979809,0.4240308354296468
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_pseudo,Monocyte,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",2882.0,0.770150613236247,0.5630336189603712,0.7774414481220562,0.5613936302789765,0.4881123743046797,0.7142414117459345,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.770150613236247,0.7774414481220562,0.4881123743046797,0.7142414117459345
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_pseudo,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",2882.0,0.6404432009594029,0.5066237530398889,0.6437439804978479,0.4886317398467633,0.4137952009717996,0.6021558714284803,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.6404432009594029,0.6437439804978479,0.4137952009717996,0.6021558714284803
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_pseudo,NK cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",2972.0,0.7377385416804231,0.4146749837171996,0.7867511088123267,0.7070901004330516,0.5135620657963836,0.6222948343236635,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.7377385416804231,0.7867511088123267,0.5135620657963836,0.6222948343236635
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_pseudo,NK cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",2972.0,0.5307412328165417,0.3703387773171367,0.734696344202472,0.6340444425139958,0.2433266079142642,0.5321729786790065,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.5307412328165417,0.734696344202472,0.2433266079142642,0.5321729786790065
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_cal,T cell,mean_cp10k,Zero-shot + calibration,3037.0,0.708898672941278,0.3615430862673133,0.7050602150518361,0.4312629629975306,0.4435949439726502,0.6771242027828857,test_cal.npz@eacdb3b9,eacdb3b9149348b218fa05478c545c655fb3011c853e9cee5bf5f84c011847fe,0.708898672941278,0.7050602150518361,0.4435949439726502,0.6771242027828857
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_cal,T cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3037.0,0.5474772183895561,0.3511135938706751,0.6426243577311316,0.4676216702983742,0.2263317445390986,0.6459408087750202,test_cal.npz@eacdb3b9,eacdb3b9149348b218fa05478c545c655fb3011c853e9cee5bf5f84c011847fe,0.5474772183895561,0.6426243577311316,0.2263317445390986,0.6459408087750202
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_cal,B cell,mean_cp10k,Zero-shot + calibration,3192.0,0.6018854598721616,0.2845954502523013,0.6670741137515517,0.4128943423074612,0.3276899925062183,0.6131865085827469,test_cal.npz@eacdb3b9,eacdb3b9149348b218fa05478c545c655fb3011c853e9cee5bf5f84c011847fe,0.6018854598721616,0.6670741137515517,0.3276899925062183,0.6131865085827469
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_cal,B cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3192.0,0.4397824282251752,0.3444637245338139,0.4872596484921312,0.3708234037629451,0.2652701499450184,0.4874587534032873,test_cal.npz@eacdb3b9,eacdb3b9149348b218fa05478c545c655fb3011c853e9cee5bf5f84c011847fe,0.4397824282251752,0.4872596484921312,0.2652701499450184,0.4874587534032873
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_cal,Monocyte,mean_cp10k,Zero-shot + calibration,2882.0,0.7830656599781917,0.5664974698573929,0.774998706729442,0.5604381578231596,0.5142004694756593,0.7189867605071216,test_cal.npz@eacdb3b9,eacdb3b9149348b218fa05478c545c655fb3011c853e9cee5bf5f84c011847fe,0.7830656599781917,0.774998706729442,0.5142004694756593,0.7189867605071216
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_cal,Monocyte,pseudobulk_log1p_cpm,Zero-shot + calibration,2882.0,0.6592235992040391,0.4997181661800934,0.7225200723937559,0.586638399067309,0.352043107747161,0.6590443294672069,test_cal.npz@eacdb3b9,eacdb3b9149348b218fa05478c545c655fb3011c853e9cee5bf5f84c011847fe,0.6592235992040391,0.7225200723937559,0.352043107747161,0.6590443294672069
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_cal,NK cell,mean_cp10k,Zero-shot + calibration,2972.0,0.7158776374030483,0.3926701179898668,0.6877112815845359,0.4668066341355477,0.474999516899842,0.6676518693765572,test_cal.npz@eacdb3b9,eacdb3b9149348b218fa05478c545c655fb3011c853e9cee5bf5f84c011847fe,0.7158776374030483,0.6877112815845359,0.474999516899842,0.6676518693765572
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_cal,NK cell,pseudobulk_log1p_cpm,Zero-shot + calibration,2972.0,0.5067506304383199,0.3601011890591767,0.5966930486219696,0.439320233087088,0.2590253968936333,0.5608596908916861,test_cal.npz@eacdb3b9,eacdb3b9149348b218fa05478c545c655fb3011c853e9cee5bf5f84c011847fe,0.5067506304383199,0.5966930486219696,0.2590253968936333,0.5608596908916861
+imperial_eskd,fewshot,fewshot_n5/draw0,lora5,T cell,mean_cp10k,"LoRA, 5 donors",3037.0,0.8142843730190665,0.7115465051791598,0.6380552424293308,0.2481413439823361,0.7490324574410632,0.486427497945546,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.8142843730190665,0.6380552424293308,0.7490324574410632,0.486427497945546
+imperial_eskd,fewshot,fewshot_n5/draw0,lora5,T cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3037.0,0.7327554158013161,0.6461895471134163,0.6369550836029715,0.4533615631233603,0.6272764026100071,0.487569541352058,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.7327554158013161,0.6369550836029715,0.6272764026100071,0.487569541352058
+imperial_eskd,fewshot,fewshot_n5/draw0,lora5,B cell,mean_cp10k,"LoRA, 5 donors",3192.0,0.7163325618485334,0.516358460979283,0.6193771360577306,0.2935165934236785,0.6109321680898723,0.4751469693871862,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.7163325618485334,0.6193771360577306,0.6109321680898723,0.4751469693871862
+imperial_eskd,fewshot,fewshot_n5/draw0,lora5,B cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3192.0,0.3875559223967441,0.2799209215053215,0.481685993632798,0.3725621749552953,0.2933691154970457,0.294521933217189,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.3875559223967441,0.481685993632798,0.2933691154970457,0.294521933217189
+imperial_eskd,fewshot,fewshot_n5/draw0,lora5,Monocyte,mean_cp10k,"LoRA, 5 donors",2882.0,0.810939856544121,0.6297953510027333,0.7641972589048694,0.5830184865486101,0.606179659708118,0.6916694944805181,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.810939856544121,0.7641972589048694,0.606179659708118,0.6916694944805181
+imperial_eskd,fewshot,fewshot_n5/draw0,lora5,Monocyte,pseudobulk_log1p_cpm,"LoRA, 5 donors",2882.0,0.7011881389239699,0.6134756820208939,0.7195560908581415,0.5823646959127664,0.4497933892161478,0.6414574939804643,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.7011881389239699,0.7195560908581415,0.4497933892161478,0.6414574939804643
+imperial_eskd,fewshot,fewshot_n5/draw0,lora5,NK cell,mean_cp10k,"LoRA, 5 donors",2972.0,0.7780336720217669,0.5657150702006963,0.6484527334122577,0.3497980866200432,0.6628434444741691,0.5498942738445963,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.7780336720217669,0.6484527334122577,0.6628434444741691,0.5498942738445963
+imperial_eskd,fewshot,fewshot_n5/draw0,lora5,NK cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",2972.0,0.5883932268437426,0.4568004371821879,0.5900041444062439,0.4299657836195479,0.4254769721072644,0.4895673094756295,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.5883932268437426,0.5900041444062439,0.4254769721072644,0.4895673094756295
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,T cell,mean_cp10k,"scSemiProfiler, 5 donors",3037.0,0.6432820528577752,0.5653868557035324,0.6380552424293308,0.2481413439823361,0.6015693693356956,0.3205357917556685,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.6432820528577752,0.6380552424293308,0.6015693693356956,0.3205357917556685
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,T cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3037.0,0.3764849147034662,0.3222751464049366,0.6369550836029715,0.4533615631233603,0.3313150369867675,0.1980228338317495,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.3764849147034662,0.6369550836029715,0.3313150369867675,0.1980228338317495
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,B cell,mean_cp10k,"scSemiProfiler, 5 donors",3192.0,0.4581211715055202,0.3701761231734328,0.6193771360577306,0.2935165934236785,0.4055434460959032,0.2407154006314707,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.4581211715055202,0.6193771360577306,0.4055434460959032,0.2407154006314707
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,B cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3192.0,0.0636716357775502,0.0442507249631417,0.481685993632798,0.3725621749552953,0.011737880373556,0.1109617858979471,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.0636716357775502,0.481685993632798,0.011737880373556,0.1109617858979471
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,Monocyte,mean_cp10k,"scSemiProfiler, 5 donors",2882.0,0.4486979996600717,0.2201479509691339,0.7641972589048694,0.5830184865486101,0.2645232061812276,0.3807037835219869,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.4486979996600717,0.7641972589048694,0.2645232061812276,0.3807037835219869
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,Monocyte,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",2882.0,0.3216868493274088,0.2605499111406187,0.7195560908581415,0.5823646959127664,0.1266047551252644,0.3318000956824328,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.3216868493274088,0.7195560908581415,0.1266047551252644,0.3318000956824328
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,NK cell,mean_cp10k,"scSemiProfiler, 5 donors",2972.0,0.5587663376540312,0.3773570831051245,0.6484527334122577,0.3497980866200432,0.4769870508291255,0.3338588045612596,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.5587663376540312,0.6484527334122577,0.4769870508291255,0.3338588045612596
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,NK cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",2972.0,0.2539128903950635,0.2027345147086197,0.5900041444062439,0.4299657836195479,0.1681306354532581,0.2051716009300013,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.2539128903950635,0.5900041444062439,0.1681306354532581,0.2051716009300013
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_raw,mean4,mean_cp10k,"Zero-shot, real bulk",,0.6562152314847065,0.4826280345076109,0.6675205927010471,0.368618627643667,0.4509332210720969,0.5677098658211713,,,0.6562152314847065,0.6675205927010471,0.4509332210720968,0.5677098658211713
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_raw,mean4,pseudobulk_log1p_cpm,"Zero-shot, real bulk",,0.4902018782744147,0.3693319154697975,0.6070503281250388,0.4595635544027425,0.2598518510399573,0.5165809818022051,,,0.4902018782744147,0.6070503281250388,0.2598518510399572,0.5165809818022051
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_pseudo,mean4,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",,0.694060243543139,0.3748892364222127,0.792215570664516,0.675687881212453,0.3959806975648627,0.6464074850551758,,,0.694060243543139,0.792215570664516,0.3959806975648626,0.6464074850551758
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_pseudo,mean4,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",,0.5520723400181362,0.4071903905973338,0.6708174863305651,0.563392014417953,0.2953587875325618,0.5392446445785805,,,0.5520723400181362,0.6708174863305651,0.2953587875325618,0.5392446445785805
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_cal,mean4,mean_cp10k,Zero-shot + calibration,,0.7024318575486699,0.4013265310917186,0.7087110792793414,0.4678505243159248,0.4401212307135924,0.6692373353123279,,,0.7024318575486699,0.7087110792793414,0.4401212307135924,0.6692373353123279
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_cal,mean4,pseudobulk_log1p_cpm,Zero-shot + calibration,,0.5383084690642725,0.3888491684109398,0.6122742818097471,0.4661009265539291,0.2756675997812278,0.5883258956343,,,0.5383084690642725,0.6122742818097471,0.2756675997812278,0.5883258956343
+imperial_eskd,fewshot,fewshot_n5/draw0,lora5,mean4,mean_cp10k,"LoRA, 5 donors",,0.7798976158583719,0.6058538468404681,0.6675205927010471,0.368618627643667,0.6572469324283057,0.5507845589144617,,,0.7798976158583719,0.6675205927010471,0.6572469324283057,0.5507845589144617
+imperial_eskd,fewshot,fewshot_n5/draw0,lora5,mean4,pseudobulk_log1p_cpm,"LoRA, 5 donors",,0.6024731759914432,0.4990966469554549,0.6070503281250388,0.4595635544027425,0.4489789698576162,0.4782790695063352,,,0.6024731759914432,0.6070503281250388,0.4489789698576162,0.4782790695063352
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,mean4,mean_cp10k,"scSemiProfiler, 5 donors",,0.5272168904193496,0.3832670032378059,0.6675205927010471,0.368618627643667,0.437155768110488,0.3189534451175964,,,0.5272168904193496,0.6675205927010471,0.437155768110488,0.3189534451175964
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,mean4,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",,0.2539390725508722,0.2074525743043292,0.6070503281250388,0.4595635544027425,0.1594470769847115,0.2114890790855327,,,0.2539390725508721,0.6070503281250388,0.1594470769847115,0.2114890790855326
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,T cell,mean_cp10k,"Zero-shot, real bulk",3031.0,0.6365108503756747,0.4517015617221279,0.6393101171199623,0.2419336488214065,0.448720965231846,0.5420902194467659,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.6365108503756747,0.6393101171199623,0.448720965231846,0.5420902194467659
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,T cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3031.0,0.4360170957310643,0.2774243736292072,0.6360064629967949,0.4576560052425667,0.1472131973178753,0.5346042050566813,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.4360170957310643,0.6360064629967949,0.1472131973178753,0.5346042050566813
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,B cell,mean_cp10k,"Zero-shot, real bulk",3188.0,0.584160874258901,0.411401355039513,0.6236351264700181,0.3135804182461165,0.4384046383579624,0.4444222286280049,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.584160874258901,0.6236351264700181,0.4384046383579624,0.4444222286280049
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,B cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3188.0,0.3395297348596239,0.2338956109348242,0.4862172069397853,0.3712966943856046,0.1945692687551224,0.3740028722522588,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.3395297348596239,0.4862172069397853,0.1945692687551224,0.3740028722522588
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,Monocyte,mean_cp10k,"Zero-shot, real bulk",2883.0,0.7012663474615103,0.5019506815963035,0.7132449085093915,0.528980054828998,0.3952574145471984,0.7094682595457753,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.7012663474615103,0.7132449085093915,0.3952574145471984,0.7094682595457753
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, real bulk",2883.0,0.6487103565113198,0.5369418310679409,0.7072577030580933,0.5545236397789461,0.3477014510771287,0.6544250068803418,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.6487103565113198,0.7072577030580933,0.3477014510771287,0.6544250068803418
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,NK cell,mean_cp10k,"Zero-shot, real bulk",2966.0,0.6207659901237167,0.4298034149971177,0.6685247181490744,0.3662868084515908,0.3805935941322027,0.5852611068238337,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.6207659901237167,0.6685247181490744,0.3805935941322027,0.5852611068238337
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,NK cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",2966.0,0.4076988186569532,0.3011564878774465,0.5979896628156075,0.4358583502895178,0.1687757017999423,0.4838041836506835,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.4076988186569532,0.5979896628156075,0.1687757017999423,0.4838041836506835
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,T cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3031.0,0.6899597242666505,0.288561763386704,0.8172952250921222,0.7318212828317441,0.3726885196804352,0.6429512266437694,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.6899597242666505,0.8172952250921222,0.3726885196804352,0.6429512266437694
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,T cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3031.0,0.5394842295177154,0.3408818266007131,0.7696604655781719,0.6676262741917383,0.1757330944466131,0.5824412720895852,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.5394842295177154,0.7696604655781719,0.1757330944466131,0.5824412720895852
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,B cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3188.0,0.5627566402469406,0.2102623010463973,0.7728153066605544,0.6368084595046312,0.226800649611267,0.5759339132150121,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.5627566402469406,0.7728153066605544,0.226800649611267,0.5759339132150121
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,B cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3188.0,0.4347094865605825,0.354001224605469,0.5209883270775192,0.446563870194159,0.2964687694453782,0.3863976841687126,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.4347094865605825,0.5209883270775192,0.2964687694453782,0.3863976841687126
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,Monocyte,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",2883.0,0.7023993672440625,0.5024890491308003,0.7337646265066289,0.5236053839952435,0.3808466544092496,0.7083426530081041,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.7023993672440625,0.7337646265066289,0.3808466544092496,0.7083426530081041
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",2883.0,0.6029883682261196,0.4572371394798994,0.6727902465586968,0.5225374396263714,0.3352213412900836,0.6018668266126056,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.6029883682261196,0.6727902465586968,0.3352213412900836,0.6018668266126056
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,NK cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",2966.0,0.7208919522951382,0.3849388394172013,0.7787533816512616,0.6962506099673025,0.5011571518548558,0.6039263729491221,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.7208919522951382,0.7787533816512616,0.5011571518548558,0.6039263729491221
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,NK cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",2966.0,0.4911237937574999,0.3427667665559379,0.73553998808955,0.6379465465888281,0.2070285571898318,0.5028839548043534,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.4911237937574999,0.73553998808955,0.2070285571898318,0.5028839548043534
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_cal,T cell,mean_cp10k,Zero-shot + calibration,3031.0,0.6810827819169679,0.3124417143611817,0.7023366890580498,0.4497192257853478,0.4104519462304478,0.6556104761484489,test_cal.npz@5be18c1d,5be18c1d38d6ceaff24a0c65ee8e24b01fed242d17265141af0491c36c941122,0.6810827819169679,0.7023366890580498,0.4104519462304478,0.6556104761484489
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_cal,T cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3031.0,0.5216241460354497,0.3215211090283844,0.6432553305044221,0.474414300134134,0.1816730506492826,0.6458140618988633,test_cal.npz@5be18c1d,5be18c1d38d6ceaff24a0c65ee8e24b01fed242d17265141af0491c36c941122,0.5216241460354497,0.6432553305044221,0.1816730506492826,0.6458140618988633
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_cal,B cell,mean_cp10k,Zero-shot + calibration,3188.0,0.5804803169326684,0.2507593862393877,0.6654422363552887,0.4356355660813905,0.286947648926449,0.6196993249058452,test_cal.npz@5be18c1d,5be18c1d38d6ceaff24a0c65ee8e24b01fed242d17265141af0491c36c941122,0.5804803169326684,0.6654422363552887,0.286947648926449,0.6196993249058452
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_cal,B cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3188.0,0.426172915433599,0.3372835717565396,0.4868813776023926,0.3677883934747972,0.2277098145230048,0.5285154256293176,test_cal.npz@5be18c1d,5be18c1d38d6ceaff24a0c65ee8e24b01fed242d17265141af0491c36c941122,0.426172915433599,0.4868813776023926,0.2277098145230048,0.5285154256293176
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_cal,Monocyte,mean_cp10k,Zero-shot + calibration,2883.0,0.6892773861036205,0.484402129045673,0.7070211239785472,0.503439217664084,0.4071189004498523,0.6741259755724712,test_cal.npz@5be18c1d,5be18c1d38d6ceaff24a0c65ee8e24b01fed242d17265141af0491c36c941122,0.6892773861036205,0.7070211239785472,0.4071189004498523,0.6741259755724712
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_cal,Monocyte,pseudobulk_log1p_cpm,Zero-shot + calibration,2883.0,0.5895785580057123,0.4459070016980994,0.7104518622158544,0.5632542932987644,0.2597147855858613,0.63009448414138,test_cal.npz@5be18c1d,5be18c1d38d6ceaff24a0c65ee8e24b01fed242d17265141af0491c36c941122,0.5895785580057123,0.7104518622158544,0.2597147855858613,0.63009448414138
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_cal,NK cell,mean_cp10k,Zero-shot + calibration,2966.0,0.6922711508118564,0.3755530910271027,0.699600288676364,0.4944557578095675,0.4337248918036951,0.6546636041229674,test_cal.npz@5be18c1d,5be18c1d38d6ceaff24a0c65ee8e24b01fed242d17265141af0491c36c941122,0.6922711508118564,0.699600288676364,0.4337248918036951,0.6546636041229674
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_cal,NK cell,pseudobulk_log1p_cpm,Zero-shot + calibration,2966.0,0.4684592174288649,0.3131983402765417,0.6032643987573157,0.4437349530187898,0.2069615978781517,0.5475978619605113,test_cal.npz@5be18c1d,5be18c1d38d6ceaff24a0c65ee8e24b01fed242d17265141af0491c36c941122,0.4684592174288649,0.6032643987573157,0.2069615978781517,0.5475978619605113
+imperial_eskd,fewshot,fewshot_n5/draw1,lora5,T cell,mean_cp10k,"LoRA, 5 donors",3031.0,0.840382478631967,0.7253634239688497,0.6393101171199623,0.2419336488214065,0.7696640739061631,0.5287985622242685,test_raw.npz@c2293bb9,c2293bb938f0dbf9c76063b305230e4ad0b9bec482e4fe5dfcf38a110511283f,0.840382478631967,0.6393101171199623,0.7696640739061631,0.5287985622242685
+imperial_eskd,fewshot,fewshot_n5/draw1,lora5,T cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3031.0,0.7528073080369456,0.6395760264357829,0.6360064629967949,0.4576560052425667,0.6002693251625792,0.60218695879157,test_raw.npz@c2293bb9,c2293bb938f0dbf9c76063b305230e4ad0b9bec482e4fe5dfcf38a110511283f,0.7528073080369456,0.6360064629967949,0.6002693251625792,0.60218695879157
+imperial_eskd,fewshot,fewshot_n5/draw1,lora5,B cell,mean_cp10k,"LoRA, 5 donors",3188.0,0.6581147386346861,0.4928351742817711,0.6236351264700181,0.3135804182461165,0.4976355034632204,0.5240091193967077,test_raw.npz@c2293bb9,c2293bb938f0dbf9c76063b305230e4ad0b9bec482e4fe5dfcf38a110511283f,0.6581147386346861,0.6236351264700181,0.4976355034632204,0.5240091193967077
+imperial_eskd,fewshot,fewshot_n5/draw1,lora5,B cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3188.0,0.4312048621872462,0.3474131742533097,0.4862172069397853,0.3712966943856046,0.2550854866488708,0.4862620511878224,test_raw.npz@c2293bb9,c2293bb938f0dbf9c76063b305230e4ad0b9bec482e4fe5dfcf38a110511283f,0.4312048621872462,0.4862172069397853,0.2550854866488708,0.4862620511878224
+imperial_eskd,fewshot,fewshot_n5/draw1,lora5,Monocyte,mean_cp10k,"LoRA, 5 donors",2883.0,0.7452340753019923,0.5118208049763187,0.7132449085093915,0.528980054828998,0.4923294388674675,0.6987366295124475,test_raw.npz@c2293bb9,c2293bb938f0dbf9c76063b305230e4ad0b9bec482e4fe5dfcf38a110511283f,0.7452340753019923,0.7132449085093915,0.4923294388674675,0.6987366295124475
+imperial_eskd,fewshot,fewshot_n5/draw1,lora5,Monocyte,pseudobulk_log1p_cpm,"LoRA, 5 donors",2883.0,0.6290949040457883,0.4834139119300508,0.7072577030580933,0.5545236397789461,0.3410223400633857,0.6227851105734994,test_raw.npz@c2293bb9,c2293bb938f0dbf9c76063b305230e4ad0b9bec482e4fe5dfcf38a110511283f,0.6290949040457883,0.7072577030580933,0.3410223400633857,0.6227851105734994
+imperial_eskd,fewshot,fewshot_n5/draw1,lora5,NK cell,mean_cp10k,"LoRA, 5 donors",2966.0,0.7846294796600775,0.5391513773815119,0.6685247181490744,0.3662868084515908,0.6585748102267228,0.5735116141637583,test_raw.npz@c2293bb9,c2293bb938f0dbf9c76063b305230e4ad0b9bec482e4fe5dfcf38a110511283f,0.7846294796600775,0.6685247181490744,0.6585748102267228,0.5735116141637583
+imperial_eskd,fewshot,fewshot_n5/draw1,lora5,NK cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",2966.0,0.5471210873869697,0.4112380500725178,0.5979896628156075,0.4358583502895178,0.3613277610880066,0.4937997106664866,test_raw.npz@c2293bb9,c2293bb938f0dbf9c76063b305230e4ad0b9bec482e4fe5dfcf38a110511283f,0.5471210873869697,0.5979896628156075,0.3613277610880066,0.4937997106664866
+imperial_eskd,fewshot,fewshot_n5/draw1,scsemi5,T cell,mean_cp10k,"scSemiProfiler, 5 donors",3031.0,0.6216931467766444,0.5964904760433616,0.6393101171199623,0.2419336488214065,0.587625625406497,0.2977074015527829,test_raw.npz@c2293bb9,c2293bb938f0dbf9c76063b305230e4ad0b9bec482e4fe5dfcf38a110511283f,0.6216931467766444,0.6393101171199623,0.587625625406497,0.2977074015527829
+imperial_eskd,fewshot,fewshot_n5/draw1,scsemi5,T cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3031.0,0.354945755824924,0.3273192977682213,0.6360064629967949,0.4576560052425667,0.3014185873109442,0.1997351403133959,test_raw.npz@c2293bb9,c2293bb938f0dbf9c76063b305230e4ad0b9bec482e4fe5dfcf38a110511283f,0.354945755824924,0.6360064629967949,0.3014185873109442,0.1997351403133959
+imperial_eskd,fewshot,fewshot_n5/draw1,scsemi5,B cell,mean_cp10k,"scSemiProfiler, 5 donors",3188.0,0.3921663727078082,0.359390690641557,0.6236351264700181,0.3135804182461165,0.3361144783575504,0.2176236405377022,test_raw.npz@c2293bb9,c2293bb938f0dbf9c76063b305230e4ad0b9bec482e4fe5dfcf38a110511283f,0.3921663727078082,0.6236351264700181,0.3361144783575504,0.2176236405377022
+imperial_eskd,fewshot,fewshot_n5/draw1,scsemi5,B cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3188.0,-0.0007962257691689,-0.0099891612531392,0.4862172069397853,0.3712966943856046,-0.0845012491192389,0.1485446568414446,test_raw.npz@c2293bb9,c2293bb938f0dbf9c76063b305230e4ad0b9bec482e4fe5dfcf38a110511283f,-0.0007962257691689,0.4862172069397853,-0.0845012491192389,0.1485446568414446
+imperial_eskd,fewshot,fewshot_n5/draw1,scsemi5,Monocyte,mean_cp10k,"scSemiProfiler, 5 donors",2883.0,0.5567156938097007,0.2162384911691833,0.7132449085093915,0.528980054828998,0.3142385168929739,0.5160238834129596,test_raw.npz@c2293bb9,c2293bb938f0dbf9c76063b305230e4ad0b9bec482e4fe5dfcf38a110511283f,0.5567156938097007,0.7132449085093915,0.3142385168929739,0.5160238834129596
+imperial_eskd,fewshot,fewshot_n5/draw1,scsemi5,Monocyte,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",2883.0,0.3440358505937417,0.2911720403497681,0.7072577030580933,0.5545236397789461,0.1215809990445672,0.3737126881171957,test_raw.npz@c2293bb9,c2293bb938f0dbf9c76063b305230e4ad0b9bec482e4fe5dfcf38a110511283f,0.3440358505937417,0.7072577030580933,0.1215809990445672,0.3737126881171957
+imperial_eskd,fewshot,fewshot_n5/draw1,scsemi5,NK cell,mean_cp10k,"scSemiProfiler, 5 donors",2966.0,0.5605587256909219,0.4053649702428064,0.6685247181490744,0.3662868084515908,0.4901638715921738,0.3223284274744407,test_raw.npz@c2293bb9,c2293bb938f0dbf9c76063b305230e4ad0b9bec482e4fe5dfcf38a110511283f,0.5605587256909219,0.6685247181490744,0.4901638715921738,0.3223284274744407
+imperial_eskd,fewshot,fewshot_n5/draw1,scsemi5,NK cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",2966.0,0.2216568180075221,0.1604639061159602,0.5979896628156075,0.4358583502895178,0.12545272735909,0.2061330120076724,test_raw.npz@c2293bb9,c2293bb938f0dbf9c76063b305230e4ad0b9bec482e4fe5dfcf38a110511283f,0.2216568180075221,0.5979896628156075,0.12545272735909,0.2061330120076724
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,mean4,mean_cp10k,"Zero-shot, real bulk",,0.6356760155549507,0.4487142533387655,0.6611787175621116,0.362695232587028,0.4157441530673024,0.570310453611095,,,0.6356760155549507,0.6611787175621116,0.4157441530673024,0.570310453611095
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_raw,mean4,pseudobulk_log1p_cpm,"Zero-shot, real bulk",,0.4579890014397403,0.3373545758773547,0.6068677589525703,0.4548336724241588,0.2145649047375172,0.5117090669599914,,,0.4579890014397403,0.6068677589525703,0.2145649047375171,0.5117090669599914
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,mean4,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",,0.669001921013198,0.3465629882452757,0.7756571349776418,0.6471214340747303,0.3703732438889519,0.6327885414540019,,,0.669001921013198,0.7756571349776418,0.3703732438889519,0.6327885414540019
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_pseudo,mean4,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",,0.5170764695154793,0.3737217393105049,0.6747447568259844,0.5686685326502743,0.2536129405929767,0.5183974344188143,,,0.5170764695154793,0.6747447568259844,0.2536129405929767,0.5183974344188143
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_cal,mean4,mean_cp10k,Zero-shot + calibration,,0.6607779089412783,0.3557890801683363,0.6936000845170623,0.4708124418350974,0.384560846852611,0.6510248451874332,,,0.6607779089412783,0.6936000845170623,0.384560846852611,0.6510248451874332
+imperial_eskd,fewshot,fewshot_n5/draw1,zs_cal,mean4,pseudobulk_log1p_cpm,Zero-shot + calibration,,0.5014587092259065,0.3544775056898913,0.6109632422699962,0.4622979849816213,0.2190148121590751,0.5880054584075181,,,0.5014587092259065,0.6109632422699962,0.2190148121590751,0.5880054584075181
+imperial_eskd,fewshot,fewshot_n5/draw1,lora5,mean4,mean_cp10k,"LoRA, 5 donors",,0.7570901930571807,0.5672926951521128,0.6611787175621116,0.362695232587028,0.6045509566158934,0.5812639813242955,,,0.7570901930571807,0.6611787175621116,0.6045509566158934,0.5812639813242955
+imperial_eskd,fewshot,fewshot_n5/draw1,lora5,mean4,pseudobulk_log1p_cpm,"LoRA, 5 donors",,0.5900570404142375,0.4704102906729153,0.6068677589525703,0.4548336724241588,0.3894262282407106,0.5512584578048446,,,0.5900570404142375,0.6068677589525703,0.3894262282407106,0.5512584578048446
+imperial_eskd,fewshot,fewshot_n5/draw1,scsemi5,mean4,mean_cp10k,"scSemiProfiler, 5 donors",,0.5327834847462688,0.3943711570242271,0.6611787175621116,0.362695232587028,0.4320356230622988,0.3384208382444714,,,0.5327834847462688,0.6611787175621116,0.4320356230622988,0.3384208382444713
+imperial_eskd,fewshot,fewshot_n5/draw1,scsemi5,mean4,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",,0.2299605496642547,0.1922415207452026,0.6068677589525703,0.4548336724241588,0.1159877661488406,0.2320313743199271,,,0.2299605496642547,0.6068677589525703,0.1159877661488406,0.2320313743199271
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,T cell,mean_cp10k,"Zero-shot, real bulk",3036.0,0.6332034529425649,0.4464834792324063,0.6311553277299028,0.246334636602908,0.4514288466409807,0.5342853910851284,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.6332034529425649,0.6311553277299028,0.4514288466409807,0.5342853910851284
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,T cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3036.0,0.439838622562335,0.2797101338496617,0.6350373450250355,0.4638614012989848,0.1651370616983124,0.5211793752023158,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.439838622562335,0.6350373450250355,0.1651370616983124,0.5211793752023158
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,B cell,mean_cp10k,"Zero-shot, real bulk",3187.0,0.6140027079885273,0.4187368995687746,0.6245632309702648,0.3313396890869148,0.4823893696803761,0.4420227485885823,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.6140027079885273,0.6245632309702648,0.4823893696803761,0.4420227485885823
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,B cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3187.0,0.3580571078828035,0.2591979235569464,0.4816610289030315,0.3877880601696578,0.2191861521545838,0.373431866482714,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.3580571078828035,0.4816610289030315,0.2191861521545838,0.373431866482714
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,Monocyte,mean_cp10k,"Zero-shot, real bulk",2886.0,0.6875508800804067,0.499511824733295,0.6837051334204964,0.513205280041183,0.4091853101513503,0.6891492405943133,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.6875508800804067,0.6837051334204964,0.4091853101513503,0.6891492405943133
