Archive 4 checkpoints (1-4)

paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_contrast/ji2025_chili/fewshot_n5/draw4/cat.csv

@@ -0,0 +1,301 @@
+dataset,design,unit,arm,predictor,celltype,k,k_eff,cat_same_sign,cat_any_sign,chance_same_sign,chance_any_sign,G_both,pred_defined,n_tested_obs,n_tested_pred
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+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,T cell,20,20,0.0,0.0,0.0024015369836695487,0.004803073967339097,4164,True,5662,4178
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,T cell,50,50,0.0,0.0,0.006003842459173871,0.012007684918347743,4164,True,5662,4178
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,T cell,100,100,0.04,0.04,0.012007684918347743,0.024015369836695485,4164,True,5662,4178
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+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,T cell,10,10,0.1,0.1,0.0009211495946941784,0.0018422991893883567,5428,True,5662,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,T cell,20,20,0.1,0.1,0.0018422991893883567,0.0036845983787767134,5428,True,5662,5493
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+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,B cell,50,50,0.0,0.04,0.008180628272251309,0.016361256544502618,3056,True,5327,3066
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,B cell,100,100,0.0,0.03,0.016361256544502618,0.032722513089005235,3056,True,5327,3066
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,B cell,200,200,0.0,0.055,0.032722513089005235,0.06544502617801047,3056,True,5327,3066
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,B cell,500,500,0.016,0.104,0.08180628272251309,0.16361256544502617,3056,True,5327,3066
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,B cell,10,10,0.0,0.0,0.0009695559433779329,0.0019391118867558659,5157,True,5327,5493
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+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,B cell,50,50,0.0,0.0,0.004847779716889665,0.00969555943377933,5157,True,5327,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,B cell,100,100,0.0,0.01,0.00969555943377933,0.01939111886755866,5157,True,5327,5493
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+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,NK cell,10,10,0.0,0.0,0.0018057060310581437,0.0036114120621162874,2769,True,5453,2772
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+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,NK cell,50,50,0.04,0.04,0.00474743638435245,0.0094948727687049,5266,True,5453,5493
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+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,DC,10,10,0.0,0.0,0.002370791844476055,0.00474158368895211,2109,True,5000,2109
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+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,generated:zs_raw,DC,100,100,0.0,0.01,0.02370791844476055,0.0474158368895211,2109,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,500,500,0.016,0.026,0.11853959222380275,0.2370791844476055,2109,True,5000,2109
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+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,DC,100,100,0.05,0.05,0.010210332856851132,0.020420665713702265,4897,True,5000,5493
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+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,20,20,0.15,0.15,0.001762114537444934,0.003524229074889868,5675,True,5675,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,50,50,0.12,0.12,0.004405286343612335,0.00881057268722467,5675,True,5675,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,100,100,0.16,0.16,0.00881057268722467,0.01762114537444934,5675,True,5675,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,200,200,0.28,0.28,0.01762114537444934,0.03524229074889868,5675,True,5675,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,500,500,0.342,0.342,0.04405286343612335,0.0881057268722467,5675,True,5675,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,NK cell,10,10,0.0,0.0,0.0013458950201884253,0.0026917900403768506,3715,True,5453,3720
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,NK cell,20,20,0.1,0.1,0.0026917900403768506,0.005383580080753701,3715,True,5453,3720
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,NK cell,50,50,0.04,0.04,0.006729475100942127,0.013458950201884253,3715,True,5453,3720
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,NK cell,100,100,0.06,0.08,0.013458950201884253,0.026917900403768506,3715,True,5453,3720
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,NK cell,200,200,0.075,0.095,0.026917900403768506,0.05383580080753701,3715,True,5453,3720
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,NK cell,500,500,0.076,0.116,0.06729475100942127,0.13458950201884254,3715,True,5453,3720
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,10,10,0.0,0.0,0.0009169264624977076,0.0018338529249954153,5453,True,5453,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,20,20,0.05,0.05,0.0018338529249954153,0.0036677058499908306,5453,True,5453,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,50,50,0.08,0.08,0.0045846323124885385,0.009169264624977077,5453,True,5453,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,100,100,0.12,0.12,0.009169264624977077,0.018338529249954154,5453,True,5453,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,200,200,0.2,0.2,0.018338529249954154,0.03667705849990831,5453,True,5453,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,500,500,0.288,0.29,0.04584632312488538,0.09169264624977076,5453,True,5453,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,DC,10,10,0.0,0.0,0.0015323322096230463,0.0030646644192460926,3263,True,5000,3269
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,DC,20,20,0.0,0.0,0.0030646644192460926,0.006129328838492185,3263,True,5000,3269
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,DC,50,50,0.02,0.02,0.007661661048115232,0.015323322096230463,3263,True,5000,3269
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,DC,100,100,0.03,0.03,0.015323322096230463,0.030646644192460926,3263,True,5000,3269
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,DC,200,200,0.035,0.035,0.030646644192460926,0.06129328838492185,3263,True,5000,3269
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,generated:zs_pseudo,DC,500,500,0.032,0.036,0.07661661048115231,0.15323322096230463,3263,True,5000,3269
