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/draw2/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/draw2,zs_raw,generated:zs_raw,T cell,20,20,0.0,0.0,0.0023685457129322598,0.0047370914258645196,4222,True,5676,4233
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,T cell,50,50,0.0,0.0,0.005921364282330649,0.011842728564661297,4222,True,5676,4233
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,T cell,100,100,0.11,0.11,0.011842728564661297,0.023685457129322594,4222,True,5676,4233
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+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,T cell,20,20,0.05,0.05,0.0018281535648994515,0.003656307129798903,5470,True,5676,5528
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+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,B cell,100,100,0.0,0.03,0.016015374759769378,0.032030749519538756,3122,True,5364,3134
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,B cell,200,200,0.03,0.06,0.032030749519538756,0.06406149903907751,3122,True,5364,3134
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,B cell,500,500,0.044,0.092,0.0800768737988469,0.1601537475976938,3122,True,5364,3134
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,B cell,10,10,0.0,0.0,0.0009596928982725527,0.0019193857965451055,5210,True,5364,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,B cell,20,20,0.0,0.0,0.0019193857965451055,0.003838771593090211,5210,True,5364,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,B cell,50,50,0.0,0.0,0.0047984644913627635,0.009596928982725527,5210,True,5364,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,B cell,100,100,0.02,0.05,0.009596928982725527,0.019193857965451054,5210,True,5364,5528
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+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,B cell,500,500,0.044,0.088,0.04798464491362764,0.09596928982725528,5210,True,5364,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,Monocyte,10,10,0.0,0.0,0.0011625203441060219,0.0023250406882120438,4301,True,5691,4310
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,Monocyte,20,20,0.0,0.0,0.0023250406882120438,0.0046500813764240876,4301,True,5691,4310
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,Monocyte,50,50,0.02,0.02,0.005812601720530109,0.011625203441060218,4301,True,5691,4310
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,Monocyte,100,100,0.04,0.04,0.011625203441060218,0.023250406882120437,4301,True,5691,4310
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,Monocyte,200,200,0.055,0.055,0.023250406882120437,0.046500813764240874,4301,True,5691,4310
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,Monocyte,500,500,0.098,0.132,0.05812601720530109,0.11625203441060218,4301,True,5691,4310
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+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,NK cell,10,10,0.0,0.0,0.001781895937277263,0.003563791874554526,2806,True,5482,2807
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,NK cell,20,20,0.0,0.0,0.003563791874554526,0.007127583749109052,2806,True,5482,2807
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+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,NK cell,200,200,0.01,0.025,0.03563791874554526,0.07127583749109052,2806,True,5482,2807
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+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,NK cell,20,20,0.0,0.0,0.0018814675446848542,0.0037629350893697085,5315,True,5482,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,NK cell,50,50,0.0,0.0,0.004703668861712135,0.00940733772342427,5315,True,5482,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,NK cell,100,100,0.01,0.02,0.00940733772342427,0.01881467544684854,5315,True,5482,5528
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+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,DC,10,10,0.0,0.0,0.002335357309668379,0.004670714619336758,2141,True,4980,2142
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,DC,20,20,0.0,0.0,0.004670714619336758,0.009341429238673517,2141,True,4980,2142
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,DC,50,50,0.0,0.0,0.011676786548341896,0.023353573096683792,2141,True,4980,2142
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,DC,100,100,0.0,0.02,0.023353573096683792,0.046707146193367584,2141,True,4980,2142
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,DC,200,200,0.025,0.05,0.046707146193367584,0.09341429238673517,2141,True,4980,2142
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,generated:zs_raw,DC,500,500,0.032,0.064,0.11676786548341897,0.23353573096683794,2141,True,4980,2142
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+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,DC,20,20,0.0,0.0,0.002044989775051125,0.00408997955010225,4890,True,4980,5528
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+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,DC,100,100,0.09,0.09,0.010224948875255624,0.02044989775051125,4890,True,4980,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,DC,200,200,0.08,0.09,0.02044989775051125,0.0408997955010225,4890,True,4980,5528
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+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,T cell,20,20,0.0,0.0,0.0023792529145848203,0.004758505829169641,4203,True,5676,4205
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,T cell,50,50,0.02,0.02,0.005948132286462051,0.011896264572924102,4203,True,5676,4205
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,T cell,100,100,0.05,0.05,0.011896264572924102,0.023792529145848205,4203,True,5676,4205
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+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,20,20,0.1,0.1,0.0017571604287471446,0.003514320857494289,5691,True,5691,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,50,50,0.14,0.14,0.004392901071867862,0.008785802143735724,5691,True,5691,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,100,100,0.21,0.21,0.008785802143735724,0.017571604287471447,5691,True,5691,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,200,200,0.235,0.235,0.017571604287471447,0.035143208574942894,5691,True,5691,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,500,500,0.312,0.312,0.043929010718678614,0.08785802143735723,5691,True,5691,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,NK cell,10,10,0.1,0.1,0.0013340448239060833,0.0026680896478121665,3748,True,5482,3751
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,NK cell,20,20,0.05,0.05,0.0026680896478121665,0.005336179295624333,3748,True,5482,3751