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, real bulk",2886.0,0.6320946804590487,0.5247226727440126,0.6802082395314715,0.5387549149279034,0.3525987444390415,0.6360648306295402,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.6320946804590487,0.6802082395314715,0.3525987444390415,0.6360648306295402
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,NK cell,mean_cp10k,"Zero-shot, real bulk",2961.0,0.6066856841779714,0.4260280827732011,0.6340215947478178,0.3526865746234074,0.3857308021521962,0.5704771154881487,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.6066856841779714,0.6340215947478178,0.3857308021521962,0.5704771154881487
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,NK cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",2961.0,0.3976416078365175,0.2991850686565482,0.5753918871563406,0.4320432680970447,0.1758188382542428,0.470564318709336,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.3976416078365175,0.5753918871563406,0.1758188382542428,0.470564318709336
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,T cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3036.0,0.6733058462630279,0.2490645782411873,0.7910969798066857,0.6925308509923603,0.3625592039735508,0.6344023631625213,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.6733058462630279,0.7910969798066857,0.3625592039735508,0.6344023631625213
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,T cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3036.0,0.5336855318313993,0.3320512643349295,0.7573459018234742,0.6604525514264218,0.1654430445002221,0.5894433525786136,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.5336855318313993,0.7573459018234742,0.1654430445002221,0.5894433525786136
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,B cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3187.0,0.5898749770826087,0.2432790338667503,0.7751587841920531,0.6306982482687372,0.2732894790624407,0.5794407212088233,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.5898749770826087,0.7751587841920531,0.2732894790624407,0.5794407212088233
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,B cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3187.0,0.4448377970061746,0.3678053185284792,0.4967364530161976,0.4407292550364469,0.3190315099491582,0.3798965416564652,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.4448377970061746,0.4967364530161976,0.3190315099491582,0.3798965416564652
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,Monocyte,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",2886.0,0.6817473811172348,0.5041343469772109,0.7051877596432217,0.5164051153471245,0.3742518480375403,0.6968995287650126,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.6817473811172348,0.7051877596432217,0.3742518480375403,0.6968995287650126
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",2886.0,0.5851347191535485,0.4571475119094609,0.6327650759767827,0.4966690221923296,0.343327384761954,0.5835299395373842,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.5851347191535485,0.6327650759767827,0.343327384761954,0.5835299395373842
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,NK cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",2961.0,0.7195856075904518,0.3963841945025722,0.7549203676889419,0.6707310517502021,0.5036237033850198,0.6047573202542856,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.7195856075904518,0.7549203676889419,0.5036237033850198,0.6047573202542856
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,NK cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",2961.0,0.4877743410443099,0.331480619932986,0.7204124094972831,0.6297533880183613,0.2129673508585212,0.4994551274247978,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.4877743410443099,0.7204124094972831,0.2129673508585212,0.4994551274247978
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_cal,T cell,mean_cp10k,Zero-shot + calibration,3036.0,0.6926034260546075,0.3401420581308946,0.6914376940455363,0.4217854456839563,0.4466696750662735,0.6450759174285585,test_cal.npz@96eda824,96eda8241124439595dc2cf7b56fdf563b54ea702196ac5667062d1b124bf853,0.6926034260546075,0.6914376940455363,0.4466696750662735,0.6450759174285585
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_cal,T cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3036.0,0.5353326917168032,0.338393934377449,0.6412429356713806,0.4782764565953417,0.2230459296136166,0.626886750651785,test_cal.npz@96eda824,96eda8241124439595dc2cf7b56fdf563b54ea702196ac5667062d1b124bf853,0.5353326917168032,0.6412429356713806,0.2230459296136166,0.626886750651785
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_cal,B cell,mean_cp10k,Zero-shot + calibration,3187.0,0.603726020259196,0.3058621385976398,0.6752209109988384,0.4312604904471109,0.3410199073674434,0.5945893233311124,test_cal.npz@96eda824,96eda8241124439595dc2cf7b56fdf563b54ea702196ac5667062d1b124bf853,0.603726020259196,0.6752209109988384,0.3410199073674434,0.5945893233311124
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_cal,B cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3187.0,0.4498452707172369,0.3778286543597299,0.482625497915386,0.3832130958902993,0.2770884523676205,0.4952364001035879,test_cal.npz@96eda824,96eda8241124439595dc2cf7b56fdf563b54ea702196ac5667062d1b124bf853,0.4498452707172369,0.482625497915386,0.2770884523676205,0.4952364001035879
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_cal,Monocyte,mean_cp10k,Zero-shot + calibration,2886.0,0.6845481671837349,0.4874930613201557,0.691366841592005,0.4922253551912576,0.4204398108001295,0.6600813912239628,test_cal.npz@96eda824,96eda8241124439595dc2cf7b56fdf563b54ea702196ac5667062d1b124bf853,0.6845481671837349,0.691366841592005,0.4204398108001295,0.6600813912239628
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_cal,Monocyte,pseudobulk_log1p_cpm,Zero-shot + calibration,2886.0,0.5879005075587178,0.4572490668163675,0.684975574860617,0.547141970636994,0.3092940063638866,0.5935102583738611,test_cal.npz@96eda824,96eda8241124439595dc2cf7b56fdf563b54ea702196ac5667062d1b124bf853,0.5879005075587178,0.684975574860617,0.3092940063638866,0.5935102583738611
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_cal,NK cell,mean_cp10k,Zero-shot + calibration,2961.0,0.6973147328403344,0.3961879058426509,0.6753643592946669,0.4659892316612886,0.4609609297414829,0.6499666951481536,test_cal.npz@96eda824,96eda8241124439595dc2cf7b56fdf563b54ea702196ac5667062d1b124bf853,0.6973147328403344,0.6753643592946669,0.4609609297414829,0.6499666951481536
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_cal,NK cell,pseudobulk_log1p_cpm,Zero-shot + calibration,2961.0,0.4749818879332579,0.3344170180027653,0.582176666289871,0.4401424133165821,0.2268235131969067,0.5516554583672265,test_cal.npz@96eda824,96eda8241124439595dc2cf7b56fdf563b54ea702196ac5667062d1b124bf853,0.4749818879332579,0.582176666289871,0.2268235131969067,0.5516554583672265
+imperial_eskd,fewshot,fewshot_n5/draw2,lora5,T cell,mean_cp10k,"LoRA, 5 donors",3036.0,0.7743895219281159,0.6887877033929645,0.6311553277299028,0.246334636602908,0.704182556591567,0.45734673401934,test_raw.npz@11ba7c4e,11ba7c4e0f734b8eeab115536093d16205a1f592833e54115aa10cafd131e466,0.7743895219281159,0.6311553277299028,0.704182556591567,0.45734673401934
+imperial_eskd,fewshot,fewshot_n5/draw2,lora5,T cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3036.0,0.6756439652998227,0.5717659550075016,0.6350373450250355,0.4638614012989848,0.5311507905699898,0.507050825942118,test_raw.npz@11ba7c4e,11ba7c4e0f734b8eeab115536093d16205a1f592833e54115aa10cafd131e466,0.6756439652998227,0.6350373450250355,0.5311507905699898,0.507050825942118
+imperial_eskd,fewshot,fewshot_n5/draw2,lora5,B cell,mean_cp10k,"LoRA, 5 donors",3187.0,0.6421883096352491,0.4353590684326777,0.6245632309702648,0.3313396890869148,0.5336425850820883,0.4238340298732571,test_raw.npz@11ba7c4e,11ba7c4e0f734b8eeab115536093d16205a1f592833e54115aa10cafd131e466,0.6421883096352491,0.6245632309702648,0.5336425850820883,0.4238340298732571
+imperial_eskd,fewshot,fewshot_n5/draw2,lora5,B cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3187.0,0.2935907009645981,0.2040551475340001,0.4816610289030315,0.3877880601696578,0.2067854735562906,0.2447446474659733,test_raw.npz@11ba7c4e,11ba7c4e0f734b8eeab115536093d16205a1f592833e54115aa10cafd131e466,0.2935907009645981,0.4816610289030315,0.2067854735562906,0.2447446474659733
+imperial_eskd,fewshot,fewshot_n5/draw2,lora5,Monocyte,mean_cp10k,"LoRA, 5 donors",2886.0,0.6975675744840075,0.4803061036336813,0.6837051334204964,0.513205280041183,0.4828910819902914,0.613087747747402,test_raw.npz@11ba7c4e,11ba7c4e0f734b8eeab115536093d16205a1f592833e54115aa10cafd131e466,0.6975675744840075,0.6837051334204964,0.4828910819902914,0.613087747747402
+imperial_eskd,fewshot,fewshot_n5/draw2,lora5,Monocyte,pseudobulk_log1p_cpm,"LoRA, 5 donors",2886.0,0.6001740197549343,0.4904077833594275,0.6802082395314715,0.5387549149279034,0.4073868312538059,0.5028699068075709,test_raw.npz@11ba7c4e,11ba7c4e0f734b8eeab115536093d16205a1f592833e54115aa10cafd131e466,0.6001740197549343,0.6802082395314715,0.4073868312538059,0.5028699068075709
+imperial_eskd,fewshot,fewshot_n5/draw2,lora5,NK cell,mean_cp10k,"LoRA, 5 donors",2961.0,0.7416729977186952,0.5021823049636277,0.6340215947478178,0.3526865746234074,0.5850326392796552,0.5977284275399235,test_raw.npz@11ba7c4e,11ba7c4e0f734b8eeab115536093d16205a1f592833e54115aa10cafd131e466,0.7416729977186952,0.6340215947478178,0.5850326392796552,0.5977284275399235
+imperial_eskd,fewshot,fewshot_n5/draw2,lora5,NK cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",2961.0,0.5078604216295737,0.3696358906799594,0.5753918871563406,0.4320432680970447,0.3023218469004051,0.5140228962575366,test_raw.npz@11ba7c4e,11ba7c4e0f734b8eeab115536093d16205a1f592833e54115aa10cafd131e466,0.5078604216295737,0.5753918871563406,0.3023218469004051,0.5140228962575366
+imperial_eskd,fewshot,fewshot_n5/draw2,scsemi5,T cell,mean_cp10k,"scSemiProfiler, 5 donors",3036.0,0.6303084207739375,0.5428177749489932,0.6311553277299028,0.246334636602908,0.575486171136399,0.3313762404450576,test_raw.npz@11ba7c4e,11ba7c4e0f734b8eeab115536093d16205a1f592833e54115aa10cafd131e466,0.6303084207739375,0.6311553277299028,0.575486171136399,0.3313762404450576
+imperial_eskd,fewshot,fewshot_n5/draw2,scsemi5,T cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3036.0,0.356856949420089,0.2878810651309624,0.6350373450250355,0.4638614012989848,0.2713132079444818,0.2416965165179588,test_raw.npz@11ba7c4e,11ba7c4e0f734b8eeab115536093d16205a1f592833e54115aa10cafd131e466,0.356856949420089,0.6350373450250355,0.2713132079444818,0.2416965165179588
+imperial_eskd,fewshot,fewshot_n5/draw2,scsemi5,B cell,mean_cp10k,"scSemiProfiler, 5 donors",3187.0,0.4903661483071717,0.3583912685622911,0.6245632309702648,0.3313396890869148,0.394073194357464,0.317941843970975,test_raw.npz@11ba7c4e,11ba7c4e0f734b8eeab115536093d16205a1f592833e54115aa10cafd131e466,0.4903661483071717,0.6245632309702648,0.394073194357464,0.317941843970975
+imperial_eskd,fewshot,fewshot_n5/draw2,scsemi5,B cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3187.0,0.0254781532213761,0.022632514273085,0.4816610289030315,0.3877880601696578,-0.0805967491973015,0.1966740332907685,test_raw.npz@11ba7c4e,11ba7c4e0f734b8eeab115536093d16205a1f592833e54115aa10cafd131e466,0.0254781532213761,0.4816610289030315,-0.0805967491973015,0.1966740332907685
+imperial_eskd,fewshot,fewshot_n5/draw2,scsemi5,Monocyte,mean_cp10k,"scSemiProfiler, 5 donors",2886.0,0.6047453753942459,0.255773573804586,0.6837051334204964,0.513205280041183,0.3655423149752769,0.5617173759440347,test_raw.npz@11ba7c4e,11ba7c4e0f734b8eeab115536093d16205a1f592833e54115aa10cafd131e466,0.6047453753942459,0.6837051334204964,0.3655423149752769,0.5617173759440347
+imperial_eskd,fewshot,fewshot_n5/draw2,scsemi5,Monocyte,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",2886.0,0.3912886794320245,0.3339347151552979,0.6802082395314715,0.5387549149279034,0.1594600320663849,0.4192386242993184,test_raw.npz@11ba7c4e,11ba7c4e0f734b8eeab115536093d16205a1f592833e54115aa10cafd131e466,0.3912886794320245,0.6802082395314715,0.1594600320663849,0.4192386242993184
+imperial_eskd,fewshot,fewshot_n5/draw2,scsemi5,NK cell,mean_cp10k,"scSemiProfiler, 5 donors",2961.0,0.5241242811116497,0.3945998215010884,0.6340215947478178,0.3526865746234074,0.388743694862417,0.3900772667930024,test_raw.npz@11ba7c4e,11ba7c4e0f734b8eeab115536093d16205a1f592833e54115aa10cafd131e466,0.5241242811116497,0.6340215947478178,0.388743694862417,0.3900772667930024
+imperial_eskd,fewshot,fewshot_n5/draw2,scsemi5,NK cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",2961.0,0.2637650789441471,0.1699340737690395,0.5753918871563406,0.4320432680970447,0.1447569544833087,0.2597082017608224,test_raw.npz@11ba7c4e,11ba7c4e0f734b8eeab115536093d16205a1f592833e54115aa10cafd131e466,0.2637650789441471,0.5753918871563406,0.1447569544833087,0.2597082017608224
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,mean4,mean_cp10k,"Zero-shot, real bulk",,0.6353606812973676,0.4476900715769193,0.6433613217171205,0.3608915450886033,0.4321835821562259,0.5589836239390432,,,0.6353606812973676,0.6433613217171205,0.4321835821562258,0.5589836239390432
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_raw,mean4,pseudobulk_log1p_cpm,"Zero-shot, real bulk",,0.4569080046851762,0.3407039497017922,0.5930746251539698,0.4556119111233977,0.2281851991365451,0.5003100977559766,,,0.4569080046851762,0.5930746251539698,0.2281851991365451,0.5003100977559765
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,mean4,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",,0.6661284530133308,0.3482155383969302,0.7565909728327256,0.6275913165896061,0.3784310586146379,0.6288749833476607,,,0.6661284530133308,0.7565909728327256,0.3784310586146379,0.6288749833476607
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_pseudo,mean4,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",,0.5128580972588581,0.3721211786764639,0.6518149600784344,0.5569010541683899,0.2601923225174639,0.5130812402993152,,,0.5128580972588581,0.6518149600784344,0.2601923225174639,0.5130812402993152
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_cal,mean4,mean_cp10k,Zero-shot + calibration,,0.6695480865844681,0.3824212909728353,0.6833474514827617,0.4528151307459033,0.4172725807438323,0.6374283317829469,,,0.6695480865844681,0.6833474514827617,0.4172725807438323,0.6374283317829469
+imperial_eskd,fewshot,fewshot_n5/draw2,zs_cal,mean4,pseudobulk_log1p_cpm,Zero-shot + calibration,,0.5120150894815039,0.3769721683890779,0.5977551686843137,0.4621934841098042,0.2590629753855076,0.5668222168741152,,,0.5120150894815039,0.5977551686843137,0.2590629753855076,0.5668222168741152
+imperial_eskd,fewshot,fewshot_n5/draw2,lora5,mean4,mean_cp10k,"LoRA, 5 donors",,0.7139546009415169,0.5266587951057378,0.6433613217171205,0.3608915450886033,0.5764372157359006,0.5229992347949807,,,0.7139546009415169,0.6433613217171205,0.5764372157359006,0.5229992347949807
+imperial_eskd,fewshot,fewshot_n5/draw2,lora5,mean4,pseudobulk_log1p_cpm,"LoRA, 5 donors",,0.5193172769122323,0.4089661941452222,0.5930746251539698,0.4556119111233977,0.3619112355701229,0.4421720691182997,,,0.5193172769122323,0.5930746251539698,0.3619112355701228,0.4421720691182997
+imperial_eskd,fewshot,fewshot_n5/draw2,scsemi5,mean4,mean_cp10k,"scSemiProfiler, 5 donors",,0.5623860563967511,0.3878956097042396,0.6433613217171205,0.3608915450886033,0.4309613438328892,0.4002781817882674,,,0.5623860563967511,0.6433613217171205,0.4309613438328892,0.4002781817882674
+imperial_eskd,fewshot,fewshot_n5/draw2,scsemi5,mean4,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",,0.2593472152544092,0.2035955920820962,0.5930746251539698,0.4556119111233977,0.1237333613242184,0.2793293439672171,,,0.2593472152544092,0.5930746251539698,0.1237333613242184,0.279329343967217
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,T cell,mean_cp10k,"Zero-shot, real bulk",3031.0,0.6124855107398789,0.4367593282641886,0.6363131785460265,0.2221196410736298,0.4141482456966424,0.539943414230109,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.6124855107398789,0.6363131785460265,0.4141482456966424,0.539943414230109
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,T cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3031.0,0.4045028568145449,0.2569662702989112,0.6151584600190607,0.4290373562305819,0.1218402983848231,0.5246193196592213,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.4045028568145449,0.6151584600190607,0.1218402983848231,0.5246193196592213
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,B cell,mean_cp10k,"Zero-shot, real bulk",3186.0,0.588850274837623,0.4246423918528091,0.6181604529907424,0.2891685908098247,0.4456211267157353,0.4451828933665038,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.588850274837623,0.6181604529907424,0.4456211267157353,0.4451828933665038
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,B cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3186.0,0.3368927050834644,0.2375767514523969,0.4479445109520174,0.3356749861200554,0.2037818754199526,0.3750417327025343,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.3368927050834644,0.4479445109520174,0.2037818754199526,0.3750417327025343
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,Monocyte,mean_cp10k,"Zero-shot, real bulk",2879.0,0.6926057136782394,0.4946884250557362,0.7038117222497147,0.5118395099271565,0.3971937541700187,0.6963470495636659,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.6926057136782394,0.7038117222497147,0.3971937541700187,0.6963470495636659
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, real bulk",2879.0,0.636442770139908,0.5217048977108764,0.6894081488945825,0.5416604022437552,0.3485450545352426,0.6425602471459141,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.636442770139908,0.6894081488945825,0.3485450545352426,0.6425602471459141
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,NK cell,mean_cp10k,"Zero-shot, real bulk",2964.0,0.6114377327071373,0.4306594685127558,0.6572983397395356,0.3368773720764989,0.3804184283745059,0.5726573371208565,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.6114377327071373,0.6572983397395356,0.3804184283745059,0.5726573371208565
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,NK cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",2964.0,0.4111075183986138,0.316740516485363,0.5733589034230205,0.4049098391827886,0.1954082884957741,0.4706453466621477,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.4111075183986138,0.5733589034230205,0.1954082884957741,0.4706453466621477
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,T cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3031.0,0.6645945361736147,0.1958063687515982,0.8064531829464097,0.7145140293768902,0.3421155011423309,0.629112734365576,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.6645945361736147,0.8064531829464097,0.3421155011423309,0.629112734365576
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,T cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3031.0,0.5082348516339813,0.2904960586957578,0.7600213022941728,0.658640917680498,0.141739201338029,0.5690463166733468,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.5082348516339813,0.7600213022941728,0.141739201338029,0.5690463166733468
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,B cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3186.0,0.5551359572772101,0.2010593599419474,0.7671314071471921,0.6446207168012079,0.2193635998447477,0.5733621896366146,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.5551359572772101,0.7671314071471921,0.2193635998447477,0.5733621896366146
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,B cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3186.0,0.4183466717912213,0.3355528645535963,0.5056007459574575,0.4348821411709309,0.2815293484562661,0.3838110654077115,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.4183466717912213,0.5056007459574575,0.2815293484562661,0.3838110654077115
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,Monocyte,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",2879.0,0.7054233475859891,0.5140560135969792,0.7283099062648231,0.5279038895276017,0.3849551308527789,0.7155671678992825,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.7054233475859891,0.7283099062648231,0.3849551308527789,0.7155671678992825
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",2879.0,0.6126848877362917,0.4698760521361825,0.6381736745511231,0.4848254370971955,0.3817214444649077,0.587357487493489,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.6126848877362917,0.6381736745511231,0.3817214444649077,0.587357487493489
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,NK cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",2964.0,0.7149749797769791,0.3617861267268121,0.7712534988434764,0.6841132645067995,0.4860770956066465,0.608762732818877,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.7149749797769791,0.7712534988434764,0.4860770956066465,0.608762732818877
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,NK cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",2964.0,0.4617752687461537,0.3018362698195994,0.7055087737811083,0.5967261031305641,0.1935459936596244,0.4844434657078423,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.4617752687461537,0.7055087737811083,0.1935459936596244,0.4844434657078423
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,T cell,mean_cp10k,Zero-shot + calibration,3031.0,0.6623249823303813,0.2185979959137468,0.7036694143096747,0.4235337622079474,0.3681132066234231,0.6629731829365979,test_cal.npz@40362513,40362513b4fa1934476d1e1110fde358cf26982573ab6e00bf2d5f5b2d7e5afb,0.6623249823303813,0.7036694143096747,0.3681132066234231,0.6629731829365979
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,T cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3031.0,0.4790393213559188,0.2613368659005027,0.621388490218444,0.4435813381885871,0.1352986713209496,0.6398080608264917,test_cal.npz@40362513,40362513b4fa1934476d1e1110fde358cf26982573ab6e00bf2d5f5b2d7e5afb,0.4790393213559188,0.621388490218444,0.1352986713209496,0.6398080608264917
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,B cell,mean_cp10k,Zero-shot + calibration,3186.0,0.5816754597181741,0.2750963887257426,0.6650411785314871,0.4165347022262984,0.2942485397281975,0.6137829007420313,test_cal.npz@40362513,40362513b4fa1934476d1e1110fde358cf26982573ab6e00bf2d5f5b2d7e5afb,0.5816754597181741,0.6650411785314871,0.2942485397281975,0.6137829007420313
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,B cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3186.0,0.3832666755729807,0.3128004763212257,0.4526636224403302,0.3325234114601438,0.2158353348779934,0.471829004751337,test_cal.npz@40362513,40362513b4fa1934476d1e1110fde358cf26982573ab6e00bf2d5f5b2d7e5afb,0.3832666755729807,0.4526636224403302,0.2158353348779934,0.471829004751337
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,Monocyte,mean_cp10k,Zero-shot + calibration,2879.0,0.6890897325279419,0.4657726636970746,0.6788605077951889,0.4876859992028676,0.4383882278115623,0.6580187951975003,test_cal.npz@40362513,40362513b4fa1934476d1e1110fde358cf26982573ab6e00bf2d5f5b2d7e5afb,0.6890897325279419,0.6788605077951889,0.4383882278115623,0.6580187951975003
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,Monocyte,pseudobulk_log1p_cpm,Zero-shot + calibration,2879.0,0.5812161781110188,0.4266085751477454,0.6896580024103465,0.5492161429816186,0.2811829157755131,0.6084629687520582,test_cal.npz@40362513,40362513b4fa1934476d1e1110fde358cf26982573ab6e00bf2d5f5b2d7e5afb,0.5812161781110188,0.6896580024103465,0.2811829157755131,0.6084629687520582
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,NK cell,mean_cp10k,Zero-shot + calibration,2964.0,0.6906313430531738,0.3319740522846199,0.7012100772102766,0.4651738041652978,0.4321417154869099,0.6516265506193375,test_cal.npz@40362513,40362513b4fa1934476d1e1110fde358cf26982573ab6e00bf2d5f5b2d7e5afb,0.6906313430531738,0.7012100772102766,0.4321417154869099,0.6516265506193375
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,NK cell,pseudobulk_log1p_cpm,Zero-shot + calibration,2964.0,0.4617576946039833,0.3008286343067118,0.582474818950083,0.4156447737851407,0.2049238995711618,0.5548325748872708,test_cal.npz@40362513,40362513b4fa1934476d1e1110fde358cf26982573ab6e00bf2d5f5b2d7e5afb,0.4617576946039833,0.582474818950083,0.2049238995711618,0.5548325748872708
+imperial_eskd,fewshot,fewshot_n5/draw3,lora5,T cell,mean_cp10k,"LoRA, 5 donors",3031.0,0.8225328866121204,0.6463540264967877,0.6363131785460265,0.2221196410736298,0.7286072455952531,0.5620620128024106,test_raw.npz@1bb5ea46,1bb5ea46702a37ba35cf81b4e82426c5cfa539ef881c477be37e40621df26b7f,0.8225328866121204,0.6363131785460265,0.7286072455952531,0.5620620128024106
+imperial_eskd,fewshot,fewshot_n5/draw3,lora5,T cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3031.0,0.6446985442954168,0.4783167076567295,0.6151584600190607,0.4290373562305819,0.4371981079348407,0.5995870174366118,test_raw.npz@1bb5ea46,1bb5ea46702a37ba35cf81b4e82426c5cfa539ef881c477be37e40621df26b7f,0.6446985442954168,0.6151584600190607,0.4371981079348407,0.5995870174366118
+imperial_eskd,fewshot,fewshot_n5/draw3,lora5,B cell,mean_cp10k,"LoRA, 5 donors",3186.0,0.62274235935065,0.4424193157657772,0.6181604529907424,0.2891685908098247,0.4824706715286068,0.4639179096589378,test_raw.npz@1bb5ea46,1bb5ea46702a37ba35cf81b4e82426c5cfa539ef881c477be37e40621df26b7f,0.62274235935065,0.6181604529907424,0.4824706715286068,0.4639179096589378
+imperial_eskd,fewshot,fewshot_n5/draw3,lora5,B cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3186.0,0.350809903279728,0.3080732858114861,0.4479445109520174,0.3356749861200554,0.2288548010215547,0.3563683383164116,test_raw.npz@1bb5ea46,1bb5ea46702a37ba35cf81b4e82426c5cfa539ef881c477be37e40621df26b7f,0.350809903279728,0.4479445109520174,0.2288548010215547,0.3563683383164116
+imperial_eskd,fewshot,fewshot_n5/draw3,lora5,Monocyte,mean_cp10k,"LoRA, 5 donors",2879.0,0.7427423371607562,0.5331243221806274,0.7038117222497147,0.5118395099271565,0.5217632499431325,0.6593851386287463,test_raw.npz@1bb5ea46,1bb5ea46702a37ba35cf81b4e82426c5cfa539ef881c477be37e40621df26b7f,0.7427423371607562,0.7038117222497147,0.5217632499431325,0.6593851386287463
+imperial_eskd,fewshot,fewshot_n5/draw3,lora5,Monocyte,pseudobulk_log1p_cpm,"LoRA, 5 donors",2879.0,0.6568848948029294,0.5155167402426798,0.6894081488945825,0.5416604022437552,0.412194855512953,0.6094527878457299,test_raw.npz@1bb5ea46,1bb5ea46702a37ba35cf81b4e82426c5cfa539ef881c477be37e40621df26b7f,0.6568848948029294,0.6894081488945825,0.412194855512953,0.6094527878457299
+imperial_eskd,fewshot,fewshot_n5/draw3,lora5,NK cell,mean_cp10k,"LoRA, 5 donors",2964.0,0.7943448114261757,0.5469516010551613,0.6572983397395356,0.3368773720764989,0.6701191189597228,0.5858046433793623,test_raw.npz@1bb5ea46,1bb5ea46702a37ba35cf81b4e82426c5cfa539ef881c477be37e40621df26b7f,0.7943448114261757,0.6572983397395356,0.6701191189597228,0.5858046433793623
+imperial_eskd,fewshot,fewshot_n5/draw3,lora5,NK cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",2964.0,0.5417757689640134,0.4081751169158443,0.5733589034230205,0.4049098391827886,0.3524381149755503,0.5124498790617447,test_raw.npz@1bb5ea46,1bb5ea46702a37ba35cf81b4e82426c5cfa539ef881c477be37e40621df26b7f,0.5417757689640134,0.5733589034230205,0.3524381149755503,0.5124498790617447
+imperial_eskd,fewshot,fewshot_n5/draw3,scsemi5,T cell,mean_cp10k,"scSemiProfiler, 5 donors",3031.0,0.6061803082837304,0.5493678858196998,0.6363131785460265,0.2221196410736298,0.5407485211579497,0.3349365208264034,test_raw.npz@1bb5ea46,1bb5ea46702a37ba35cf81b4e82426c5cfa539ef881c477be37e40621df26b7f,0.6061803082837304,0.6363131785460265,0.5407485211579497,0.3349365208264034
+imperial_eskd,fewshot,fewshot_n5/draw3,scsemi5,T cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3031.0,0.4352838555417184,0.3304667460779615,0.6151584600190607,0.4290373562305819,0.3033721961874652,0.3422698692413156,test_raw.npz@1bb5ea46,1bb5ea46702a37ba35cf81b4e82426c5cfa539ef881c477be37e40621df26b7f,0.4352838555417184,0.6151584600190607,0.3033721961874652,0.3422698692413156
+imperial_eskd,fewshot,fewshot_n5/draw3,scsemi5,B cell,mean_cp10k,"scSemiProfiler, 5 donors",3186.0,0.485353746615838,0.2336805353051101,0.6181604529907424,0.2891685908098247,0.3549261932096881,0.3649665865727912,test_raw.npz@1bb5ea46,1bb5ea46702a37ba35cf81b4e82426c5cfa539ef881c477be37e40621df26b7f,0.485353746615838,0.6181604529907424,0.3549261932096881,0.3649665865727912
+imperial_eskd,fewshot,fewshot_n5/draw3,scsemi5,B cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3186.0,0.1408350382666927,0.0834566661484875,0.4479445109520174,0.3356749861200554,0.0074624822736937,0.3001953182247108,test_raw.npz@1bb5ea46,1bb5ea46702a37ba35cf81b4e82426c5cfa539ef881c477be37e40621df26b7f,0.1408350382666927,0.4479445109520174,0.0074624822736937,0.3001953182247108
+imperial_eskd,fewshot,fewshot_n5/draw3,scsemi5,Monocyte,mean_cp10k,"scSemiProfiler, 5 donors",2879.0,0.5994553306842716,0.2918693891746285,0.7038117222497147,0.5118395099271565,0.3598959714795918,0.5478285778796022,test_raw.npz@1bb5ea46,1bb5ea46702a37ba35cf81b4e82426c5cfa539ef881c477be37e40621df26b7f,0.5994553306842716,0.7038117222497147,0.3598959714795918,0.5478285778796022
+imperial_eskd,fewshot,fewshot_n5/draw3,scsemi5,Monocyte,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",2879.0,0.435801881305859,0.3032713032146792,0.6894081488945825,0.5416604022437552,0.1691980327052629,0.4757698343084072,test_raw.npz@1bb5ea46,1bb5ea46702a37ba35cf81b4e82426c5cfa539ef881c477be37e40621df26b7f,0.435801881305859,0.6894081488945825,0.1691980327052629,0.4757698343084072
+imperial_eskd,fewshot,fewshot_n5/draw3,scsemi5,NK cell,mean_cp10k,"scSemiProfiler, 5 donors",2964.0,0.6749209746335916,0.413649044428376,0.6572983397395356,0.3368773720764989,0.5785783793398267,0.4269332339414219,test_raw.npz@1bb5ea46,1bb5ea46702a37ba35cf81b4e82426c5cfa539ef881c477be37e40621df26b7f,0.6749209746335916,0.6572983397395356,0.5785783793398267,0.4269332339414219
+imperial_eskd,fewshot,fewshot_n5/draw3,scsemi5,NK cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",2964.0,0.417314773928692,0.2763785462603703,0.5733589034230205,0.4049098391827886,0.2750363032581591,0.3613894291204923,test_raw.npz@1bb5ea46,1bb5ea46702a37ba35cf81b4e82426c5cfa539ef881c477be37e40621df26b7f,0.417314773928692,0.5733589034230205,0.2750363032581591,0.3613894291204923
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,mean4,mean_cp10k,"Zero-shot, real bulk",,0.6263448079907197,0.4466874034213724,0.6538959233815048,0.3400012784717775,0.4093453887392256,0.5635326735702838,,,0.6263448079907197,0.6538959233815048,0.4093453887392255,0.5635326735702838
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_raw,mean4,pseudobulk_log1p_cpm,"Zero-shot, real bulk",,0.4472364626091328,0.3332471089868869,0.5814675058221703,0.4278206459442952,0.2173938792089481,0.5032166615424544,,,0.4472364626091327,0.5814675058221703,0.2173938792089481,0.5032166615424544
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,mean4,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",,0.6600322052034482,0.3181769672543342,0.7682869988004754,0.6427879750531248,0.358127831861626,0.6317012061800875,,,0.6600322052034482,0.7682869988004754,0.358127831861626,0.6317012061800875
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_pseudo,mean4,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",,0.500260419976912,0.3494403113012839,0.6523261241459655,0.5437686497697971,0.2496339969797067,0.5061645838205974,,,0.500260419976912,0.6523261241459655,0.2496339969797067,0.5061645838205974
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,mean4,mean_cp10k,Zero-shot + calibration,,0.6559303794074177,0.322860275155296,0.6871952944616568,0.4482320669506027,0.3832229224125232,0.6466003573738668,,,0.6559303794074177,0.6871952944616568,0.3832229224125232,0.6466003573738668
+imperial_eskd,fewshot,fewshot_n5/draw3,zs_cal,mean4,pseudobulk_log1p_cpm,Zero-shot + calibration,,0.4763199674109754,0.3253936379190464,0.586546233504801,0.4352414166038726,0.2093102053864045,0.5687331523042894,,,0.4763199674109754,0.586546233504801,0.2093102053864044,0.5687331523042894