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,10,10,0.1,0.1,0.001,0.002,5000,True,5000,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,20,20,0.1,0.1,0.002,0.004,5000,True,5000,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,50,50,0.06,0.06,0.005,0.01,5000,True,5000,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,100,100,0.07,0.08,0.01,0.02,5000,True,5000,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,200,200,0.07,0.08,0.02,0.04,5000,True,5000,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,500,500,0.07,0.11,0.05,0.1,5000,True,5000,5745
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,T cell,10,10,0.0,0.0,0.0012039489525644113,0.0024078979051288226,4153,True,5662,4161
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,T cell,20,20,0.0,0.0,0.0024078979051288226,0.004815795810257645,4153,True,5662,4161
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,T cell,50,50,0.0,0.0,0.006019744762822056,0.012039489525644112,4153,True,5662,4161
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,T cell,100,100,0.03,0.03,0.012039489525644112,0.024078979051288224,4153,True,5662,4161
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,T cell,200,200,0.045,0.05,0.024078979051288224,0.04815795810257645,4153,True,5662,4161
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,T cell,500,500,0.092,0.124,0.06019744762822056,0.12039489525644112,4153,True,5662,4161
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,T cell,10,10,0.1,0.1,0.0009211495946941784,0.0018422991893883567,5428,True,5662,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,T cell,20,20,0.15,0.15,0.0018422991893883567,0.0036845983787767134,5428,True,5662,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,T cell,50,50,0.06,0.06,0.004605747973470892,0.009211495946941784,5428,True,5662,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,T cell,100,100,0.07,0.07,0.009211495946941784,0.018422991893883568,5428,True,5662,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,T cell,200,200,0.075,0.08,0.018422991893883568,0.036845983787767135,5428,True,5662,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,T cell,500,500,0.12,0.136,0.04605747973470892,0.09211495946941783,5428,True,5662,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,B cell,10,10,0.0,0.0,0.0016404199475065617,0.0032808398950131233,3048,True,5327,3051
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,B cell,20,20,0.0,0.0,0.0032808398950131233,0.006561679790026247,3048,True,5327,3051
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,B cell,50,50,0.0,0.0,0.008202099737532808,0.016404199475065617,3048,True,5327,3051
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,B cell,100,100,0.0,0.01,0.016404199475065617,0.03280839895013123,3048,True,5327,3051
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,B cell,200,200,0.025,0.05,0.03280839895013123,0.06561679790026247,3048,True,5327,3051
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,B cell,500,500,0.038,0.12,0.08202099737532809,0.16404199475065617,3048,True,5327,3051
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,B cell,10,10,0.0,0.0,0.0009695559433779329,0.0019391118867558659,5157,True,5327,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,B cell,20,20,0.0,0.0,0.0019391118867558659,0.0038782237735117317,5157,True,5327,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,B cell,50,50,0.0,0.0,0.004847779716889665,0.00969555943377933,5157,True,5327,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,B cell,100,100,0.0,0.01,0.00969555943377933,0.01939111886755866,5157,True,5327,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,B cell,200,200,0.02,0.055,0.01939111886755866,0.03878223773511732,5157,True,5327,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,B cell,500,500,0.068,0.128,0.04847779716889664,0.09695559433779329,5157,True,5327,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,Monocyte,10,10,0.0,0.0,0.001379310344827586,0.002758620689655172,3625,True,5675,3627
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,Monocyte,20,20,0.05,0.1,0.002758620689655172,0.005517241379310344,3625,True,5675,3627
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,Monocyte,50,50,0.02,0.04,0.006896551724137931,0.013793103448275862,3625,True,5675,3627
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,Monocyte,100,100,0.01,0.03,0.013793103448275862,0.027586206896551724,3625,True,5675,3627
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,Monocyte,200,200,0.025,0.05,0.027586206896551724,0.05517241379310345,3625,True,5675,3627
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,Monocyte,500,500,0.102,0.144,0.06896551724137931,0.13793103448275862,3625,True,5675,3627
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,Monocyte,10,10,0.1,0.1,0.0009192866335723479,0.0018385732671446957,5439,True,5675,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,Monocyte,20,20,0.05,0.05,0.0018385732671446957,0.0036771465342893914,5439,True,5675,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,Monocyte,50,50,0.06,0.06,0.004596433167861739,0.009192866335723478,5439,True,5675,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,Monocyte,100,100,0.07,0.07,0.009192866335723478,0.018385732671446955,5439,True,5675,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,Monocyte,200,200,0.15,0.15,0.018385732671446955,0.03677146534289391,5439,True,5675,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,Monocyte,500,500,0.178,0.192,0.045964331678617396,0.09192866335723479,5439,True,5675,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,NK cell,10,10,0.0,0.0,0.001902587519025875,0.00380517503805175,2628,True,5453,2630
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,NK cell,20,20,0.0,0.0,0.00380517503805175,0.0076103500761035,2628,True,5453,2630
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,NK cell,50,50,0.0,0.0,0.009512937595129375,0.01902587519025875,2628,True,5453,2630
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,NK cell,100,100,0.02,0.06,0.01902587519025875,0.0380517503805175,2628,True,5453,2630
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,NK cell,200,200,0.015,0.05,0.0380517503805175,0.076103500761035,2628,True,5453,2630
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,NK cell,500,500,0.028,0.086,0.09512937595129375,0.1902587519025875,2628,True,5453,2630
