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/giroux2022/fewshot_n5/draw3/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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+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,Monocyte,100,100,0.37,0.37,0.009794319294809012,0.019588638589618023,5105,True,5105,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,Monocyte,200,200,0.37,0.37,0.019588638589618023,0.039177277179236046,5105,True,5105,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,Monocyte,500,500,0.388,0.388,0.04897159647404505,0.0979431929480901,5105,True,5105,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,10,10,0.1,0.1,0.001924557351809084,0.003849114703618168,2598,True,4907,2600
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,20,20,0.05,0.05,0.003849114703618168,0.007698229407236336,2598,True,4907,2600
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,50,50,0.06,0.06,0.00962278675904542,0.01924557351809084,2598,True,4907,2600
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,100,100,0.03,0.03,0.01924557351809084,0.03849114703618168,2598,True,4907,2600
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,200,200,0.12,0.125,0.03849114703618168,0.07698229407236336,2598,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,10,10,0.4,0.4,0.0010189525168127166,0.002037905033625433,4907,True,4907,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,NK cell,20,20,0.25,0.25,0.002037905033625433,0.004075810067250866,4907,True,4907,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,NK cell,50,50,0.22,0.22,0.005094762584063582,0.010189525168127165,4907,True,4907,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,NK cell,100,100,0.23,0.23,0.010189525168127165,0.02037905033625433,4907,True,4907,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,NK cell,200,200,0.29,0.29,0.02037905033625433,0.04075810067250866,4907,True,4907,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,NK cell,500,500,0.348,0.348,0.05094762584063583,0.10189525168127166,4907,True,4907,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,10,10,0.0,0.0,0.002486325211337643,0.004972650422675286,2011,True,4646,2012
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,20,20,0.0,0.0,0.004972650422675286,0.009945300845350571,2011,True,4646,2012
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,50,50,0.0,0.0,0.012431626056688214,0.02486325211337643,2011,True,4646,2012
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,100,100,0.0,0.0,0.02486325211337643,0.04972650422675286,2011,True,4646,2012
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,200,200,0.035,0.045,0.04972650422675286,0.09945300845350571,2011,True,4646,2012
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,500,500,0.064,0.104,0.12431626056688215,0.2486325211337643,2011,True,4646,2012
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,DC,10,10,0.1,0.1,0.001076194575979337,0.002152389151958674,4646,True,4646,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,DC,20,20,0.1,0.1,0.002152389151958674,0.004304778303917348,4646,True,4646,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,DC,50,50,0.08,0.08,0.005380972879896685,0.01076194575979337,4646,True,4646,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,DC,100,100,0.11,0.11,0.01076194575979337,0.02152389151958674,4646,True,4646,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,DC,200,200,0.14,0.14,0.02152389151958674,0.04304778303917348,4646,True,4646,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@6400d82f,DC,500,500,0.234,0.242,0.05380972879896685,0.1076194575979337,4646,True,4646,5337
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,10,10,0.1,0.1,0.0013904338153503894,0.0027808676307007787,3596,True,5225,3604
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,20,20,0.1,0.1,0.0027808676307007787,0.0055617352614015575,3596,True,5225,3604
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,50,50,0.04,0.04,0.006952169076751946,0.013904338153503892,3596,True,5225,3604
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,100,100,0.06,0.06,0.013904338153503892,0.027808676307007785,3596,True,5225,3604
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,200,200,0.07,0.08,0.027808676307007785,0.05561735261401557,3596,True,5225,3604
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,500,500,0.136,0.172,0.06952169076751946,0.13904338153503892,3596,True,5225,3604
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,T cell,10,10,0.1,0.1,0.0009615384615384616,0.0019230769230769232,5200,True,5225,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,T cell,20,20,0.2,0.2,0.0019230769230769232,0.0038461538461538464,5200,True,5225,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,T cell,50,50,0.26,0.26,0.004807692307692308,0.009615384615384616,5200,True,5225,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,T cell,100,100,0.27,0.27,0.009615384615384616,0.019230769230769232,5200,True,5225,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,T cell,200,200,0.205,0.21,0.019230769230769232,0.038461538461538464,5200,True,5225,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,T cell,500,500,0.216,0.224,0.04807692307692308,0.09615384615384616,5200,True,5225,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,10,10,0.0,0.0,0.0017556179775280898,0.0035112359550561797,2848,True,4979,2853
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,20,20,0.0,0.0,0.0035112359550561797,0.007022471910112359,2848,True,4979,2853
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,50,50,0.02,0.02,0.00877808988764045,0.0175561797752809,2848,True,4979,2853
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,100,100,0.05,0.05,0.0175561797752809,0.0351123595505618,2848,True,4979,2853