+imperial_eskd,fewshot,fewshot_n5/draw3,lora5,mean4,mean_cp10k,"LoRA, 5 donors",,0.7455905986374256,0.5422123163745884,0.6538959233815048,0.3400012784717775,0.6007400715066787,0.5677924261173642,,,0.7455905986374256,0.6538959233815048,0.6007400715066787,0.5677924261173642
+imperial_eskd,fewshot,fewshot_n5/draw3,lora5,mean4,pseudobulk_log1p_cpm,"LoRA, 5 donors",,0.5485422778355219,0.4275204626566849,0.5814675058221703,0.4278206459442952,0.3576714698612246,0.5194645056651245,,,0.5485422778355219,0.5814675058221703,0.3576714698612246,0.5194645056651245
+imperial_eskd,fewshot,fewshot_n5/draw3,scsemi5,mean4,mean_cp10k,"scSemiProfiler, 5 donors",,0.5914775900543578,0.3721417136819536,0.6538959233815048,0.3400012784717775,0.4585372662967641,0.4186662298050546,,,0.5914775900543578,0.6538959233815048,0.458537266296764,0.4186662298050546
+imperial_eskd,fewshot,fewshot_n5/draw3,scsemi5,mean4,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",,0.3573088872607405,0.2483933154253746,0.5814675058221703,0.4278206459442952,0.1887672536061452,0.3699061127237315,,,0.3573088872607405,0.5814675058221703,0.1887672536061452,0.3699061127237314
+imperial_eskd,fewshot,fewshot_n5/draw4,zs_raw,T cell,mean_cp10k,"Zero-shot, real bulk",3032.0,0.6109307974746977,0.4402589974712086,0.6232824935145761,0.2373874092222176,0.419707423230696,0.5354476041341911,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.6109307974746977,0.6232824935145761,0.419707423230696,0.5354476041341911
+imperial_eskd,fewshot,fewshot_n5/draw4,zs_raw,T cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3032.0,0.4109937630129756,0.2560397226643243,0.6213005296240948,0.4462384287701846,0.1177534724440036,0.536145838918674,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.4109937630129756,0.6213005296240948,0.1177534724440036,0.536145838918674
+imperial_eskd,fewshot,fewshot_n5/draw4,zs_raw,B cell,mean_cp10k,"Zero-shot, real bulk",3180.0,0.6232628337341217,0.4585857859341881,0.6315018114438883,0.3359229486065994,0.4873798000280328,0.4536580085875757,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.6232628337341217,0.6315018114438883,0.4873798000280328,0.4536580085875757
+imperial_eskd,fewshot,fewshot_n5/draw4,zs_raw,B cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3180.0,0.3876257974869885,0.2902909247197978,0.4959234372783951,0.3963909780206669,0.2444518744263594,0.3869265106858076,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.3876257974869885,0.4959234372783951,0.2444518744263594,0.3869265106858076
+imperial_eskd,fewshot,fewshot_n5/draw4,zs_raw,Monocyte,mean_cp10k,"Zero-shot, real bulk",2878.0,0.6953311231495997,0.5121218575796679,0.7121111596726496,0.5314200649814642,0.3899372496665773,0.7030458535739675,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.6953311231495997,0.7121111596726496,0.3899372496665773,0.7030458535739675
+imperial_eskd,fewshot,fewshot_n5/draw4,zs_raw,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, real bulk",2878.0,0.6592657243451144,0.5566953663143,0.7117946294640722,0.5696416881242722,0.3649414429200966,0.6536726760603243,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.6592657243451144,0.7117946294640722,0.3649414429200966,0.6536726760603243
+imperial_eskd,fewshot,fewshot_n5/draw4,zs_raw,NK cell,mean_cp10k,"Zero-shot, real bulk",2963.0,0.6146181465398237,0.4451951025754443,0.6592751152623284,0.3676194945917538,0.3781004472928536,0.5814188182127615,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.6146181465398237,0.6592751152623284,0.3781004472928536,0.5814188182127615
+imperial_eskd,fewshot,fewshot_n5/draw4,zs_raw,NK cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",2963.0,0.426621018928674,0.3265268248902385,0.5939124968903833,0.4305268131866424,0.1978546648669122,0.4837511297613545,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.426621018928674,0.5939124968903833,0.1978546648669122,0.4837511297613545
+imperial_eskd,fewshot,fewshot_n5/draw4,zs_pseudo,T cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3032.0,0.6898714171677522,0.3078632855777152,0.8012784861313031,0.7217262600321374,0.3699741209996734,0.6513524160952987,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.6898714171677522,0.8012784861313031,0.3699741209996734,0.6513524160952987
+imperial_eskd,fewshot,fewshot_n5/draw4,zs_pseudo,T cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3032.0,0.5475181918703532,0.3578949607262918,0.7771901908210385,0.6823542653102379,0.1715062551482148,0.5926338662695391,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.5475181918703532,0.7771901908210385,0.1715062551482148,0.5926338662695391
+imperial_eskd,fewshot,fewshot_n5/draw4,zs_pseudo,B cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3180.0,0.5962798800250234,0.2612762039671678,0.7756512910857081,0.6542603272720234,0.2597912638958209,0.5995601208684403,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.5962798800250234,0.7756512910857081,0.2597912638958209,0.5995601208684403
+imperial_eskd,fewshot,fewshot_n5/draw4,zs_pseudo,B cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3180.0,0.4617633858664616,0.3836044238993387,0.5280320979524334,0.4536912052783951,0.3111505936191799,0.4204652846800287,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.4617633858664616,0.5280320979524334,0.3111505936191799,0.4204652846800287
+imperial_eskd,fewshot,fewshot_n5/draw4,zs_pseudo,Monocyte,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",2878.0,0.7006363497172315,0.5090966673489423,0.7290097423760282,0.5352369285966048,0.3758539402882661,0.7139884712611011,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.7006363497172315,0.7290097423760282,0.3758539402882661,0.7139884712611011
+imperial_eskd,fewshot,fewshot_n5/draw4,zs_pseudo,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",2878.0,0.6194979584026825,0.4849162367484066,0.6831799251075885,0.5474085806290168,0.3508616994845472,0.6094479550648207,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.6194979584026825,0.6831799251075885,0.3508616994845472,0.6094479550648207
+imperial_eskd,fewshot,fewshot_n5/draw4,zs_pseudo,NK cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",2963.0,0.7300316527658247,0.4103066977966723,0.7741715916895334,0.6989725108958654,0.500474123470537,0.6228548778221664,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.7300316527658247,0.7741715916895334,0.500474123470537,0.6228548778221664
+imperial_eskd,fewshot,fewshot_n5/draw4,zs_pseudo,NK cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",2963.0,0.5100552136074036,0.3575230081195223,0.7384560548085464,0.6377639858576253,0.2260204634706865,0.5136236949231515,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.5100552136074036,0.7384560548085464,0.2260204634706865,0.5136236949231515
+imperial_eskd,fewshot,fewshot_n5/draw4,zs_cal,T cell,mean_cp10k,Zero-shot + calibration,3032.0,0.6906719583703061,0.3758055878821101,0.6947791442588568,0.4177546375662997,0.4134029677188868,0.6805179330163883,test_cal.npz@54c29b0c,54c29b0cfc099fba848b52711322621deba2b4006b319d2682e56e3ccdaef509,0.6906719583703061,0.6947791442588568,0.4134029677188868,0.6805179330163883
+imperial_eskd,fewshot,fewshot_n5/draw4,zs_cal,T cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3032.0,0.5346328733742486,0.347634838503402,0.6269969658992539,0.4601993640118842,0.2090023949425712,0.6568956207696959,test_cal.npz@54c29b0c,54c29b0cfc099fba848b52711322621deba2b4006b319d2682e56e3ccdaef509,0.5346328733742486,0.6269969658992539,0.2090023949425712,0.6568956207696959
+imperial_eskd,fewshot,fewshot_n5/draw4,zs_cal,B cell,mean_cp10k,Zero-shot + calibration,3180.0,0.6518211006433844,0.3312658114205442,0.6816936254973113,0.4464365055864733,0.3706482368595307,0.6558965113593966,test_cal.npz@54c29b0c,54c29b0cfc099fba848b52711322621deba2b4006b319d2682e56e3ccdaef509,0.6518211006433844,0.6816936254973113,0.3706482368595307,0.6558965113593966
+imperial_eskd,fewshot,fewshot_n5/draw4,zs_cal,B cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3180.0,0.4658860415508136,0.3646663243346914,0.4990470715437691,0.3949445389251315,0.2703082368605263,0.5378436850535947,test_cal.npz@54c29b0c,54c29b0cfc099fba848b52711322621deba2b4006b319d2682e56e3ccdaef509,0.4658860415508136,0.4990470715437691,0.2703082368605263,0.5378436850535947
+imperial_eskd,fewshot,fewshot_n5/draw4,zs_cal,Monocyte,mean_cp10k,Zero-shot + calibration,2878.0,0.7085062611408472,0.5131666192451342,0.7156949417535605,0.514565549633383,0.4177036928913486,0.6981025009050835,test_cal.npz@54c29b0c,54c29b0cfc099fba848b52711322621deba2b4006b319d2682e56e3ccdaef509,0.7085062611408472,0.7156949417535605,0.4177036928913486,0.6981025009050835
+imperial_eskd,fewshot,fewshot_n5/draw4,zs_cal,Monocyte,pseudobulk_log1p_cpm,Zero-shot + calibration,2878.0,0.6264297871768997,0.4816665071613347,0.7153546539516727,0.5775045940568999,0.3113176669591441,0.6427234393279164,test_cal.npz@54c29b0c,54c29b0cfc099fba848b52711322621deba2b4006b319d2682e56e3ccdaef509,0.6264297871768997,0.7153546539516727,0.3113176669591441,0.6427234393279164
+imperial_eskd,fewshot,fewshot_n5/draw4,zs_cal,NK cell,mean_cp10k,Zero-shot + calibration,2963.0,0.7142581762811294,0.4222531839307215,0.7061712279705232,0.4808101397804196,0.4484311291907716,0.6830727980779477,test_cal.npz@54c29b0c,54c29b0cfc099fba848b52711322621deba2b4006b319d2682e56e3ccdaef509,0.7142581762811294,0.7061712279705232,0.4484311291907716,0.6830727980779477
+imperial_eskd,fewshot,fewshot_n5/draw4,zs_cal,NK cell,pseudobulk_log1p_cpm,Zero-shot + calibration,2963.0,0.4989146052997901,0.3546795478687035,0.6006723483520284,0.4396541529558779,0.2332663088504523,0.5770164250465211,test_cal.npz@54c29b0c,54c29b0cfc099fba848b52711322621deba2b4006b319d2682e56e3ccdaef509,0.4989146052997901,0.6006723483520284,0.2332663088504523,0.5770164250465211
+imperial_eskd,fewshot,fewshot_n5/draw4,lora5,T cell,mean_cp10k,"LoRA, 5 donors",3032.0,0.8059045624765077,0.5986137425843415,0.6232824935145761,0.2373874092222176,0.6830373773657741,0.6219371457769157,test_raw.npz@55970c18,55970c18927ba5d8e151bf797760d36017fffd360229507c346e39c3c6759f69,0.8059045624765077,0.6232824935145761,0.6830373773657741,0.6219371457769157
+imperial_eskd,fewshot,fewshot_n5/draw4,lora5,T cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3032.0,0.6465446680830627,0.5065771306914294,0.6213005296240948,0.4462384287701846,0.4250371163624565,0.6200804115945403,test_raw.npz@55970c18,55970c18927ba5d8e151bf797760d36017fffd360229507c346e39c3c6759f69,0.6465446680830627,0.6213005296240948,0.4250371163624565,0.6200804115945403
+imperial_eskd,fewshot,fewshot_n5/draw4,lora5,B cell,mean_cp10k,"LoRA, 5 donors",3180.0,0.7163924713709098,0.4323556278651509,0.6315018114438883,0.3359229486065994,0.555801647558496,0.5771115200863269,test_raw.npz@55970c18,55970c18927ba5d8e151bf797760d36017fffd360229507c346e39c3c6759f69,0.7163924713709098,0.6315018114438883,0.555801647558496,0.5771115200863269
+imperial_eskd,fewshot,fewshot_n5/draw4,lora5,B cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3180.0,0.4296036374452691,0.3363033962862706,0.4959234372783951,0.3963909780206669,0.2827171287861692,0.4161268120271373,test_raw.npz@55970c18,55970c18927ba5d8e151bf797760d36017fffd360229507c346e39c3c6759f69,0.4296036374452691,0.4959234372783951,0.2827171287861692,0.4161268120271373
+imperial_eskd,fewshot,fewshot_n5/draw4,lora5,Monocyte,mean_cp10k,"LoRA, 5 donors",2878.0,0.7373071097010572,0.5378013230917515,0.7121111596726496,0.5314200649814642,0.5073758042263012,0.65925946583927,test_raw.npz@55970c18,55970c18927ba5d8e151bf797760d36017fffd360229507c346e39c3c6759f69,0.7373071097010572,0.7121111596726496,0.5073758042263012,0.65925946583927
+imperial_eskd,fewshot,fewshot_n5/draw4,lora5,Monocyte,pseudobulk_log1p_cpm,"LoRA, 5 donors",2878.0,0.6337093986912523,0.5099140187961652,0.7117946294640722,0.5696416881242722,0.3840550304844137,0.582159574712861,test_raw.npz@55970c18,55970c18927ba5d8e151bf797760d36017fffd360229507c346e39c3c6759f69,0.6337093986912523,0.7117946294640722,0.3840550304844137,0.582159574712861
+imperial_eskd,fewshot,fewshot_n5/draw4,lora5,NK cell,mean_cp10k,"LoRA, 5 donors",2963.0,0.7373692348845863,0.4580872554029639,0.6592751152623284,0.3676194945917538,0.5547085636439567,0.6241843468321499,test_raw.npz@55970c18,55970c18927ba5d8e151bf797760d36017fffd360229507c346e39c3c6759f69,0.7373692348845863,0.6592751152623284,0.5547085636439567,0.6241843468321499
+imperial_eskd,fewshot,fewshot_n5/draw4,lora5,NK cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",2963.0,0.4978441929415583,0.3513057364574237,0.5939124968903833,0.4305268131866424,0.2848434236777936,0.5052645958331808,test_raw.npz@55970c18,55970c18927ba5d8e151bf797760d36017fffd360229507c346e39c3c6759f69,0.4978441929415583,0.5939124968903833,0.2848434236777936,0.5052645958331808
+imperial_eskd,fewshot,fewshot_n5/draw4,scsemi5,T cell,mean_cp10k,"scSemiProfiler, 5 donors",3032.0,0.6608758993053973,0.4389237222402835,0.6232824935145761,0.2373874092222176,0.5172416570523088,0.4972953398344217,test_raw.npz@55970c18,55970c18927ba5d8e151bf797760d36017fffd360229507c346e39c3c6759f69,0.6608758993053973,0.6232824935145761,0.5172416570523088,0.4972953398344217
+imperial_eskd,fewshot,fewshot_n5/draw4,scsemi5,T cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3032.0,0.3941643397397091,0.2389824082755461,0.6213005296240948,0.4462384287701846,0.2144151580747905,0.3848269585485117,test_raw.npz@55970c18,55970c18927ba5d8e151bf797760d36017fffd360229507c346e39c3c6759f69,0.3941643397397091,0.6213005296240948,0.2144151580747905,0.3848269585485117
+imperial_eskd,fewshot,fewshot_n5/draw4,scsemi5,B cell,mean_cp10k,"scSemiProfiler, 5 donors",3180.0,0.508795842660168,0.2943772206741469,0.6315018114438883,0.3359229486065994,0.3404496337766379,0.4278760836552636,test_raw.npz@55970c18,55970c18927ba5d8e151bf797760d36017fffd360229507c346e39c3c6759f69,0.508795842660168,0.6315018114438883,0.3404496337766379,0.4278760836552636
+imperial_eskd,fewshot,fewshot_n5/draw4,scsemi5,B cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3180.0,0.0463991635070618,-0.037143344942567,0.4959234372783951,0.3963909780206669,-0.1119655712675593,0.2816755985251599,test_raw.npz@55970c18,55970c18927ba5d8e151bf797760d36017fffd360229507c346e39c3c6759f69,0.0463991635070618,0.4959234372783951,-0.1119655712675593,0.2816755985251599
+imperial_eskd,fewshot,fewshot_n5/draw4,scsemi5,Monocyte,mean_cp10k,"scSemiProfiler, 5 donors",2878.0,0.6022410345197411,0.2112036632715803,0.7121111596726496,0.5314200649814642,0.3232104511362981,0.5879575053115986,test_raw.npz@55970c18,55970c18927ba5d8e151bf797760d36017fffd360229507c346e39c3c6759f69,0.6022410345197411,0.7121111596726496,0.3232104511362981,0.5879575053115986
+imperial_eskd,fewshot,fewshot_n5/draw4,scsemi5,Monocyte,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",2878.0,0.3791373105369172,0.2412467450093808,0.7117946294640722,0.5696416881242722,0.0948794185198832,0.4489921291400756,test_raw.npz@55970c18,55970c18927ba5d8e151bf797760d36017fffd360229507c346e39c3c6759f69,0.3791373105369172,0.7117946294640722,0.0948794185198832,0.4489921291400756
+imperial_eskd,fewshot,fewshot_n5/draw4,scsemi5,NK cell,mean_cp10k,"scSemiProfiler, 5 donors",2963.0,0.6136729160725262,0.3615773130109792,0.6592751152623284,0.3676194945917538,0.4027262076016801,0.5460400579138946,test_raw.npz@55970c18,55970c18927ba5d8e151bf797760d36017fffd360229507c346e39c3c6759f69,0.6136729160725262,0.6592751152623284,0.4027262076016801,0.5460400579138946
+imperial_eskd,fewshot,fewshot_n5/draw4,scsemi5,NK cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",2963.0,0.3043099870466996,0.1935367011472223,0.5939124968903833,0.4305268131866424,0.1104145398103677,0.3736444778058893,test_raw.npz@55970c18,55970c18927ba5d8e151bf797760d36017fffd360229507c346e39c3c6759f69,0.3043099870466996,0.5939124968903833,0.1104145398103677,0.3736444778058893
+imperial_eskd,fewshot,fewshot_n5/draw4,zs_raw,mean4,mean_cp10k,"Zero-shot, real bulk",,0.6360357252245608,0.4640404358901273,0.6565426449733607,0.3680874793505088,0.4187812300545399,0.568392571127124,,,0.6360357252245608,0.6565426449733607,0.4187812300545399,0.568392571127124
+imperial_eskd,fewshot,fewshot_n5/draw4,zs_raw,mean4,pseudobulk_log1p_cpm,"Zero-shot, real bulk",,0.4711265759434381,0.3573882096471652,0.6057327733142364,0.4606994770254415,0.231250363664343,0.51512403885654,,,0.4711265759434381,0.6057327733142364,0.2312503636643429,0.51512403885654
+imperial_eskd,fewshot,fewshot_n5/draw4,zs_pseudo,mean4,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",,0.679204824918958,0.3721357136726244,0.7700277778206431,0.6525490066991577,0.3765233621635744,0.6469389715117516,,,0.679204824918958,0.7700277778206431,0.3765233621635743,0.6469389715117516
+imperial_eskd,fewshot,fewshot_n5/draw4,zs_pseudo,mean4,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",,0.5347086874367253,0.3959846573733899,0.6817145671724016,0.5803045092688188,0.2648847529306571,0.534042700234385,,,0.5347086874367253,0.6817145671724016,0.264884752930657,0.5340427002343849
+imperial_eskd,fewshot,fewshot_n5/draw4,zs_cal,mean4,mean_cp10k,Zero-shot + calibration,,0.6913143741089167,0.4106228006196274,0.6995847348700629,0.4648917081416439,0.4125465066651345,0.6793974358397041,,,0.6913143741089167,0.6995847348700629,0.4125465066651344,0.6793974358397041
+imperial_eskd,fewshot,fewshot_n5/draw4,zs_cal,mean4,pseudobulk_log1p_cpm,Zero-shot + calibration,,0.531465826850438,0.3871618044670329,0.6105177599366811,0.4680756624874484,0.2559736519031735,0.603619792549432,,,0.531465826850438,0.610517759936681,0.2559736519031734,0.603619792549432
+imperial_eskd,fewshot,fewshot_n5/draw4,lora5,mean4,mean_cp10k,"LoRA, 5 donors",,0.7492433446082651,0.506714487236052,0.6565426449733607,0.3680874793505088,0.575230848198632,0.6206231196336656,,,0.7492433446082651,0.6565426449733607,0.575230848198632,0.6206231196336656
+imperial_eskd,fewshot,fewshot_n5/draw4,lora5,mean4,pseudobulk_log1p_cpm,"LoRA, 5 donors",,0.5519254742902856,0.4260250705578222,0.6057327733142364,0.4606994770254415,0.3441631748277083,0.5309078485419298,,,0.5519254742902856,0.6057327733142364,0.3441631748277083,0.5309078485419298
+imperial_eskd,fewshot,fewshot_n5/draw4,scsemi5,mean4,mean_cp10k,"scSemiProfiler, 5 donors",,0.5963964231394581,0.3265204797992475,0.6565426449733607,0.3680874793505088,0.3959069873917312,0.5147922466787946,,,0.5963964231394581,0.6565426449733607,0.3959069873917312,0.5147922466787946
+imperial_eskd,fewshot,fewshot_n5/draw4,scsemi5,mean4,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",,0.2810027002075969,0.1591556273723955,0.6057327733142364,0.4606994770254415,0.0769358862843705,0.3722847910049091,,,0.2810027002075969,0.6057327733142364,0.0769358862843705,0.3722847910049091
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_raw,T cell,mean_cp10k,"Zero-shot, real bulk",3038.0,0.2070060642562247,0.2049386289797899,0.2119702858993605,0.1430578286454578,0.1646554816321611,0.2395492861112115,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.2070060642562247,0.2119702858993605,0.1646554816321611,0.2395492861112115
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_raw,T cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3038.0,0.1309457667827478,0.1384479958496998,0.3111080127833571,0.2395276863839981,0.0968281833024846,0.1275250356872171,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.1309457667827478,0.3111080127833571,0.0968281833024846,0.1275250356872171
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_raw,B cell,mean_cp10k,"Zero-shot, real bulk",3233.0,-0.055100577872403,-0.0408775350066629,0.1007393844730222,0.0393317451819086,-0.0675074126256716,0.1153020962212027,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,-0.055100577872403,0.1007393844730222,-0.0675074126256716,0.1153020962212027
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_raw,B cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3233.0,-0.0859704026801497,-0.0881640643148358,0.0120726387704035,-0.0045063769642748,-0.0869518911389709,0.0653697137068064,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,-0.0859704026801497,0.0120726387704035,-0.0869518911389709,0.0653697137068064
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_raw,Monocyte,mean_cp10k,"Zero-shot, real bulk",3193.0,0.230395398376121,0.1963367134005312,0.3732268158395985,0.243948638909352,0.1438469174722126,0.2733615693408383,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.230395398376121,0.3732268158395985,0.1438469174722126,0.2733615693408383
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_raw,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3193.0,0.1447685437016255,0.1673456315536199,0.3506580485024196,0.2569145591759993,0.1050262587667845,0.1349188902143251,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.1447685437016255,0.3506580485024196,0.1050262587667845,0.1349188902143251
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_raw,NK cell,mean_cp10k,"Zero-shot, real bulk",3059.0,0.0277758940148578,0.0019327288713732,0.1665379702415652,0.0872560765080752,0.0017893730265517,0.1563199069201856,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.0277758940148578,0.1665379702415652,0.0017893730265517,0.1563199069201856
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_raw,NK cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3059.0,0.0235019533759363,0.0196590244580452,0.1504832147417468,0.0848543558548311,0.0111908704849377,0.0829103065754566,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.0235019533759363,0.1504832147417468,0.0111908704849377,0.0829103065754566
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,T cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3038.0,0.3575246076034932,0.4244294188397033,0.7329627431284503,0.7095707310672154,0.0479092728422233,0.4480274725543216,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.3575246076034932,0.7329627431284503,0.0479092728422233,0.4480274725543216
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,T cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3038.0,0.355241725633106,0.3574792754945082,0.8279850678350604,0.801625914370199,0.1197397355474525,0.3531762109251186,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.355241725633106,0.8279850678350604,0.1197397355474525,0.3531762109251186
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,B cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3233.0,0.051986389734052,0.084849697300394,0.4385862165859495,0.3711338208850711,-0.0123461839374009,0.1435677315705975,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.051986389734052,0.4385862165859495,-0.0123461839374009,0.1435677315705975
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,B cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3233.0,0.0016621341786384,-0.0040798398878394,0.312886774081883,0.2362248489552238,-0.0177288296622416,0.0590355357724127,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.0016621341786384,0.312886774081883,-0.0177288296622416,0.0590355357724127
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,Monocyte,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3193.0,0.2502114544605258,0.1625013651086641,0.6750072458954721,0.5134719136584969,0.1675170811299576,0.1909454742846662,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.2502114544605258,0.6750072458954721,0.1675170811299576,0.1909454742846662
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3193.0,0.1648576342157127,0.1278048232499984,0.7377389223336729,0.6088647923552138,0.009022491580737,0.2154009386016822,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.1648576342157127,0.7377389223336729,0.009022491580737,0.2154009386016822
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,NK cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3059.0,0.0764185878980645,0.0570079054745482,0.7466234747848354,0.6624719182301707,-0.0434793951952352,0.1407072768143403,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.0764185878980645,0.7466234747848354,-0.0434793951952352,0.1407072768143403
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,NK cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3059.0,0.0885149106284356,0.0361562167592311,0.6255816181093404,0.544077656535059,0.0123478976102215,0.1262163536284401,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.0885149106284356,0.6255816181093404,0.0123478976102215,0.1262163536284401
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,T cell,mean_cp10k,Zero-shot + calibration,3038.0,0.2110358225247066,0.2037723996610584,0.0990997217861805,0.0324426207622172,0.2044762843794582,0.0835220131636629,test_cal.npz@7141bb69,7141bb69609b7484cd7d34e903cc1de953f5b33dd0dc5389b9ecfc4c9c9e4013,0.2110358225247066,0.0990997217861805,0.2044762843794582,0.0835220131636629
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,T cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3038.0,0.1349921305082588,0.1175797346616111,0.3007422044972115,0.2366361958316666,0.1125092345819969,0.0936448990622665,test_cal.npz@7141bb69,7141bb69609b7484cd7d34e903cc1de953f5b33dd0dc5389b9ecfc4c9c9e4013,0.1349921305082588,0.3007422044972115,0.1125092345819969,0.0936448990622665
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,B cell,mean_cp10k,Zero-shot + calibration,3233.0,-0.0267640304594173,-0.0497838618372475,0.0075841515689263,-0.0397958131782001,-0.0269611919731401,0.0248008489020961,test_cal.npz@7141bb69,7141bb69609b7484cd7d34e903cc1de953f5b33dd0dc5389b9ecfc4c9c9e4013,-0.0267640304594173,0.0075841515689263,-0.0269611919731401,0.0248008489020961
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,B cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3233.0,-0.0172168995816496,-0.0265070139862144,0.0155322095694341,-0.0069553825564728,-0.0184126661379875,0.0736262114054902,test_cal.npz@7141bb69,7141bb69609b7484cd7d34e903cc1de953f5b33dd0dc5389b9ecfc4c9c9e4013,-0.0172168995816496,0.0155322095694341,-0.0184126661379875,0.0736262114054902
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,Monocyte,mean_cp10k,Zero-shot + calibration,3193.0,0.174395291078294,0.13547615005002,0.302367707418219,0.2178863092533696,0.1517820859860829,0.1007170607590101,test_cal.npz@7141bb69,7141bb69609b7484cd7d34e903cc1de953f5b33dd0dc5389b9ecfc4c9c9e4013,0.174395291078294,0.302367707418219,0.1517820859860829,0.1007170607590101
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,Monocyte,pseudobulk_log1p_cpm,Zero-shot + calibration,3193.0,0.1053938802975219,0.1079375920520869,0.3375594614713602,0.2573555844615516,0.0825256610270054,0.0828874347087771,test_cal.npz@7141bb69,7141bb69609b7484cd7d34e903cc1de953f5b33dd0dc5389b9ecfc4c9c9e4013,0.1053938802975219,0.3375594614713602,0.0825256610270054,0.0828874347087771
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,NK cell,mean_cp10k,Zero-shot + calibration,3059.0,0.0955961303987641,0.123772029413827,0.0565912551541847,-0.0066398109919152,0.0939871836208511,0.0319384996034394,test_cal.npz@7141bb69,7141bb69609b7484cd7d34e903cc1de953f5b33dd0dc5389b9ecfc4c9c9e4013,0.0955961303987641,0.0565912551541847,0.0939871836208511,0.0319384996034394
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,NK cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3059.0,0.065471531496518,0.0650450317938606,0.149663006024268,0.0823990451522397,0.0656153724420958,0.0039802394189988,test_cal.npz@7141bb69,7141bb69609b7484cd7d34e903cc1de953f5b33dd0dc5389b9ecfc4c9c9e4013,0.065471531496518,0.149663006024268,0.0656153724420958,0.0039802394189988
+ji2025_chili,fewshot,fewshot_n5/draw0,lora5,T cell,mean_cp10k,"LoRA, 5 donors",3038.0,0.4840024047189796,0.4835090297153083,0.2119702858993605,0.1430578286454578,0.4667218250748127,0.1588952060753994,test_raw.npz@ca5da7eb,ca5da7eba08208ca5e2ebf107830ad72db4a1e739698e0412fff48edf8d2b2b9,0.4840024047189796,0.2119702858993605,0.4667218250748127,0.1588952060753994
+ji2025_chili,fewshot,fewshot_n5/draw0,lora5,T cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3038.0,0.1422826560462322,0.1408972077287467,0.3111080127833571,0.2395276863839981,0.1318312385656846,0.0552376896247547,test_raw.npz@ca5da7eb,ca5da7eba08208ca5e2ebf107830ad72db4a1e739698e0412fff48edf8d2b2b9,0.1422826560462322,0.3111080127833571,0.1318312385656846,0.0552376896247547
+ji2025_chili,fewshot,fewshot_n5/draw0,lora5,B cell,mean_cp10k,"LoRA, 5 donors",3233.0,0.2430463928505339,0.255283479978312,0.1007393844730222,0.0393317451819086,0.2358163680813539,0.0939871839076635,test_raw.npz@ca5da7eb,ca5da7eba08208ca5e2ebf107830ad72db4a1e739698e0412fff48edf8d2b2b9,0.2430463928505339,0.1007393844730222,0.2358163680813539,0.0939871839076635
+ji2025_chili,fewshot,fewshot_n5/draw0,lora5,B cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3233.0,0.0548943278579609,0.0573575258605748,0.0120726387704035,-0.0045063769642748,0.0544363557132361,0.0422985819315318,test_raw.npz@ca5da7eb,ca5da7eba08208ca5e2ebf107830ad72db4a1e739698e0412fff48edf8d2b2b9,0.0548943278579609,0.0120726387704035,0.0544363557132361,0.0422985819315318
+ji2025_chili,fewshot,fewshot_n5/draw0,lora5,Monocyte,mean_cp10k,"LoRA, 5 donors",3193.0,0.484824585125675,0.38052631026734,0.3732268158395985,0.243948638909352,0.4439611021652161,0.2233092754849629,test_raw.npz@ca5da7eb,ca5da7eba08208ca5e2ebf107830ad72db4a1e739698e0412fff48edf8d2b2b9,0.484824585125675,0.3732268158395985,0.4439611021652161,0.2233092754849629
+ji2025_chili,fewshot,fewshot_n5/draw0,lora5,Monocyte,pseudobulk_log1p_cpm,"LoRA, 5 donors",3193.0,0.3793389843384508,0.3463163610408515,0.3506580485024196,0.2569145591759993,0.348768368460304,0.1627544371454593,test_raw.npz@ca5da7eb,ca5da7eba08208ca5e2ebf107830ad72db4a1e739698e0412fff48edf8d2b2b9,0.3793389843384508,0.3506580485024196,0.348768368460304,0.1627544371454593
+ji2025_chili,fewshot,fewshot_n5/draw0,lora5,NK cell,mean_cp10k,"LoRA, 5 donors",3059.0,0.3360460463808009,0.3154380341622357,0.1665379702415652,0.0872560765080752,0.3170568289398621,0.1669590230181462,test_raw.npz@ca5da7eb,ca5da7eba08208ca5e2ebf107830ad72db4a1e739698e0412fff48edf8d2b2b9,0.3360460463808009,0.1665379702415652,0.3170568289398621,0.1669590230181462
+ji2025_chili,fewshot,fewshot_n5/draw0,lora5,NK cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3059.0,0.0821701314828833,0.1123892789855412,0.1504832147417468,0.0848543558548311,0.0791648771851598,0.0261389979769417,test_raw.npz@ca5da7eb,ca5da7eba08208ca5e2ebf107830ad72db4a1e739698e0412fff48edf8d2b2b9,0.0821701314828833,0.1504832147417468,0.0791648771851598,0.0261389979769417
+ji2025_chili,fewshot,fewshot_n5/draw0,scsemi5,T cell,mean_cp10k,"scSemiProfiler, 5 donors",3038.0,0.1207186268260431,0.0763605358715323,0.2119702858993605,0.1430578286454578,0.0463323225119216,0.3711529063913599,test_raw.npz@ca5da7eb,ca5da7eba08208ca5e2ebf107830ad72db4a1e739698e0412fff48edf8d2b2b9,0.1207186268260431,0.2119702858993605,0.0463323225119216,0.3711529063913599
+ji2025_chili,fewshot,fewshot_n5/draw0,scsemi5,T cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3038.0,0.1258078512669937,0.068605468089948,0.3111080127833571,0.2395276863839981,0.0385252477745189,0.2918218616120582,test_raw.npz@ca5da7eb,ca5da7eba08208ca5e2ebf107830ad72db4a1e739698e0412fff48edf8d2b2b9,0.1258078512669937,0.3111080127833571,0.0385252477745189,0.2918218616120582
+ji2025_chili,fewshot,fewshot_n5/draw0,scsemi5,B cell,mean_cp10k,"scSemiProfiler, 5 donors",3233.0,-0.0878224614608615,-0.0653280282608282,0.1007393844730222,0.0393317451819086,-0.1122806648818488,0.2119285536573081,test_raw.npz@ca5da7eb,ca5da7eba08208ca5e2ebf107830ad72db4a1e739698e0412fff48edf8d2b2b9,-0.0878224614608615,0.1007393844730222,-0.1122806648818488,0.2119285536573081
+ji2025_chili,fewshot,fewshot_n5/draw0,scsemi5,B cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3233.0,-0.0709948499503076,-0.0459758458173858,0.0120726387704035,-0.0045063769642748,-0.0749675821864778,0.2013926027880993,test_raw.npz@ca5da7eb,ca5da7eba08208ca5e2ebf107830ad72db4a1e739698e0412fff48edf8d2b2b9,-0.0709948499503076,0.0120726387704035,-0.0749675821864778,0.2013926027880993
+ji2025_chili,fewshot,fewshot_n5/draw0,scsemi5,Monocyte,mean_cp10k,"scSemiProfiler, 5 donors",3193.0,0.0986237931800939,0.0497041052508768,0.3732268158395985,0.243948638909352,-0.0111873813554322,0.2908528139457831,test_raw.npz@ca5da7eb,ca5da7eba08208ca5e2ebf107830ad72db4a1e739698e0412fff48edf8d2b2b9,0.0986237931800939,0.3732268158395985,-0.0111873813554322,0.2908528139457831