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,NK cell,10,10,0.1,0.1,0.0009494872768704899,0.0018989745537409798,5266,True,5453,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,NK cell,20,20,0.1,0.1,0.0018989745537409798,0.0037979491074819596,5266,True,5453,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,NK cell,50,50,0.04,0.04,0.00474743638435245,0.0094948727687049,5266,True,5453,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,NK cell,100,100,0.05,0.05,0.0094948727687049,0.0189897455374098,5266,True,5453,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,NK cell,200,200,0.05,0.055,0.0189897455374098,0.0379794910748196,5266,True,5453,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,NK cell,500,500,0.094,0.124,0.0474743638435245,0.094948727687049,5266,True,5453,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,DC,10,10,0.0,0.0,0.002170138888888889,0.004340277777777778,2304,True,5000,2305
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,DC,20,20,0.0,0.0,0.004340277777777778,0.008680555555555556,2304,True,5000,2305
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,DC,50,50,0.02,0.02,0.010850694444444444,0.021701388888888888,2304,True,5000,2305
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,DC,100,100,0.01,0.01,0.021701388888888888,0.043402777777777776,2304,True,5000,2305
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,DC,200,200,0.01,0.015,0.043402777777777776,0.08680555555555555,2304,True,5000,2305
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,generated:zs_cal,DC,500,500,0.008,0.012,0.10850694444444445,0.2170138888888889,2304,True,5000,2305
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,DC,10,10,0.0,0.0,0.0010210332856851133,0.0020420665713702267,4897,True,5000,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,DC,20,20,0.1,0.1,0.0020420665713702267,0.004084133142740453,4897,True,5000,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,DC,50,50,0.04,0.04,0.005105166428425566,0.010210332856851132,4897,True,5000,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,DC,100,100,0.06,0.06,0.010210332856851132,0.020420665713702265,4897,True,5000,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,DC,200,200,0.045,0.045,0.020420665713702265,0.04084133142740453,4897,True,5000,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,broadcast:test_cal.npz@cdfdac00,DC,500,500,0.064,0.082,0.051051664284255664,0.10210332856851133,4897,True,5000,5493
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+ji2025_chili,fewshot,fewshot_n5/draw4,lora5,generated:lora5,T cell,20,20,0.1,0.1,0.0024021138601969735,0.004804227720393947,4163,True,5662,4166
+ji2025_chili,fewshot,fewshot_n5/draw4,lora5,generated:lora5,T cell,50,50,0.08,0.08,0.006005284650492433,0.012010569300984866,4163,True,5662,4166
+ji2025_chili,fewshot,fewshot_n5/draw4,lora5,generated:lora5,T cell,100,100,0.06,0.06,0.012010569300984866,0.024021138601969732,4163,True,5662,4166
+ji2025_chili,fewshot,fewshot_n5/draw4,lora5,generated:lora5,T cell,200,200,0.1,0.1,0.024021138601969732,0.048042277203939464,4163,True,5662,4166
+ji2025_chili,fewshot,fewshot_n5/draw4,lora5,generated:lora5,T cell,500,500,0.216,0.222,0.06005284650492433,0.12010569300984866,4163,True,5662,4166
+ji2025_chili,fewshot,fewshot_n5/draw4,lora5,broadcast:test_raw.npz@cc4771e4,T cell,10,10,0.1,0.1,0.0009211495946941784,0.0018422991893883567,5428,True,5662,5493
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+ji2025_chili,fewshot,fewshot_n5/draw4,scsemi5,broadcast:test_raw.npz@cc4771e4,NK cell,100,100,0.04,0.05,0.0094948727687049,0.0189897455374098,5266,True,5453,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,scsemi5,broadcast:test_raw.npz@cc4771e4,NK cell,200,200,0.055,0.065,0.0189897455374098,0.0379794910748196,5266,True,5453,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,scsemi5,broadcast:test_raw.npz@cc4771e4,NK cell,500,500,0.088,0.126,0.0474743638435245,0.094948727687049,5266,True,5453,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,scsemi5,generated:scsemi5,DC,10,10,0.0,0.0,0.007374631268436578,0.014749262536873156,678,True,5000,679
+ji2025_chili,fewshot,fewshot_n5/draw4,scsemi5,generated:scsemi5,DC,20,20,0.05,0.05,0.014749262536873156,0.029498525073746312,678,True,5000,679
+ji2025_chili,fewshot,fewshot_n5/draw4,scsemi5,generated:scsemi5,DC,50,50,0.02,0.02,0.03687315634218289,0.07374631268436578,678,True,5000,679
+ji2025_chili,fewshot,fewshot_n5/draw4,scsemi5,generated:scsemi5,DC,100,100,0.01,0.01,0.07374631268436578,0.14749262536873156,678,True,5000,679
+ji2025_chili,fewshot,fewshot_n5/draw4,scsemi5,generated:scsemi5,DC,200,200,0.015,0.015,0.14749262536873156,0.2949852507374631,678,True,5000,679
+ji2025_chili,fewshot,fewshot_n5/draw4,scsemi5,generated:scsemi5,DC,500,500,0.022,0.034,0.3687315634218289,0.7374631268436578,678,True,5000,679
+ji2025_chili,fewshot,fewshot_n5/draw4,scsemi5,broadcast:test_raw.npz@cc4771e4,DC,10,10,0.0,0.0,0.0010210332856851133,0.0020420665713702267,4897,True,5000,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,scsemi5,broadcast:test_raw.npz@cc4771e4,DC,20,20,0.1,0.1,0.0020420665713702267,0.004084133142740453,4897,True,5000,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,scsemi5,broadcast:test_raw.npz@cc4771e4,DC,50,50,0.04,0.04,0.005105166428425566,0.010210332856851132,4897,True,5000,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,scsemi5,broadcast:test_raw.npz@cc4771e4,DC,100,100,0.05,0.05,0.010210332856851132,0.020420665713702265,4897,True,5000,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,scsemi5,broadcast:test_raw.npz@cc4771e4,DC,200,200,0.055,0.055,0.020420665713702265,0.04084133142740453,4897,True,5000,5493
+ji2025_chili,fewshot,fewshot_n5/draw4,scsemi5,broadcast:test_raw.npz@cc4771e4,DC,500,500,0.066,0.08,0.051051664284255664,0.10210332856851133,4897,True,5000,5493

paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_contrast/ji2025_chili/fewshot_n5/draw4/ceiling.csv

@@ -0,0 +1,51 @@
+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
+ji2025_chili,fewshot,fewshot_n5/draw4,split_half_A_vs_B,,T cell,3051.0,0.9615670896956587,0.003666429454351477,0.9233817805131345,0.0021068965276135666,0.9653803932394828,0.9259629953637569,0.9590060075462493,0.9232658022901017,0.965459456461405,0.924289442454447,0.9575308145068102,0.9201840638332119,0.9604587767243461,0.9232065986241542,0.9804070375638775,0.9901550573338892,0.9601648407699771,0.9798800134557175,14.0,10.0,14.0,10.0,19237.0,19247.0,