+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,10,10,0.0,0.0,0.001008471157724889,0.002016942315449778,4958,True,4979,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,B cell,20,20,0.05,0.05,0.002016942315449778,0.004033884630899556,4958,True,4979,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,B cell,50,50,0.02,0.02,0.005042355788624445,0.01008471157724889,4958,True,4979,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,B cell,100,100,0.11,0.11,0.01008471157724889,0.02016942315449778,4958,True,4979,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,B cell,200,200,0.095,0.105,0.02016942315449778,0.04033884630899556,4958,True,4979,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,B cell,500,500,0.18,0.194,0.050423557886244454,0.10084711577248891,4958,True,4979,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,10,10,0.0,0.0,0.0015436863229391787,0.0030873726458783574,3239,True,5105,3248
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,20,20,0.0,0.0,0.0030873726458783574,0.006174745291756715,3239,True,5105,3248
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,50,50,0.02,0.02,0.007718431614695894,0.015436863229391787,3239,True,5105,3248
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,100,100,0.02,0.02,0.015436863229391787,0.030873726458783574,3239,True,5105,3248
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,200,200,0.045,0.05,0.030873726458783574,0.06174745291756715,3239,True,5105,3248
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,500,500,0.08,0.098,0.07718431614695893,0.15436863229391787,3239,True,5105,3248
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,Monocyte,10,10,0.2,0.2,0.000984251968503937,0.001968503937007874,5080,True,5105,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,Monocyte,20,20,0.25,0.25,0.001968503937007874,0.003937007874015748,5080,True,5105,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,Monocyte,50,50,0.32,0.32,0.004921259842519685,0.00984251968503937,5080,True,5105,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,Monocyte,100,100,0.27,0.27,0.00984251968503937,0.01968503937007874,5080,True,5105,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,Monocyte,200,200,0.21,0.21,0.01968503937007874,0.03937007874015748,5080,True,5105,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,Monocyte,500,500,0.234,0.234,0.04921259842519685,0.0984251968503937,5080,True,5105,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,NK cell,10,10,0.0,0.0,0.0016175994823681655,0.003235198964736331,3091,True,4907,3096
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,NK cell,20,20,0.0,0.0,0.003235198964736331,0.006470397929472662,3091,True,4907,3096
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,NK cell,50,50,0.0,0.0,0.008087997411840828,0.016175994823681657,3091,True,4907,3096
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,NK cell,100,100,0.01,0.02,0.016175994823681657,0.03235198964736331,3091,True,4907,3096
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,NK cell,200,200,0.05,0.065,0.03235198964736331,0.06470397929472663,3091,True,4907,3096
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,NK cell,500,500,0.072,0.108,0.08087997411840828,0.16175994823681655,3091,True,4907,3096
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,NK cell,10,10,0.1,0.1,0.0010231225700838961,0.0020462451401677922,4887,True,4907,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,NK cell,20,20,0.15,0.15,0.0020462451401677922,0.0040924902803355845,4887,True,4907,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,NK cell,50,50,0.16,0.16,0.00511561285041948,0.01023122570083896,4887,True,4907,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,NK cell,100,100,0.14,0.15,0.01023122570083896,0.02046245140167792,4887,True,4907,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,NK cell,200,200,0.15,0.16,0.02046245140167792,0.04092490280335584,4887,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
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,DC,10,10,0.0,0.0,0.002134016218523261,0.004268032437046522,2343,True,4646,2346
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,DC,20,20,0.0,0.0,0.004268032437046522,0.008536064874093044,2343,True,4646,2346
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,DC,50,50,0.0,0.0,0.010670081092616303,0.021340162185232606,2343,True,4646,2346
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,DC,100,100,0.01,0.01,0.021340162185232606,0.04268032437046521,2343,True,4646,2346
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,DC,200,200,0.015,0.02,0.04268032437046521,0.08536064874093043,2343,True,4646,2346
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,DC,500,500,0.058,0.098,0.10670081092616304,0.21340162185232608,2343,True,4646,2346
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,DC,10,10,0.0,0.0,0.001080613788631943,0.002161227577263886,4627,True,4646,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,DC,20,20,0.1,0.1,0.002161227577263886,0.004322455154527772,4627,True,4646,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,DC,50,50,0.08,0.08,0.005403068943159715,0.01080613788631943,4627,True,4646,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,DC,100,100,0.12,0.12,0.01080613788631943,0.02161227577263886,4627,True,4646,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,DC,200,200,0.095,0.095,0.02161227577263886,0.04322455154527772,4627,True,4646,5466
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@2d7f83dd,DC,500,500,0.122,0.134,0.05403068943159715,0.1080613788631943,4627,True,4646,5466
+giroux2022,fewshot,fewshot_n5/draw3,lora5,generated:lora5,T cell,10,10,0.2,0.2,0.0013931457230426303,0.0027862914460852605,3589,True,5225,3590
+giroux2022,fewshot,fewshot_n5/draw3,lora5,generated:lora5,T cell,20,20,0.15,0.15,0.0027862914460852605,0.005572582892170521,3589,True,5225,3590
+giroux2022,fewshot,fewshot_n5/draw3,lora5,generated:lora5,T cell,50,50,0.24,0.24,0.006965728615213151,0.013931457230426303,3589,True,5225,3590