+ji2025_chili,fewshot,fewshot_n5/draw0,scsemi5,Monocyte,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3193.0,0.1285980415344258,0.0778488145656133,0.3506580485024196,0.2569145591759993,0.0628152368838967,0.2024463780567473,test_raw.npz@ca5da7eb,ca5da7eba08208ca5e2ebf107830ad72db4a1e739698e0412fff48edf8d2b2b9,0.1285980415344258,0.3506580485024196,0.0628152368838967,0.2024463780567473
+ji2025_chili,fewshot,fewshot_n5/draw0,scsemi5,NK cell,mean_cp10k,"scSemiProfiler, 5 donors",3059.0,0.0410919656508414,0.0728643762638987,0.1665379702415652,0.0872560765080752,-0.0112524952395428,0.3100820076669728,test_raw.npz@ca5da7eb,ca5da7eba08208ca5e2ebf107830ad72db4a1e739698e0412fff48edf8d2b2b9,0.0410919656508414,0.1665379702415652,-0.0112524952395428,0.3100820076669728
+ji2025_chili,fewshot,fewshot_n5/draw0,scsemi5,NK cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3059.0,0.0490587579056552,0.0442525828245333,0.1504832147417468,0.0848543558548311,0.013721408637405,0.2384647355703685,test_raw.npz@ca5da7eb,ca5da7eba08208ca5e2ebf107830ad72db4a1e739698e0412fff48edf8d2b2b9,0.0490587579056552,0.1504832147417468,0.013721408637405,0.2384647355703685
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_raw,mean4,mean_cp10k,"Zero-shot, real bulk",,0.1025191946937001,0.0905826340612578,0.2131186141133866,0.1283985723111984,0.0606960898763134,0.1961332146483595,,,0.1025191946937001,0.2131186141133866,0.0606960898763134,0.1961332146483595
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_raw,mean4,pseudobulk_log1p_cpm,"Zero-shot, real bulk",,0.05331146529504,0.0593221468866322,0.2060804786994818,0.1441975561126384,0.0315233553538089,0.1026809865459513,,,0.0533114652950399,0.2060804786994817,0.0315233553538089,0.1026809865459513
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,mean4,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",,0.1840352599240339,0.1821970966808274,0.6482949200986768,0.5641620959602385,0.0399001937098861,0.2308119888059814,,,0.1840352599240338,0.6482949200986768,0.0399001937098862,0.2308119888059814
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_pseudo,mean4,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",,0.1525691011639732,0.1293401189039746,0.6260480955899892,0.5476983030539239,0.0308453237690423,0.1884572597319134,,,0.1525691011639731,0.6260480955899892,0.0308453237690423,0.1884572597319133
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,mean4,mean_cp10k,Zero-shot + calibration,,0.1135658033855868,0.1033091793219145,0.1164107089818776,0.0509733264613678,0.105821090503313,0.0602446056070521,,,0.1135658033855868,0.1164107089818776,0.105821090503313,0.0602446056070521
+ji2025_chili,fewshot,fewshot_n5/draw0,zs_cal,mean4,pseudobulk_log1p_cpm,Zero-shot + calibration,,0.0721601606801622,0.0660138361303361,0.2008742203905685,0.1423588607222463,0.0605594004782776,0.0635346961488831,,,0.0721601606801622,0.2008742203905684,0.0605594004782776,0.0635346961488831
+ji2025_chili,fewshot,fewshot_n5/draw0,lora5,mean4,mean_cp10k,"LoRA, 5 donors",,0.3869798572689973,0.358689213530799,0.2131186141133866,0.1283985723111984,0.3658890310653112,0.160787672121543,,,0.3869798572689973,0.2131186141133866,0.3658890310653112,0.160787672121543
+ji2025_chili,fewshot,fewshot_n5/draw0,lora5,mean4,pseudobulk_log1p_cpm,"LoRA, 5 donors",,0.1646715249313818,0.1642400934039286,0.2060804786994818,0.1441975561126384,0.1535502099810962,0.0716074266696719,,,0.1646715249313818,0.2060804786994817,0.1535502099810961,0.0716074266696718
+ji2025_chili,fewshot,fewshot_n5/draw0,scsemi5,mean4,mean_cp10k,"scSemiProfiler, 5 donors",,0.0431529810490292,0.0334002472813699,0.2131186141133866,0.1283985723111984,-0.0220970547412255,0.296004070415356,,,0.0431529810490292,0.2131186141133866,-0.0220970547412255,0.296004070415356
+ji2025_chili,fewshot,fewshot_n5/draw0,scsemi5,mean4,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",,0.0581174501891917,0.0361827549156772,0.2060804786994818,0.1441975561126384,0.0100235777773357,0.2335313945068183,,,0.0581174501891917,0.2060804786994817,0.0100235777773357,0.2335313945068183
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,T cell,mean_cp10k,"Zero-shot, real bulk",3013.0,0.0912077499669822,0.0915310981680238,0.1772381595386375,0.0929350631077711,0.0552586965196399,0.2149366067968092,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.0912077499669822,0.1772381595386375,0.0552586965196399,0.2149366067968092
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,T cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3013.0,0.0793074523293807,0.0870974965075963,0.2548071458258705,0.2007357737908425,0.052727708633713,0.1124119122593506,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.0793074523293807,0.2548071458258705,0.052727708633713,0.1124119122593506
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,B cell,mean_cp10k,"Zero-shot, real bulk",3263.0,-0.085388700047855,-0.0585543608165339,0.0985376804319627,0.0170942953998611,-0.0966230583364341,0.1039520937032583,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,-0.085388700047855,0.0985376804319627,-0.0966230583364341,0.1039520937032583
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,B cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3263.0,-0.0789765602195317,-0.0890386785506461,0.0351830339749845,0.0119451206568225,-0.0817003592084657,0.0702472248423369,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,-0.0789765602195317,0.0351830339749845,-0.0817003592084657,0.0702472248423369
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,Monocyte,mean_cp10k,"Zero-shot, real bulk",3157.0,0.1893623932135988,0.1551236579099328,0.3948466424201932,0.2176172465060962,0.1042269056299651,0.2444205723478826,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.1893623932135988,0.3948466424201932,0.1042269056299651,0.2444205723478826
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3157.0,0.1158533660233517,0.0958618495346568,0.3639773066663638,0.2433074628506356,0.0690756541037984,0.1433615327156349,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.1158533660233517,0.3639773066663638,0.0690756541037984,0.1433615327156349
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,NK cell,mean_cp10k,"Zero-shot, real bulk",3047.0,-0.0473455464794564,-0.0739697228732879,0.1610569078245163,0.0725499028619474,-0.072702096097444,0.1467238257649292,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,-0.0473455464794564,0.1610569078245163,-0.072702096097444,0.1467238257649292
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,NK cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3047.0,-0.0003849641785964,0.016669405354406,0.1345214411691737,0.0916948149611241,-0.0137946139843785,0.0982603012162942,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,-0.0003849641785964,0.1345214411691737,-0.0137946139843785,0.0982603012162942
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,T cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3013.0,0.1614760478589029,0.2360746798596917,0.5835467459958484,0.5618374896580608,-0.0614069444093392,0.3565538359466978,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.1614760478589029,0.5835467459958484,-0.0614069444093392,0.3565538359466978
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,T cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3013.0,0.0626110499943299,0.0929107352989003,0.6856894087323374,0.6586024174305386,-0.1126599522916173,0.2082825165652274,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.0626110499943299,0.6856894087323374,-0.1126599522916173,0.2082825165652274
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,B cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3263.0,0.0843253004746501,0.0854141675655373,0.4109726276219295,0.3732029965287732,0.0283024589939632,0.1430479255834346,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.0843253004746501,0.4109726276219295,0.0283024589939632,0.1430479255834346
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,B cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3263.0,0.054762074398442,0.0448946815081087,0.3452600695123735,0.295280153594875,0.0332550543073344,0.0684270385572802,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.054762074398442,0.3452600695123735,0.0332550543073344,0.0684270385572802
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,Monocyte,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3157.0,0.3103781771669419,0.2360507494340521,0.6151178075520167,0.371583572366159,0.2588771954902937,0.1780671313540242,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.3103781771669419,0.6151178075520167,0.2588771954902937,0.1780671313540242
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3157.0,0.2092821069347606,0.1821465268842538,0.7229337265233352,0.5902025606534621,0.0920820867186139,0.2033242320531183,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.2092821069347606,0.7229337265233352,0.0920820867186139,0.2033242320531183
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,NK cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3047.0,0.0277749897718454,-0.0206932191974187,0.6765720945945133,0.62402923823072,-0.0552575648543274,0.100887618175196,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.0277749897718454,0.6765720945945133,-0.0552575648543274,0.100887618175196
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,NK cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3047.0,0.0634327945452777,0.029293293869044,0.6141851519359288,0.5538678162426061,-0.0008587976762262,0.1043770317488236,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.0634327945452777,0.6141851519359288,-0.0008587976762262,0.1043770317488236
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,T cell,mean_cp10k,Zero-shot + calibration,3013.0,0.0511550527455687,0.0038552143396729,0.163820002804663,0.1044839117708046,0.0264192116419224,0.1550978800792752,test_cal.npz@79890ab3,79890ab3b647143499307219e94c5489041c476a2ba08be9b5de944da6f0b7c9,0.0511550527455687,0.163820002804663,0.0264192116419224,0.1550978800792752
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,T cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3013.0,0.0776926834373365,0.0686678233948737,0.2421801243331597,0.1994513204305648,0.0495827397171885,0.1236904806948839,test_cal.npz@79890ab3,79890ab3b647143499307219e94c5489041c476a2ba08be9b5de944da6f0b7c9,0.0776926834373365,0.2421801243331597,0.0495827397171885,0.1236904806948839
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,B cell,mean_cp10k,Zero-shot + calibration,3263.0,-0.0767277088902396,-0.0694916089286756,0.0939205874793093,0.0322370698497212,-0.0826836119473035,0.0580450456685636,test_cal.npz@79890ab3,79890ab3b647143499307219e94c5489041c476a2ba08be9b5de944da6f0b7c9,-0.0767277088902396,0.0939205874793093,-0.0826836119473035,0.0580450456685636
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,B cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3263.0,-0.0244650406448489,-0.0252150888133987,0.0311355815569661,0.0083660486616427,-0.0259045454772429,0.0449880949757352,test_cal.npz@79890ab3,79890ab3b647143499307219e94c5489041c476a2ba08be9b5de944da6f0b7c9,-0.0244650406448489,0.0311355815569661,-0.0259045454772429,0.0449880949757352
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,Monocyte,mean_cp10k,Zero-shot + calibration,3157.0,0.1883301139958663,0.1255937019447231,0.3540889166160026,0.2233728601071563,0.1198801794630916,0.2232378619810085,test_cal.npz@79890ab3,79890ab3b647143499307219e94c5489041c476a2ba08be9b5de944da6f0b7c9,0.1883301139958663,0.3540889166160026,0.1198801794630916,0.2232378619810085
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,Monocyte,pseudobulk_log1p_cpm,Zero-shot + calibration,3157.0,0.1054902666804899,0.0986181786043439,0.3454966926120686,0.24425690337547,0.0629699582216172,0.1358799194304317,test_cal.npz@79890ab3,79890ab3b647143499307219e94c5489041c476a2ba08be9b5de944da6f0b7c9,0.1054902666804899,0.3454966926120686,0.0629699582216172,0.1358799194304317
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,NK cell,mean_cp10k,Zero-shot + calibration,3047.0,0.0518191194981614,0.0110124814990721,0.1332485842881594,0.081961194041203,0.040217002889893,0.0910038678380073,test_cal.npz@79890ab3,79890ab3b647143499307219e94c5489041c476a2ba08be9b5de944da6f0b7c9,0.0518191194981614,0.1332485842881594,0.040217002889893,0.0910038678380073
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,NK cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3047.0,0.012545030767228,0.0025542736748372,0.1244014903653971,0.0869869389624416,0.0042717905061039,0.0668473062904072,test_cal.npz@79890ab3,79890ab3b647143499307219e94c5489041c476a2ba08be9b5de944da6f0b7c9,0.012545030767228,0.1244014903653971,0.0042717905061039,0.0668473062904072
+ji2025_chili,fewshot,fewshot_n5/draw1,lora5,T cell,mean_cp10k,"LoRA, 5 donors",3013.0,0.3331644845860777,0.3147257558365605,0.1772381595386375,0.0929350631077711,0.3027779047161595,0.2533369713860348,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.3331644845860777,0.1772381595386375,0.3027779047161595,0.2533369713860348
+ji2025_chili,fewshot,fewshot_n5/draw1,lora5,T cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3013.0,0.2391877116641738,0.2067484358457381,0.2548071458258705,0.2007357737908425,0.1999681635026436,0.1942827271524107,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.2391877116641738,0.2548071458258705,0.1999681635026436,0.1942827271524107
+ji2025_chili,fewshot,fewshot_n5/draw1,lora5,B cell,mean_cp10k,"LoRA, 5 donors",3263.0,0.0479196332090883,0.0278739303278888,0.0985376804319627,0.0170942953998611,0.0390399905328782,0.0937798756776405,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.0479196332090883,0.0985376804319627,0.0390399905328782,0.0937798756776405
+ji2025_chili,fewshot,fewshot_n5/draw1,lora5,B cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3263.0,0.0064309747502315,0.0058745951550641,0.0351830339749845,0.0119451206568225,0.0053520985401609,0.030831125694201,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.0064309747502315,0.0351830339749845,0.0053520985401609,0.030831125694201
+ji2025_chili,fewshot,fewshot_n5/draw1,lora5,Monocyte,mean_cp10k,"LoRA, 5 donors",3157.0,0.5439173460734792,0.3710357545471642,0.3948466424201932,0.2176172465060962,0.4758243406252462,0.3339218332702261,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.5439173460734792,0.3948466424201932,0.4758243406252462,0.3339218332702261
+ji2025_chili,fewshot,fewshot_n5/draw1,lora5,Monocyte,pseudobulk_log1p_cpm,"LoRA, 5 donors",3157.0,0.4155018043091117,0.3608533838833985,0.3639773066663638,0.2433074628506356,0.3855915235434098,0.169041584127023,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.4155018043091117,0.3639773066663638,0.3855915235434098,0.169041584127023
+ji2025_chili,fewshot,fewshot_n5/draw1,lora5,NK cell,mean_cp10k,"LoRA, 5 donors",3047.0,0.1777377385992722,0.1217008171690631,0.1610569078245163,0.0725499028619474,0.1504168143223175,0.2005552627602505,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.1777377385992722,0.1610569078245163,0.1504168143223175,0.2005552627602505
+ji2025_chili,fewshot,fewshot_n5/draw1,lora5,NK cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3047.0,0.0792707773056207,0.0834554075096561,0.1345214411691737,0.0916948149611241,0.0687111870862814,0.0849705889034935,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.0792707773056207,0.1345214411691737,0.0687111870862814,0.0849705889034935
+ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,T cell,mean_cp10k,"scSemiProfiler, 5 donors",3013.0,0.1034515296836295,-0.0379516198750008,0.1772381595386375,0.0929350631077711,0.0587746955881678,0.2693875128829649,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.1034515296836295,0.1772381595386375,0.0587746955881678,0.2693875128829649
+ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,T cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3013.0,0.0515992693986923,0.0313864048073248,0.2548071458258705,0.2007357737908425,-9.707136854942909e-05,0.2028639529314322,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.0515992693986923,0.2548071458258705,-9.707136854942909e-05,0.2028639529314322
+ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,B cell,mean_cp10k,"scSemiProfiler, 5 donors",3263.0,0.0445842941069915,-0.0355575872209904,0.0985376804319627,0.0170942953998611,0.0226011990955808,0.2303475339289901,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.0445842941069915,0.0985376804319627,0.0226011990955808,0.2303475339289901
+ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,B cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3263.0,0.0755047754121241,0.0440162366509354,0.0351830339749845,0.0119451206568225,0.0711397457643977,0.1473867836933631,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.0755047754121241,0.0351830339749845,0.0711397457643977,0.1473867836933631
+ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,Monocyte,mean_cp10k,"scSemiProfiler, 5 donors",3157.0,0.3830821499951591,0.2396182981446485,0.3948466424201932,0.2176172465060962,0.3198308846870198,0.2495535794269393,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.3830821499951591,0.3948466424201932,0.3198308846870198,0.2495535794269393
+ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,Monocyte,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3157.0,0.2908006069952707,0.2263169944634801,0.3639773066663638,0.2433074628506356,0.2519668907977139,0.1627756104703807,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.2908006069952707,0.3639773066663638,0.2519668907977139,0.1627756104703807
+ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,NK cell,mean_cp10k,"scSemiProfiler, 5 donors",3047.0,0.1895444266338962,0.094673067951802,0.1610569078245163,0.0725499028619474,0.1611081659322776,0.212076476947659,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.1895444266338962,0.1610569078245163,0.1611081659322776,0.212076476947659
+ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,NK cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3047.0,0.1595724543465969,0.0744213691005037,0.1345214411691737,0.0916948149611241,0.1399277128817077,0.1705988684668718,test_raw.npz@0c873c5d,0c873c5de82a9be4c2aba3f1670dddf902c32b351a99677e819367a603fb3bb4,0.1595724543465969,0.1345214411691737,0.1399277128817077,0.1705988684668718
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,mean4,mean_cp10k,"Zero-shot, real bulk",,0.0369589741633173,0.0285326680970337,0.2079198475538274,0.100049126968919,-0.0024598880710682,0.1775082746532198,,,0.0369589741633174,0.2079198475538274,-0.0024598880710682,0.1775082746532198
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_raw,mean4,pseudobulk_log1p_cpm,"Zero-shot, real bulk",,0.0289498234886511,0.0276475182115032,0.1971222319090981,0.1369207930648562,0.0065770973861668,0.1060702427584042,,,0.028949823488651,0.1971222319090981,0.0065770973861667,0.1060702427584041
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,mean4,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",,0.145988628818085,0.1342115944154656,0.5715523189410769,0.4826633241959282,0.0426287863051475,0.1946391277648382,,,0.145988628818085,0.5715523189410769,0.0426287863051475,0.1946391277648381
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_pseudo,mean4,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",,0.0975220064682025,0.0873113093900767,0.5920170891759937,0.5244882369803705,0.0029545977645262,0.1461027047311124,,,0.0975220064682025,0.5920170891759937,0.0029545977645262,0.1461027047311124
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,mean4,mean_cp10k,Zero-shot + calibration,,0.0536441443373392,0.0177424472136981,0.1862695227970336,0.1105137589422213,0.0259581955119008,0.1318461638917137,,,0.0536441443373392,0.1862695227970335,0.0259581955119008,0.1318461638917136
+ji2025_chili,fewshot,fewshot_n5/draw1,zs_cal,mean4,pseudobulk_log1p_cpm,Zero-shot + calibration,,0.0428157350600513,0.036156296715164,0.1858034722168979,0.1347653028575298,0.0227299857419167,0.0928514503478645,,,0.0428157350600513,0.1858034722168978,0.0227299857419166,0.0928514503478645
+ji2025_chili,fewshot,fewshot_n5/draw1,lora5,mean4,mean_cp10k,"LoRA, 5 donors",,0.2756848006169793,0.2088340644701692,0.2079198475538274,0.100049126968919,0.2420147625491504,0.220398485773538,,,0.2756848006169793,0.2079198475538274,0.2420147625491503,0.220398485773538
+ji2025_chili,fewshot,fewshot_n5/draw1,lora5,mean4,pseudobulk_log1p_cpm,"LoRA, 5 donors",,0.1850978170072844,0.1642329555984642,0.1971222319090981,0.1369207930648562,0.1649057431681239,0.119781506469282,,,0.1850978170072844,0.1971222319090981,0.1649057431681239,0.119781506469282
+ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,mean4,mean_cp10k,"scSemiProfiler, 5 donors",,0.1801656001049191,0.0651955397501148,0.2079198475538274,0.100049126968919,0.1405787363257615,0.2403412757966383,,,0.180165600104919,0.2079198475538274,0.1405787363257615,0.2403412757966383
+ji2025_chili,fewshot,fewshot_n5/draw1,scsemi5,mean4,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",,0.144369276538171,0.094035251255561,0.1971222319090981,0.1369207930648562,0.1157343195188174,0.1709063038905119,,,0.144369276538171,0.1971222319090981,0.1157343195188174,0.1709063038905119
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,T cell,mean_cp10k,"Zero-shot, real bulk",3072.0,0.2956614894679204,0.2936234979411656,0.2701865645650968,0.153405638980374,0.2421622797198862,0.2613306431300327,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.2956614894679204,0.2701865645650968,0.2421622797198862,0.2613306431300327
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,T cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3072.0,0.1376884255098066,0.1588201102896267,0.2951165786415725,0.2332454889632802,0.114321891725635,0.0982203339748539,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.1376884255098066,0.2951165786415725,0.114321891725635,0.0982203339748539
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,B cell,mean_cp10k,"Zero-shot, real bulk",3277.0,0.011820054675204,0.0135015344160825,0.155728700025886,0.058360405943064,-0.007447865612357,0.122786523413549,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.011820054675204,0.155728700025886,-0.007447865612357,0.122786523413549
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,B cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3277.0,-0.0939220860795688,-0.0948185697526519,0.0670850971245842,0.0557225833804963,-0.0959521926088675,0.0265369789185852,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,-0.0939220860795688,0.0670850971245842,-0.0959521926088675,0.0265369789185852
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,Monocyte,mean_cp10k,"Zero-shot, real bulk",3152.0,0.221568512370303,0.1803472093653348,0.3756792743147539,0.2277066586250167,0.1049892375573815,0.3468666441276886,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.221568512370303,0.3756792743147539,0.1049892375573815,0.3468666441276886
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3152.0,0.1203584519056212,0.1191937868734021,0.3378040786958531,0.2286842119278102,0.0847959396645832,0.1217902567428984,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.1203584519056212,0.3378040786958531,0.0847959396645832,0.1217902567428984
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,NK cell,mean_cp10k,"Zero-shot, real bulk",3069.0,0.015526287194949,-0.0068894033269814,0.2533010131298753,0.1273579384461149,-0.0228740015123179,0.1476963188952604,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.015526287194949,0.2533010131298753,-0.0228740015123179,0.1476963188952604
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,NK cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3069.0,0.0581856354504797,0.056836519853406,0.1357496033139099,0.1092886191721835,0.044741282157269,0.1038545537905358,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.0581856354504797,0.1357496033139099,0.044741282157269,0.1038545537905358
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,T cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3072.0,0.3836109651425082,0.4560649876311783,0.7362802875436655,0.6959190145777612,0.0763279778074564,0.4586774921619372,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.3836109651425082,0.7362802875436655,0.0763279778074564,0.4586774921619372
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,T cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3072.0,0.3062088734868838,0.3387582624870874,0.7917537963447465,0.7619061143232573,0.1035204576310417,0.3108375939312067,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.3062088734868838,0.7917537963447465,0.1035204576310417,0.3108375939312067
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,B cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3277.0,0.0779998371602183,0.0691762988629354,0.5025481557558376,0.4248755929291203,0.0362727125616816,0.0930785044903584,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.0779998371602183,0.5025481557558376,0.0362727125616816,0.0930785044903584
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,B cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3277.0,0.0314944925334121,0.0281973981017205,0.3612850758287233,0.2932082305137952,0.0163144509604816,0.0451097521155492,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.0314944925334121,0.3612850758287233,0.0163144509604816,0.0451097521155492
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,Monocyte,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3152.0,0.2507736008930512,0.15233445321975,0.7032675704110777,0.5258231753974172,0.1638811449495775,0.1940674870661373,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.2507736008930512,0.7032675704110777,0.1638811449495775,0.1940674870661373
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3152.0,0.1915598748752878,0.1427518492397124,0.7788708070162251,0.649150883319969,0.0300387196833217,0.2223625920631877,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.1915598748752878,0.7788708070162251,0.0300387196833217,0.2223625920631877
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,NK cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3069.0,0.0871000319498112,0.0581578376397931,0.7013676511380752,0.6322957123896745,-0.0074884440253713,0.1317301662873679,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.0871000319498112,0.7013676511380752,-0.0074884440253713,0.1317301662873679
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,NK cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3069.0,0.0825564748394376,0.0630907060448975,0.5342442818266916,0.4710949745448225,0.0278071738609367,0.1108013179117192,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.0825564748394376,0.5342442818266916,0.0278071738609367,0.1108013179117192
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,T cell,mean_cp10k,Zero-shot + calibration,3072.0,0.4037394904986313,0.4002707520190434,0.2155119213538736,0.140223712186011,0.3851545620643429,0.147257885380439,test_cal.npz@16df3337,16df33379a7def7830668bcfbf8d84370f5763cc9284b99822c68a6a9b911a01,0.4037394904986313,0.2155119213538736,0.3851545620643429,0.147257885380439
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,T cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3072.0,0.1232444135707956,0.1693745510662211,0.2725351810755616,0.2314978362820136,0.1083500132971423,0.0706567527957188,test_cal.npz@16df3337,16df33379a7def7830668bcfbf8d84370f5763cc9284b99822c68a6a9b911a01,0.1232444135707956,0.2725351810755616,0.1083500132971423,0.0706567527957188
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,B cell,mean_cp10k,Zero-shot + calibration,3277.0,0.1045562680606084,0.1139162599268112,0.1076850069711782,0.0446637580280685,0.0983913753524222,0.0644510454397925,test_cal.npz@16df3337,16df33379a7def7830668bcfbf8d84370f5763cc9284b99822c68a6a9b911a01,0.1045562680606084,0.1076850069711782,0.0983913753524222,0.0644510454397925
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,B cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3277.0,-0.0413151982813926,-0.0230411273339025,0.0530247577492801,0.0460280876995992,-0.04493663058115,0.065298647858603,test_cal.npz@16df3337,16df33379a7def7830668bcfbf8d84370f5763cc9284b99822c68a6a9b911a01,-0.0413151982813926,0.0530247577492801,-0.04493663058115,0.065298647858603
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,Monocyte,mean_cp10k,Zero-shot + calibration,3152.0,0.2321503670377198,0.1949819298421706,0.3416120010019859,0.2278150782267924,0.1861323174874046,0.1754283313037153,test_cal.npz@16df3337,16df33379a7def7830668bcfbf8d84370f5763cc9284b99822c68a6a9b911a01,0.2321503670377198,0.3416120010019859,0.1861323174874046,0.1754283313037153
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,Monocyte,pseudobulk_log1p_cpm,Zero-shot + calibration,3152.0,0.101289667908752,0.1270032692233793,0.3093075443246667,0.2234486446323162,0.0795405826863281,0.0837857270414592,test_cal.npz@16df3337,16df33379a7def7830668bcfbf8d84370f5763cc9284b99822c68a6a9b911a01,0.101289667908752,0.3093075443246667,0.0795405826863281,0.0837857270414592
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,NK cell,mean_cp10k,Zero-shot + calibration,3069.0,0.1817733265924259,0.1542865425986506,0.1876914072792263,0.1019396499725865,0.1755339630996395,0.0510617952217239,test_cal.npz@16df3337,16df33379a7def7830668bcfbf8d84370f5763cc9284b99822c68a6a9b911a01,0.1817733265924259,0.1876914072792263,0.1755339630996395,0.0510617952217239
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,NK cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3069.0,0.0496107150555393,0.0535549342685012,0.1226082246730048,0.0981251668033578,0.0476447735115847,0.0190361005014979,test_cal.npz@16df3337,16df33379a7def7830668bcfbf8d84370f5763cc9284b99822c68a6a9b911a01,0.0496107150555393,0.1226082246730048,0.0476447735115847,0.0190361005014979
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,T cell,mean_cp10k,"LoRA, 5 donors",3072.0,0.4754173119690512,0.4839422109749465,0.2701865645650968,0.153405638980374,0.4373758372972963,0.2508289720556879,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,0.4754173119690512,0.2701865645650968,0.4373758372972963,0.2508289720556879
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,T cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3072.0,0.1592441071042413,0.2012473347746765,0.2951165786415725,0.2332454889632802,0.1383869906756574,0.0935231106700658,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,0.1592441071042413,0.2951165786415725,0.1383869906756574,0.0935231106700658
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,B cell,mean_cp10k,"LoRA, 5 donors",3277.0,0.1742758703466109,0.1385312128797897,0.155728700025886,0.058360405943064,0.1572557925001478,0.1300892594723151,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,0.1742758703466109,0.155728700025886,0.1572557925001478,0.1300892594723151
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,B cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3277.0,0.0250319085356557,0.0209075138629335,0.0670850971245842,0.0557225833804963,0.0212315210889194,0.0578928252281665,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,0.0250319085356557,0.0670850971245842,0.0212315210889194,0.0578928252281665
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,Monocyte,mean_cp10k,"LoRA, 5 donors",3152.0,0.2858154804231743,0.2072505801031207,0.3756792743147539,0.2277066586250167,0.2049266209414176,0.2747210024350313,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,0.2858154804231743,0.3756792743147539,0.2049266209414176,0.2747210024350313
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,Monocyte,pseudobulk_log1p_cpm,"LoRA, 5 donors",3152.0,0.1653234022441294,0.1646925573278327,0.3378040786958531,0.2286842119278102,0.1345205462172592,0.1171764226042371,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,0.1653234022441294,0.3378040786958531,0.1345205462172592,0.1171764226042371
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,NK cell,mean_cp10k,"LoRA, 5 donors",3069.0,0.2220154020889354,0.1571755644309988,0.2533010131298753,0.1273579384461149,0.192598439180848,0.1491600730408187,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,0.2220154020889354,0.2533010131298753,0.192598439180848,0.1491600730408187
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,NK cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3069.0,0.0976238002173052,0.0947566808563217,0.1357496033139099,0.1092886191721835,0.0893093762723446,0.0688866551008371,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,0.0976238002173052,0.1357496033139099,0.0893093762723446,0.0688866551008371