+ji2025_chili,fewshot,fewshot_n5/draw4,split_half_A_vs_B,,B cell,3274.0,0.7898836879655902,0.003934679011865424,0.6129503412988445,0.0031095562739834885,0.789031743888786,0.6136219519404453,0.7849108883690875,0.6082366699739462,0.7956461802665583,0.6166215040423052,0.7886373168742132,0.6142451558850811,0.7911923104293058,0.6120264246524443,0.88260895752772,0.939472701853396,0.7600362213324684,0.871800562819541,14.0,10.0,14.0,10.0,2638.0,2652.0,
+ji2025_chili,fewshot,fewshot_n5/draw4,split_half_A_vs_B,,Monocyte,3154.0,0.9563755582836517,0.00813644090057894,0.8388047516076359,0.006037573662074948,0.9505247669426099,0.8406963726776332,0.9454111419875528,0.8338736136423214,0.9649168584810869,0.848433490369967,0.9592527666203466,0.8368317492460822,0.9617722573866622,0.8341885321021761,0.9777013970903314,0.9887878423050778,0.9123369415641146,0.9551633062278485,14.0,10.0,14.0,10.0,12440.0,12454.0,
+ji2025_chili,fewshot,fewshot_n5/draw4,split_half_A_vs_B,,NK cell,3068.0,0.8351687694915609,0.004632598771066737,0.6459027061911825,0.009451425783817583,0.8350333203474269,0.6367016247475316,0.8415151488379281,0.6588982203660618,0.8376374532391925,0.649155572133255,0.8298837748075062,0.648225472972694,0.8317741502257512,0.63653264073637,0.9101819771300347,0.9540345785819477,0.7848613454022193,0.8859240065616346,14.0,10.0,14.0,10.0,6836.0,6842.0,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:zs_raw,zs_raw,T cell,3051.0,0.16791528520564827,0.005440532008845488,0.17197992206365806,0.003635649478528313,0.16936546350603804,0.17117828791803208,0.16867691724178718,0.1704382201249883,0.17533665462152878,0.17800836557942581,0.16043048866413315,0.16830431260160475,0.16576690199475422,0.17197042409423943,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:zs_raw,zs_raw,B cell,3274.0,-0.12988692459527312,0.008916276046853494,-0.0787685777794969,0.005899038502831351,-0.13751889474778986,-0.08261233458826987,-0.1288893472433033,-0.0792457564185526,-0.11828055547575564,-0.0703835132328106,-0.124899971339358,-0.0760244212779901,-0.1398458541701588,-0.08557686337986134,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:zs_raw,zs_raw,Monocyte,3154.0,0.19303567903760732,0.0022619251071248824,0.13421624334622045,0.0031648814738955136,0.19706288638205038,0.13726100758137613,0.1919748582810045,0.12884869521997386,0.19211450147974657,0.13486633619111274,0.19231429952733267,0.13533821840646107,0.19171184951790257,0.13476695933217836,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:zs_raw,zs_raw,NK cell,3068.0,-0.03058516958791983,0.006548876175244675,-0.04397986790426519,0.0056380443557738635,-0.03432321900166392,-0.05160475800116809,-0.024415040009002274,-0.03895569754530291,-0.03135613814162542,-0.04650342452427378,-0.023749775818068107,-0.037934089550540666,-0.03908167496923942,-0.044901369900040504,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:zs_pseudo,zs_pseudo,T cell,3051.0,0.3993060093336327,0.004177427133210314,0.4406479955743495,0.0020130168145330823,0.40051950813919396,0.43808855138052477,0.39306629007343585,0.4397825490237862,0.39972628324859855,0.44153374502302123,0.40465963106643477,0.4434829772103444,0.3985583341405003,0.4403521552340711,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:zs_pseudo,zs_pseudo,B cell,3274.0,0.07328803630389746,0.005480700431928933,0.04061921286612807,0.01177108154279122,0.07827503678139329,0.05232466940281576,0.06621102368763618,0.034049197594378675,0.07935770436965568,0.03742695315079939,0.07176635708161998,0.053100728237997594,0.0708300595991822,0.02619451594464892,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:zs_pseudo,zs_pseudo,Monocyte,3154.0,0.30913262759029336,0.0015803290609621528,0.19964126084050185,0.0033774693397385746,0.3071492352972666,0.20265361709584365,0.3110785305468339,0.1986744718934809,0.308012452308582,0.1957271708000681,0.3101264840634505,0.20362137479996162,0.3092964357353338,0.1975296696131549,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:zs_pseudo,zs_pseudo,NK cell,3068.0,0.07014200821227404,0.009214684970180834,0.012602482691619923,0.008019015711051096,0.07899689641970727,0.023698548190758072,0.07357777205254434,0.012771241676410534,0.05466419899170961,0.0030390066759477126,0.0701885582960568,0.016288323415731554,0.07328261530135216,0.007215293499251754,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:zs_cal,zs_cal,T cell,3051.0,0.15000074364866794,0.0022837295607538487,0.09220563772528845,0.0006742633677545105,0.15142443643680292,0.09177580592201841,0.15301104420935652,0.09207040557202185,0.1498240570682175,0.09149153160461272,0.1472892851520099,0.09246614780613636,0.14845489537695303,0.09322429772165289,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:zs_cal,zs_cal,B cell,3274.0,-0.055073944394452366,0.007169180986820091,-0.057466843512065116,0.008280705709153067,-0.050971075472270554,-0.04759055772453858,-0.0643135575176206,-0.06135590331265378,-0.060103216544806846,-0.06753451461546102,-0.05362529430780575,-0.06052228202265638,-0.04635657812975807,-0.05033095988501581,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:zs_cal,zs_cal,Monocyte,3154.0,0.14638937972669694,0.0004989884175139069,0.11660895683469127,0.0004648993995465494,0.14570659873994868,0.11625400799218318,0.14692346746126878,0.11626540838374035,0.14682286990231525,0.11731485049747213,0.14615739945039136,0.1168524411449128,0.1463365630795606,0.11635807615514795,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:zs_cal,zs_cal,NK cell,3068.0,0.04243172666571702,0.009394967472115495,0.039409767697964365,0.014195157842446352,0.03771477374717604,0.034290119230905296,0.04315661896515737,0.03711130491090803,0.03328091259349505,0.023874709759504783,0.05795250939991465,0.06250001407543308,0.040053818622842,0.03927269051307061,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:lora5,lora5,T cell,3051.0,0.5345928723549547,0.0026865622986303006,0.5222504429505889,0.004604563015240209,0.5366791857840291,0.524035099174604,0.5319107301847836,0.527064820801067,0.531421552725503,0.5244220246625372,0.5367687699718358,0.5151022423204143,0.5361841231086218,0.5206280277943215,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:lora5,lora5,B