+giroux2022,fewshot,fewshot_n5/draw3,lora5,generated:lora5,T cell,100,100,0.15,0.15,0.013931457230426303,0.027862914460852605,3589,True,5225,3590
+giroux2022,fewshot,fewshot_n5/draw3,lora5,generated:lora5,T cell,200,200,0.13,0.145,0.027862914460852605,0.05572582892170521,3589,True,5225,3590
+giroux2022,fewshot,fewshot_n5/draw3,lora5,generated:lora5,T cell,500,500,0.174,0.202,0.06965728615213151,0.13931457230426303,3589,True,5225,3590
+giroux2022,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@4efbb07e,T cell,10,10,0.2,0.2,0.0009615384615384616,0.0019230769230769232,5200,True,5225,5466
+giroux2022,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@4efbb07e,T cell,20,20,0.2,0.2,0.0019230769230769232,0.0038461538461538464,5200,True,5225,5466
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+giroux2022,fewshot,fewshot_n5/draw3,scsemi5,broadcast:test_raw.npz@4efbb07e,NK cell,500,500,0.148,0.17,0.0511561285041948,0.1023122570083896,4887,True,4907,5466
+giroux2022,fewshot,fewshot_n5/draw3,scsemi5,generated:scsemi5,DC,10,10,0.1,0.1,0.01718213058419244,0.03436426116838488,291,True,4646,291
+giroux2022,fewshot,fewshot_n5/draw3,scsemi5,generated:scsemi5,DC,20,20,0.05,0.05,0.03436426116838488,0.06872852233676977,291,True,4646,291
+giroux2022,fewshot,fewshot_n5/draw3,scsemi5,generated:scsemi5,DC,50,50,0.02,0.06,0.0859106529209622,0.1718213058419244,291,True,4646,291
+giroux2022,fewshot,fewshot_n5/draw3,scsemi5,generated:scsemi5,DC,100,100,0.02,0.05,0.1718213058419244,0.3436426116838488,291,True,4646,291
+giroux2022,fewshot,fewshot_n5/draw3,scsemi5,generated:scsemi5,DC,200,200,0.04,0.065,0.3436426116838488,0.6872852233676976,291,True,4646,291
+giroux2022,fewshot,fewshot_n5/draw3,scsemi5,generated:scsemi5,DC,500,500,0.044,0.078,0.5,1.0,291,True,4646,291
+giroux2022,fewshot,fewshot_n5/draw3,scsemi5,broadcast:test_raw.npz@4efbb07e,DC,10,10,0.1,0.1,0.001080613788631943,0.002161227577263886,4627,True,4646,5466
+giroux2022,fewshot,fewshot_n5/draw3,scsemi5,broadcast:test_raw.npz@4efbb07e,DC,20,20,0.1,0.1,0.002161227577263886,0.004322455154527772,4627,True,4646,5466
+giroux2022,fewshot,fewshot_n5/draw3,scsemi5,broadcast:test_raw.npz@4efbb07e,DC,50,50,0.08,0.08,0.005403068943159715,0.01080613788631943,4627,True,4646,5466
+giroux2022,fewshot,fewshot_n5/draw3,scsemi5,broadcast:test_raw.npz@4efbb07e,DC,100,100,0.11,0.11,0.01080613788631943,0.02161227577263886,4627,True,4646,5466
+giroux2022,fewshot,fewshot_n5/draw3,scsemi5,broadcast:test_raw.npz@4efbb07e,DC,200,200,0.105,0.105,0.02161227577263886,0.04322455154527772,4627,True,4646,5466
+giroux2022,fewshot,fewshot_n5/draw3,scsemi5,broadcast:test_raw.npz@4efbb07e,DC,500,500,0.124,0.138,0.05403068943159715,0.1080613788631943,4627,True,4646,5466

paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_contrast/giroux2022/fewshot_n5/draw3/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
+giroux2022,fewshot,fewshot_n5/draw3,split_half_A_vs_B,,T cell,2885.0,0.9778107103690896,0.00036097953308059013,0.9558499789836971,0.0015751848845952999,0.9781132187955478,0.9566886942095166,0.9782550011982316,0.9572248394395085,0.9776459207379198,0.9562414911508819,0.9773859221867037,0.9559230480231304,0.9776534889270448,0.9531718220954478,0.9887808830670305,0.9943746190782579,0.9774266832882325,0.9886489181141264,6.0,5.0,6.0,5.0,34918.0,34922.0,
+giroux2022,fewshot,fewshot_n5/draw3,split_half_A_vs_B,,B cell,3018.0,0.8860227670153835,0.002604354461960559,0.7676099330634081,0.00694530401792426,0.8870122757866755,0.7657222603924272,0.8860450137595823,0.7684029357765195,0.8822538348923706,0.7585633764315282,0.8853832912272941,0.7674129850191205,0.889419419410995,0.7779481076974453,0.9395674140429467,0.9693128566376011,0.8685286484366822,0.9319488443239158,6.0,5.0,6.0,5.0,5696.0,5704.0,
+giroux2022,fewshot,fewshot_n5/draw3,split_half_A_vs_B,,Monocyte,3038.0,0.894971345170253,0.005019717799288395,0.7418997826586468,0.008934076506438937,0.8879084140662595,0.7266137320574464,0.8940212477884003,0.7445568979944128,0.893275857704069,0.7434886045139303,0.8998140363877369,0.7446738531784624,0.8998371699047997,0.7501658255489818,0.9445750696455462,0.9718925195954263,0.8518283199120577,0.9229454587959451,6.0,5.0,6.0,5.0,9455.0,9461.0,
+giroux2022,fewshot,fewshot_n5/draw3,split_half_A_vs_B,,NK cell,2926.0,0.9043264498076257,0.0014126797205970213,0.8102053183421928,0.0018554296452849802,0.9047073036285421,0.8114561041186111,0.9028745437323097,0.809842986867064,0.9046826792760292,0.8098322998155771,0.9030487480782908,0.8075183261107416,0.9063189743229564,0.8123768747989704,0.9497599005663976,0.9745562582870204,0.8951529532397886,0.9461252312668702,6.0,5.0,6.0,5.0,6007.0,6014.0,
+giroux2022,fewshot,fewshot_n5/draw3,generated:zs_raw,zs_raw,T cell,2885.0,0.27689533931447,0.005323978592035162,0.11742277166154247,0.005108483642594318,0.27711940026704823,0.11591066768323849,0.2781374755860962,0.12052593219349092,0.2846685627639694,0.12470698037747494,0.2743588280052386,0.11287223783450125,0.2701924299499978,0.11309804021900681,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:zs_raw,zs_raw,B cell,3018.0,0.18064750689020975,0.006181631105577696,0.08655778759872208,0.006997604005175961,0.18720050507812558,0.09245975382884362,0.17736279985200978,0.08227346829708403,0.18079993840912054,0.09288376591411963,0.17210906896843897,0.07662322991520785,0.18576522214335384,0.08854872003835522,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:zs_raw,zs_raw,Monocyte,3038.0,0.18492153767789277,0.009151692745869765,0.09961636213998232,0.012942040630551831,0.19953955672369444,0.11841547453812094,0.17504970410491308,0.0825332697619925,0.18195763695538394,0.0950639961692467,0.18662860281799587,0.1010507442395267,0.1814321877874765,0.10101832599102473,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:zs_raw,zs_raw,NK