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,T cell,mean_cp10k,"scSemiProfiler, 5 donors",3072.0,0.2098165747465703,0.2134104880980956,0.2701865645650968,0.153405638980374,0.1262204829184075,0.3562936293971633,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,0.2098165747465703,0.2701865645650968,0.1262204829184075,0.3562936293971633
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,T cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3072.0,0.106859742952343,0.1001460183686948,0.2951165786415725,0.2332454889632802,0.0545085104361934,0.1887916056253993,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,0.106859742952343,0.2951165786415725,0.0545085104361934,0.1887916056253993
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,B cell,mean_cp10k,"scSemiProfiler, 5 donors",3277.0,0.1845753411880349,0.1347486983054407,0.155728700025886,0.058360405943064,0.14460913208606,0.3145193191198802,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,0.1845753411880349,0.155728700025886,0.14460913208606,0.3145193191198802
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,B cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3277.0,-0.0148171591953655,-0.0169951906274388,0.0670850971245842,0.0557225833804963,-0.0238636053325278,0.1309908212033511,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,-0.0148171591953655,0.0670850971245842,-0.0238636053325278,0.1309908212033511
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,Monocyte,mean_cp10k,"scSemiProfiler, 5 donors",3152.0,0.1889233263666628,0.0439070115369264,0.3756792743147539,0.2277066586250167,0.0580718789199121,0.369783409371101,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,0.1889233263666628,0.3756792743147539,0.0580718789199121,0.369783409371101
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,Monocyte,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3152.0,0.0882137599243738,0.0466175277092903,0.3378040786958531,0.2286842119278102,0.0237747102885889,0.1961831270727314,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,0.0882137599243738,0.3378040786958531,0.0237747102885889,0.1961831270727314
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,NK cell,mean_cp10k,"scSemiProfiler, 5 donors",3069.0,0.1429913422264812,0.1950240095737682,0.2533010131298753,0.1273579384461149,0.0601836337836627,0.3491259174809879,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,0.1429913422264812,0.2533010131298753,0.0601836337836627,0.3491259174809879
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,NK cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3069.0,0.0959622271335853,0.0512689458304942,0.1357496033139099,0.1092886191721835,0.0697648828947256,0.2089828802256764,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,0.0959622271335853,0.1357496033139099,0.0697648828947256,0.2089828802256764
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,mean4,mean_cp10k,"Zero-shot, real bulk",,0.1361440859270941,0.1201457095989003,0.263723888008903,0.1417076604986424,0.0792074125381482,0.2196700323916327,,,0.1361440859270941,0.263723888008903,0.0792074125381482,0.2196700323916326
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,mean4,pseudobulk_log1p_cpm,"Zero-shot, real bulk",,0.0555776066965846,0.0600079618159457,0.2089388394439799,0.1567352258609425,0.0369767302346549,0.0876005308567183,,,0.0555776066965846,0.2089388394439799,0.0369767302346549,0.0876005308567183
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,mean4,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",,0.1998711087863972,0.1839333943384142,0.6608659162121641,0.5697283738234933,0.067248347823336,0.2193884125014502,,,0.1998711087863972,0.6608659162121641,0.067248347823336,0.2193884125014502
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,mean4,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",,0.1529549289337553,0.1431995539683545,0.6165384902540967,0.543840050675461,0.0444202005339454,0.1722778140054157,,,0.1529549289337553,0.6165384902540967,0.0444202005339454,0.1722778140054157
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,mean4,mean_cp10k,Zero-shot + calibration,,0.2305548630473463,0.2158638710966689,0.213125084151566,0.1286605496033646,0.2113030545009523,0.1095497643364177,,,0.2305548630473463,0.2131250841515659,0.2113030545009523,0.1095497643364176
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,mean4,pseudobulk_log1p_cpm,Zero-shot + calibration,,0.0582073995634236,0.0817229068060498,0.1893689269556283,0.1497749338543217,0.0476496847284763,0.0596943070493197,,,0.0582073995634235,0.1893689269556283,0.0476496847284762,0.0596943070493197
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,mean4,mean_cp10k,"LoRA, 5 donors",,0.2893810162069429,0.246724892097214,0.263723888008903,0.1417076604986424,0.2480391724799274,0.2011998267509632,,,0.2893810162069429,0.263723888008903,0.2480391724799274,0.2011998267509632
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,mean4,pseudobulk_log1p_cpm,"LoRA, 5 donors",,0.1118058045253329,0.1204010217054411,0.2089388394439799,0.1567352258609425,0.0958621085635452,0.0843697534008266,,,0.1118058045253329,0.2089388394439799,0.0958621085635451,0.0843697534008266
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,mean4,mean_cp10k,"scSemiProfiler, 5 donors",,0.1815766461319373,0.1467725518785577,0.263723888008903,0.1417076604986424,0.0972712819270106,0.3474305688422831,,,0.1815766461319373,0.263723888008903,0.0972712819270105,0.3474305688422831
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,mean4,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",,0.0690546427037341,0.0452593253202601,0.2089388394439799,0.1567352258609425,0.031046124571745,0.1812371085317896,,,0.0690546427037341,0.2089388394439799,0.031046124571745,0.1812371085317895
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,T cell,mean_cp10k,"Zero-shot, real bulk",3028.0,0.2830757438392672,0.2858002810149518,0.2368920077117674,0.0867955958037929,0.2419730364691042,0.2289395581681243,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.2830757438392672,0.2368920077117674,0.2419730364691042,0.2289395581681243
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,T cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3028.0,0.1247374362610252,0.1512914297467503,0.3055967610230027,0.2544633843629088,0.0933237498459464,0.1194868884235228,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.1247374362610252,0.3055967610230027,0.0933237498459464,0.1194868884235228
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,B cell,mean_cp10k,"Zero-shot, real bulk",3238.0,-0.0478021191339839,-0.0225978654560542,0.162212456781473,0.0383512491890908,-0.0677653526531038,0.1148097732991346,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,-0.0478021191339839,0.162212456781473,-0.0677653526531038,0.1148097732991346
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,B cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3238.0,-0.1050752059754847,-0.1196955933850914,0.047548729682353,0.0484692990601985,-0.1078486982820001,0.0526246759348821,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,-0.1050752059754847,0.047548729682353,-0.1078486982820001,0.0526246759348821
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,Monocyte,mean_cp10k,"Zero-shot, real bulk",3132.0,0.1946204394691348,0.1491091520602236,0.4012426962403039,0.2700732491521374,0.058527094802605,0.3604159136391038,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.1946204394691348,0.4012426962403039,0.058527094802605,0.3604159136391038
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3132.0,0.1019326974808952,0.0909870753891333,0.3605798916586732,0.2636361216305198,0.0492506569236282,0.1568693965433279,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.1019326974808952,0.3605798916586732,0.0492506569236282,0.1568693965433279
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,NK cell,mean_cp10k,"Zero-shot, real bulk",3064.0,-0.0015885036976022,-0.014522075128091,0.2307648550552463,0.0971759813551999,-0.0340330553895054,0.1352957536821548,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,-0.0015885036976022,0.2307648550552463,-0.0340330553895054,0.1352957536821548
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,NK cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3064.0,0.0037610479150836,0.019464342753524,0.1192446246241253,0.1097070225470065,-0.0101146509034247,0.1151974205603261,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.0037610479150836,0.1192446246241253,-0.0101146509034247,0.1151974205603261
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,T cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3028.0,0.1870879188253229,0.2939096269243872,0.5912571078308413,0.546816202656155,-0.0977291375314381,0.4363667045198527,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.1870879188253229,0.5912571078308413,-0.0977291375314381,0.4363667045198527
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,T cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3028.0,0.2047552224410493,0.2303104901006181,0.7230311390675224,0.6854094229868671,-0.0166385648861904,0.2983631773088279,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.2047552224410493,0.7230311390675224,-0.0166385648861904,0.2983631773088279
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,B cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3238.0,0.0138050354245968,0.0307367793106929,0.4019913706422481,0.3392181049428799,-0.0295952311840335,0.1014052290253815,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.0138050354245968,0.4019913706422481,-0.0295952311840335,0.1014052290253815
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,B cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3238.0,-0.0344383470325078,-0.0379065707506968,0.3535568198397257,0.3196503433661611,-0.049026155975064,0.0322367533549719,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,-0.0344383470325078,0.3535568198397257,-0.049026155975064,0.0322367533549719
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,Monocyte,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3132.0,0.2285922352651718,0.1307495479125453,0.7029975858839994,0.585876493312502,0.1311924072215015,0.1949938640870882,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.2285922352651718,0.7029975858839994,0.1311924072215015,0.1949938640870882
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3132.0,0.1747312055470421,0.1434894473411154,0.7700580553231126,0.6459251527646864,0.0126137480758898,0.2167046865223845,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.1747312055470421,0.7700580553231126,0.0126137480758898,0.2167046865223845
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,NK cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3064.0,0.1270392306609112,0.0750207687608201,0.6366336598468622,0.5702702984575584,0.0301664420598017,0.163498938771571,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.1270392306609112,0.6366336598468622,0.0301664420598017,0.163498938771571
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,NK cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3064.0,0.0618610348712363,0.0526544764580733,0.485833270295244,0.4506219083419266,0.0064464588747819,0.1158101224057419,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.0618610348712363,0.485833270295244,0.0064464588747819,0.1158101224057419
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,T cell,mean_cp10k,Zero-shot + calibration,3028.0,0.4250202079892166,0.4481845085150558,0.2118598249528906,0.154087912536784,0.407589124814302,0.1461315872351358,test_cal.npz@82faaec7,82faaec78b9863b0c95bd8d4248841e95c18feaed7f5360294eb849d25c7f426,0.4250202079892166,0.2118598249528906,0.407589124814302,0.1461315872351358
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,T cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3028.0,0.1454253157381155,0.1601260585132034,0.2878316733853009,0.2547501340133982,0.1208024510424535,0.1055525929046828,test_cal.npz@82faaec7,82faaec78b9863b0c95bd8d4248841e95c18feaed7f5360294eb849d25c7f426,0.1454253157381155,0.2878316733853009,0.1208024510424535,0.1055525929046828
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,B cell,mean_cp10k,Zero-shot + calibration,3238.0,0.1251594903753663,0.1140446016886968,0.1356282300601973,0.0589983275030103,0.1167888516422584,0.071881111987788,test_cal.npz@82faaec7,82faaec78b9863b0c95bd8d4248841e95c18feaed7f5360294eb849d25c7f426,0.1251594903753663,0.1356282300601973,0.1167888516422584,0.071881111987788
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,B cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3238.0,-0.0185788175953294,-0.0305001148560597,0.0404282269431196,0.0430207657619134,-0.0194801760598451,0.0217870597412669,test_cal.npz@82faaec7,82faaec78b9863b0c95bd8d4248841e95c18feaed7f5360294eb849d25c7f426,-0.0185788175953294,0.0404282269431196,-0.0194801760598451,0.0217870597412669
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,Monocyte,mean_cp10k,Zero-shot + calibration,3132.0,0.2072861358210079,0.1538565235938851,0.4148207602277233,0.3030559958463162,0.1240885545243137,0.2351461973346891,test_cal.npz@82faaec7,82faaec78b9863b0c95bd8d4248841e95c18feaed7f5360294eb849d25c7f426,0.2072861358210079,0.4148207602277233,0.1240885545243137,0.2351461973346891
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,Monocyte,pseudobulk_log1p_cpm,Zero-shot + calibration,3132.0,0.0774098405272024,0.0815217602870565,0.3470473162217554,0.2715533491984897,0.0339961001623311,0.1319866390279739,test_cal.npz@82faaec7,82faaec78b9863b0c95bd8d4248841e95c18feaed7f5360294eb849d25c7f426,0.0774098405272024,0.3470473162217554,0.0339961001623311,0.1319866390279739
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,NK cell,mean_cp10k,Zero-shot + calibration,3064.0,0.1689715299742192,0.1600928718807906,0.1871055635909128,0.1257894845852957,0.156829220469313,0.0825052369014715,test_cal.npz@82faaec7,82faaec78b9863b0c95bd8d4248841e95c18feaed7f5360294eb849d25c7f426,0.1689715299742192,0.1871055635909128,0.156829220469313,0.0825052369014715
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,NK cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3064.0,0.0462479655515674,0.0655701872511959,0.1054187001448606,0.1000290168587856,0.0434053542477802,0.0294366577981665,test_cal.npz@82faaec7,82faaec78b9863b0c95bd8d4248841e95c18feaed7f5360294eb849d25c7f426,0.0462479655515674,0.1054187001448606,0.0434053542477802,0.0294366577981665
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,T cell,mean_cp10k,"LoRA, 5 donors",3028.0,0.5168547278849389,0.5399208525862942,0.2368920077117674,0.0867955958037929,0.486618492006578,0.2489286192483597,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.5168547278849389,0.2368920077117674,0.486618492006578,0.2489286192483597
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,T cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3028.0,0.3238380537337414,0.3104783351764682,0.3055967610230027,0.2544633843629088,0.2893584127542314,0.1714783228512438,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.3238380537337414,0.3055967610230027,0.2893584127542314,0.1714783228512438
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,B cell,mean_cp10k,"LoRA, 5 donors",3238.0,0.2794431631425053,0.2240325336786076,0.162212456781473,0.0383512491890908,0.2618906190312995,0.1468643301989309,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.2794431631425053,0.162212456781473,0.2618906190312995,0.1468643301989309
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,B cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3238.0,0.0829895422833614,0.0679903502460543,0.047548729682353,0.0484692990601985,0.0812618986804081,0.0396066857567652,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.0829895422833614,0.047548729682353,0.0812618986804081,0.0396066857567652
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,Monocyte,mean_cp10k,"LoRA, 5 donors",3132.0,0.5523186884647484,0.3282874666534537,0.4012426962403039,0.2700732491521374,0.46881953128362,0.3918857752871393,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.5523186884647484,0.4012426962403039,0.46881953128362,0.3918857752871393
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,Monocyte,pseudobulk_log1p_cpm,"LoRA, 5 donors",3132.0,0.4048470873216059,0.2983366139145762,0.3605798916586732,0.2636361216305198,0.3375120235086969,0.2862394103332343,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.4048470873216059,0.3605798916586732,0.3375120235086969,0.2862394103332343
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,NK cell,mean_cp10k,"LoRA, 5 donors",3064.0,0.4157769902713453,0.3456535157635414,0.2307648550552463,0.0971759813551999,0.381959962079002,0.2371676887201424,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.4157769902713453,0.2307648550552463,0.381959962079002,0.2371676887201424
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,NK cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3064.0,0.1729034665907607,0.1561663155722507,0.1192446246241253,0.1097070225470065,0.1610771522185326,0.1182202121442261,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.1729034665907607,0.1192446246241253,0.1610771522185326,0.1182202121442261
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,T cell,mean_cp10k,"scSemiProfiler, 5 donors",3028.0,0.3048131770821959,0.2665975312273312,0.2368920077117674,0.0867955958037929,0.2423841800975824,0.3588769520440311,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.3048131770821959,0.2368920077117674,0.2423841800975824,0.3588769520440311
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,T cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3028.0,0.2028879261203272,0.141303739712392,0.3055967610230027,0.2544633843629088,0.1521744560518492,0.1992808233144794,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.2028879261203272,0.3055967610230027,0.1521744560518492,0.1992808233144794
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,B cell,mean_cp10k,"scSemiProfiler, 5 donors",3238.0,0.2493215849470913,0.1393433420767432,0.162212456781473,0.0383512491890908,0.2219683628097321,0.2197562223316443,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.2493215849470913,0.162212456781473,0.2219683628097321,0.2197562223316443
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,B cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3238.0,0.0581499546388569,0.0611929303068477,0.047548729682353,0.0484692990601985,0.0532226247586443,0.1119171835701969,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.0581499546388569,0.047548729682353,0.0532226247586443,0.1119171835701969
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,Monocyte,mean_cp10k,"scSemiProfiler, 5 donors",3132.0,0.2925121006231351,0.1626880454612425,0.4012426962403039,0.2700732491521374,0.1936988053310868,0.308383610839529,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.2925121006231351,0.4012426962403039,0.1936988053310868,0.308383610839529
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,Monocyte,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3132.0,0.1863304088293764,0.1198824454176079,0.3605798916586732,0.2636361216305198,0.1226738156251125,0.2062488062323847,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.1863304088293764,0.3605798916586732,0.1226738156251125,0.2062488062323847
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,NK cell,mean_cp10k,"scSemiProfiler, 5 donors",3064.0,0.1658894618297924,0.1898963198590278,0.2307648550552463,0.0971759813551999,0.0996139978121062,0.3210906534568252,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.1658894618297924,0.2307648550552463,0.0996139978121062,0.3210906534568252
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,NK cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3064.0,0.0854239053990332,0.0778025845041904,0.1192446246241253,0.1097070225470065,0.065709224354148,0.1779984786608438,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.0854239053990332,0.1192446246241253,0.065709224354148,0.1779984786608438
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,mean4,mean_cp10k,"Zero-shot, real bulk",,0.1070763901192039,0.0994473731227575,0.2577780039471977,0.1230990188750553,0.049675430807275,0.2098652496971293,,,0.1070763901192039,0.2577780039471977,0.049675430807275,0.2098652496971293
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,mean4,pseudobulk_log1p_cpm,"Zero-shot, real bulk",,0.0313389939203798,0.035511813626079,0.2082425017470386,0.1690689569001584,0.0061527643960374,0.1110445953655147,,,0.0313389939203798,0.2082425017470385,0.0061527643960374,0.1110445953655147
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,mean4,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",,0.1391311050440007,0.1326041807271114,0.5832199310509878,0.5105452748422739,0.0085086201414578,0.2240661841009734,,,0.1391311050440006,0.5832199310509878,0.0085086201414579,0.2240661841009733
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,mean4,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",,0.1017272789567049,0.0971369607872775,0.5831198211314012,0.5254017068649103,-0.0116511284776456,0.1657786848979815,,,0.1017272789567049,0.5831198211314012,-0.0116511284776456,0.1657786848979815
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,mean4,mean_cp10k,Zero-shot + calibration,,0.2316093410399525,0.2190446264196071,0.237353594707931,0.1604829301178515,0.2013239378625468,0.1339160333647711,,,0.2316093410399525,0.237353594707931,0.2013239378625467,0.1339160333647711
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,mean4,pseudobulk_log1p_cpm,Zero-shot + calibration,,0.062626076055389,0.069179472798849,0.1951814791737592,0.1673383164581467,0.0446809323481799,0.0721907373680225,,,0.0626260760553889,0.1951814791737591,0.0446809323481799,0.0721907373680225
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,mean4,mean_cp10k,"LoRA, 5 donors",,0.4410983924408845,0.3594735921704742,0.2577780039471977,0.1230990188750553,0.3998221511001248,0.2562116033636431,,,0.4410983924408845,0.2577780039471977,0.3998221511001248,0.256211603363643
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,mean4,pseudobulk_log1p_cpm,"LoRA, 5 donors",,0.2461445374823673,0.2082429037273374,0.2082425017470386,0.1690689569001584,0.2173023717904673,0.1538861577713673,,,0.2461445374823673,0.2082425017470385,0.2173023717904672,0.1538861577713673
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,mean4,mean_cp10k,"scSemiProfiler, 5 donors",,0.2531340811205537,0.1896313096560862,0.2577780039471977,0.1230990188750553,0.1894163365126269,0.3020268596680074,,,0.2531340811205537,0.2577780039471977,0.1894163365126268,0.3020268596680074
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,mean4,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",,0.1331980487468984,0.1000454249852595,0.2082425017470386,0.1690689569001584,0.0984450301974385,0.1738613229444762,,,0.1331980487468984,0.2082425017470385,0.0984450301974385,0.1738613229444762
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,T cell,mean_cp10k,"Zero-shot, real bulk",3051.0,0.1694919205591923,0.1729056471281898,0.2205889279030323,0.114814972832166,0.1248580793026484,0.2312462850985473,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.1694919205591923,0.2205889279030323,0.1248580793026484,0.2312462850985473
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,T cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3051.0,0.1282703415885748,0.1431969102608544,0.2235497430019164,0.1857736500324895,0.1036097786836367,0.125621552051032,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.1282703415885748,0.2235497430019164,0.1036097786836367,0.125621552051032
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,B cell,mean_cp10k,"Zero-shot, real bulk",3274.0,-0.1364451446740037,-0.0859904579675327,0.1250583519693801,0.049394004843587,-0.1539777106582931,0.1214816231896333,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,-0.1364451446740037,0.1250583519693801,-0.1539777106582931,0.1214816231896333
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,B cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3274.0,-0.0972264616916678,-0.1004405507438704,0.0317979106726547,0.0161711631715587,-0.0987187634336606,0.0425505511016885,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,-0.0972264616916678,0.0317979106726547,-0.0987187634336606,0.0425505511016885
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,Monocyte,mean_cp10k,"Zero-shot, real bulk",3154.0,0.1954577298385897,0.1408104067175468,0.3600824414237215,0.2054273449835295,0.1061598092732517,0.2786643308713377,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.1954577298385897,0.3600824414237215,0.1061598092732517,0.2786643308713377
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3154.0,0.1039605830302116,0.0873687903953554,0.3483113415451248,0.2225263699794319,0.0629470021099549,0.1305157256261163,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.1039605830302116,0.3483113415451248,0.0629470021099549,0.1305157256261163
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,NK cell,mean_cp10k,"Zero-shot, real bulk",3068.0,-0.0277646599168604,-0.0461354716259815,0.1960867229799584,0.0684877221982865,-0.0523309814340337,0.118265371988262,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,-0.0277646599168604,0.1960867229799584,-0.0523309814340337,0.118265371988262
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,NK cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3068.0,0.0061063517171629,0.0325009451004449,0.0719120521618234,0.0381755494767075,0.0003456302248752,0.0801357331105949,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.0061063517171629,0.0719120521618234,0.0003456302248752,0.0801357331105949
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,T cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3051.0,0.4048494601703128,0.4493193603945077,0.6457839424251562,0.6212723527715069,0.1591674982743773,0.4597978722888465,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.4048494601703128,0.6457839424251562,0.1591674982743773,0.4597978722888465
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,T cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3051.0,0.3486864222472252,0.3534587712208151,0.7163336291464552,0.6971932063288405,0.1360728853505305,0.3632763369828297,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.3486864222472252,0.7163336291464552,0.1360728853505305,0.3632763369828297
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,B cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3274.0,0.0760261571864532,0.0406537422346265,0.351604150829325,0.2890202851469559,0.0328504272773663,0.1294985316633088,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.0760261571864532,0.351604150829325,0.0328504272773663,0.1294985316633088
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,B cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3274.0,0.0154212374630042,-0.0031721964384279,0.3133115976358939,0.2325897304967599,-0.0028857630582065,0.0579522042669483,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.0154212374630042,0.3133115976358939,-0.0028857630582065,0.0579522042669483
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,Monocyte,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3154.0,0.3130167993518751,0.2107075015548442,0.6661430180762911,0.4386955795077161,0.2526528603424909,0.19229973147099,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.3130167993518751,0.6661430180762911,0.2526528603424909,0.19229973147099
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3154.0,0.2555003228366502,0.202455757854507,0.7927156327038924,0.6742236663915354,0.0953279518067389,0.251357347236832,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.2555003228366502,0.7927156327038924,0.0953279518067389,0.251357347236832
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,NK cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3068.0,0.0704862813117697,0.0082860103539703,0.6198760378600077,0.5576344892422869,0.0023597837847149,0.1107414141597658,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.0704862813117697,0.6198760378600077,0.0023597837847149,0.1107414141597658
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,NK cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3068.0,0.1256071439715227,0.1091935223971844,0.5246758679434519,0.459868082934347,0.0749388671290485,0.1186681451483673,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.1256071439715227,0.5246758679434519,0.0749388671290485,0.1186681451483673
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,T cell,mean_cp10k,Zero-shot + calibration,3051.0,0.1499317348637493,0.0899520491054545,0.1578833182970869,0.0618977713631293,0.1279439811369735,0.1596998513324324,test_cal.npz@cdfdac00,cdfdac0013eb4d3aa7262efe89348124d1601240cd295adc3803007647b74178,0.1499317348637493,0.1578833182970869,0.1279439811369735,0.1596998513324324
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,T cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3051.0,0.0904698210546267,0.0903778528572314,0.2105087566796937,0.1818300071255622,0.0675709077217415,0.1181702918804619,test_cal.npz@cdfdac00,cdfdac0013eb4d3aa7262efe89348124d1601240cd295adc3803007647b74178,0.0904698210546267,0.2105087566796937,0.0675709077217415,0.1181702918804619
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,B cell,mean_cp10k,Zero-shot + calibration,3274.0,-0.0612666758964984,-0.0648141390446991,0.1097646287681651,0.0226698465519379,-0.0714609851705361,0.0865141943477692,test_cal.npz@cdfdac00,cdfdac0013eb4d3aa7262efe89348124d1601240cd295adc3803007647b74178,-0.0612666758964984,0.1097646287681651,-0.0714609851705361,0.0865141943477692
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,B cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3274.0,-0.0134965715310012,-0.0195443426279547,0.0237881473705468,0.0122225769535423,-0.0143119503626983,0.0337635044644095,test_cal.npz@cdfdac00,cdfdac0013eb4d3aa7262efe89348124d1601240cd295adc3803007647b74178,-0.0134965715310012,0.0237881473705468,-0.0143119503626983,0.0337635044644095
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,Monocyte,mean_cp10k,Zero-shot + calibration,3154.0,0.1476828402940281,0.11913944445597,0.3520801545496185,0.2259233411972869,0.0799038528966444,0.2118636260573528,test_cal.npz@cdfdac00,cdfdac0013eb4d3aa7262efe89348124d1601240cd295adc3803007647b74178,0.1476828402940281,0.3520801545496185,0.0799038528966444,0.2118636260573528
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,Monocyte,pseudobulk_log1p_cpm,Zero-shot + calibration,3154.0,0.0752511945364152,0.0898156575999612,0.3348703176749165,0.2212264420168642,0.0374590729022921,0.1200770330227787,test_cal.npz@cdfdac00,cdfdac0013eb4d3aa7262efe89348124d1601240cd295adc3803007647b74178,0.0752511945364152,0.3348703176749165,0.0374590729022921,0.1200770330227787
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,NK cell,mean_cp10k,Zero-shot + calibration,3068.0,0.0437883577545521,0.0424040132695823,0.1450278836528704,0.0288617925498707,0.0393227257170667,0.0338115314237417,test_cal.npz@cdfdac00,cdfdac0013eb4d3aa7262efe89348124d1601240cd295adc3803007647b74178,0.0437883577545521,0.1450278836528704,0.0393227257170667,0.0338115314237417
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,NK cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3068.0,0.0318672454478618,0.0337010319231049,0.0600842631302094,0.0335229754082043,0.031058572361009,0.0144467403200966,test_cal.npz@cdfdac00,cdfdac0013eb4d3aa7262efe89348124d1601240cd295adc3803007647b74178,0.0318672454478618,0.0600842631302094,0.031058572361009,0.0144467403200966
+ji2025_chili,fewshot,fewshot_n5/draw4,lora5,T cell,mean_cp10k,"LoRA, 5 donors",3051.0,0.5393424653939443,0.529422858108018,0.2205889279030323,0.114814972832166,0.5151866078844098,0.225945648326546,test_raw.npz@cc4771e4,cc4771e4a9c4ec2ada5be09852a568ab87c74b950e63a012ef3159f6a27a9bc5,0.5393424653939443,0.2205889279030323,0.5151866078844098,0.225945648326546
+ji2025_chili,fewshot,fewshot_n5/draw4,lora5,T cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3051.0,0.3641342957874869,0.3219309807175993,0.2235497430019164,0.1857736500324895,0.3450210134448752,0.1392044623441079,test_raw.npz@cc4771e4,cc4771e4a9c4ec2ada5be09852a568ab87c74b950e63a012ef3159f6a27a9bc5,0.3641342957874869,0.2235497430019164,0.3450210134448752,0.1392044623441079