cell,3274.0,-0.13168288393452893,0.00805446465276602,-0.025461308837621748,0.008476262290014828,-0.13195244329651054,-0.018258989011936896,-0.13364117809191098,-0.024249945037011538,-0.12494598953254801,-0.038677312795718406,-0.12393644057002955,-0.01816865730391789,-0.1439383681816455,-0.027951640039524026,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:lora5,lora5,Monocyte,3154.0,0.42080591563494363,0.006038744435083728,0.2927059908804421,0.0031793286767060015,0.41160434340947144,0.2871923197685513,0.42814565090778367,0.29540978147157904,0.41978501470211677,0.2935652013618753,0.4212158378896935,0.2938821631410767,0.42327873126565274,0.29348048865912835,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:lora5,lora5,NK cell,3068.0,0.2507545000712374,0.01302689525679324,0.21514765613765968,0.010233145805153278,0.2541212077839646,0.22356208312009354,0.24424998363147485,0.20598854023660032,0.23161383403093536,0.20221715816633207,0.26419875694961276,0.22066730407498536,0.2595887179601994,0.22330319509028715,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:scsemi5,scsemi5,T cell,3051.0,0.1314522925021337,0.004131065354911369,-0.016810309415648438,0.002820590437982713,0.13033703816865108,-0.017131660738663144,0.12551539078901275,-0.019919753163499688,0.13357985601671155,-0.016368263949565896,0.13666412303550723,-0.012367265567112956,0.131165054500786,-0.018264603659400507,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:scsemi5,scsemi5,B cell,3274.0,-0.06988371984799294,0.005084973036398196,-0.013758919951518367,0.01084872284250481,-0.06824224212343703,-0.00847942665998191,-0.07545372688165972,-0.02273719491691832,-0.06900529171140755,-0.015150294082589708,-0.06268922567898721,0.001965799703522717,-0.07402811284447311,-0.024393483801624618,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:scsemi5,scsemi5,Monocyte,3154.0,0.2885213458558115,0.0025006958954860914,0.11447103719048597,0.00423172533692969,0.2842189082025155,0.11075434789128392,0.28910617218490064,0.11027712538322175,0.28887018134113807,0.11364747203019525,0.2906328852290555,0.11967664043513651,0.289778582321448,0.11799960021259237,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:scsemi5,scsemi5,NK cell,3068.0,0.06630313157423051,0.006648690316499743,0.02519194109601895,0.010817900324978657,0.06463017560636855,0.018268518691736846,0.0756282881246475,0.03789922655642501,0.06440774952890599,0.03608247352152904,0.05764112254397713,0.017588759483865048,0.06920832206725334,0.01612072722653882,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:all_usable_raw.npz@78d8ac58,,T cell,3051.0,0.21807065212332444,0.0018404587648364265,0.11558117344589991,0.0018393856057983245,0.21997953902868667,0.11655929021462756,0.21959390127983322,0.11555135832050373,0.2177891823718414,0.11258529084044527,0.2153678345271562,0.11573774140983756,0.21762280340910484,0.11747218644408539,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:all_usable_raw.npz@78d8ac58,,B cell,3274.0,0.11827197435125862,0.00925687023360566,0.0495003985772907,0.01023973230156923,0.12269650331097043,0.060472015869485383,0.10570555553343805,0.034052266410693664,0.12398599264293367,0.054107526605237315,0.12753792734936983,0.05385963369567385,0.11143389291958121,0.0450105503053633,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:all_usable_raw.npz@78d8ac58,,Monocyte,3154.0,0.3560357305320975,0.002987635999420263,0.19785582610430102,0.0020408598010688847,0.35219000294069536,0.19618322968761645,0.35406545926819477,0.19661432942135743,0.35867296484074596,0.19633010829866068,0.35921020098581863,0.1998132750234953,0.3560400246250327,0.20033818809037535,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:all_usable_raw.npz@78d8ac58,,NK cell,3068.0,0.18242609452607095,0.0088657913752876,0.06435499786340046,0.0036030963243223685,0.1812492213213139,0.06659972985942053,0.186521738988482,0.06905497400558991,0.1697174318940246,0.06135597477249389,0.19390961366590354,0.06438493594084208,0.18073246676063073,0.06037937473865593,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:all_usable_pseudo.npz@49033eab,,T cell,3051.0,0.636918477123228,0.008236164015861514,0.610742888460573,0.005494670864937043,0.6384240802252538,0.6105447835415346,0.6427140396830789,0.6014282095340262,0.6462461650607509,0.6133901923958583,0.6263438449762457,0.612874183590307,0.6308642556708106,0.6154770732411392,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:all_usable_pseudo.npz@49033eab,,B cell,3274.0,0.3303234855138629,0.01818567266282248,0.26151701167708763,0.021767308796584263,0.3381485026902107,0.27400078603471456,0.31331107671579,0.25016617007750375,0.3490132604016646,0.2801644447094641,0.34256885948464616,0.2747268126309421,0.308575728277003,0.2285268449328135,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:all_usable_pseudo.npz@49033eab,,Monocyte,3154.0,0.6565799543666062,0.015874676080004535,0.4216030408969199,0.011219635476522907,0.6752625374667457,0.43443447419302333,0.6351175617261754,0.41743045810518076,0.6660790737680408,0.41988904561373586,0.6466804094703357,0.4059977763042884,0.6597601894017333,0.43026345026837115,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:all_usable_pseudo.npz@49033eab,,NK cell,3068.0,0.5856677088113742,0.00850511856775201,0.5044102130043712,0.01409916612806066,0.5915994145402879,0.503792009330161,0.5827819433167245,0.5033713409128304,0.5735013624946079,0.48461214392574575,0.5955300107675446,0.5243995172201446,0.5849258129377056,0.5058760536329743,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:test_cal.npz@cdfdac00,,T cell,3051.0,0.15641456934797263,0.001216830191445457,0.06370138494637262,0.0019688957376277775,0.15683375217233445,0.06394572102249414,0.15438308060538583,0.06447083825905871,0.1566810085695858,0.06045718808662821,0.15652032826701637,0.06385683059354053,0.15765467712554068,0.0657763467701415,,,,,,,,,,,cdfdac0013eb4d3aa7262efe89348124d1601240cd295adc3803007647b74178
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:test_cal.npz@cdfdac00,,B cell,3274.0,0.1077496651733146,0.007355381110096292,0.025268357455853967,0.009252855003252918,0.10839735917976508,0.03703840063169745,0.09808400556191395,0.012844521384647463,0.11767789274199897,0.028475484283039813,0.11072804921054209,0.028236114136923653,0.10386101917235284,0.019747266842961474,,,,,,,,,,,cdfdac0013eb4d3aa7262efe89348124d1601240cd295adc3803007647b74178