cell,2926.0,0.1868358178672506,0.006249094342931018,0.06429822095176023,0.004078004380778964,0.18855353426496013,0.06971778650181236,0.18755518133982052,0.059688643034157524,0.1768798353361238,0.06082938024316132,0.19415533592647524,0.06521961937380656,0.18703520246887323,0.06603567560586343,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:zs_pseudo,zs_pseudo,T cell,2885.0,0.6016552274794129,0.0020291800922119614,0.5262506621888706,0.002346120622553333,0.5998531895169659,0.5232589375169058,0.6003988266480047,0.5262693350709753,0.6028002225612595,0.5256035920424544,0.6046738363791576,0.529806435264112,0.6005500622916772,0.5263150110499054,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:zs_pseudo,zs_pseudo,B cell,3018.0,0.3314513390411884,0.005477007445797725,0.2681792487102144,0.005299307354378538,0.327156412537891,0.2599597035612536,0.33079625386923167,0.2708782620371218,0.32637468098528477,0.26723343896569934,0.34000553552709517,0.27421274944276064,0.3329238122864394,0.2686120895442369,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:zs_pseudo,zs_pseudo,Monocyte,3038.0,0.20128975262143758,0.009789711820165248,0.1664431215674801,0.012897910053253667,0.1885637515834845,0.14513859024246942,0.21143898903696123,0.17973678642086882,0.19633894159534668,0.17034162719612375,0.1993284640067672,0.16613650145076173,0.2107786168846284,0.17086210252717673,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:zs_pseudo,zs_pseudo,NK cell,2926.0,0.39634991514057577,0.004727328566597129,0.3273919780185331,0.00713583530304265,0.39405762029779084,0.32469748561675715,0.3939389984994766,0.3309270195786345,0.4025954021853281,0.33652057085866205,0.3912125437755359,0.31736257449383,0.3999450109447475,0.3274522395447817,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:zs_cal,zs_cal,T cell,2885.0,0.20441617008681195,0.0025397001848843008,0.12670244485463777,0.0032623115551452366,0.20676466442257632,0.1308580067824952,0.20382839391282304,0.126092063845589,0.20720160245885658,0.12923625067806627,0.20310409060638301,0.1235359968422418,0.20118209903342085,0.12378990612479668,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:zs_cal,zs_cal,B cell,3018.0,0.09715792780631488,0.00493242334358006,0.0486589034729889,0.0015346396994680338,0.10388659719836195,0.05043601287506463,0.09575219152368206,0.04765661831942755,0.09083144346518984,0.04671029495113108,0.0954761109439869,0.04986701326117529,0.09984329590035368,0.048624577958145954,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:zs_cal,zs_cal,Monocyte,3038.0,0.13427001730777283,0.004695815120533883,0.05362652479414889,0.007334325459350443,0.1388789137381522,0.06166349542472521,0.1265159036071868,0.04168587786831814,0.13425871264116657,0.053576810312979686,0.13681071524374688,0.05590343094616932,0.13488584130861175,0.05530300941855208,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:zs_cal,zs_cal,NK cell,2926.0,0.09542245987685545,0.005153370996437379,0.010207467744172033,0.005726650072074303,0.10073702089199651,0.018813212191409696,0.09429372419786064,0.006662050483794506,0.08738578917281904,0.005071671801557007,0.0988821163210498,0.007231067468464711,0.09581364880055121,0.013259336775634244,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:lora5,lora5,T cell,2885.0,0.4483536885177394,0.0028598962088685967,0.3265698657639113,0.0023350252192710997,0.44690927261392255,0.32710375661355684,0.44606583781022485,0.3252239168840879,0.4527487948589588,0.3304303158914849,0.44973381607173285,0.32475989804509925,0.4463107212338577,0.32533144138532766,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:lora5,lora5,B cell,3018.0,0.14982833422300498,0.007838375949636524,0.12501853599802842,0.009035242819955507,0.1549778078990635,0.13257214137378276,0.1381700594673127,0.11198770342163436,0.15823738337030105,0.13242934746114943,0.1465532884947117,0.11942068573372522,0.151203131883636,0.12868280199985027,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:lora5,lora5,Monocyte,3038.0,0.23025956678953613,0.0050278739542856665,0.1708953470451388,0.007907926377905772,0.23407084563573746,0.17293605357473418,0.2283493064333436,0.1590109715192667,0.2222883518469371,0.17039107152748167,0.23399438452433463,0.18111630166705386,0.2325949455073279,0.1710223369371576,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:lora5,lora5,NK cell,2926.0,0.12196408470992799,0.006879369606698327,0.06289979335486438,0.006384094895160985,0.12274773091867656,0.060467314954888926,0.1320034939506818,0.07399610144983859,0.11736451318562985,0.05756883674797533,0.11398525269434413,0.061167988005221795,0.12371943280030759,0.06129872561639728,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:scsemi5,scsemi5,T cell,2885.0,0.4836326867246205,0.0010341412070121686,0.43814635015389847,0.0013838179605156085,0.4833901308197723,0.4388829901692877,0.484990977920142,0.43852483065919406,0.48439307236368717,0.43666223328522796,0.4828286087469484,0.43679734897120165,0.4825606437725527,0.43986434768458094,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:scsemi5,scsemi5,B cell,3018.0,0.22119562235541626,0.004956136886979395,0.12447522754555877,0.006568094564882686,0.22082718619406402,0.12183185367290357,0.2206973011963829,0.12546908696695497,0.2156694450965059,0.11466459664610941,0.21954979365953717,0.1313603626646622,0.22923438563059123,0.1290502377771637,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:scsemi5,scsemi5,Monocyte,3038.0,0.3420854747266243,0.005406356818803871,0.23213749391909766,0.006953340502747865,0.33734348545618703,0.21984132601698184,0.3457007846933894,0.2365442724052539,0.3395210886098326,0.23450418167081777,0.33810135094238297,0.23588093617651956,0.34976066393132954,0.2339167533259152,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:scsemi5,scsemi5,NK cell,2926.0,0.3623812187179232,0.004705059139537348,0.2232728124818301,0.0037964617698535118,0.3660557093680691,0.2294322310162861,0.36866920611422305,0.22150377264863416,0.35975975029906837,0.21948504854575748,0.3596305919245456,0.22195764580111366,0.35779083588370986,0.22398536439735908,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:all_usable_raw.npz@ac755a41,,T