+ji2025_chili,fewshot,fewshot_n5/draw4,lora5,B cell,mean_cp10k,"LoRA, 5 donors",3274.0,-0.1357155873735318,-0.0208752915313847,0.1250583519693801,0.049394004843587,-0.1490434029294639,0.0921818985670818,test_raw.npz@cc4771e4,cc4771e4a9c4ec2ada5be09852a568ab87c74b950e63a012ef3159f6a27a9bc5,-0.1357155873735318,0.1250583519693801,-0.1490434029294639,0.0921818985670818
+ji2025_chili,fewshot,fewshot_n5/draw4,lora5,B cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3274.0,-0.1199054376940437,-0.0967361275080013,0.0317979106726547,0.0161711631715587,-0.1210265461410144,0.0314506998573824,test_raw.npz@cc4771e4,cc4771e4a9c4ec2ada5be09852a568ab87c74b950e63a012ef3159f6a27a9bc5,-0.1199054376940437,0.0317979106726547,-0.1210265461410144,0.0314506998573824
+ji2025_chili,fewshot,fewshot_n5/draw4,lora5,Monocyte,mean_cp10k,"LoRA, 5 donors",3154.0,0.425792306845175,0.2991554496586788,0.3600824414237215,0.2054273449835295,0.3827649735087184,0.2137085245963578,test_raw.npz@cc4771e4,cc4771e4a9c4ec2ada5be09852a568ab87c74b950e63a012ef3159f6a27a9bc5,0.425792306845175,0.3600824414237215,0.3827649735087184,0.2137085245963578
+ji2025_chili,fewshot,fewshot_n5/draw4,lora5,Monocyte,pseudobulk_log1p_cpm,"LoRA, 5 donors",3154.0,0.2535689544502241,0.2350192782374466,0.3483113415451248,0.2225263699794319,0.2273927805566327,0.1204919985025186,test_raw.npz@cc4771e4,cc4771e4a9c4ec2ada5be09852a568ab87c74b950e63a012ef3159f6a27a9bc5,0.2535689544502241,0.3483113415451248,0.2273927805566327,0.1204919985025186
+ji2025_chili,fewshot,fewshot_n5/draw4,lora5,NK cell,mean_cp10k,"LoRA, 5 donors",3068.0,0.2607776449299842,0.226725720659726,0.1960867229799584,0.0684877221982865,0.2380098873833769,0.1538442988093661,test_raw.npz@cc4771e4,cc4771e4a9c4ec2ada5be09852a568ab87c74b950e63a012ef3159f6a27a9bc5,0.2607776449299842,0.1960867229799584,0.2380098873833769,0.1538442988093661
+ji2025_chili,fewshot,fewshot_n5/draw4,lora5,NK cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3068.0,0.091023861467326,0.0950825385446503,0.0719120521618234,0.0381755494767075,0.0861857134970161,0.0736259554776276,test_raw.npz@cc4771e4,cc4771e4a9c4ec2ada5be09852a568ab87c74b950e63a012ef3159f6a27a9bc5,0.091023861467326,0.0719120521618234,0.0861857134970161,0.0736259554776276
+ji2025_chili,fewshot,fewshot_n5/draw4,scsemi5,T cell,mean_cp10k,"scSemiProfiler, 5 donors",3051.0,0.133109259158787,-0.0190288414663091,0.2205889279030323,0.114814972832166,0.0488209531531648,0.4061656504504756,test_raw.npz@cc4771e4,cc4771e4a9c4ec2ada5be09852a568ab87c74b950e63a012ef3159f6a27a9bc5,0.133109259158787,0.2205889279030323,0.0488209531531648,0.4061656504504756
+ji2025_chili,fewshot,fewshot_n5/draw4,scsemi5,T cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3051.0,0.077686942094389,0.036936931837831,0.2235497430019164,0.1857736500324895,0.0196525100600153,0.2648897449520748,test_raw.npz@cc4771e4,cc4771e4a9c4ec2ada5be09852a568ab87c74b950e63a012ef3159f6a27a9bc5,0.077686942094389,0.2235497430019164,0.0196525100600153,0.2648897449520748
+ji2025_chili,fewshot,fewshot_n5/draw4,scsemi5,B cell,mean_cp10k,"scSemiProfiler, 5 donors",3274.0,-0.0715980862414745,-0.0136153587489739,0.1250583519693801,0.049394004843587,-0.1277564656922632,0.3693637754063409,test_raw.npz@cc4771e4,cc4771e4a9c4ec2ada5be09852a568ab87c74b950e63a012ef3159f6a27a9bc5,-0.0715980862414745,0.1250583519693801,-0.1277564656922632,0.3693637754063409
+ji2025_chili,fewshot,fewshot_n5/draw4,scsemi5,B cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3274.0,0.0061146771828875,0.0198839508723316,0.0317979106726547,0.0161711631715587,-0.0001557721969113,0.1970983737514136,test_raw.npz@cc4771e4,cc4771e4a9c4ec2ada5be09852a568ab87c74b950e63a012ef3159f6a27a9bc5,0.0061146771828875,0.0317979106726547,-0.0001557721969113,0.1970983737514136
+ji2025_chili,fewshot,fewshot_n5/draw4,scsemi5,Monocyte,mean_cp10k,"scSemiProfiler, 5 donors",3154.0,0.2901329528268927,0.1135314605573659,0.3600824414237215,0.2054273449835295,0.1713350781309486,0.3986310138740858,test_raw.npz@cc4771e4,cc4771e4a9c4ec2ada5be09852a568ab87c74b950e63a012ef3159f6a27a9bc5,0.2901329528268927,0.3600824414237215,0.1713350781309486,0.3986310138740858
+ji2025_chili,fewshot,fewshot_n5/draw4,scsemi5,Monocyte,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3154.0,0.1893967023418278,0.1349611925964214,0.3483113415451248,0.2225263699794319,0.1219577791950081,0.2238736133880032,test_raw.npz@cc4771e4,cc4771e4a9c4ec2ada5be09852a568ab87c74b950e63a012ef3159f6a27a9bc5,0.1893967023418278,0.3483113415451248,0.1219577791950081,0.2238736133880032
+ji2025_chili,fewshot,fewshot_n5/draw4,scsemi5,NK cell,mean_cp10k,"scSemiProfiler, 5 donors",3068.0,0.0707912746148727,0.0266073208348654,0.1960867229799584,0.0684877221982865,-0.0119157720542524,0.4152285972327285,test_raw.npz@cc4771e4,cc4771e4a9c4ec2ada5be09852a568ab87c74b950e63a012ef3159f6a27a9bc5,0.0707912746148727,0.1960867229799584,-0.0119157720542524,0.4152285972327285
+ji2025_chili,fewshot,fewshot_n5/draw4,scsemi5,NK cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3068.0,0.0471769143236456,0.055115041836245,0.0719120521618234,0.0381755494767075,0.0333315511926149,0.2033956282370046,test_raw.npz@cc4771e4,cc4771e4a9c4ec2ada5be09852a568ab87c74b950e63a012ef3159f6a27a9bc5,0.0471769143236456,0.0719120521618234,0.0333315511926149,0.2033956282370046
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,mean4,mean_cp10k,"Zero-shot, real bulk",,0.0501849614517294,0.0453975310630556,0.2254541110690231,0.1095310112143923,0.0061772991208933,0.1874144027869451,,,0.0501849614517294,0.225454111069023,0.0061772991208933,0.1874144027869451
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,mean4,pseudobulk_log1p_cpm,"Zero-shot, real bulk",,0.0352777036610704,0.040656523753196,0.1688927618453798,0.1156616831650469,0.0170459118962015,0.0947058904723579,,,0.0352777036610703,0.1688927618453798,0.0170459118962015,0.0947058904723579
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,mean4,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",,0.2160946745051027,0.1772416536344872,0.570851787297695,0.4766556766671164,0.1117576424197373,0.2230843873957277,,,0.2160946745051027,0.570851787297695,0.1117576424197373,0.2230843873957277
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,mean4,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",,0.1863037816296006,0.1654839637585196,0.5867591818574234,0.5159686715378707,0.0758634853070278,0.1978135084087443,,,0.1863037816296006,0.5867591818574234,0.0758634853070278,0.1978135084087443
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,mean4,mean_cp10k,Zero-shot + calibration,,0.0700340642539577,0.0466703419465769,0.1911889963169352,0.0848381879155562,0.0439273936450371,0.122972300790324,,,0.0700340642539577,0.1911889963169352,0.0439273936450371,0.122972300790324
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,mean4,pseudobulk_log1p_cpm,Zero-shot + calibration,,0.0460229223769756,0.0485875499380857,0.1573128712138417,0.1122005003760432,0.030444150655586,0.0716143924219367,,,0.0460229223769756,0.1573128712138416,0.030444150655586,0.0716143924219366
+ji2025_chili,fewshot,fewshot_n5/draw4,lora5,mean4,mean_cp10k,"LoRA, 5 donors",,0.2725492074488929,0.2586071842237595,0.2254541110690231,0.1095310112143923,0.2467295164617603,0.1714200925748379,,,0.2725492074488929,0.225454111069023,0.2467295164617603,0.1714200925748379
+ji2025_chili,fewshot,fewshot_n5/draw4,lora5,mean4,pseudobulk_log1p_cpm,"LoRA, 5 donors",,0.1472054185027483,0.1388241674979237,0.1688927618453798,0.1156616831650469,0.1343932403393773,0.0911932790454091,,,0.1472054185027483,0.1688927618453798,0.1343932403393774,0.0911932790454091
+ji2025_chili,fewshot,fewshot_n5/draw4,scsemi5,mean4,mean_cp10k,"scSemiProfiler, 5 donors",,0.1056088500897695,0.026873645294237,0.2254541110690231,0.1095310112143923,0.0201209483843994,0.3973472592409077,,,0.1056088500897694,0.225454111069023,0.0201209483843994,0.3973472592409077
+ji2025_chili,fewshot,fewshot_n5/draw4,scsemi5,mean4,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",,0.0800938089856875,0.0617242792857073,0.1688927618453798,0.1156616831650469,0.0436965170626817,0.222314340082124,,,0.0800938089856874,0.1688927618453798,0.0436965170626817,0.222314340082124
+ye2026_sepsis,fewshot,fewshot_n5/draw0,zs_raw,T cell,mean_cp10k,"Zero-shot, real bulk",3259.0,-0.114721669086496,-0.1826738663818917,0.2877907101774183,0.3219404794579845,-0.1889596653166341,0.2154171579440604,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,-0.114721669086496,0.2877907101774183,-0.1889596653166341,0.2154171579440604
+ye2026_sepsis,fewshot,fewshot_n5/draw0,zs_raw,T cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3259.0,-0.0333699668905153,-0.0406677477576214,0.2344657140268915,0.23557710160855,-0.0993219397773985,0.2557793445110609,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,-0.0333699668905153,0.2344657140268915,-0.0993219397773985,0.2557793445110609
+ye2026_sepsis,fewshot,fewshot_n5/draw0,zs_raw,B cell,mean_cp10k,"Zero-shot, real bulk",3304.0,0.0498478447196955,-0.013390320536867,0.3009205995908764,0.3291781254761101,-0.0157183810040773,0.2143070230484854,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,0.0498478447196955,0.3009205995908764,-0.0157183810040773,0.2143070230484854
+ye2026_sepsis,fewshot,fewshot_n5/draw0,zs_raw,B cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3304.0,0.0955219126755419,0.0928413266131711,0.2824129554276003,0.297239030953996,0.035097094119328,0.2219926516982247,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,0.0955219126755419,0.2824129554276003,0.035097094119328,0.2219926516982247
+ye2026_sepsis,fewshot,fewshot_n5/draw0,zs_raw,Monocyte,mean_cp10k,"Zero-shot, real bulk",3285.0,0.0381895608566658,-0.0188517361313446,0.5511838088445075,0.4994914234497435,-0.0786641519407958,0.1862840637441505,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,0.0381895608566658,0.5511838088445075,-0.0786641519407958,0.1862840637441505
+ye2026_sepsis,fewshot,fewshot_n5/draw0,zs_raw,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3285.0,0.1764590220077795,0.1424382331729154,0.6171521141280452,0.5356300053891162,-0.0568186598928176,0.3536839094973014,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,0.1764590220077795,0.6171521141280452,-0.0568186598928176,0.3536839094973014
+ye2026_sepsis,fewshot,fewshot_n5/draw0,zs_raw,NK cell,mean_cp10k,"Zero-shot, real bulk",3226.0,-0.0840838926527172,-0.0492319356130383,0.204065342794184,0.2180850782612142,-0.1441036886728149,0.2561896197741223,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,-0.0840838926527172,0.204065342794184,-0.1441036886728149,0.2561896197741223
+ye2026_sepsis,fewshot,fewshot_n5/draw0,zs_raw,NK cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3226.0,-0.0714653474744623,0.0108254303476869,0.0614795163486292,0.1066069377373358,-0.0904569440242299,0.2568557966120634,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,-0.0714653474744623,0.0614795163486292,-0.0904569440242299,0.2568557966120634
+ye2026_sepsis,fewshot,fewshot_n5/draw0,zs_pseudo,T cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3259.0,0.5515938529847604,0.4184239861528462,0.8080603629218556,0.7960835474244136,0.1840442085764186,0.5726159402112939,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.5515938529847604,0.8080603629218556,0.1840442085764186,0.5726159402112939
+ye2026_sepsis,fewshot,fewshot_n5/draw0,zs_pseudo,T cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3259.0,0.4834878860235627,0.4000488314074018,0.863021295305244,0.8176065968761241,0.091914374984893,0.5140788919929425,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.4834878860235627,0.863021295305244,0.091914374984893,0.5140788919929425
+ye2026_sepsis,fewshot,fewshot_n5/draw0,zs_pseudo,B cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3304.0,0.5502346708998649,0.3827479862007222,0.7532426269875095,0.6353668535508522,0.4146434098757309,0.3983887058313782,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.5502346708998649,0.7532426269875095,0.4146434098757309,0.3983887058313782
+ye2026_sepsis,fewshot,fewshot_n5/draw0,zs_pseudo,B cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3304.0,0.4108100228561557,0.358220816701423,0.7102832320413577,0.6243945920262989,0.3412113152415371,0.2510521939050505,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.4108100228561557,0.7102832320413577,0.3412113152415371,0.2510521939050505
+ye2026_sepsis,fewshot,fewshot_n5/draw0,zs_pseudo,Monocyte,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3285.0,0.3829412959648607,0.351333301076894,0.6628509359205921,0.5743594443970922,0.1118796117590578,0.4658938664736374,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.3829412959648607,0.6628509359205921,0.1118796117590578,0.4658938664736374
+ye2026_sepsis,fewshot,fewshot_n5/draw0,zs_pseudo,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3285.0,0.3238527044174889,0.2755883824991003,0.5602344164998,0.4731352475267091,0.1807706045606578,0.3253277870676292,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.3238527044174889,0.5602344164998,0.1807706045606578,0.3253277870676292
+ye2026_sepsis,fewshot,fewshot_n5/draw0,zs_pseudo,NK cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3226.0,0.3916709227888348,0.283339647761465,0.7049521752409021,0.6605577813744634,0.1288764698407544,0.4391053722815322,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.3916709227888348,0.7049521752409021,0.1288764698407544,0.4391053722815322
+ye2026_sepsis,fewshot,fewshot_n5/draw0,zs_pseudo,NK cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3226.0,0.2175523690669142,0.2003135656812235,0.7010774570518067,0.6138474218827591,0.009167924014596,0.3014202026979162,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.2175523690669142,0.7010774570518067,0.009167924014596,0.3014202026979162
+ye2026_sepsis,fewshot,fewshot_n5/draw0,zs_cal,T cell,mean_cp10k,Zero-shot + calibration,3259.0,0.0062298876677921,0.1276776788996276,0.2534298714970376,0.2887457586449961,-0.1032251192344806,0.387768440902564,test_cal.npz@db50ff50,db50ff506c753b8f03e0fbf256496918aaabf4f263a2ef4db504e8808eeaed62,0.0062298876677921,0.2534298714970376,-0.1032251192344806,0.387768440902564
+ye2026_sepsis,fewshot,fewshot_n5/draw0,zs_cal,T cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3259.0,0.0216530745835507,0.1364490438615816,0.2237660852006911,0.2304974140395169,-0.0941763258065206,0.4608152282045167,test_cal.npz@db50ff50,db50ff506c753b8f03e0fbf256496918aaabf4f263a2ef4db504e8808eeaed62,0.0216530745835507,0.2237660852006911,-0.0941763258065206,0.4608152282045167
+ye2026_sepsis,fewshot,fewshot_n5/draw0,zs_cal,B cell,mean_cp10k,Zero-shot + calibration,3304.0,0.1642157810779015,0.2618081288418113,0.3044009112895692,0.3091898266208633,0.0753102855581175,0.3158736644798294,test_cal.npz@db50ff50,db50ff506c753b8f03e0fbf256496918aaabf4f263a2ef4db504e8808eeaed62,0.1642157810779015,0.3044009112895692,0.0753102855581175,0.3158736644798294
+ye2026_sepsis,fewshot,fewshot_n5/draw0,zs_cal,B cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3304.0,0.1909086082758799,0.2527044196273615,0.2744568452678971,0.2925210633991999,0.1151042666675511,0.3124998354602349,test_cal.npz@db50ff50,db50ff506c753b8f03e0fbf256496918aaabf4f263a2ef4db504e8808eeaed62,0.1909086082758799,0.2744568452678971,0.1151042666675511,0.3124998354602349
+ye2026_sepsis,fewshot,fewshot_n5/draw0,zs_cal,Monocyte,mean_cp10k,Zero-shot + calibration,3285.0,0.1527450184432044,0.0973725151704472,0.5505985482192229,0.4943216781549311,0.0195568383838932,0.2486974946862547,test_cal.npz@db50ff50,db50ff506c753b8f03e0fbf256496918aaabf4f263a2ef4db504e8808eeaed62,0.1527450184432044,0.5505985482192229,0.0195568383838932,0.2486974946862547
+ye2026_sepsis,fewshot,fewshot_n5/draw0,zs_cal,Monocyte,pseudobulk_log1p_cpm,Zero-shot + calibration,3285.0,0.015995944030367,-0.0332564795514467,0.5993955366367579,0.5302056798095245,-0.1848783700081445,0.2647684867403345,test_cal.npz@db50ff50,db50ff506c753b8f03e0fbf256496918aaabf4f263a2ef4db504e8808eeaed62,0.015995944030367,0.5993955366367579,-0.1848783700081445,0.2647684867403345
+ye2026_sepsis,fewshot,fewshot_n5/draw0,zs_cal,NK cell,mean_cp10k,Zero-shot + calibration,3226.0,-0.0566595546038601,0.0326246431280191,0.1629733484370965,0.1813421715246416,-0.1173645300340294,0.3244251422443948,test_cal.npz@db50ff50,db50ff506c753b8f03e0fbf256496918aaabf4f263a2ef4db504e8808eeaed62,-0.0566595546038601,0.1629733484370965,-0.1173645300340294,0.3244251422443948
+ye2026_sepsis,fewshot,fewshot_n5/draw0,zs_cal,NK cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3226.0,-0.1257026597263934,-0.0273099116790537,0.0441138504648881,0.0966028293258155,-0.14695464352738,0.3121827769172291,test_cal.npz@db50ff50,db50ff506c753b8f03e0fbf256496918aaabf4f263a2ef4db504e8808eeaed62,-0.1257026597263934,0.0441138504648881,-0.14695464352738,0.3121827769172291
+ye2026_sepsis,fewshot,fewshot_n5/draw0,lora5,T cell,mean_cp10k,"LoRA, 5 donors",3259.0,0.4402423618294997,0.073836287197245,0.2877907101774183,0.3219404794579845,0.4232377612349011,0.1340085069204087,test_raw.npz@ae163d5e,ae163d5eb1531842e2acea7db21a0a500f7642767566cdc639be42951543bba9,0.4402423618294997,0.2877907101774183,0.4232377612349011,0.1340085069204087
+ye2026_sepsis,fewshot,fewshot_n5/draw0,lora5,T cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3259.0,0.4501712373159682,0.2700530968482458,0.2344657140268915,0.23557710160855,0.4333177861125379,0.1414652674522676,test_raw.npz@ae163d5e,ae163d5eb1531842e2acea7db21a0a500f7642767566cdc639be42951543bba9,0.4501712373159682,0.2344657140268915,0.4333177861125379,0.1414652674522676
+ye2026_sepsis,fewshot,fewshot_n5/draw0,lora5,B cell,mean_cp10k,"LoRA, 5 donors",3304.0,0.6153631565227686,0.4305180688310543,0.3009205995908764,0.3291781254761101,0.601106007979162,0.1665846178508813,test_raw.npz@ae163d5e,ae163d5eb1531842e2acea7db21a0a500f7642767566cdc639be42951543bba9,0.6153631565227686,0.3009205995908764,0.601106007979162,0.1665846178508813
+ye2026_sepsis,fewshot,fewshot_n5/draw0,lora5,B cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3304.0,0.5603954044900233,0.4919506132066951,0.2824129554276003,0.297239030953996,0.533017331706257,0.2168576070143111,test_raw.npz@ae163d5e,ae163d5eb1531842e2acea7db21a0a500f7642767566cdc639be42951543bba9,0.5603954044900233,0.2824129554276003,0.533017331706257,0.2168576070143111
+ye2026_sepsis,fewshot,fewshot_n5/draw0,lora5,Monocyte,mean_cp10k,"LoRA, 5 donors",3285.0,0.2997703681436071,0.2414594837141899,0.5511838088445075,0.4994914234497435,0.2322929657669621,0.1992731936814047,test_raw.npz@ae163d5e,ae163d5eb1531842e2acea7db21a0a500f7642767566cdc639be42951543bba9,0.2997703681436071,0.5511838088445075,0.2322929657669621,0.1992731936814047
+ye2026_sepsis,fewshot,fewshot_n5/draw0,lora5,Monocyte,pseudobulk_log1p_cpm,"LoRA, 5 donors",3285.0,0.3691741774510209,0.2784208711664128,0.6171521141280452,0.5356300053891162,0.2562285150694344,0.2850634122654873,test_raw.npz@ae163d5e,ae163d5eb1531842e2acea7db21a0a500f7642767566cdc639be42951543bba9,0.3691741774510209,0.6171521141280452,0.2562285150694344,0.2850634122654873
+ye2026_sepsis,fewshot,fewshot_n5/draw0,lora5,NK cell,mean_cp10k,"LoRA, 5 donors",3226.0,0.3885863744375358,0.2227204008238865,0.204065342794184,0.2180850782612142,0.3674057240305843,0.1661898202290408,test_raw.npz@ae163d5e,ae163d5eb1531842e2acea7db21a0a500f7642767566cdc639be42951543bba9,0.3885863744375358,0.204065342794184,0.3674057240305843,0.1661898202290408
+ye2026_sepsis,fewshot,fewshot_n5/draw0,lora5,NK cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3226.0,0.3014327284781364,0.2263080176118005,0.0614795163486292,0.1066069377373358,0.2964902093341945,0.1309897117783568,test_raw.npz@ae163d5e,ae163d5eb1531842e2acea7db21a0a500f7642767566cdc639be42951543bba9,0.3014327284781364,0.0614795163486292,0.2964902093341945,0.1309897117783568
+ye2026_sepsis,fewshot,fewshot_n5/draw0,scsemi5,T cell,mean_cp10k,"scSemiProfiler, 5 donors",3259.0,0.4158879892194963,0.0159618708247164,0.2877907101774183,0.3219404794579845,0.3625750003083076,0.2906298099772685,test_raw.npz@ae163d5e,ae163d5eb1531842e2acea7db21a0a500f7642767566cdc639be42951543bba9,0.4158879892194963,0.2877907101774183,0.3625750003083076,0.2906298099772685
+ye2026_sepsis,fewshot,fewshot_n5/draw0,scsemi5,T cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3259.0,0.3230185817458055,0.089138733101294,0.2344657140268915,0.23557710160855,0.3202373661600027,0.0517113490103806,test_raw.npz@ae163d5e,ae163d5eb1531842e2acea7db21a0a500f7642767566cdc639be42951543bba9,0.3230185817458055,0.2344657140268915,0.3202373661600027,0.0517113490103806
+ye2026_sepsis,fewshot,fewshot_n5/draw0,scsemi5,B cell,mean_cp10k,"scSemiProfiler, 5 donors",3304.0,0.3962756168235524,-0.007672615780434,0.3009205995908764,0.3291781254761101,0.359064757011007,0.2025503387114726,test_raw.npz@ae163d5e,ae163d5eb1531842e2acea7db21a0a500f7642767566cdc639be42951543bba9,0.3962756168235524,0.3009205995908764,0.359064757011007,0.2025503387114726
+ye2026_sepsis,fewshot,fewshot_n5/draw0,scsemi5,B cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3304.0,0.279912683795908,0.0627869843299649,0.2824129554276003,0.297239030953996,0.2827051461862464,0.0313328122048921,test_raw.npz@ae163d5e,ae163d5eb1531842e2acea7db21a0a500f7642767566cdc639be42951543bba9,0.279912683795908,0.2824129554276003,0.2827051461862464,0.0313328122048921
+ye2026_sepsis,fewshot,fewshot_n5/draw0,scsemi5,Monocyte,mean_cp10k,"scSemiProfiler, 5 donors",3285.0,0.4729544843281267,0.2370160677534275,0.5511838088445075,0.4994914234497435,0.3655197582213403,0.3371400288888788,test_raw.npz@ae163d5e,ae163d5eb1531842e2acea7db21a0a500f7642767566cdc639be42951543bba9,0.4729544843281267,0.5511838088445075,0.3655197582213403,0.3371400288888788
+ye2026_sepsis,fewshot,fewshot_n5/draw0,scsemi5,Monocyte,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3285.0,0.272708424678105,0.2340145938273703,0.6171521141280452,0.5356300053891162,0.1774084675982773,0.2213016933714378,test_raw.npz@ae163d5e,ae163d5eb1531842e2acea7db21a0a500f7642767566cdc639be42951543bba9,0.272708424678105,0.6171521141280452,0.1774084675982773,0.2213016933714378
+ye2026_sepsis,fewshot,fewshot_n5/draw0,scsemi5,NK cell,mean_cp10k,"scSemiProfiler, 5 donors",3226.0,0.3653326809077912,0.0179214280537012,0.204065342794184,0.2180850782612142,0.3270715619566575,0.2874350759462845,test_raw.npz@ae163d5e,ae163d5eb1531842e2acea7db21a0a500f7642767566cdc639be42951543bba9,0.3653326809077912,0.204065342794184,0.3270715619566575,0.2874350759462845
+ye2026_sepsis,fewshot,fewshot_n5/draw0,scsemi5,NK cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3226.0,0.1071683191628685,0.0332445334134225,0.0614795163486292,0.1066069377373358,0.1021449845180054,0.0918620796379207,test_raw.npz@ae163d5e,ae163d5eb1531842e2acea7db21a0a500f7642767566cdc639be42951543bba9,0.1071683191628685,0.0614795163486292,0.1021449845180054,0.0918620796379207
+ye2026_sepsis,fewshot,fewshot_n5/draw0,zs_raw,mean4,mean_cp10k,"Zero-shot, real bulk",,-0.0276920390407129,-0.0660369646657854,0.3359901153517466,0.3421737766612631,-0.1068614717335805,0.2180494661277047,,,-0.0276920390407129,0.3359901153517466,-0.1068614717335805,0.2180494661277046
+ye2026_sepsis,fewshot,fewshot_n5/draw0,zs_raw,mean4,pseudobulk_log1p_cpm,"Zero-shot, real bulk",,0.0417864050795859,0.051359310594038,0.2988775749827915,0.2937632689222495,-0.0528751123937795,0.2720779255796626,,,0.0417864050795859,0.2988775749827915,-0.0528751123937795,0.2720779255796626
+ye2026_sepsis,fewshot,fewshot_n5/draw0,zs_pseudo,mean4,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",,0.4691101856595802,0.3589612302979819,0.7322765252677148,0.6665919066867054,0.2098609250129904,0.4690009711994605,,,0.4691101856595802,0.7322765252677148,0.2098609250129904,0.4690009711994604
+ye2026_sepsis,fewshot,fewshot_n5/draw0,zs_pseudo,mean4,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",,0.3589257455910304,0.3085428990722871,0.7086541002245521,0.6322459645779728,0.155766054700421,0.3479697689158846,,,0.3589257455910303,0.7086541002245521,0.1557660547004209,0.3479697689158846
+ye2026_sepsis,fewshot,fewshot_n5/draw0,zs_cal,mean4,mean_cp10k,Zero-shot + calibration,,0.0666327831462594,0.1298707415099763,0.3178506698607316,0.318399858736358,-0.0314306313316248,0.3191911855782607,,,0.0666327831462594,0.3178506698607315,-0.0314306313316248,0.3191911855782607
+ye2026_sepsis,fewshot,fewshot_n5/draw0,zs_cal,mean4,pseudobulk_log1p_cpm,Zero-shot + calibration,,0.025713741790851,0.0821467680646106,0.2854330793925586,0.2874567466435142,-0.0777262681686235,0.3375665818305788,,,0.025713741790851,0.2854330793925586,-0.0777262681686234,0.3375665818305788
+ye2026_sepsis,fewshot,fewshot_n5/draw0,lora5,mean4,mean_cp10k,"LoRA, 5 donors",,0.4359905652333528,0.2421335601415939,0.3359901153517466,0.3421737766612631,0.4060106147529024,0.1665140346704339,,,0.4359905652333528,0.3359901153517466,0.4060106147529024,0.1665140346704338
+ye2026_sepsis,fewshot,fewshot_n5/draw0,lora5,mean4,pseudobulk_log1p_cpm,"LoRA, 5 donors",,0.4202933869337872,0.3166831497082886,0.2988775749827915,0.2937632689222495,0.379763460555606,0.1935939996276057,,,0.4202933869337872,0.2988775749827915,0.3797634605556059,0.1935939996276057
+ye2026_sepsis,fewshot,fewshot_n5/draw0,scsemi5,mean4,mean_cp10k,"scSemiProfiler, 5 donors",,0.4126126928197416,0.0658066877128528,0.3359901153517466,0.3421737766612631,0.3535577693743281,0.2794388133809761,,,0.4126126928197416,0.3359901153517466,0.3535577693743281,0.2794388133809761
+ye2026_sepsis,fewshot,fewshot_n5/draw0,scsemi5,mean4,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",,0.2457020023456718,0.1047962111680129,0.2988775749827915,0.2937632689222495,0.220623991115633,0.0990519835561578,,,0.2457020023456717,0.2988775749827915,0.2206239911156329,0.0990519835561578
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_raw,T cell,mean_cp10k,"Zero-shot, real bulk",3259.0,-0.1417471662421803,-0.1904055771868024,0.2078406218968746,0.2724502413627819,-0.1952112301866195,0.2151998260929245,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,-0.1417471662421803,0.2078406218968746,-0.1952112301866195,0.2151998260929245
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_raw,T cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3259.0,-0.0708315961496128,-0.0556599219134001,0.147851907135884,0.2007958996661014,-0.1125867118854658,0.250107306021963,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,-0.0708315961496128,0.147851907135884,-0.1125867118854658,0.250107306021963
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_raw,B cell,mean_cp10k,"Zero-shot, real bulk",3313.0,0.0290220040811084,-0.0229632020333093,0.239849660451522,0.3088017195058052,-0.0280278743527319,0.2313676303069256,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,0.0290220040811084,0.239849660451522,-0.0280278743527319,0.2313676303069256
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_raw,B cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3313.0,0.0779992432484972,0.0892556331501253,0.2339239474250468,0.2840273601600854,0.0250742992735239,0.2320676361510554,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,0.0779992432484972,0.2339239474250468,0.0250742992735239,0.2320676361510554
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_raw,Monocyte,mean_cp10k,"Zero-shot, real bulk",3288.0,0.0330063607383169,-0.0259730885165248,0.5274763363757402,0.4857891194019932,-0.1018930991450826,0.2225698216967347,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,0.0330063607383169,0.5274763363757402,-0.1018930991450826,0.2225698216967347
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_raw,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3288.0,0.1694789976669193,0.1438375082858057,0.5904613471818534,0.5210772863493777,-0.0735714032522988,0.3800432338604171,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,0.1694789976669193,0.5904613471818534,-0.0735714032522988,0.3800432338604171
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_raw,NK cell,mean_cp10k,"Zero-shot, real bulk",3237.0,-0.1067569430299794,-0.0634004991632676,0.1424908307994565,0.1846366406161237,-0.1517246943046144,0.2665794403847245,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,-0.1067569430299794,0.1424908307994565,-0.1517246943046144,0.2665794403847245
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_raw,NK cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3237.0,-0.0806014339421602,0.0058593963174448,0.0167396537187534,0.0881402968667364,-0.0880595508703298,0.2616138393240921,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,-0.0806014339421602,0.0167396537187534,-0.0880595508703298,0.2616138393240921
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_pseudo,T cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3259.0,0.5629098868768656,0.4185611668986352,0.8070861860515053,0.7873627308080108,0.1906502273398696,0.5842691757858213,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.5629098868768656,0.8070861860515053,0.1906502273398696,0.5842691757858213
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_pseudo,T cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3259.0,0.4946588347052739,0.3964829380465007,0.8518912387764948,0.803582075657116,0.1150959640654722,0.5202306606843417,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.4946588347052739,0.8518912387764948,0.1150959640654722,0.5202306606843417
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_pseudo,B cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3313.0,0.5614295318154422,0.3961680630321418,0.7568023122161276,0.6413969567039268,0.4153600629719391,0.4155408636718585,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.5614295318154422,0.7568023122161276,0.4153600629719391,0.4155408636718585
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_pseudo,B cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3313.0,0.4149148811107674,0.3683550443464,0.7042045775581565,0.6191912350151331,0.3436360392548419,0.2541060024121221,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.4149148811107674,0.7042045775581565,0.3436360392548419,0.2541060024121221
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_pseudo,Monocyte,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3288.0,0.3832096496463522,0.3329029375142336,0.636137537211865,0.5311926579804607,0.108245732949148,0.487787647758729,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.3832096496463522,0.636137537211865,0.108245732949148,0.487787647758729
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_pseudo,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3288.0,0.3174555634740252,0.2648592223241521,0.498596580669622,0.4229792922086607,0.1953474439623342,0.3142865145294157,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.3174555634740252,0.498596580669622,0.1953474439623342,0.3142865145294157
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_pseudo,NK cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3237.0,0.4092777219714524,0.2898154577224008,0.7214143181536203,0.6724401169452463,0.1388563844256393,0.4481710107017164,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.4092777219714524,0.7214143181536203,0.1388563844256393,0.4481710107017164
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_pseudo,NK cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3237.0,0.2369842752770288,0.2077291829530697,0.7133068191971446,0.6190888795041533,0.0250556167931057,0.3088184798427115,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.2369842752770288,0.7133068191971446,0.0250556167931057,0.3088184798427115
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,T cell,mean_cp10k,Zero-shot + calibration,3259.0,-0.0158764142504614,-0.0045872046956317,0.1920325719252251,0.3985271453069681,-0.0844038661706289,0.3252236532051519,test_cal.npz@a1ed0d04,a1ed0d04763a752596f26e01f76805aab10470a059a6558d35957e3a5c72167a,-0.0158764142504614,0.1920325719252251,-0.0844038661706289,0.3252236532051519
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,T cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3259.0,0.0799878360440558,0.1042210795312808,0.1778080673734333,0.2340988233221969,-0.0007885408931444,0.4537439388794115,test_cal.npz@a1ed0d04,a1ed0d04763a752596f26e01f76805aab10470a059a6558d35957e3a5c72167a,0.0799878360440558,0.1778080673734333,-0.0007885408931444,0.4537439388794115