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:test_cal.npz@cdfdac00,,Monocyte,3154.0,0.3481769365859045,0.003148732032425415,0.21885356916156473,0.0015625695077696755,0.34474584297425276,0.21765734598346892,0.34471182682647306,0.21894669122024663,0.35036669714213803,0.21696443589765085,0.3504656934569498,0.21997464337861816,0.350594622529709,0.22072472932783901,,,,,,,,,,,cdfdac0013eb4d3aa7262efe89348124d1601240cd295adc3803007647b74178
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:test_cal.npz@cdfdac00,,NK cell,3068.0,0.13469657742896318,0.008890087998410937,0.027800190845301852,0.006591908568842644,0.13256262084054293,0.0249421220711665,0.1426941374679323,0.039048874367169466,0.124483809050738,0.02511969929436039,0.14505228650985236,0.027740107584136278,0.1286900332757503,0.02215015090967663,,,,,,,,,,,cdfdac0013eb4d3aa7262efe89348124d1601240cd295adc3803007647b74178
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:test_raw.npz@cc4771e4,,T cell,3051.0,0.21807065212332444,0.0018404587648364265,0.11558117344589991,0.0018393856057983245,0.21997953902868667,0.11655929021462756,0.21959390127983322,0.11555135832050373,0.2177891823718414,0.11258529084044527,0.2153678345271562,0.11573774140983756,0.21762280340910484,0.11747218644408539,,,,,,,,,,,cc4771e4a9c4ec2ada5be09852a568ab87c74b950e63a012ef3159f6a27a9bc5
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:test_raw.npz@cc4771e4,,B cell,3274.0,0.11827197435125862,0.00925687023360566,0.0495003985772907,0.01023973230156923,0.12269650331097043,0.060472015869485383,0.10570555553343805,0.034052266410693664,0.12398599264293367,0.054107526605237315,0.12753792734936983,0.05385963369567385,0.11143389291958121,0.0450105503053633,,,,,,,,,,,cc4771e4a9c4ec2ada5be09852a568ab87c74b950e63a012ef3159f6a27a9bc5
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:test_raw.npz@cc4771e4,,Monocyte,3154.0,0.3560357305320975,0.002987635999420263,0.19785582610430102,0.0020408598010688847,0.35219000294069536,0.19618322968761645,0.35406545926819477,0.19661432942135743,0.35867296484074596,0.19633010829866068,0.35921020098581863,0.1998132750234953,0.3560400246250327,0.20033818809037535,,,,,,,,,,,cc4771e4a9c4ec2ada5be09852a568ab87c74b950e63a012ef3159f6a27a9bc5
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:test_raw.npz@cc4771e4,,NK cell,3068.0,0.18242609452607095,0.0088657913752876,0.06435499786340046,0.0036030963243223685,0.1812492213213139,0.06659972985942053,0.186521738988482,0.06905497400558991,0.1697174318940246,0.06135597477249389,0.19390961366590354,0.06438493594084208,0.18073246676063073,0.06037937473865593,,,,,,,,,,,cc4771e4a9c4ec2ada5be09852a568ab87c74b950e63a012ef3159f6a27a9bc5
+ji2025_chili,fewshot,fewshot_n5/draw4,split_half_A_vs_B,,mean4,,0.8857487763591154,0.00318160740285981,0.7552598949026994,0.0029627040262961545,0.8849925561045764,0.7542457361823418,0.8827107966852045,0.7560685765681078,0.8909149871120606,0.7596250022499935,0.883826168202219,0.7548716104842673,0.8862993736915163,0.7514885490287861,0.9377248423279909,0.9681125450185777,0.8543498372671949,0.9231919722661854,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:zs_raw,zs_raw,mean4,,0.05011971751501566,0.0037003396533581263,0.0458619299315291,0.002299830536175518,0.04864655903465866,0.04355555072749256,0.051836847067621525,0.04527136534527666,0.054453615620973575,0.04899694100336355,0.05102376025850992,0.04742100504488376,0.04463780559331464,0.044064787536628985,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:zs_pseudo,zs_pseudo,mean4,,0.21296717036002438,0.0023709319749509235,0.17337773799314984,0.005419275957023667,0.21623516915939028,0.17919134651748556,0.21098340409011257,0.1713193650470141,0.21044015972963645,0.16943171891245912,0.2141852576268905,0.17912335091600878,0.2129918611940921,0.16782290857278168,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:zs_cal,zs_cal,mean4,,0.07093697641165739,0.002615404247049517,0.047689379686469746,0.004327054823896407,0.07096868336291427,0.04868234385514207,0.06969439327954051,0.04602280388850411,0.06745615575480524,0.04128664431153215,0.07444347492362755,0.05282408025095647,0.07212217473739939,0.04963102612621391,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:lora5,lora5,mean4,,0.2686176010316517,0.0036907569292365765,0.25116069528276724,0.0034137459818027105,0.26761307342023866,0.254132628262828,0.26766629665803277,0.2510532993680587,0.26446860298150177,0.24538176784875654,0.27456173106027815,0.2528707630581396,0.2687783010382071,0.25236501787605325,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,generated:scsemi5,scsemi5,mean4,,0.1040982625210457,0.0010363481371145375,0.02727343722983453,0.003434297698486808,0.10273596996352452,0.02585294479609393,0.10369903105422529,0.02637985096480719,0.10446312379383701,0.029552846879892174,0.10556222628238816,0.03171598351385283,0.10403096151125356,0.022865559994526517,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:all_usable_raw.npz@78d8ac58,,mean4,,0.21870111288318786,0.0031465656929031715,0.10682309899772302,0.0024004882849605886,0.2190288166504166,0.10995356640778747,0.216471663767487,0.10381823203953619,0.2175413929373864,0.1060947251292093,0.22400639413206205,0.1084488965174622,0.21645729692858737,0.10580007489461998,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:all_usable_pseudo.npz@49033eab,,mean4,,0.5523724064537678,0.007609352160927703,0.4495682885097379,0.005572854551352625,0.5608586337306245,0.4556930132748584,0.5434811553604422,0.44309904465738525,0.558709965431266,0.44951395666120103,0.5527807811746931,0.45449957243642053,0.5460314965718132,0.4450358555188245,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:test_cal.npz@cdfdac00,,mean4,,0.18675943713403872,0.0023801812472995874,0.08390587560227328,0.0015531749430486791,0.18563489379172382,0.08589589742720675,0.1849682626154263,0.08382773130778057,0.1873023518761152,0.0827542018904198,0.19069158936109015,0.08495192392330465,0.1852000880258382,0.08209962346265466,,,,,,,,,,,cdfdac0013eb4d3aa7262efe89348124d1601240cd295adc3803007647b74178
+ji2025_chili,fewshot,fewshot_n5/draw4,broadcast:test_raw.npz@cc4771e4,,mean4,,0.21870111288318786,0.0031465656929031715,0.10682309899772302,0.0024004882849605886,0.2190288166504166,0.10995356640778747,0.216471663767487,0.10381823203953619,0.2175413929373864,0.1060947251292093,0.22400639413206205,0.1084488965174622,0.21645729692858737,0.10580007489461998,,,,,,,,,,,cc4771e4a9c4ec2ada5be09852a568ab87c74b950e63a012ef3159f6a27a9bc5

paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_contrast/ji2025_chili/fewshot_n5/draw4/contrast.csv

@@ -0,0 +1,51 @@
+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
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,T cell,mean_cp10k,"Zero-shot, real bulk",3051.0,0.16949192055919232,0.17290564712818982,0.22058892790303236,0.11481497283216603,0.1248580793026484,0.23124628509854733,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",3051.0,0.12827034158857484,0.1431969102608544,0.22354974300191646,0.18577365003248952,0.10360977868363672,0.12562155205103206,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,-0.08599045796753273,0.1250583519693801,0.049394004843587,-0.15397771065829313,0.12148162318963336,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,-0.09722646169166782,-0.10044055074387043,0.03179791067265472,0.016171163171558783,-0.09871876343366062,0.042550551101688525,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",3154.0,0.19545772983858975,0.14081040671754688,0.3600824414237215,0.20542734498352955,0.10615980927325175,0.27866433087133774,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",3154.0,0.10396058303021165,0.08736879039535547,0.34831134154512483,0.2225263699794319,0.06294700210995492,0.13051572562611635,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,-0.02776465991686044,-0.04613547162598155,0.19608672297995844,0.06848772219828655,-0.052330981434033766,0.11826537198826204,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",3068.0,0.006106351717162958,0.03250094510044491,0.07191205216182345,0.03817554947670754,0.000345630224875259,0.08013573311059496,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)",3051.0,0.4048494601703128,0.44931936039450776,0.6457839424251562,0.6212723527715069,0.1591674982743773,0.4597978722888465,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)",3051.0,0.34868642224722524,0.35345877122081515,0.7163336291464552,0.6971932063288405,0.13607288535053055,0.3632763369828297,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)",3274.0,0.07602615718645327,0.040653742234626596,0.35160415082932506,0.28902028514695594,0.03285042727736638,0.12949853166330888,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)",3274.0,0.015421237463004278,-0.003172196438427904,0.31331159763589395,0.23258973049675993,-0.0028857630582065394,0.0579522042669483,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)",3154.0,0.31301679935187515,0.21070750155484427,0.6661430180762911,0.4386955795077161,0.2526528603424909,0.19229973147099,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)",3154.0,0.2555003228366502,0.202455757854507,0.7927156327038924,0.6742236663915354,0.09532795180673892,0.251357347236832,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)",3068.0,0.07048628131176979,0.00828601035397035,0.6198760378600077,0.5576344892422869,0.002359783784714928,0.11074141415976584,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)",3068.0,0.1256071439715227,0.10919352239718447,0.5246758679434519,0.459868082934347,0.0749388671290485,0.11866814514836736,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,3051.0,0.14993173486374936,0.0899520491054545,0.1578833182970869,0.06189777136312934,0.12794398113697358,0.1596998513324324,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,3051.0,0.09046982105462677,0.09037785285723147,0.21050875667969376,0.18183000712556224,0.0675709077217415,0.11817029188046196,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,-0.06126667589649847,-0.06481413904469914,0.10976462876816519,0.022669846551937996,-0.07146098517053617,0.08651419434776922,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,-0.013496571531001266,-0.01954434262795477,0.023788147370546898,0.01222257695354231,-0.01431195036269838,0.03376350446440953,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,3154.0,0.14768284029402814,0.11913944445597006,0.3520801545496185,0.22592334119728694,0.07990385289664442,0.21186362605735284,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,3154.0,0.07525119453641528,0.08981565759996123,0.33487031767491654,0.22122644201686426,0.03745907290229216,0.12007703302277875,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,3068.0,0.04378835775455211,0.04240401326958237,0.1450278836528704,0.028861792549870743,0.03932272571706672,0.03381153142374177,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,3068.0,0.03186724544786181,0.03370103192310499,0.06008426313020948,0.03352297540820431,0.03105857236100904,0.01444674032009664,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",3051.0,0.5393424653939443,0.529422858108018,0.22058892790303236,0.11481497283216603,0.5151866078844098,0.22594564832654604,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",3051.0,0.36413429578748696,0.3219309807175993,0.22354974300191646,0.18577365003248952,0.3450210134448752,0.13920446234410794,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,-0.13571558737353182,-0.020875291531384798,0.1250583519693801,0.049394004843587,-0.14904340292946394,0.09218189856708188,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,-0.11990543769404378,-0.0967361275080013,0.03179791067265472,0.016171163171558783,-0.12102654614101443,0.031450699857382455,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",3154.0,0.425792306845175,0.2991554496586788,0.3600824414237215,0.20542734498352955,0.3827649735087184,0.2137085245963578,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",3154.0,0.25356895445022415,0.23501927823744667,0.34831134154512483,0.2225263699794319,0.2273927805566327,0.12049199850251864,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",3068.0,0.2607776449299842,0.22672572065972602,0.19608672297995844,0.06848772219828655,0.23800988738337694,0.15384429880936615,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",3068.0,0.09102386146732602,0.09508253854465035,0.07191205216182345,0.03817554947670754,0.08618571349701615,0.07362595547762768,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",3051.0,0.13310925915878705,-0.019028841466309194,0.22058892790303236,0.11481497283216603,0.04882095315316486,0.40616565045047565,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",3051.0,0.07768694209438909,0.036936931837831095,0.22354974300191646,0.18