cell,2885.0,0.4828034267523317,0.003755518439426771,0.3554149127031966,0.0014085599350652763,0.48451271312365496,0.35577448490742897,0.48232399938515785,0.3558553727741525,0.48776931411899754,0.35716883361210394,0.4818747113080488,0.3549364629205117,0.47753639582579915,0.3533394093017858,,,,,,,,,,,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:all_usable_raw.npz@ac755a41,,B cell,3018.0,0.40026436871555066,0.0091094073702561,0.3579068619093634,0.013311319647308783,0.4082751582740216,0.3685177866231956,0.3949313879841138,0.34626061557402366,0.3955687614114683,0.35284582677221044,0.3908995681701025,0.3465269204094205,0.4116469677380474,0.37538316016796686,,,,,,,,,,,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:all_usable_raw.npz@ac755a41,,Monocyte,3038.0,0.5505932861313669,0.003314699515516615,0.4339201394046083,0.007200572595900403,0.5457952043804085,0.43933636977431784,0.5492235018949237,0.42138488272547786,0.5546956680051931,0.4372398966574594,0.5514158082807215,0.4369788167504624,0.5518362480955877,0.434660731115324,,,,,,,,,,,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:all_usable_raw.npz@ac755a41,,NK cell,2926.0,0.39031377190797223,0.006607763597956044,0.26064486249018454,0.006945601105708174,0.3927898894409351,0.26615991507532377,0.39284530671206497,0.2610952226959077,0.3786942517350693,0.25037872169851244,0.3952381441745302,0.26767913333469484,0.3920012674772613,0.2579113196464839,,,,,,,,,,,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:all_usable_pseudo.npz@6400d82f,,T cell,2885.0,0.8171481775311893,0.002057113422661738,0.8241284587477653,0.0017242887816466617,0.815525514538585,0.8213123856979757,0.820089531989942,0.8255668021362692,0.8170475585679545,0.8244643948636814,0.814975445847711,0.8238625683460871,0.8181028367117533,0.8254361426948124,,,,,,,,,,,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:all_usable_pseudo.npz@6400d82f,,B cell,3018.0,0.5714701749347916,0.005189238507749177,0.5738516310785595,0.004925086965600707,0.5700998098592157,0.5705982254206239,0.5771091955735069,0.5727198499339277,0.5639777818732231,0.5681070583993467,0.570561712809043,0.5795700476180976,0.5756023745589691,0.5782629740208014,,,,,,,,,,,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:all_usable_pseudo.npz@6400d82f,,Monocyte,3038.0,0.5939171393484497,0.012007228565429361,0.5136308022748387,0.011073280808263019,0.5806036575947672,0.5004504204663001,0.5952429980847387,0.5240724441498879,0.6129882218128748,0.5255276202400875,0.5924841495640744,0.512533886709728,0.588266669685794,0.5055696398081904,,,,,,,,,,,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:all_usable_pseudo.npz@6400d82f,,NK cell,2926.0,0.6970020279782709,0.007271963099319534,0.687796674270772,0.005972681478490374,0.6962821381487079,0.6839653502174855,0.6994789086923946,0.6896510273512053,0.6905921170753974,0.683304843970156,0.6905831801111555,0.684570626300078,0.7080737958636993,0.6974915235149353,,,,,,,,,,,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:test_cal.npz@2d7f83dd,,T cell,2885.0,0.5085200998691264,0.004013961520000622,0.3638676013244841,0.001995188889156294,0.5095402875259633,0.36335338017456775,0.5083775137164984,0.3648581148808303,0.513804405562871,0.36593974397645884,0.5083095119129778,0.3644823701006501,0.502568780627321,0.36070439748991345,,,,,,,,,,,2d7f83dd66505753ea12286761965b378fa21a2e9901ec7e2b3bbfe338f67f3c
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:test_cal.npz@2d7f83dd,,B cell,3018.0,0.4262148225715892,0.00874259786171164,0.36186667759860625,0.013638439933644704,0.43295809516890965,0.3711953974997105,0.42168773658157377,0.3500180406185982,0.423351418424489,0.35679145841868903,0.4157830301862041,0.3504653631227389,0.4372938324967695,0.38086312833329466,,,,,,,,,,,2d7f83dd66505753ea12286761965b378fa21a2e9901ec7e2b3bbfe338f67f3c
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:test_cal.npz@2d7f83dd,,Monocyte,3038.0,0.5614505105546777,0.004277198180304729,0.42114132503974044,0.008109855352468921,0.5555927598832695,0.42665668356874953,0.5604997051347441,0.40712167898152474,0.5675499007791794,0.42509425640417353,0.5623082852981252,0.425667144474297,0.5613019016780707,0.4211668617699574,,,,,,,,,,,2d7f83dd66505753ea12286761965b378fa21a2e9901ec7e2b3bbfe338f67f3c
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:test_cal.npz@2d7f83dd,,NK cell,2926.0,0.4148625960446449,0.006955799434124642,0.2652243255596859,0.006922536138601591,0.4182745822630203,0.2702533949451017,0.4155874949025781,0.26395551837728926,0.40272024336125606,0.25402220388881397,0.41789451311196446,0.27135424364070937,0.41983614658440566,0.2665362669465151,,,,,,,,,,,2d7f83dd66505753ea12286761965b378fa21a2e9901ec7e2b3bbfe338f67f3c
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:test_raw.npz@4efbb07e,,T cell,2885.0,0.4828034267523317,0.003755518439426771,0.3554149127031966,0.0014085599350652763,0.48451271312365496,0.35577448490742897,0.48232399938515785,0.3558553727741525,0.48776931411899754,0.35716883361210394,0.4818747113080488,0.3549364629205117,0.47753639582579915,0.3533394093017858,,,,,,,,,,,4efbb07e4fe684710ed219d75c9a15685f617c761e2401541613e3e424146823
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:test_raw.npz@4efbb07e,,B cell,3018.0,0.40026436871555066,0.0091094073702561,0.3579068619093634,0.013311319647308783,0.4082751582740216,0.3685177866231956,0.3949313879841138,0.34626061557402366,0.3955687614114683,0.35284582677221044,0.3908995681701025,0.3465269204094205,0.4116469677380474,0.37538316016796686,,,,,,,,,,,4efbb07e4fe684710ed219d75c9a15685f617c761e2401541613e3e424146823