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,B cell,mean_cp10k,Zero-shot + calibration,3313.0,0.1314408163651242,0.1358249788037788,0.2403155627674267,0.404323368693293,0.081933418279476,0.2244448794794832,test_cal.npz@a1ed0d04,a1ed0d04763a752596f26e01f76805aab10470a059a6558d35957e3a5c72167a,0.1314408163651242,0.2403155627674267,0.081933418279476,0.2244448794794832
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,B cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3313.0,0.2236808758411284,0.2610780953476685,0.2648643299551846,0.308568844466665,0.1610110652483206,0.282136009789833,test_cal.npz@a1ed0d04,a1ed0d04763a752596f26e01f76805aab10470a059a6558d35957e3a5c72167a,0.2236808758411284,0.2648643299551846,0.1610110652483206,0.282136009789833
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,Monocyte,mean_cp10k,Zero-shot + calibration,3288.0,0.2763690416985045,0.207052633974501,0.6045022524649821,0.5600811490687261,0.0760443626218941,0.3638427799895317,test_cal.npz@a1ed0d04,a1ed0d04763a752596f26e01f76805aab10470a059a6558d35957e3a5c72167a,0.2763690416985045,0.6045022524649821,0.0760443626218941,0.3638427799895317
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,Monocyte,pseudobulk_log1p_cpm,Zero-shot + calibration,3288.0,0.2309936355647279,0.1572194979144088,0.5998121861590474,0.5100022850225169,-0.0321982077526496,0.4240096991575822,test_cal.npz@a1ed0d04,a1ed0d04763a752596f26e01f76805aab10470a059a6558d35957e3a5c72167a,0.2309936355647279,0.5998121861590474,-0.0321982077526496,0.4240096991575822
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,NK cell,mean_cp10k,Zero-shot + calibration,3237.0,-0.0525254596497911,0.056002394440674,0.1185449913649196,0.2998764154067573,-0.0882363916300077,0.2687951275748232,test_cal.npz@a1ed0d04,a1ed0d04763a752596f26e01f76805aab10470a059a6558d35957e3a5c72167a,-0.0525254596497911,0.1185449913649196,-0.0882363916300077,0.2687951275748232
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,NK cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3237.0,-0.024022674817248,0.0420340640258109,0.0273241766032652,0.0876582318261814,-0.0334737946662513,0.2920442834056296,test_cal.npz@a1ed0d04,a1ed0d04763a752596f26e01f76805aab10470a059a6558d35957e3a5c72167a,-0.024022674817248,0.0273241766032652,-0.0334737946662513,0.2920442834056296
+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,T cell,mean_cp10k,"LoRA, 5 donors",3259.0,-0.0254890150605403,-0.0287632116407388,0.2078406218968746,0.2724502413627819,-0.1215406808320639,0.401293434932294,test_raw.npz@d5ec3390,d5ec33901bc96fe43baea3d8ade3537ca4850fb8f387917c32cf385e5d83795f,-0.0254890150605403,0.2078406218968746,-0.1215406808320639,0.401293434932294
+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,T cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3259.0,-0.0019954443122116,0.0578832196188056,0.147851907135884,0.2007958996661014,-0.0802820952312969,0.4626077948984838,test_raw.npz@d5ec3390,d5ec33901bc96fe43baea3d8ade3537ca4850fb8f387917c32cf385e5d83795f,-0.0019954443122116,0.147851907135884,-0.0802820952312969,0.4626077948984838
+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,B cell,mean_cp10k,"LoRA, 5 donors",3313.0,0.076293410660658,0.0514297353505946,0.239849660451522,0.3088017195058052,0.0029307654884953,0.3067980398569018,test_raw.npz@d5ec3390,d5ec33901bc96fe43baea3d8ade3537ca4850fb8f387917c32cf385e5d83795f,0.076293410660658,0.239849660451522,0.0029307654884953,0.3067980398569018
+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,B cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3313.0,0.1051153221951822,0.1541134060888817,0.2339239474250468,0.2840273601600854,0.0337224883545524,0.3163969814472035,test_raw.npz@d5ec3390,d5ec33901bc96fe43baea3d8ade3537ca4850fb8f387917c32cf385e5d83795f,0.1051153221951822,0.2339239474250468,0.0337224883545524,0.3163969814472035
+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,Monocyte,mean_cp10k,"LoRA, 5 donors",3288.0,0.2606428143356667,0.1947991240408083,0.5274763363757402,0.4857891194019932,0.0793750956684773,0.3756509155929865,test_raw.npz@d5ec3390,d5ec33901bc96fe43baea3d8ade3537ca4850fb8f387917c32cf385e5d83795f,0.2606428143356667,0.5274763363757402,0.0793750956684773,0.3756509155929865
+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,Monocyte,pseudobulk_log1p_cpm,"LoRA, 5 donors",3288.0,0.2917763020215499,0.2589901644422502,0.5904613471818534,0.5210772863493777,3.056829555114347e-05,0.4941133824103235,test_raw.npz@d5ec3390,d5ec33901bc96fe43baea3d8ade3537ca4850fb8f387917c32cf385e5d83795f,0.2917763020215499,0.5904613471818534,3.056829555114347e-05,0.4941133824103235
+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,NK cell,mean_cp10k,"LoRA, 5 donors",3237.0,0.0135009257343809,0.0814046443574477,0.1424908307994565,0.1846366406161237,-0.0365078987796787,0.3338017998751065,test_raw.npz@d5ec3390,d5ec33901bc96fe43baea3d8ade3537ca4850fb8f387917c32cf385e5d83795f,0.0135009257343809,0.1424908307994565,-0.0365078987796787,0.3338017998751065
+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,NK cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3237.0,0.0170365319173375,0.075184308184126,0.0167396537187534,0.0881402968667364,0.0137689383136108,0.2144495658471308,test_raw.npz@d5ec3390,d5ec33901bc96fe43baea3d8ade3537ca4850fb8f387917c32cf385e5d83795f,0.0170365319173375,0.0167396537187534,0.0137689383136108,0.2144495658471308
+ye2026_sepsis,fewshot,fewshot_n5/draw1,scsemi5,T cell,mean_cp10k,"scSemiProfiler, 5 donors",3259.0,0.2354409253935218,0.1117742723408073,0.2078406218968746,0.2724502413627819,0.1494661984308938,0.5413494001565897,test_raw.npz@d5ec3390,d5ec33901bc96fe43baea3d8ade3537ca4850fb8f387917c32cf385e5d83795f,0.2354409253935218,0.2078406218968746,0.1494661984308938,0.5413494001565897
+ye2026_sepsis,fewshot,fewshot_n5/draw1,scsemi5,T cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3259.0,0.049240376023026,0.0547027033586539,0.147851907135884,0.2007958996661014,0.0028467101591236,0.3149654932519919,test_raw.npz@d5ec3390,d5ec33901bc96fe43baea3d8ade3537ca4850fb8f387917c32cf385e5d83795f,0.049240376023026,0.147851907135884,0.0028467101591236,0.3149654932519919
+ye2026_sepsis,fewshot,fewshot_n5/draw1,scsemi5,B cell,mean_cp10k,"scSemiProfiler, 5 donors",3313.0,0.3471538660574725,0.0945710976415281,0.239849660451522,0.3088017195058052,0.2710814745124003,0.4923788908687352,test_raw.npz@d5ec3390,d5ec33901bc96fe43baea3d8ade3537ca4850fb8f387917c32cf385e5d83795f,0.3471538660574725,0.239849660451522,0.2710814745124003,0.4923788908687352
+ye2026_sepsis,fewshot,fewshot_n5/draw1,scsemi5,B cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3313.0,0.0686247911644136,0.0664939644200024,0.2339239474250468,0.2840273601600854,0.0150962830934943,0.2323361785810532,test_raw.npz@d5ec3390,d5ec33901bc96fe43baea3d8ade3537ca4850fb8f387917c32cf385e5d83795f,0.0686247911644136,0.2339239474250468,0.0150962830934943,0.2323361785810532
+ye2026_sepsis,fewshot,fewshot_n5/draw1,scsemi5,Monocyte,mean_cp10k,"scSemiProfiler, 5 donors",3288.0,0.4682715638144362,0.2854300639714195,0.5274763363757402,0.4857891194019932,0.2269728587319373,0.5935488190552961,test_raw.npz@d5ec3390,d5ec33901bc96fe43baea3d8ade3537ca4850fb8f387917c32cf385e5d83795f,0.4682715638144362,0.5274763363757402,0.2269728587319373,0.5935488190552961
+ye2026_sepsis,fewshot,fewshot_n5/draw1,scsemi5,Monocyte,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3288.0,0.1438503614181025,0.1214950499843164,0.5904613471818534,0.5210772863493777,-0.0765161062260836,0.3419059941822808,test_raw.npz@d5ec3390,d5ec33901bc96fe43baea3d8ade3537ca4850fb8f387917c32cf385e5d83795f,0.1438503614181025,0.5904613471818534,-0.0765161062260836,0.3419059941822808
+ye2026_sepsis,fewshot,fewshot_n5/draw1,scsemi5,NK cell,mean_cp10k,"scSemiProfiler, 5 donors",3237.0,0.2708952438141334,0.1520248718755397,0.1424908307994565,0.1846366406161237,0.2334093296671399,0.5775969621329555,test_raw.npz@d5ec3390,d5ec33901bc96fe43baea3d8ade3537ca4850fb8f387917c32cf385e5d83795f,0.2708952438141334,0.1424908307994565,0.2334093296671399,0.5775969621329555
+ye2026_sepsis,fewshot,fewshot_n5/draw1,scsemi5,NK cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3237.0,0.013874255377521,0.0269576479121209,0.0167396537187534,0.0881402968667364,0.0099606584943134,0.2532739576677188,test_raw.npz@d5ec3390,d5ec33901bc96fe43baea3d8ade3537ca4850fb8f387917c32cf385e5d83795f,0.013874255377521,0.0167396537187534,0.0099606584943134,0.2532739576677188
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_raw,mean4,mean_cp10k,"Zero-shot, real bulk",,-0.0466189361131835,-0.075685591724976,0.2794143623808983,0.312919430221676,-0.1192142244972621,0.2339291796203273,,,-0.0466189361131836,0.2794143623808983,-0.1192142244972621,0.2339291796203273
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_raw,mean4,pseudobulk_log1p_cpm,"Zero-shot, real bulk",,0.0240113027059108,0.0458231539599939,0.2472442138653844,0.2735102107605752,-0.0622858416836426,0.2809580038393819,,,0.0240113027059108,0.2472442138653844,-0.0622858416836426,0.2809580038393819
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_pseudo,mean4,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",,0.4792066975775281,0.3593619062918528,0.7303600884082795,0.6580981156094111,0.213278101921649,0.4839421744795313,,,0.4792066975775281,0.7303600884082795,0.213278101921649,0.4839421744795312
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_pseudo,mean4,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",,0.3660033886417738,0.3093565969175306,0.6919998040503544,0.6162103705962657,0.1697837660189385,0.3493604143671477,,,0.3660033886417738,0.6919998040503544,0.1697837660189385,0.3493604143671477
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,mean4,mean_cp10k,Zero-shot + calibration,,0.084851996040844,0.0985732006308305,0.2888488446306383,0.4157020196189361,-0.0036656192248166,0.2955766100622475,,,0.084851996040844,0.2888488446306383,-0.0036656192248166,0.2955766100622475
+ye2026_sepsis,fewshot,fewshot_n5/draw1,zs_cal,mean4,pseudobulk_log1p_cpm,Zero-shot + calibration,,0.127659918158166,0.1411381842047922,0.2674521900227327,0.2850820461593901,0.0236376304840688,0.3629834828081141,,,0.127659918158166,0.2674521900227326,0.0236376304840688,0.362983482808114
+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,mean4,mean_cp10k,"LoRA, 5 donors",,0.0812370339175413,0.0747175730270279,0.2794143623808983,0.312919430221676,-0.0189356796136925,0.3543860475643222,,,0.0812370339175413,0.2794143623808983,-0.0189356796136925,0.3543860475643222
+ye2026_sepsis,fewshot,fewshot_n5/draw1,lora5,mean4,pseudobulk_log1p_cpm,"LoRA, 5 donors",,0.1029831779554645,0.1365427745835159,0.2472442138653844,0.2735102107605752,-0.0081900250668956,0.3718919311507854,,,0.1029831779554645,0.2472442138653844,-0.0081900250668956,0.3718919311507854
+ye2026_sepsis,fewshot,fewshot_n5/draw1,scsemi5,mean4,mean_cp10k,"scSemiProfiler, 5 donors",,0.330440399769891,0.1609500764573236,0.2794143623808983,0.312919430221676,0.2202324653355928,0.5512185180533942,,,0.330440399769891,0.2794143623808983,0.2202324653355928,0.5512185180533942
+ye2026_sepsis,fewshot,fewshot_n5/draw1,scsemi5,mean4,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",,0.0688974459957658,0.0674123414187734,0.2472442138653844,0.2735102107605752,-0.012153113619788,0.2856204059207611,,,0.0688974459957657,0.2472442138653844,-0.012153113619788,0.2856204059207611
+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_raw,T cell,mean_cp10k,"Zero-shot, real bulk",3250.0,-0.0730579508434151,-0.1256240574111062,0.2841833706260482,0.3218158467951073,-0.1533521906797354,0.2445816720828018,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,-0.0730579508434151,0.2841833706260482,-0.1533521906797354,0.2445816720828018
+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_raw,T cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3250.0,0.0092458995869199,0.0165446041915379,0.2620470604793019,0.2757010586898309,-0.0704090372198397,0.2839124712991941,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,0.0092458995869199,0.2620470604793019,-0.0704090372198397,0.2839124712991941
+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_raw,B cell,mean_cp10k,"Zero-shot, real bulk",3308.0,0.0709009081586,0.0098424851038721,0.301568070894857,0.3398054661435049,0.0018115813750328,0.2295328586512086,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,0.0709009081586,0.301568070894857,0.0018115813750328,0.2295328586512086
+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_raw,B cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3308.0,0.1273909958902292,0.1272922005205395,0.3165050349105062,0.3279965548272681,0.0545562900731351,0.2439220752305696,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,0.1273909958902292,0.3165050349105062,0.0545562900731351,0.2439220752305696
+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_raw,Monocyte,mean_cp10k,"Zero-shot, real bulk",3287.0,0.0838295701370367,0.0156317468086778,0.5587432606078608,0.5166925576870438,-0.0493445661257475,0.2214557611095745,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,0.0838295701370367,0.5587432606078608,-0.0493445661257475,0.2214557611095745
+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_raw,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3287.0,0.2211780659407273,0.1809086262532612,0.6315053831846796,0.5431558469233341,-0.0308554764388184,0.3852007379135669,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,0.2211780659407273,0.6315053831846796,-0.0308554764388184,0.3852007379135669
+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_raw,NK cell,mean_cp10k,"Zero-shot, real bulk",3233.0,-0.0612062795044639,-0.0314430499160267,0.2102339908520911,0.2221878185122972,-0.1300652080441431,0.2880687192762938,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,-0.0612062795044639,0.2102339908520911,-0.1300652080441431,0.2880687192762938
+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_raw,NK cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3233.0,-0.0421333255106286,0.0393568229692759,0.0894155502536779,0.1400846653113127,-0.070523013146975,0.2823748531263441,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,-0.0421333255106286,0.0894155502536779,-0.070523013146975,0.2823748531263441
+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_pseudo,T cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3250.0,0.5681095047538968,0.4311085551095261,0.798742160332518,0.7713406638101311,0.2063305352950966,0.5852266611562743,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.5681095047538968,0.798742160332518,0.2063305352950966,0.5852266611562743
+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_pseudo,T cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3250.0,0.5254917326526117,0.4434197265654166,0.8568693079936112,0.8058492135241859,0.1313995138550392,0.5470936801528605,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.5254917326526117,0.8568693079936112,0.1313995138550392,0.5470936801528605
+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_pseudo,B cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3308.0,0.5584173693810258,0.3789871419463037,0.7497733645316014,0.6252765611769181,0.4210430630392234,0.4050458616859937,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.5584173693810258,0.7497733645316014,0.4210430630392234,0.4050458616859937
+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_pseudo,B cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3308.0,0.4307950437302282,0.3690535404855704,0.7042638907050736,0.6122448572116276,0.3573244790819119,0.2643006915187741,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.4307950437302282,0.7042638907050736,0.3573244790819119,0.2643006915187741
+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_pseudo,Monocyte,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3287.0,0.4129391683902427,0.3692924020435125,0.6628071632672867,0.566790268931654,0.1357085972528466,0.4893092989898733,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.4129391683902427,0.6628071632672867,0.1357085972528466,0.4893092989898733
+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_pseudo,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3287.0,0.3587187839701095,0.299230447784638,0.5622978390139448,0.4669027951007509,0.2153541715181017,0.3401263930136444,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.3587187839701095,0.5622978390139448,0.2153541715181017,0.3401263930136444
+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_pseudo,NK cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3233.0,0.4194845865734985,0.2942897251073055,0.7045807695028412,0.6472246986324595,0.1593628028046884,0.4522130167158057,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.4194845865734985,0.7045807695028412,0.1593628028046884,0.4522130167158057
+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_pseudo,NK cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3233.0,0.2586027307453866,0.2260415693125907,0.7109418255050133,0.6191301636618146,0.0423806843368257,0.3240871322262086,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.2586027307453866,0.7109418255050133,0.0423806843368257,0.3240871322262086
+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_cal,T cell,mean_cp10k,Zero-shot + calibration,3250.0,0.1411610469683069,0.1267235626022392,0.2607292351170803,0.3532829050933844,0.0417164689491758,0.3998273076866649,test_cal.npz@dfe7e01b,dfe7e01bf8988d4c07d93fa1ce3562d8cfecc153666b08dc4c114edb5a462307,0.1411610469683069,0.2607292351170803,0.0417164689491758,0.3998273076866649
+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_cal,T cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3250.0,0.1886440512468754,0.2240852206091093,0.2638705735597316,0.2806261365397166,0.0684799958142398,0.4978093283685346,test_cal.npz@dfe7e01b,dfe7e01bf8988d4c07d93fa1ce3562d8cfecc153666b08dc4c114edb5a462307,0.1886440512468754,0.2638705735597316,0.0684799958142398,0.4978093283685346
+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_cal,B cell,mean_cp10k,Zero-shot + calibration,3308.0,0.2098823628888047,0.2117365509170833,0.3083701895461049,0.3659339616431371,0.1310312316837089,0.2943132332567538,test_cal.npz@dfe7e01b,dfe7e01bf8988d4c07d93fa1ce3562d8cfecc153666b08dc4c114edb5a462307,0.2098823628888047,0.3083701895461049,0.1310312316837089,0.2943132332567538
+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_cal,B cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3308.0,0.274045772318718,0.2820834193459603,0.3194975324038662,0.3310024834904519,0.1948012863114462,0.3080885345331607,test_cal.npz@dfe7e01b,dfe7e01bf8988d4c07d93fa1ce3562d8cfecc153666b08dc4c114edb5a462307,0.274045772318718,0.3194975324038662,0.1948012863114462,0.3080885345331607
+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_cal,Monocyte,mean_cp10k,Zero-shot + calibration,3287.0,0.2852528972251772,0.2154876599803319,0.587547596693166,0.5483707282965984,0.1463335426702755,0.2927944120878549,test_cal.npz@dfe7e01b,dfe7e01bf8988d4c07d93fa1ce3562d8cfecc153666b08dc4c114edb5a462307,0.2852528972251772,0.587547596693166,0.1463335426702755,0.2927944120878549
+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_cal,Monocyte,pseudobulk_log1p_cpm,Zero-shot + calibration,3287.0,0.1968482243458233,0.121205122370826,0.6268869929014326,0.5425862118456113,-0.0316597558672446,0.3508552776314541,test_cal.npz@dfe7e01b,dfe7e01bf8988d4c07d93fa1ce3562d8cfecc153666b08dc4c114edb5a462307,0.1968482243458233,0.6268869929014326,-0.0316597558672446,0.3508552776314541
+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_cal,NK cell,mean_cp10k,Zero-shot + calibration,3233.0,0.0429426437349617,0.0667913674706764,0.1739450363262576,0.23857079317784,-0.0143423141007871,0.3236993540403298,test_cal.npz@dfe7e01b,dfe7e01bf8988d4c07d93fa1ce3562d8cfecc153666b08dc4c114edb5a462307,0.0429426437349617,0.1739450363262576,-0.0143423141007871,0.3236993540403298
+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_cal,NK cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3233.0,-0.0040105409344287,0.0611997397365618,0.0857324888831663,0.1361098417479576,-0.0308029216474116,0.2952323087399828,test_cal.npz@dfe7e01b,dfe7e01bf8988d4c07d93fa1ce3562d8cfecc153666b08dc4c114edb5a462307,-0.0040105409344287,0.0857324888831663,-0.0308029216474116,0.2952323087399828
+ye2026_sepsis,fewshot,fewshot_n5/draw2,lora5,T cell,mean_cp10k,"LoRA, 5 donors",3250.0,0.3460304922471161,0.0395957673390621,0.2841833706260482,0.3218158467951073,0.3379990680359194,0.0810509226651164,test_raw.npz@a7f4df1f,a7f4df1f36bb0f35a331030f36e42e6b1b6fb02de7471eca430bceceb884b82f,0.3460304922471161,0.2841833706260482,0.3379990680359194,0.0810509226651164
+ye2026_sepsis,fewshot,fewshot_n5/draw2,lora5,T cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3250.0,0.4694803337698356,0.3110700602779119,0.2620470604793019,0.2757010586898309,0.4454831462123174,0.176838866868098,test_raw.npz@a7f4df1f,a7f4df1f36bb0f35a331030f36e42e6b1b6fb02de7471eca430bceceb884b82f,0.4694803337698356,0.2620470604793019,0.4454831462123174,0.176838866868098
+ye2026_sepsis,fewshot,fewshot_n5/draw2,lora5,B cell,mean_cp10k,"LoRA, 5 donors",3308.0,0.4057646869101112,0.0795383924525406,0.301568070894857,0.3398054661435049,0.4153250358441763,0.0331358305644725,test_raw.npz@a7f4df1f,a7f4df1f36bb0f35a331030f36e42e6b1b6fb02de7471eca430bceceb884b82f,0.4057646869101112,0.301568070894857,0.4153250358441763,0.0331358305644725
+ye2026_sepsis,fewshot,fewshot_n5/draw2,lora5,B cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3308.0,0.3480228867920636,0.2517074243410581,0.3165050349105062,0.3279965548272681,0.3501451539225369,0.0515639779585145,test_raw.npz@a7f4df1f,a7f4df1f36bb0f35a331030f36e42e6b1b6fb02de7471eca430bceceb884b82f,0.3480228867920636,0.3165050349105062,0.3501451539225369,0.0515639779585145
+ye2026_sepsis,fewshot,fewshot_n5/draw2,lora5,Monocyte,mean_cp10k,"LoRA, 5 donors",3287.0,0.2949463535526179,0.235884319727362,0.5587432606078608,0.5166925576870438,0.2569009833284413,0.1509252437663387,test_raw.npz@a7f4df1f,a7f4df1f36bb0f35a331030f36e42e6b1b6fb02de7471eca430bceceb884b82f,0.2949463535526179,0.5587432606078608,0.2569009833284413,0.1509252437663387
+ye2026_sepsis,fewshot,fewshot_n5/draw2,lora5,Monocyte,pseudobulk_log1p_cpm,"LoRA, 5 donors",3287.0,0.2992119815579836,0.2490294876902311,0.6315053831846796,0.5431558469233341,0.2308593136784973,0.1958441139717008,test_raw.npz@a7f4df1f,a7f4df1f36bb0f35a331030f36e42e6b1b6fb02de7471eca430bceceb884b82f,0.2992119815579836,0.6315053831846796,0.2308593136784973,0.1958441139717008
+ye2026_sepsis,fewshot,fewshot_n5/draw2,lora5,NK cell,mean_cp10k,"LoRA, 5 donors",3233.0,0.2621337149384785,0.0750421783367408,0.2102339908520911,0.2221878185122972,0.2476773823389091,0.100979685674022,test_raw.npz@a7f4df1f,a7f4df1f36bb0f35a331030f36e42e6b1b6fb02de7471eca430bceceb884b82f,0.2621337149384785,0.2102339908520911,0.2476773823389091,0.100979685674022
+ye2026_sepsis,fewshot,fewshot_n5/draw2,lora5,NK cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3233.0,0.2138990725559114,0.1424428316664122,0.0894155502536779,0.1400846653113127,0.2092506365151672,0.0665239845442693,test_raw.npz@a7f4df1f,a7f4df1f36bb0f35a331030f36e42e6b1b6fb02de7471eca430bceceb884b82f,0.2138990725559114,0.0894155502536779,0.2092506365151672,0.0665239845442693
+ye2026_sepsis,fewshot,fewshot_n5/draw2,scsemi5,T cell,mean_cp10k,"scSemiProfiler, 5 donors",3250.0,0.3668495215515692,0.3165086508682167,0.2841833706260482,0.3218158467951073,0.3083494188813424,0.2977847755335278,test_raw.npz@a7f4df1f,a7f4df1f36bb0f35a331030f36e42e6b1b6fb02de7471eca430bceceb884b82f,0.3668495215515692,0.2841833706260482,0.3083494188813424,0.2977847755335278
+ye2026_sepsis,fewshot,fewshot_n5/draw2,scsemi5,T cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3250.0,0.2381361354906351,0.1592506915572768,0.2620470604793019,0.2757010586898309,0.206626969664896,0.1572659569269114,test_raw.npz@a7f4df1f,a7f4df1f36bb0f35a331030f36e42e6b1b6fb02de7471eca430bceceb884b82f,0.2381361354906351,0.2620470604793019,0.206626969664896,0.1572659569269114
+ye2026_sepsis,fewshot,fewshot_n5/draw2,scsemi5,B cell,mean_cp10k,"scSemiProfiler, 5 donors",3308.0,0.2713363351999342,0.168948998596861,0.301568070894857,0.3398054661435049,0.2366929945248492,0.1612049395950547,test_raw.npz@a7f4df1f,a7f4df1f36bb0f35a331030f36e42e6b1b6fb02de7471eca430bceceb884b82f,0.2713363351999342,0.301568070894857,0.2366929945248492,0.1612049395950547
+ye2026_sepsis,fewshot,fewshot_n5/draw2,scsemi5,B cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3308.0,0.2159328736150248,0.1371249688842444,0.3165050349105062,0.3279965548272681,0.2044187077097604,0.0711343668805164,test_raw.npz@a7f4df1f,a7f4df1f36bb0f35a331030f36e42e6b1b6fb02de7471eca430bceceb884b82f,0.2159328736150248,0.3165050349105062,0.2044187077097604,0.0711343668805164
+ye2026_sepsis,fewshot,fewshot_n5/draw2,scsemi5,Monocyte,mean_cp10k,"scSemiProfiler, 5 donors",3287.0,0.2439092421162413,0.1676907026811666,0.5587432606078608,0.5166925576870438,0.2640489056725481,0.0450020619609453,test_raw.npz@a7f4df1f,a7f4df1f36bb0f35a331030f36e42e6b1b6fb02de7471eca430bceceb884b82f,0.2439092421162413,0.5587432606078608,0.2640489056725481,0.0450020619609453
+ye2026_sepsis,fewshot,fewshot_n5/draw2,scsemi5,Monocyte,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3287.0,-0.0137413134448789,-0.0084605818794541,0.6315053831846796,0.5431558469233341,-0.0092452904218219,-0.0104087270274053,test_raw.npz@a7f4df1f,a7f4df1f36bb0f35a331030f36e42e6b1b6fb02de7471eca430bceceb884b82f,-0.0137413134448789,0.6315053831846796,-0.0092452904218219,-0.0104087270274053
+ye2026_sepsis,fewshot,fewshot_n5/draw2,scsemi5,NK cell,mean_cp10k,"scSemiProfiler, 5 donors",3233.0,0.3586956693056132,0.2044772010409235,0.2102339908520911,0.2221878185122972,0.3181326941904189,0.2906103466097253,test_raw.npz@a7f4df1f,a7f4df1f36bb0f35a331030f36e42e6b1b6fb02de7471eca430bceceb884b82f,0.3586956693056132,0.2102339908520911,0.3181326941904189,0.2906103466097253
+ye2026_sepsis,fewshot,fewshot_n5/draw2,scsemi5,NK cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3233.0,0.0888458400940008,0.0682767593696084,0.0894155502536779,0.1400846653113127,0.0771701508409397,0.1428506388546776,test_raw.npz@a7f4df1f,a7f4df1f36bb0f35a331030f36e42e6b1b6fb02de7471eca430bceceb884b82f,0.0888458400940008,0.0894155502536779,0.0771701508409397,0.1428506388546776
+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_raw,mean4,mean_cp10k,"Zero-shot, real bulk",,0.0051165619869394,-0.0328982188536457,0.3386821732452143,0.3501254222844883,-0.0827375958686483,0.2459097527799696,,,0.0051165619869394,0.3386821732452143,-0.0827375958686483,0.2459097527799696
+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_raw,mean4,pseudobulk_log1p_cpm,"Zero-shot, real bulk",,0.0789204089768119,0.0910255634836536,0.3248682572070414,0.3217345314379364,-0.0293078091831245,0.2988525343924187,,,0.0789204089768119,0.3248682572070414,-0.0293078091831245,0.2988525343924186
+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_pseudo,mean4,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",,0.489737657274666,0.368419456051662,0.7289758644085618,0.6526580481377906,0.2306112495979637,0.4829487096369868,,,0.4897376572746659,0.7289758644085618,0.2306112495979637,0.4829487096369868
+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_pseudo,mean4,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",,0.393402072774584,0.3344363210370539,0.7085932158044107,0.6260317573745948,0.1866147121979696,0.3689019742278719,,,0.393402072774584,0.7085932158044107,0.1866147121979696,0.3689019742278719
+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_cal,mean4,mean_cp10k,Zero-shot + calibration,,0.1698097377043126,0.1551847852425827,0.3326480144206523,0.37653959705274,0.0761847323005933,0.3276585767679009,,,0.1698097377043126,0.3326480144206522,0.0761847323005932,0.3276585767679009
+ye2026_sepsis,fewshot,fewshot_n5/draw2,zs_cal,mean4,pseudobulk_log1p_cpm,Zero-shot + calibration,,0.163881876744247,0.1721433755156144,0.3239968969370492,0.3225811684059343,0.0502046511527574,0.3629963623182831,,,0.163881876744247,0.3239968969370492,0.0502046511527574,0.362996362318283
+ye2026_sepsis,fewshot,fewshot_n5/draw2,lora5,mean4,mean_cp10k,"LoRA, 5 donors",,0.3272188119120809,0.1075151644639264,0.3386821732452143,0.3501254222844883,0.3144756173868615,0.0915229206674874,,,0.3272188119120809,0.3386821732452143,0.3144756173868615,0.0915229206674873
+ye2026_sepsis,fewshot,fewshot_n5/draw2,lora5,mean4,pseudobulk_log1p_cpm,"LoRA, 5 donors",,0.3326535686689486,0.2385624509939033,0.3248682572070414,0.3217345314379364,0.3089345625821297,0.1226927358356456,,,0.3326535686689486,0.3248682572070414,0.3089345625821297,0.1226927358356456
+ye2026_sepsis,fewshot,fewshot_n5/draw2,scsemi5,mean4,mean_cp10k,"scSemiProfiler, 5 donors",,0.3101976920433394,0.2144063882967919,0.3386821732452143,0.3501254222844883,0.2818060033172896,0.1986505309248133,,,0.3101976920433394,0.3386821732452143,0.2818060033172896,0.1986505309248132
+ye2026_sepsis,fewshot,fewshot_n5/draw2,scsemi5,mean4,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",,0.1322933839386954,0.0890479594829189,0.3248682572070414,0.3217345314379364,0.1197426344484435,0.090210558908675,,,0.1322933839386954,0.3248682572070414,0.1197426344484435,0.090210558908675
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,T cell,mean_cp10k,"Zero-shot, real bulk",3267.0,-0.0968187791745402,-0.1387891240940373,0.2674058776426976,0.313441402775894,-0.1728814458406619,0.2423341145914327,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,-0.0968187791745402,0.2674058776426976,-0.1728814458406619,0.2423341145914327
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,T cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3267.0,-0.0180703399437208,-0.0098919608220207,0.2289561663328621,0.2602448707858002,-0.0853453251038882,0.2704133212444275,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,-0.0180703399437208,0.2289561663328621,-0.0853453251038882,0.2704133212444275
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,B cell,mean_cp10k,"Zero-shot, real bulk",3307.0,0.0587691254541168,0.0211632015564683,0.2947135505142224,0.3259210199958622,-0.0088063570115409,0.2272180703941611,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,0.0587691254541168,0.2947135505142224,-0.0088063570115409,0.2272180703941611
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,B cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3307.0,0.1124491729044672,0.1152896989817082,0.2932125881671402,0.310229817563537,0.049568958958363,0.2260672332081499,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,0.1124491729044672,0.2932125881671402,0.049568958958363,0.2260672332081499
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,Monocyte,mean_cp10k,"Zero-shot, real bulk",3299.0,0.0235850956673533,-0.0196584857588191,0.5404162642066815,0.4927069274944488,-0.1029306629020617,0.2006408740410082,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,0.0235850956673533,0.5404162642066815,-0.1029306629020617,0.2006408740410082
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3299.0,0.175005589455467,0.1461617759663628,0.6043259179152038,0.5214490594503113,-0.0596507013992992,0.3628706402086614,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,0.175005589455467,0.6043259179152038,-0.0596507013992992,0.3628706402086614
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,NK cell,mean_cp10k,"Zero-shot, real bulk",3251.0,-0.0812117503689536,-0.0336041218162805,0.2032508698563803,0.2211759203578491,-0.1477766266465551,0.2831840537113145,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,-0.0812117503689536,0.2032508698563803,-0.1477766266465551,0.2831840537113145
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,NK cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3251.0,-0.0614984831529335,0.026048462656075,0.0622069700850062,0.1176156803797886,-0.0816012637256267,0.2714579017044495,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,-0.0614984831529335,0.0622069700850062,-0.0816012637256267,0.2714579017044495
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,T cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3267.0,0.5708040427521046,0.4202219112557993,0.8038384522910751,0.7775919850507619,0.2111520980311546,0.5831639580020866,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.5708040427521046,0.8038384522910751,0.2111520980311546,0.5831639580020866