577365003248952,0.019652510060015324,0.2648897449520748,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,-0.07159808624147453,-0.013615358748973965,0.1250583519693801,0.049394004843587,-0.12775646569226326,0.3693637754063409,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",3274.0,0.006114677182887554,0.01988395087233161,0.03179791067265472,0.016171163171558783,-0.00015577219691138941,0.19709837375141367,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",3154.0,0.2901329528268927,0.11353146055736596,0.3600824414237215,0.20542734498352955,0.1713350781309486,0.39863101387408584,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",3154.0,0.18939670234182787,0.13496119259642148,0.34831134154512483,0.2225263699794319,0.12195777919500816,0.22387361338800324,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",3068.0,0.07079127461487278,0.0266073208348654,0.19608672297995844,0.06848772219828655,-0.011915772054252427,0.41522859723272854,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",3068.0,0.04717691432364568,0.05511504183624509,0.07191205216182345,0.03817554947670754,0.033331551192614946,0.2033956282370046,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",,0.05018496145172948,0.0453975310630556,0.2254541110690231,0.1095310112143923,0.006177299120893313,0.1874144027869451,,,0.05018496145172947,0.22545411106902308,0.0061772991208933255,0.1874144027869451
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,mean4,pseudobulk_log1p_cpm,"Zero-shot, real bulk",,0.0352777036610704,0.04065652375319609,0.16889276184537988,0.11566168316504694,0.017045911896201568,0.09470589047235797,,,0.03527770366107037,0.16889276184537982,0.01704591189620155,0.09470589047235793
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,mean4,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",,0.21609467450510275,0.17724165363448724,0.570851787297695,0.47665567666711645,0.11175764241973737,0.22308438739572778,,,0.2160946745051027,0.570851787297695,0.11175764241973735,0.22308438739572778
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,mean4,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",,0.1863037816296006,0.16548396375851968,0.5867591818574234,0.5159686715378707,0.07586348530702786,0.19781350840874434,,,0.1863037816296006,0.5867591818574234,0.07586348530702786,0.19781350840874434
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,mean4,mean_cp10k,Zero-shot + calibration,,0.07003406425395778,0.046670341946576946,0.19118899631693526,0.08483818791555625,0.04392739364503714,0.12297230079032405,,,0.07003406425395778,0.19118899631693526,0.043927393645037116,0.12297230079032404
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_cal,mean4,pseudobulk_log1p_cpm,Zero-shot + calibration,,0.046022922376975646,0.04858754993808573,0.1573128712138417,0.11220050037604327,0.03044415065558608,0.07161439242193672,,,0.046022922376975625,0.1573128712138416,0.030444150655586075,0.07161439242193667
+ji2025_chili,fewshot,fewshot_n5/draw4,lora5,mean4,mean_cp10k,"LoRA, 5 donors",,0.2725492074488929,0.2586071842237595,0.2254541110690231,0.1095310112143923,0.2467295164617603,0.17142009257483795,,,0.2725492074488929,0.22545411106902308,0.24672951646176033,0.17142009257483795
+ji2025_chili,fewshot,fewshot_n5/draw4,lora5,mean4,pseudobulk_log1p_cpm,"LoRA, 5 donors",,0.14720541850274835,0.13882416749792376,0.16889276184537988,0.11566168316504694,0.13439324033937738,0.09119327904540918,,,0.14720541850274832,0.16889276184537982,0.1343932403393774,0.09119327904540914
+ji2025_chili,fewshot,fewshot_n5/draw4,scsemi5,mean4,mean_cp10k,"scSemiProfiler, 5 donors",,0.1056088500897695,0.02687364529423705,0.2254541110690231,0.1095310112143923,0.020120948384399442,0.39734725924090775,,,0.10560885008976947,0.22545411106902308,0.020120948384399446,0.3973472592409077
+ji2025_chili,fewshot,fewshot_n5/draw4,scsemi5,mean4,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",,0.08009380898568755,0.061724279285707326,0.16889276184537988,0.11566168316504694,0.04369651706268176,0.22231434008212408,,,0.08009380898568746,0.16889276184537982,0.04369651706268175,0.22231434008212406

paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_contrast/ji2025_chili/fewshot_n5/draw4/deg_limma.csv

@@ -0,0 +1,76 @@
+dataset,design,unit,arm,celltype,method,deg_scored,pred_defined,overlap,overlap_scorer,obs_list_size,gen_list_size,n_sig_obs,n_sig_gen,n_tested_obs,n_tested_gen,G_both,chance_overlap,broadcast_overlap,broadcast_overlap_scorer,broadcast_list_size,n_sig_broadcast,n_tested_broadcast,G_both_broadcast,broadcast_chance_overlap,condition
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,T cell,welch,True,True,0,0.0,50,1,296,1,5662,4178,4164,0.012007684918347743,0,0.0,2,2,5493,5428,0.018422991893883568,all_usable_raw.npz@78d8ac58
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,B cell,welch,True,True,0,0.0,21,0,21,0,5327,3066,3056,0.0,0,0.0,2,2,5493,5157,0.008144269924374637,all_usable_raw.npz@78d8ac58
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,Monocyte,welch,True,True,0,0.0,50,1,238,1,5675,4275,4265,0.011723329425556858,0,0.0,2,2,5493,5439,0.018385732671446955,all_usable_raw.npz@78d8ac58
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,NK cell,welch,True,True,0,0.0,18,0,18,0,5453,2772,2769,0.0,0,0.0,2,2,5493,5266,0.006836308393467528,all_usable_raw.npz@78d8ac58
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_raw,DC,welch,True,True,0,0.0,50,0,216,0,5000,2109,2109,0.0,0,0.0,2,2,5493,4897,0.020420665713702265,all_usable_raw.npz@78d8ac58
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,T cell,welch,True,True,2,2.0,50,50,296,212,5662,4185,4183,0.5976571838393497,7,7.0,50,498,5745,5662,0.4415400918403391,all_usable_pseudo.npz@49033eab
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,B cell,welch,True,True,0,0.0,21,0,21,0,5327,3306,3303,0.0,0,0.0,50,498,5745,5327,0.19710906701708278,all_usable_pseudo.npz@49033eab
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,Monocyte,welch,True,True,2,2.0,50,50,238,138,5675,3837,3837,0.6515506906437321,25,25.0,50,498,5745,5675,0.44052863436123346,all_usable_pseudo.npz@49033eab
+ji2025_chili,fewshot,fewshot_n5/draw4,zs_pseudo,NK cell,welch,True,True,0,0.0,18,20,18,20,5453,3720,3715,0.09690444145356662,1,1.0,50,498,5745,5453,0.1650467632495874,all_usable_pseudo.npz@49033eab
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