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:test_raw.npz@4efbb07e,,Monocyte,3038.0,0.5505932861313669,0.003314699515516615,0.4339201394046083,0.007200572595900403,0.5457952043804085,0.43933636977431784,0.5492235018949237,0.42138488272547786,0.5546956680051931,0.4372398966574594,0.5514158082807215,0.4369788167504624,0.5518362480955877,0.434660731115324,,,,,,,,,,,4efbb07e4fe684710ed219d75c9a15685f617c761e2401541613e3e424146823
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:test_raw.npz@4efbb07e,,NK cell,2926.0,0.39031377190797223,0.006607763597956044,0.26064486249018454,0.006945601105708174,0.3927898894409351,0.26615991507532377,0.39284530671206497,0.2610952226959077,0.3786942517350693,0.25037872169851244,0.3952381441745302,0.26767913333469484,0.3920012674772613,0.2579113196464839,,,,,,,,,,,4efbb07e4fe684710ed219d75c9a15685f617c761e2401541613e3e424146823
+giroux2022,fewshot,fewshot_n5/draw3,split_half_A_vs_B,,mean4,,0.9157828180905879,0.0016241434498649979,0.8188912532619861,0.003138262824132937,0.9144353030692562,0.8151201976945004,0.915298951619631,0.8200069150193763,0.9144645731525971,0.8170314429779794,0.9164079994700064,0.8188820530828638,0.918307263141449,0.8234156575352113,0.9556708168304803,0.9775340633995764,0.8982341512191903,0.9474171131252143,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:zs_raw,zs_raw,mean4,,0.2073250504374558,0.0033364359545336557,0.09197378558800177,0.00487446557600748,0.2131032490834571,0.09912592063800385,0.2045262902207099,0.08625532832168124,0.20607649336614942,0.09337103067600065,0.20681295892953716,0.08894145784076059,0.20610626058742534,0.09217519046356254,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:zs_pseudo,zs_pseudo,mean4,,0.3826865585706537,0.0032780389115938135,0.32206625262127453,0.005270629266453091,0.37740774348403305,0.3132636792343465,0.38414326701341855,0.3269528507769001,0.3820273118318048,0.3249248072657349,0.383805094922139,0.3218795651628661,0.38604937560187313,0.3233103606665252,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:zs_cal,zs_cal,mean4,,0.13281664376943877,0.0031196785801991672,0.0597988352164869,0.0036086166608869704,0.13756679906277175,0.06544268181842369,0.13009755331038814,0.0555241526292823,0.129919386934508,0.05864875693593351,0.13356825827879165,0.05913437712951278,0.13293122126073437,0.06024420756928224,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:lora5,lora5,mean4,,0.23760141856005212,0.001542024754181718,0.17134588554048574,0.0022389393523986833,0.23967641426685002,0.17326981662924068,0.23614717441539074,0.16755467331870688,0.2376597608154567,0.17270489290702284,0.23606668544628082,0.17161621836277502,0.2384570578562823,0.1715838264846832,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,generated:scsemi5,scsemi5,mean4,,0.352323750631146,0.0025096427627895705,0.25450797102509626,0.0024465389987605992,0.3519041279595231,0.2524971002188648,0.3550145674810343,0.2555104906700093,0.3498358390922735,0.25132901503697813,0.3500275863183535,0.25649907340337424,0.3548366323045458,0.2567041757962547,,,,,,,,,,,
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:all_usable_raw.npz@ac755a41,,mean4,,0.45599371337680533,0.0019013974059186277,0.35197169412683826,0.0045245254293579526,0.45784324130475507,0.35744713909506654,0.4548310489940651,0.3461490234423904,0.45418199881768206,0.3494083196850716,0.45485705798335074,0.3515303333537724,0.4582552197841739,0.35532365505789015,,,,,,,,,,,ac755a41a900fac61df07f3a95be029353cfd4869439fa19612e599527d37665
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:all_usable_pseudo.npz@6400d82f,,mean4,,0.6698843799481754,0.0033045390022708714,0.6498518915929837,0.0034252948247979697,0.665627780035319,0.6440815954505963,0.6729801585851456,0.6530025308928225,0.6711514198323625,0.6503509793683179,0.667151122082996,0.6501342822434977,0.672511419205054,0.6516900700096848,,,,,,,,,,,6400d82fe1115aed544736b06fe6513734b9e1818dce1bc902c6501676f5a86c
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:test_cal.npz@2d7f83dd,,mean4,,0.47776200726000956,0.001811497989222998,0.3530249823806291,0.004773578644058598,0.4790914312102907,0.35786471404703235,0.4765381125838486,0.3464883382145606,0.47685649203194885,0.35046191567203383,0.4760738351273179,0.35299228033459884,0.4802501653466417,0.3573176636349201,,,,,,,,,,,2d7f83dd66505753ea12286761965b378fa21a2e9901ec7e2b3bbfe338f67f3c
+giroux2022,fewshot,fewshot_n5/draw3,broadcast:test_raw.npz@4efbb07e,,mean4,,0.45599371337680533,0.0019013974059186277,0.35197169412683826,0.0045245254293579526,0.45784324130475507,0.35744713909506654,0.4548310489940651,0.3461490234423904,0.45418199881768206,0.3494083196850716,0.45485705798335074,0.3515303333537724,0.4582552197841739,0.35532365505789015,,,,,,,,,,,4efbb07e4fe684710ed219d75c9a15685f617c761e2401541613e3e424146823

paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_contrast/giroux2022/fewshot_n5/draw3/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
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,T cell,mean_cp10k,"Zero-shot, real bulk",2885.0,0.2777900844638204,0.11827415409516322,0.48293726194492714,0.3567742191608524,0.07371856639745172,0.4562682973865912,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",2885.0,0.24084111049318682,0.18289979056861316,0.5970877120883473,0.48403599890870846,0.05865139628844105,0.3289478565057874,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",3018.0,0.1831031215892764,0.08597055016228643,0.41293366241481094,0.37648918024120875,0.053906257970369215,0.3312371591791586,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",3018.0,0.09126239237362085,0.10034165425261173,0.5475061174438233,0.4643549191719767,-0.026093068679861265,0.2057148059286629,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",3038.0,0.1830538246670009,0.09200639657138135,0.5620368696559213,0.46207602904673684,0.012410831487750183,0.30832278769005916,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",3038.0,0.1974604136600102,0.1873