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,T cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3267.0,0.5229713293488556,0.4226216845533614,0.8506933888458917,0.7983623824601788,0.1553616676899755,0.5335648315648434,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.5229713293488556,0.8506933888458917,0.1553616676899755,0.5335648315648434
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,B cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3307.0,0.5519438911039343,0.3717927478198331,0.7593392264462507,0.624993669636943,0.4174853486224323,0.3988014123878194,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.5519438911039343,0.7593392264462507,0.4174853486224323,0.3988014123878194
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,B cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3307.0,0.4153777247374618,0.3534747575502151,0.6886698950260585,0.5946348589817484,0.3597753860415094,0.2349705246928506,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.4153777247374618,0.6886698950260585,0.3597753860415094,0.2349705246928506
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,Monocyte,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3299.0,0.4041927678251196,0.3545296937540574,0.6382401179296905,0.5364910519471902,0.1354322911351841,0.4909810934478,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.4041927678251196,0.6382401179296905,0.1354322911351841,0.4909810934478
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3299.0,0.3338766591957852,0.275731320316351,0.518739934001535,0.4315781745428489,0.2027335334686681,0.3279895378651964,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.3338766591957852,0.518739934001535,0.2027335334686681,0.3279895378651964
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,NK cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3251.0,0.4019317441366729,0.2774161275349832,0.7135955637009821,0.6609748853450014,0.1340319707849424,0.4454407574907691,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.4019317441366729,0.7135955637009821,0.1340319707849424,0.4454407574907691
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,NK cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3251.0,0.2476422125476488,0.216997779923545,0.7046896558837652,0.6087412242771127,0.0435852362203836,0.3096940073645076,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.2476422125476488,0.7046896558837652,0.0435852362203836,0.3096940073645076
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,T cell,mean_cp10k,Zero-shot + calibration,3267.0,0.0335782025399603,0.1041406459085679,0.251737693941107,0.3898770411235122,-0.0645668949738948,0.3645305282884219,test_cal.npz@95a4bd00,95a4bd00d1b2203fa5cfb9e598e4e6352022ca0d52bb90bfd5731dd574b0068b,0.0335782025399603,0.251737693941107,-0.0645668949738948,0.3645305282884219
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,T cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3267.0,0.0980626925944741,0.1543393982748319,0.2239824918540741,0.2627992197475646,-0.0135433216236846,0.489210590411097,test_cal.npz@95a4bd00,95a4bd00d1b2203fa5cfb9e598e4e6352022ca0d52bb90bfd5731dd574b0068b,0.0980626925944741,0.2239824918540741,-0.0135433216236846,0.489210590411097
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,B cell,mean_cp10k,Zero-shot + calibration,3307.0,0.1618401145924535,0.172091872372601,0.2991005639950203,0.3931782273016315,0.0912780212169739,0.2598910946055409,test_cal.npz@95a4bd00,95a4bd00d1b2203fa5cfb9e598e4e6352022ca0d52bb90bfd5731dd574b0068b,0.1618401145924535,0.2991005639950203,0.0912780212169739,0.2598910946055409
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,B cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3307.0,0.2180192679741341,0.2493080812719192,0.2977824308106145,0.3153967515525503,0.1440694888533186,0.2901524618096694,test_cal.npz@95a4bd00,95a4bd00d1b2203fa5cfb9e598e4e6352022ca0d52bb90bfd5731dd574b0068b,0.2180192679741341,0.2977824308106145,0.1440694888533186,0.2901524618096694
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,Monocyte,mean_cp10k,Zero-shot + calibration,3299.0,0.2114594090873258,0.1610662703709094,0.584150059168781,0.5415309864964438,0.0744964745849661,0.2621048275763067,test_cal.npz@95a4bd00,95a4bd00d1b2203fa5cfb9e598e4e6352022ca0d52bb90bfd5731dd574b0068b,0.2114594090873258,0.584150059168781,0.0744964745849661,0.2621048275763067
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,Monocyte,pseudobulk_log1p_cpm,Zero-shot + calibration,3299.0,0.1256273477789059,0.0721579130933495,0.5947449224784561,0.4997824784763574,-0.0974411121310439,0.3353145065181988,test_cal.npz@95a4bd00,95a4bd00d1b2203fa5cfb9e598e4e6352022ca0d52bb90bfd5731dd574b0068b,0.1256273477789059,0.5947449224784561,-0.0974411121310439,0.3353145065181988
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,NK cell,mean_cp10k,Zero-shot + calibration,3251.0,-0.0182428979358788,0.0586420496926014,0.1752142742778529,0.2913518220656582,-0.0776850917993799,0.3107801364630533,test_cal.npz@95a4bd00,95a4bd00d1b2203fa5cfb9e598e4e6352022ca0d52bb90bfd5731dd574b0068b,-0.0182428979358788,0.1752142742778529,-0.0776850917993799,0.3107801364630533
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,NK cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3251.0,-0.0421563942513217,0.0401146644472924,0.0432367571083143,0.1002105609812009,-0.0578837081481468,0.3006262674452335,test_cal.npz@95a4bd00,95a4bd00d1b2203fa5cfb9e598e4e6352022ca0d52bb90bfd5731dd574b0068b,-0.0421563942513217,0.0432367571083143,-0.0578837081481468,0.3006262674452335
+ye2026_sepsis,fewshot,fewshot_n5/draw3,lora5,T cell,mean_cp10k,"LoRA, 5 donors",3267.0,0.5083034549877442,0.3515680898657916,0.2674058776426976,0.313441402775894,0.4696868722338369,0.272358145922433,test_raw.npz@3278dc67,3278dc672b740fbb8ac68faf9fd17229672a8dd5a8d3902bf282a949b7edb1ef,0.5083034549877442,0.2674058776426976,0.4696868722338369,0.272358145922433
+ye2026_sepsis,fewshot,fewshot_n5/draw3,lora5,T cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3267.0,0.5418830471687608,0.411598816838855,0.2289561663328621,0.2602448707858002,0.5108720402869138,0.2844248066810024,test_raw.npz@3278dc67,3278dc672b740fbb8ac68faf9fd17229672a8dd5a8d3902bf282a949b7edb1ef,0.5418830471687608,0.2289561663328621,0.5108720402869138,0.2844248066810024
+ye2026_sepsis,fewshot,fewshot_n5/draw3,lora5,B cell,mean_cp10k,"LoRA, 5 donors",3307.0,0.4535471287761332,0.3465177283094425,0.2947135505142224,0.3259210199958622,0.4081800869773475,0.2615048884433566,test_raw.npz@3278dc67,3278dc672b740fbb8ac68faf9fd17229672a8dd5a8d3902bf282a949b7edb1ef,0.4535471287761332,0.2947135505142224,0.4081800869773475,0.2615048884433566
+ye2026_sepsis,fewshot,fewshot_n5/draw3,lora5,B cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3307.0,0.4512848050185717,0.3859127252753108,0.2932125881671402,0.310229817563537,0.4146224240033108,0.2204477607511778,test_raw.npz@3278dc67,3278dc672b740fbb8ac68faf9fd17229672a8dd5a8d3902bf282a949b7edb1ef,0.4512848050185717,0.2932125881671402,0.4146224240033108,0.2204477607511778
+ye2026_sepsis,fewshot,fewshot_n5/draw3,lora5,Monocyte,mean_cp10k,"LoRA, 5 donors",3299.0,0.3524626136123094,0.2632082892080749,0.5404162642066815,0.4927069274944488,0.2699727560897372,0.2446462425526331,test_raw.npz@3278dc67,3278dc672b740fbb8ac68faf9fd17229672a8dd5a8d3902bf282a949b7edb1ef,0.3524626136123094,0.5404162642066815,0.2699727560897372,0.2446462425526331
+ye2026_sepsis,fewshot,fewshot_n5/draw3,lora5,Monocyte,pseudobulk_log1p_cpm,"LoRA, 5 donors",3299.0,0.3444221751053453,0.2878078197609726,0.6043259179152038,0.5214490594503113,0.2347755256901597,0.2720790515158022,test_raw.npz@3278dc67,3278dc672b740fbb8ac68faf9fd17229672a8dd5a8d3902bf282a949b7edb1ef,0.3444221751053453,0.6043259179152038,0.2347755256901597,0.2720790515158022
+ye2026_sepsis,fewshot,fewshot_n5/draw3,lora5,NK cell,mean_cp10k,"LoRA, 5 donors",3251.0,0.3292232519640568,0.2305623317900056,0.2032508698563803,0.2211759203578491,0.3010117854958069,0.198598358393389,test_raw.npz@3278dc67,3278dc672b740fbb8ac68faf9fd17229672a8dd5a8d3902bf282a949b7edb1ef,0.3292232519640568,0.2032508698563803,0.3010117854958069,0.198598358393389
+ye2026_sepsis,fewshot,fewshot_n5/draw3,lora5,NK cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3251.0,0.2386837906930821,0.2022883946612927,0.0622069700850062,0.1176156803797886,0.2334054792535372,0.1185059983352455,test_raw.npz@3278dc67,3278dc672b740fbb8ac68faf9fd17229672a8dd5a8d3902bf282a949b7edb1ef,0.2386837906930821,0.0622069700850062,0.2334054792535372,0.1185059983352455
+ye2026_sepsis,fewshot,fewshot_n5/draw3,scsemi5,T cell,mean_cp10k,"scSemiProfiler, 5 donors",3267.0,0.4626115007608457,0.2487801668915354,0.2674058776426976,0.313441402775894,0.3935915134159664,0.5101427805594155,test_raw.npz@3278dc67,3278dc672b740fbb8ac68faf9fd17229672a8dd5a8d3902bf282a949b7edb1ef,0.4626115007608457,0.2674058776426976,0.3935915134159664,0.5101427805594155
+ye2026_sepsis,fewshot,fewshot_n5/draw3,scsemi5,T cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3267.0,0.3091519253076109,0.1794666044169841,0.2289561663328621,0.2602448707858002,0.273632682394485,0.2137766131126367,test_raw.npz@3278dc67,3278dc672b740fbb8ac68faf9fd17229672a8dd5a8d3902bf282a949b7edb1ef,0.3091519253076109,0.2289561663328621,0.273632682394485,0.2137766131126367
+ye2026_sepsis,fewshot,fewshot_n5/draw3,scsemi5,B cell,mean_cp10k,"scSemiProfiler, 5 donors",3307.0,0.4977380802785042,0.2658783572576076,0.2947135505142224,0.3259210199958622,0.4359480017764723,0.3833485261268877,test_raw.npz@3278dc67,3278dc672b740fbb8ac68faf9fd17229672a8dd5a8d3902bf282a949b7edb1ef,0.4977380802785042,0.2947135505142224,0.4359480017764723,0.3833485261268877
+ye2026_sepsis,fewshot,fewshot_n5/draw3,scsemi5,B cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3307.0,0.2319544426492275,0.1805019146312652,0.2932125881671402,0.310229817563537,0.2285590397109976,0.0466525660081132,test_raw.npz@3278dc67,3278dc672b740fbb8ac68faf9fd17229672a8dd5a8d3902bf282a949b7edb1ef,0.2319544426492275,0.2932125881671402,0.2285590397109976,0.0466525660081132
+ye2026_sepsis,fewshot,fewshot_n5/draw3,scsemi5,Monocyte,mean_cp10k,"scSemiProfiler, 5 donors",3299.0,0.484593924387097,0.1996917146735962,0.5404162642066815,0.4927069274944488,0.3500716766577214,0.396287463515714,test_raw.npz@3278dc67,3278dc672b740fbb8ac68faf9fd17229672a8dd5a8d3902bf282a949b7edb1ef,0.484593924387097,0.5404162642066815,0.3500716766577214,0.396287463515714
+ye2026_sepsis,fewshot,fewshot_n5/draw3,scsemi5,Monocyte,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3299.0,0.1125706795269174,0.0579837869726264,0.6043259179152038,0.5214490594503113,-0.016890690732033,0.2080559964714684,test_raw.npz@3278dc67,3278dc672b740fbb8ac68faf9fd17229672a8dd5a8d3902bf282a949b7edb1ef,0.1125706795269174,0.6043259179152038,-0.016890690732033,0.2080559964714684
+ye2026_sepsis,fewshot,fewshot_n5/draw3,scsemi5,NK cell,mean_cp10k,"scSemiProfiler, 5 donors",3251.0,0.5800165970801583,0.2396493742913223,0.2032508698563803,0.2211759203578491,0.5549811735618234,0.3714062482067408,test_raw.npz@3278dc67,3278dc672b740fbb8ac68faf9fd17229672a8dd5a8d3902bf282a949b7edb1ef,0.5800165970801583,0.2032508698563803,0.5549811735618234,0.3714062482067408
+ye2026_sepsis,fewshot,fewshot_n5/draw3,scsemi5,NK cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3251.0,0.2466838012130972,0.1240135712518534,0.0622069700850062,0.1176156803797886,0.2400827301661483,0.1689866425144934,test_raw.npz@3278dc67,3278dc672b740fbb8ac68faf9fd17229672a8dd5a8d3902bf282a949b7edb1ef,0.2466838012130972,0.0622069700850062,0.2400827301661483,0.1689866425144934
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,mean4,mean_cp10k,"Zero-shot, real bulk",,-0.0239190771055059,-0.0427221325281671,0.3264466405549955,0.3383113176560135,-0.1080987731002049,0.2383442781844791,,,-0.0239190771055059,0.3264466405549955,-0.1080987731002049,0.2383442781844791
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_raw,mean4,pseudobulk_log1p_cpm,"Zero-shot, real bulk",,0.0519714848158199,0.0694019941955313,0.2971754106250531,0.3023848570448592,-0.0442570828176128,0.2827022740914221,,,0.0519714848158199,0.297175410625053,-0.0442570828176127,0.2827022740914221
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,mean4,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",,0.4822181114544578,0.3559901200911682,0.7287533400919997,0.6500128979949741,0.2245254271434283,0.4795968053321188,,,0.4822181114544578,0.7287533400919997,0.2245254271434283,0.4795968053321188
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_pseudo,mean4,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",,0.3799669814574378,0.3172063855858681,0.6906982184393126,0.6083291600654722,0.1903639558551342,0.3515547253718495,,,0.3799669814574378,0.6906982184393126,0.1903639558551341,0.3515547253718495
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,mean4,mean_cp10k,Zero-shot + calibration,,0.0971587070709652,0.1239852095861699,0.3275506478456903,0.4039845192468114,0.0058806272571663,0.2993266467333307,,,0.0971587070709652,0.3275506478456903,0.0058806272571663,0.2993266467333307
+ye2026_sepsis,fewshot,fewshot_n5/draw3,zs_cal,mean4,pseudobulk_log1p_cpm,Zero-shot + calibration,,0.0998882285240481,0.1289800142718483,0.2899366505628648,0.2945472526894183,-0.0061996632623891,0.3538259565460497,,,0.0998882285240481,0.2899366505628647,-0.0061996632623891,0.3538259565460497
+ye2026_sepsis,fewshot,fewshot_n5/draw3,lora5,mean4,mean_cp10k,"LoRA, 5 donors",,0.4108841123350609,0.2979641097933286,0.3264466405549955,0.3383113176560135,0.3622128751991822,0.2442769088279529,,,0.4108841123350609,0.3264466405549955,0.3622128751991821,0.2442769088279529
+ye2026_sepsis,fewshot,fewshot_n5/draw3,lora5,mean4,pseudobulk_log1p_cpm,"LoRA, 5 donors",,0.39406845449644,0.3219019391341078,0.2971754106250531,0.3023848570448592,0.3484188673084804,0.223864404320807,,,0.3940684544964399,0.297175410625053,0.3484188673084804,0.2238644043208069
+ye2026_sepsis,fewshot,fewshot_n5/draw3,scsemi5,mean4,mean_cp10k,"scSemiProfiler, 5 donors",,0.5062400256266513,0.2384999032785154,0.3264466405549955,0.3383113176560135,0.4336480913529958,0.4152962546021895,,,0.5062400256266513,0.3264466405549955,0.4336480913529958,0.4152962546021895
+ye2026_sepsis,fewshot,fewshot_n5/draw3,scsemi5,mean4,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",,0.2250902121742132,0.1354914693181823,0.2971754106250531,0.3023848570448592,0.1813459403848994,0.1593679545266779,,,0.2250902121742132,0.297175410625053,0.1813459403848994,0.1593679545266779
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_raw,T cell,mean_cp10k,"Zero-shot, real bulk",3259.0,-0.0971117878480411,-0.148263186420601,0.2635493097811775,0.3067020556812686,-0.1717104166254624,0.2414278347666154,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,-0.0971117878480411,0.2635493097811775,-0.1717104166254624,0.2414278347666154
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_raw,T cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3259.0,-0.0132722844679247,-0.0138787579438241,0.2326120649060939,0.2535124384001211,-0.0829534335818424,0.2762777632853654,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,-0.0132722844679247,0.2326120649060939,-0.0829534335818424,0.2762777632853654
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_raw,B cell,mean_cp10k,"Zero-shot, real bulk",3311.0,0.0319206701595113,-0.0160660009775323,0.2759123555261431,0.3017744820620548,-0.029702789411307,0.2167066584799879,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,0.0319206701595113,0.2759123555261431,-0.029702789411307,0.2167066584799879
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_raw,B cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3311.0,0.0709390118170179,0.0800959098191423,0.2512149041027923,0.28108554997489,0.0194198673249771,0.2092148931276554,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,0.0709390118170179,0.2512149041027923,0.0194198673249771,0.2092148931276554
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_raw,Monocyte,mean_cp10k,"Zero-shot, real bulk",3304.0,0.0450462826983845,-0.0091415206326718,0.5497635656505115,0.4964825457213406,-0.0872225801163001,0.2114679406430611,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,0.0450462826983845,0.5497635656505115,-0.0872225801163001,0.2114679406430611
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_raw,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3304.0,0.1843808040022877,0.1535598724656463,0.6130579062755492,0.5227143226103573,-0.0590432388310129,0.3714016140073489,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,0.1843808040022877,0.6130579062755492,-0.0590432388310129,0.3714016140073489
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_raw,NK cell,mean_cp10k,"Zero-shot, real bulk",3235.0,-0.088717301238775,-0.0452068114579959,0.1891516242047408,0.2076627056934138,-0.1519690713161344,0.2867607472421217,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,-0.088717301238775,0.1891516242047408,-0.1519690713161344,0.2867607472421217
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_raw,NK cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3235.0,-0.0655671289837947,0.0183487532432008,0.0560716252028809,0.1045482701784657,-0.0842795757232563,0.2739487466015665,all_usable_raw.npz@ffcc1562,ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641,-0.0655671289837947,0.0560716252028809,-0.0842795757232563,0.2739487466015665
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,T cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3259.0,0.5635669745442566,0.4232429305094897,0.803417625099097,0.7852330909041478,0.1837305074378588,0.5916920108548671,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.5635669745442566,0.803417625099097,0.1837305074378588,0.5916920108548671
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,T cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3259.0,0.5048550747964904,0.4145418699559499,0.8564188760211486,0.8070186932482785,0.11630791892905,0.5300400701805178,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.5048550747964904,0.8564188760211486,0.11630791892905,0.5300400701805178
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,B cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3311.0,0.5461496165944588,0.3621736387277023,0.7534380362411481,0.6306889599830224,0.4049840722114032,0.4011309644176524,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.5461496165944588,0.7534380362411481,0.4049840722114032,0.4011309644176524
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,B cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3311.0,0.4022436692702913,0.3531411874764233,0.7073392693996167,0.6136704274080976,0.339163112203901,0.2396044846178543,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.4022436692702913,0.7073392693996167,0.339163112203901,0.2396044846178543
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,Monocyte,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3304.0,0.4019892854532351,0.3689271822416129,0.6511217985425919,0.5622830075061261,0.134262927744509,0.4800931098056174,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.4019892854532351,0.6511217985425919,0.134262927744509,0.4800931098056174
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3304.0,0.3326423107637852,0.2805615904447857,0.5508540700081607,0.4542452847341892,0.1916866861383959,0.3296777504458688,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.3326423107637852,0.5508540700081607,0.1916866861383959,0.3296777504458688
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,NK cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3235.0,0.404532911399907,0.2896000269627976,0.6972468414395913,0.6542518442632008,0.128898079866653,0.462706865060351,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.404532911399907,0.6972468414395913,0.128898079866653,0.462706865060351
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,NK cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3235.0,0.2395654334986801,0.2154565679296941,0.6942719958966322,0.6027477639636448,0.0354172614357397,0.3101554015201866,all_usable_pseudo.npz@32e455af,32e455af031d62511ca5358955971ff729c653187c82615d16b9473761c60576,0.2395654334986801,0.6942719958966322,0.0354172614357397,0.3101554015201866
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,T cell,mean_cp10k,Zero-shot + calibration,3259.0,0.0012067959475713,0.1693079070541972,0.2023038797104479,0.1923134786158107,-0.0868561558755773,0.3926543305708247,test_cal.npz@e2189b52,e2189b523427138b0ce3b40bdaed3c20628a3183caba813b9769be3653d14422,0.0012067959475713,0.2023038797104479,-0.0868561558755773,0.3926543305708247
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,T cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3259.0,0.029258981597991,0.1550630016300126,0.2178910428540984,0.2434774179047095,-0.0807646568634642,0.4562034531887165,test_cal.npz@e2189b52,e2189b523427138b0ce3b40bdaed3c20628a3183caba813b9769be3653d14422,0.029258981597991,0.2178910428540984,-0.0807646568634642,0.4562034531887165
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,B cell,mean_cp10k,Zero-shot + calibration,3311.0,0.1235724611357222,0.2144671910199574,0.2492078152810008,0.199249671736418,0.0441345721985328,0.3342113674132768,test_cal.npz@e2189b52,e2189b523427138b0ce3b40bdaed3c20628a3183caba813b9769be3653d14422,0.1235724611357222,0.2492078152810008,0.0441345721985328,0.3342113674132768
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,B cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3311.0,0.133442989527756,0.2048267042546999,0.2396418661176733,0.2737230529777815,0.0637553064341473,0.3113934458341086,test_cal.npz@e2189b52,e2189b523427138b0ce3b40bdaed3c20628a3183caba813b9769be3653d14422,0.133442989527756,0.2396418661176733,0.0637553064341473,0.3113934458341086
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,Monocyte,mean_cp10k,Zero-shot + calibration,3304.0,0.1574733090396907,0.1313772271328984,0.5439492619115713,0.4127429915974555,0.0213739659004113,0.2576407732401606,test_cal.npz@e2189b52,e2189b523427138b0ce3b40bdaed3c20628a3183caba813b9769be3653d14422,0.1574733090396907,0.5439492619115713,0.0213739659004113,0.2576407732401606
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,Monocyte,pseudobulk_log1p_cpm,Zero-shot + calibration,3304.0,0.0690313711687721,0.0251117033182786,0.5948701120463975,0.5166284735648341,-0.1441657384863208,0.3017677551423626,test_cal.npz@e2189b52,e2189b523427138b0ce3b40bdaed3c20628a3183caba813b9769be3653d14422,0.0690313711687721,0.5948701120463975,-0.1441657384863208,0.3017677551423626
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,NK cell,mean_cp10k,Zero-shot + calibration,3235.0,-0.0433479303130259,0.0373036437306532,0.1140376078727016,0.1056226850772895,-0.0798411284778381,0.2863220509864932,test_cal.npz@e2189b52,e2189b523427138b0ce3b40bdaed3c20628a3183caba813b9769be3653d14422,-0.0433479303130259,0.1140376078727016,-0.0798411284778381,0.2863220509864932
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,NK cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3235.0,-0.1094880962398221,0.0049040486126745,0.0381019457415317,0.0953545881988452,-0.1206193399773733,0.2155101115646676,test_cal.npz@e2189b52,e2189b523427138b0ce3b40bdaed3c20628a3183caba813b9769be3653d14422,-0.1094880962398221,0.0381019457415317,-0.1206193399773733,0.2155101115646676
+ye2026_sepsis,fewshot,fewshot_n5/draw4,lora5,T cell,mean_cp10k,"LoRA, 5 donors",3259.0,0.6099367034733324,0.4732817185054322,0.2635493097811775,0.3067020556812686,0.5778605883942821,0.2903302182568288,test_raw.npz@0c8c43a2,0c8c43a2f8217dfc290e4bcf0e819f9044a0bb39a30fe0a84b93603c2d65170e,0.6099367034733324,0.2635493097811775,0.5778605883942821,0.2903302182568288
+ye2026_sepsis,fewshot,fewshot_n5/draw4,lora5,T cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3259.0,0.5188516023573756,0.4543912518664229,0.2326120649060939,0.2535124384001211,0.4939569913479087,0.2123906205999194,test_raw.npz@0c8c43a2,0c8c43a2f8217dfc290e4bcf0e819f9044a0bb39a30fe0a84b93603c2d65170e,0.5188516023573756,0.2326120649060939,0.4939569913479087,0.2123906205999194
+ye2026_sepsis,fewshot,fewshot_n5/draw4,lora5,B cell,mean_cp10k,"LoRA, 5 donors",3311.0,0.5905990329669717,0.4820930283869095,0.2759123555261431,0.3017744820620548,0.561866004853888,0.2407624884425727,test_raw.npz@0c8c43a2,0c8c43a2f8217dfc290e4bcf0e819f9044a0bb39a30fe0a84b93603c2d65170e,0.5905990329669717,0.2759123555261431,0.561866004853888,0.2407624884425727
+ye2026_sepsis,fewshot,fewshot_n5/draw4,lora5,B cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3311.0,0.4505460154527171,0.4478199723686447,0.2512149041027923,0.28108554997489,0.4251772211783615,0.1828916788612389,test_raw.npz@0c8c43a2,0c8c43a2f8217dfc290e4bcf0e819f9044a0bb39a30fe0a84b93603c2d65170e,0.4505460154527171,0.2512149041027923,0.4251772211783615,0.1828916788612389
+ye2026_sepsis,fewshot,fewshot_n5/draw4,lora5,Monocyte,mean_cp10k,"LoRA, 5 donors",3304.0,0.3520455806345759,0.2970997064988751,0.5497635656505115,0.4964825457213406,0.2955961219558731,0.200328784971822,test_raw.npz@0c8c43a2,0c8c43a2f8217dfc290e4bcf0e819f9044a0bb39a30fe0a84b93603c2d65170e,0.3520455806345759,0.5497635656505115,0.2955961219558731,0.200328784971822
+ye2026_sepsis,fewshot,fewshot_n5/draw4,lora5,Monocyte,pseudobulk_log1p_cpm,"LoRA, 5 donors",3304.0,0.3698119044533479,0.333826795645341,0.6130579062755492,0.5227143226103573,0.2970774446731917,0.2307145284084712,test_raw.npz@0c8c43a2,0c8c43a2f8217dfc290e4bcf0e819f9044a0bb39a30fe0a84b93603c2d65170e,0.3698119044533479,0.6130579062755492,0.2970774446731917,0.2307145284084712
+ye2026_sepsis,fewshot,fewshot_n5/draw4,lora5,NK cell,mean_cp10k,"LoRA, 5 donors",3235.0,0.4284641614667242,0.2751457106153244,0.1891516242047408,0.2076627056934138,0.4035760488749079,0.2227150243292154,test_raw.npz@0c8c43a2,0c8c43a2f8217dfc290e4bcf0e819f9044a0bb39a30fe0a84b93603c2d65170e,0.4284641614667242,0.1891516242047408,0.4035760488749079,0.2227150243292154
+ye2026_sepsis,fewshot,fewshot_n5/draw4,lora5,NK cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3235.0,0.2469368515585443,0.1729888006333343,0.0560716252028809,0.1045482701784657,0.2422477854665118,0.1233818485108691,test_raw.npz@0c8c43a2,0c8c43a2f8217dfc290e4bcf0e819f9044a0bb39a30fe0a84b93603c2d65170e,0.2469368515585443,0.0560716252028809,0.2422477854665118,0.1233818485108691
+ye2026_sepsis,fewshot,fewshot_n5/draw4,scsemi5,T cell,mean_cp10k,"scSemiProfiler, 5 donors",3259.0,0.4246209034730557,0.0873156989547451,0.2635493097811775,0.3067020556812686,0.3486544124480115,0.5251419606939168,test_raw.npz@0c8c43a2,0c8c43a2f8217dfc290e4bcf0e819f9044a0bb39a30fe0a84b93603c2d65170e,0.4246209034730557,0.2635493097811775,0.3486544124480115,0.5251419606939168
+ye2026_sepsis,fewshot,fewshot_n5/draw4,scsemi5,T cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3259.0,0.1809216181437605,0.0472775269106999,0.2326120649060939,0.2535124384001211,0.1189572240135299,0.3039434897568695,test_raw.npz@0c8c43a2,0c8c43a2f8217dfc290e4bcf0e819f9044a0bb39a30fe0a84b93603c2d65170e,0.1809216181437605,0.2326120649060939,0.1189572240135299,0.3039434897568695
+ye2026_sepsis,fewshot,fewshot_n5/draw4,scsemi5,B cell,mean_cp10k,"scSemiProfiler, 5 donors",3311.0,0.4425788280300799,0.0306322057567038,0.2759123555261431,0.3017744820620548,0.3646088581557192,0.5161798816406824,test_raw.npz@0c8c43a2,0c8c43a2f8217dfc290e4bcf0e819f9044a0bb39a30fe0a84b93603c2d65170e,0.4425788280300799,0.2759123555261431,0.3646088581557192,0.5161798816406824
+ye2026_sepsis,fewshot,fewshot_n5/draw4,scsemi5,B cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3311.0,0.1478798573496861,0.051269350863249,0.2512149041027923,0.28108554997489,0.0890796362179153,0.2569595435142086,test_raw.npz@0c8c43a2,0c8c43a2f8217dfc290e4bcf0e819f9044a0bb39a30fe0a84b93603c2d65170e,0.1478798573496861,0.2512149041027923,0.0890796362179153,0.2569595435142086
+ye2026_sepsis,fewshot,fewshot_n5/draw4,scsemi5,Monocyte,mean_cp10k,"scSemiProfiler, 5 donors",3304.0,0.4493732403935941,0.2191580065269004,0.5497635656505115,0.4964825457213406,0.2419454404357811,0.4987676155635469,test_raw.npz@0c8c43a2,0c8c43a2f8217dfc290e4bcf0e819f9044a0bb39a30fe0a84b93603c2d65170e,0.4493732403935941,0.5497635656505115,0.2419454404357811,0.4987676155635469
+ye2026_sepsis,fewshot,fewshot_n5/draw4,scsemi5,Monocyte,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3304.0,0.1174429779778588,0.0926514829929964,0.6130579062755492,0.5227143226103573,-0.1021533797173641,0.3164474298064529,test_raw.npz@0c8c43a2,0c8c43a2f8217dfc290e4bcf0e819f9044a0bb39a30fe0a84b93603c2d65170e,0.1174429779778588,0.6130579062755492,-0.1021533797173641,0.3164474298064529
+ye2026_sepsis,fewshot,fewshot_n5/draw4,scsemi5,NK cell,mean_cp10k,"scSemiProfiler, 5 donors",3235.0,0.4954356771906141,0.0873927566051577,0.1891516242047408,0.2076627056934138,0.4666386849144949,0.4127005161645233,test_raw.npz@0c8c43a2,0c8c43a2f8217dfc290e4bcf0e819f9044a0bb39a30fe0a84b93603c2d65170e,0.4954356771906141,0.1891516242047408,0.4666386849144949,0.4127005161645233
+ye2026_sepsis,fewshot,fewshot_n5/draw4,scsemi5,NK cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3235.0,0.1768556233397364,0.0503516992095603,0.0560716252028809,0.1045482701784657,0.1701407750883899,0.1671505089417784,test_raw.npz@0c8c43a2,0c8c43a2f8217dfc290e4bcf0e819f9044a0bb39a30fe0a84b93603c2d65170e,0.1768556233397364,0.0560716252028809,0.1701407750883899,0.1671505089417784
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_raw,mean4,mean_cp10k,"Zero-shot, real bulk",,-0.02721553405723,-0.0546693798722003,0.3195942137906433,0.3281554472895195,-0.110151214367301,0.2390907952829465,,,-0.02721553405723,0.3195942137906433,-0.1101512143673009,0.2390907952829465
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_raw,mean4,pseudobulk_log1p_cpm,"Zero-shot, real bulk",,0.0441201005918965,0.0595314443960413,0.2882391251218291,0.2904651452909585,-0.0517140952027836,0.2827107542554841,,,0.0441201005918965,0.2882391251218291,-0.0517140952027836,0.282710754255484
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,mean4,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",,0.4790596969979644,0.3609859446104006,0.7263060753306071,0.6581142256641244,0.212968896815106,0.4839057375346219,,,0.4790596969979644,0.7263060753306071,0.212968896815106,0.4839057375346219
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_pseudo,mean4,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",,0.3698266220823117,0.3159253039517132,0.7022210528313896,0.6194205423385525,0.1706437446767716,0.3523694266911069,,,0.3698266220823117,0.7022210528313896,0.1706437446767716,0.3523694266911069
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,mean4,mean_cp10k,Zero-shot + calibration,,0.0597261589524896,0.1381139922344265,0.2773746411939304,0.2274822067567435,-0.0252971865636178,0.3177071305526888,,,0.0597261589524895,0.2773746411939304,-0.0252971865636178,0.3177071305526888
+ye2026_sepsis,fewshot,fewshot_n5/draw4,zs_cal,mean4,pseudobulk_log1p_cpm,Zero-shot + calibration,,0.0305613115136742,0.0974763644539164,0.2726262416899253,0.2822958831615426,-0.0704486072232527,0.3212186914324638,,,0.0305613115136742,0.2726262416899252,-0.0704486072232527,0.3212186914324638
+ye2026_sepsis,fewshot,fewshot_n5/draw4,lora5,mean4,mean_cp10k,"LoRA, 5 donors",,0.495261369635401,0.3819050410016353,0.3195942137906433,0.3281554472895195,0.4597246910197378,0.2385341290001097,,,0.495261369635401,0.3195942137906433,0.4597246910197378,0.2385341290001097
+ye2026_sepsis,fewshot,fewshot_n5/draw4,lora5,mean4,pseudobulk_log1p_cpm,"LoRA, 5 donors",,0.3965365934554962,0.3522567051284357,0.2882391251218291,0.2904651452909585,0.3646148606664934,0.1873446690951246,,,0.3965365934554962,0.2882391251218291,0.3646148606664934,0.1873446690951246
+ye2026_sepsis,fewshot,fewshot_n5/draw4,scsemi5,mean4,mean_cp10k,"scSemiProfiler, 5 donors",,0.453002162271836,0.1061246669608767,0.3195942137906433,0.3281554472895195,0.3554618489885017,0.4881974935156674,,,0.453002162271836,0.3195942137906433,0.3554618489885016,0.4881974935156673
+ye2026_sepsis,fewshot,fewshot_n5/draw4,scsemi5,mean4,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",,0.1557750192027605,0.0603875149941264,0.2882391251218291,0.2904651452909585,0.0690060639006177,0.2611252430048273,,,0.1557750192027604,0.2882391251218291,0.0690060639006177,0.2611252430048273