139805795244,0.6465616290263949,0.5746580213107523,0.061488103581960496,0.2348821189242302,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",2926.0,0.19081251699504728,0.06339049909387647,0.4050843663489531,0.2778600930567296,0.08152632335241532,0.2952406329168296,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",2926.0,0.13154389985779016,0.09851050415576276,0.5070324025538827,0.39853546370897075,0.03910643389794562,0.19422604036248747,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)",2885.0,0.604661202582122,0.5306810625833469,0.820239691746243,0.8322963568121818,0.38953401053042525,0.5022750304836291,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)",2885.0,0.4172585780018609,0.4384545246845447,0.8930540472489125,0.8758272567193838,0.16052379176224235,0.392851882652108,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)",3018.0,0.3397823478967381,0.2812596331369901,0.5924797875962657,0.6130389291781624,0.19030084443372416,0.32916204935846893,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)",3018.0,0.18051260129628455,0.19986318199526124,0.7264792262349759,0.681977782569328,0.01748996301335132,0.23238480237221681,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)",3038.0,0.20978312556974837,0.18250957798483147,0.604718065756976,0.5435322574513355,0.09505217270206436,0.22493081447386223,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)",3038.0,0.1792374113932482,0.19368984748907517,0.7536419412152878,0.7208488856562075,0.0813681988472115,0.16787051517539972,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)",2926.0,0.40726246239436564,0.33814609266774825,0.7164208583205934,0.7216992351985969,0.24622062021617455,0.3432612248686987,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)",2926.0,0.20346763136022522,0.22781277983853956,0.7848994885050822,0.7582797559551196,0.04172640761045436,0.2271486035332292,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,2885.0,0.2061300994349907,0.12996093003140793,0.5084209133225822,0.3650074855758758,0.10699916969243449,0.22902512516928117,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,2885.0,0.20224714734361035,0.1517692956518457,0.597228219466671,0.4850311025741357,0.11559717751909944,0.18610946313877888,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,3018.0,0.09989994744023885,0.04695585504204423,0.44022381480001416,0.37795368702201004,0.03632899517706891,0.15371326755045966,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,3018.0,0.1024124950278789,0.08973711811845045,0.5520573790039652,0.4651991360055679,0.049198611125069895,0.11166766813099838,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,3038.0,0.13264132514872276,0.0537230687758859,0.5715904562006309,0.4459611384583183,0.031060631400809096,0.18826522709755933,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,3038.0,0.12114282720308772,0.07222525044182958,0.6472492688757031,0.5743797132866341,0.026030215917883355,0.15688897947894037,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,2926.0,0.10183898059234424,0.015780012189416024,0.4292825363873383,0.28088767678127563,0.03834606691212226,0.15756185007786336,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,2926.0,0.1189038303668821,0.058774522964824764,0.5047918335217043,0.39905927293944005,0.08305976078982005,0.09414110860647135,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",2885.0,0.452349090170119,0.33274048125736233,0.48293726194492714,0.3567742191608524,0.3471428739096544,0.3461368098825604,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",2885.0,0.2519397183927314,0.2527855828454955,0.5970877120883473,0.48403599890870846,0.14483346570144312,0.232708509944139,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",3018.0,0.15424376620127583,0.12593114052777155,0.41293366241481094,0.37648918024120875,0.08542911406122233,0.18848759096893306,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",3018.0,0.06819919055561942,0.0546918984882471,0.5475061174438233,0.4643549191719767,0.025265827943832767,0.08609072569404934,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",3038.0,0.2357823037023506,0.17963486977211643,0.5620368696559213,0.46207602904673684,0.10113921091155663,0.2764757556551114,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",3038.0,0.1393894306824522,0.1472563054665894,0.6465616290263949,0.5746580213107523,0.06525485092673117,0.13934427042041397,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",2926.0,0.12507667057257063,0.06300632043232085,0.4050843663489531,0.2778600930567296,0.054190866822672774,0.1886538880266872,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",2926.0,0.025037972665522594,0.027366969015534266,0.5070324025538827,0.39853546370897075,-0.014502344849836082,0.07396705545387498,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",2885.0,0.4857395885583562,0.4408603092721687,0.48293726194492714,0.3567742191608524,0.34860746029847234,0.437378183378784,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",2885.0,0.3657094782567404,0.352175018035067,0.5970877120883473,0.48403599890870846,0.16971598245236894,0.4039047456223907,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",3018.0,0.22825602322049998,0.1300021912320793,0.41293366241481094,0.37648918024120875,0.12341991879487678,0.29245479030323085,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",3018.0,0.1365033395103595,0.11269582589262392,0.5475061174438233,0.4643549191719767,0.018544654935857333,0.2216801581302342,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",3038.0,0.35765486158400794,0.2505107743697392,0.5620368696559213,0.46207602904673684,0.14374205717076355,0.4471442805708003,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",3038.0,0.23970286387502912,0.22527202029584675,0.6465616290263949,0.5746580213107523,0.05346106913756161,0.3107808741053877,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",2926.0,0.37380852061495673,0.22957406992774093,0.4050843663489531,0.2778600930567296,0.24535425429333543,0.42031596654573306,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",2926.0,0.22790940444316868,0.17566581511049284,0.5070324025538827,0.39853546370897075,0.06815794992230183,0.34055797250614345,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",,0.20868988692878626,0.08991039998067686,0.4657480400911531,0.3682998803763819,0.055390494801996606,0.3477672192931596,,,0.20868988692878623,0.4657480400911531,0.05539049480199658,0.3477672192931596
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,mean4,pseudobulk_log1p_cpm,"Zero-shot, real bulk",,0.165276954096152,0.142266482389128,0.574546965278112,0.480396100775102,0.033288216272121474,0.24094270543029198,,,0.16527695409615198,0.574546965278112,0.03328821627212145,0.24094270543029195
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,mean4,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",,0.3903722846107435,0.3331490915932292,0.6834646008550196,0.6776416946600692,0.23027691197059708,0.34990727979616476,,,0.39037228461074347,0.6834646008550196,0.23027691197059705,0.34990727979616476
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,mean4,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",,0.24511905551290475,0.26495508350185515,0.7895186758010646,0.7592334202250097,0.07527709030831488,0.2550639509332384,,,0.2451190555129047,0.7895186758010646,0.07527709030831485,0.2550639509332384
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,mean4,mean_cp10k,Zero-shot + calibration,,0.13512758815407414,0.06160496650968852,0.4873794301776414,0.36745249695936993,0.05318371579560868,0.1821413674737909,,,0.1351275881540741,0.48737943017764135,0.05318371579560863,0.18214136747379084
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,mean4,pseudobulk_log1p_cpm,Zero-shot + calibration,,0.13617657498536476,0.09312654679423762,0.575331675217011,0.4809173062014444,0.06847144133796818,0.13720180483879724,,,0.13617657498536476,0.575331675217011,0.06847144133796812,0.13720180483879718
+giroux2022,fewshot,fewshot_n5/draw3,lora5,mean4,mean_cp10k,"LoRA, 5 donors",,0.24186295766157903,0.17532820299739277,0.4657480400911531,0.3682998803763819,0.14697551642627654,0.249938511133323,,,0.241862957661579,0.4657480400911531,0.14697551642627651,0.249938511133323
+giroux2022,fewshot,fewshot_n5/draw3,lora5,mean4,pseudobulk_log1p_cpm,"LoRA, 5 donors",,0.1211415780740814,0.12052518895396658,0.574546965278112,0.480396100775102,0.05521294993054274,0.13302764037811932,,,0.12114157807408137,0.574546965278112,0.05521294993054272,0.1330276403781193
+giroux2022,fewshot,fewshot_n5/draw3,scsemi5,mean4,mean_cp10k,"scSemiProfiler, 5 donors",,0.3613647484944552,0.26273683620043203,0.4657480400911531,0.3682998803763819,0.21528092263936202,0.39932330519963705,,,0.36136474849445516,0.4657480400911531,0.21528092263936194,0.39932330519963705
+giroux2022,fewshot,fewshot_n5/draw3,scsemi5,mean4,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",,0.24245627152132443,0.21645216983350762,0.574546965278112,0.480396100775102,0.07746991411202242,0.319230937591039,,,0.24245627152132443,0.574546965278112,0.0774699141120224,0.319230937591039

paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_contrast/giroux2022/fewshot_n5/draw3/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
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,T cell,welch,True,True,0,0.0,22,0,22,0,5225,3968,3954,0.0,0,0.0,0,0,5466,5200,0.0,all_usable_raw.npz@ac755a41
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,B cell,welch,True,True,0,0.0,5,0,5,0,4979,3529,3514,0.0,0,0.0,0,0,5466,4958,0.0,all_usable_raw.npz@ac755a41
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,Monocyte,welch,True,True,0,0.0,0,0,0,0,5105,3733,3715,0.0,0,0.0,0,0,5466,5080,0.0,all_usable_raw.npz@ac755a41
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,NK cell,welch,True,True,0,0.0,0,0,0,0,4907,3368,3357,0.0,0,0.0,0,0,5466,4887,0.0,all_usable_raw.npz@ac755a41
+giroux2022,fewshot,fewshot_n5/draw3,zs_raw,DC,welch,True,True,0,0.0,0,0,0,0,4646,3251,3238,0.0,0,0.0,0,0,5466,4627,0.0,all_usable_raw.npz@ac755a41
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,T cell,welch,True,True,0,0.0,22,2,22,2,5225,3553,3549,0.012397858551704706,3,3.0,5,5,5337,5225,0.021052631578947368,all_usable_pseudo.npz@6400d82f
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,B cell,welch,True,True,0,0.0,5,0,5,0,4979,2751,2748,0.0,0,0.0,5,5,5337,4979,0.00502108857200241,all_usable_pseudo.npz@6400d82f
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,Monocyte,welch,True,True,0,0.0,0,0,0,0,5105,2808,2806,0.0,0,0.0,5,5,5337,5105,0.0,all_usable_pseudo.npz@6400d82f
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,NK cell,welch,True,True,0,0.0,0,1,0,1,4907,2600,2598,0.0,0,0.0,5,5,5337,4907,0.0,all_usable_pseudo.npz@6400d82f
+giroux2022,fewshot,fewshot_n5/draw3,zs_pseudo,DC,welch,True,True,0,0.0,0,8,0,8,4646,2012,2011,0.0,0,0.0,5,5,5337,4646,0.0,all_usable_pseudo.npz@6400d82f
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,T cell,welch,True,True,0,0.0,22,0,22,0,5225,3604,3596,0.0,0,0.0,1,1,5466,5200,0.004230769230769231,test_cal.npz@2d7f83dd
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,B cell,welch,True,True,0,0.0,5,0,5,0,4979,2853,2848,0.0,0,0.0,1,1,5466,4958,0.001008471157724889,test_cal.npz@2d7f83dd
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,Monocyte,welch,True,True,0,0.0,0,0,0,0,5105,3248,3239,0.0,0,0.0,1,1,5466,5080,0.0,test_cal.npz@2d7f83dd
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,NK cell,welch,True,True,0,0.0,0,0,0,0,4907,3096,3091,0.0,0,0.0,1,1,5466,4887,0.0,test_cal.npz@2d7f83dd
+giroux2022,fewshot,fewshot_n5/draw3,zs_cal,DC,welch,True,True,0,0.0,0,14,0,14,4646,2346,2343,0.0,0,0.0,1,1,5466,4627,0.0,test_cal.npz@2d7f83dd
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