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,NK cell,50,50,0.02,0.02,0.006670224119530417,0.013340448239060833,3748,True,5482,3751
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,NK cell,100,100,0.03,0.05,0.013340448239060833,0.026680896478121666,3748,True,5482,3751
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,NK cell,200,200,0.055,0.065,0.026680896478121666,0.05336179295624333,3748,True,5482,3751
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,NK cell,500,500,0.058,0.09,0.06670224119530416,0.13340448239060831,3748,True,5482,3751
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,10,10,0.5,0.5,0.0009120758847136082,0.0018241517694272164,5482,True,5482,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,20,20,0.65,0.65,0.0018241517694272164,0.0036483035388544327,5482,True,5482,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,50,50,0.5,0.5,0.004560379423568041,0.009120758847136081,5482,True,5482,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,100,100,0.53,0.53,0.009120758847136081,0.018241517694272163,5482,True,5482,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,200,200,0.395,0.395,0.018241517694272163,0.036483035388544326,5482,True,5482,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,500,500,0.332,0.332,0.04560379423568041,0.09120758847136082,5482,True,5482,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,DC,10,10,0.0,0.0,0.0015114873035066505,0.003022974607013301,3308,True,4980,3311
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,DC,20,20,0.0,0.0,0.003022974607013301,0.006045949214026602,3308,True,4980,3311
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,DC,50,50,0.0,0.02,0.007557436517533253,0.015114873035066506,3308,True,4980,3311
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,DC,100,100,0.0,0.03,0.015114873035066506,0.030229746070133012,3308,True,4980,3311
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,DC,200,200,0.005,0.07,0.030229746070133012,0.060459492140266025,3308,True,4980,3311
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,generated:zs_pseudo,DC,500,500,0.032,0.132,0.07557436517533253,0.15114873035066506,3308,True,4980,3311
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,10,10,0.6,0.6,0.001004016064257028,0.002008032128514056,4980,True,4980,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,20,20,0.65,0.65,0.002008032128514056,0.004016064257028112,4980,True,4980,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,50,50,0.52,0.52,0.0050200803212851405,0.010040160642570281,4980,True,4980,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,100,100,0.49,0.49,0.010040160642570281,0.020080321285140562,4980,True,4980,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,200,200,0.365,0.365,0.020080321285140562,0.040160642570281124,4980,True,4980,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,500,500,0.242,0.25,0.050200803212851405,0.10040160642570281,4980,True,4980,5746
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,T cell,10,10,0.0,0.0,0.001201923076923077,0.002403846153846154,4160,True,5676,4167
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,T cell,20,20,0.05,0.05,0.002403846153846154,0.004807692307692308,4160,True,5676,4167
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,T cell,50,50,0.02,0.02,0.006009615384615385,0.01201923076923077,4160,True,5676,4167
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,T cell,100,100,0.01,0.01,0.01201923076923077,0.02403846153846154,4160,True,5676,4167
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,T cell,200,200,0.05,0.05,0.02403846153846154,0.04807692307692308,4160,True,5676,4167
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,T cell,500,500,0.164,0.192,0.06009615384615385,0.1201923076923077,4160,True,5676,4167
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,T cell,10,10,0.0,0.0,0.0009140767824497258,0.0018281535648994515,5470,True,5676,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,T cell,20,20,0.05,0.05,0.0018281535648994515,0.003656307129798903,5470,True,5676,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,T cell,50,50,0.02,0.02,0.004570383912248629,0.009140767824497258,5470,True,5676,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,T cell,100,100,0.08,0.08,0.009140767824497258,0.018281535648994516,5470,True,5676,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,T cell,200,200,0.115,0.115,0.018281535648994516,0.03656307129798903,5470,True,5676,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,T cell,500,500,0.142,0.162,0.04570383912248629,0.09140767824497258,5470,True,5676,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,B cell,10,10,0.0,0.0,0.0015802781289506952,0.0031605562579013905,3164,True,5364,3175
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,B cell,20,20,0.0,0.0,0.0031605562579013905,0.006321112515802781,3164,True,5364,3175
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,B cell,50,50,0.0,0.0,0.007901390644753476,0.01580278128950695,3164,True,5364,3175
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,B cell,100,100,0.01,0.01,0.01580278128950695,0.0316055625790139,3164,True,5364,3175
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,B cell,200,200,0.02,0.04,0.0316055625790139,0.0632111251580278,3164,True,5364,3175
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,B cell,500,500,0.028,0.068,0.07901390644753477,0.15802781289506954,3164,True,5364,3175
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,B cell,10,10,0.0,0.0,0.0009596928982725527,0.0019193857965451055,5210,True,5364,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,B cell,20,20,0.0,0.0,0.0019193857965451055,0.003838771593090211,5210,True,5364,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,B cell,50,50,0.0,0.0,0.0047984644913627635,0.009596928982725527,5210,True,5364,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,B cell,100,100,0.02,0.05,0.009596928982725527,0.019193857965451054,5210,True,5364,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,B cell,200,200,0.02,0.035,0.019193857965451054,0.03838771593090211,5210,True,5364,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,B cell,500,500,0.038,0.076,0.04798464491362764,0.09596928982725528,5210,True,5364,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,Monocyte,10,10,0.0,0.0,0.001325556733828208,0.002651113467656416,3772,True,5691,3773
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,Monocyte,20,20,0.0,0.0,0.002651113467656416,0.005302226935312832,3772,True,5691,3773
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,Monocyte,50,50,0.0,0.0,0.006627783669141039,0.013255567338282079,3772,True,5691,3773
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,Monocyte,100,100,0.02,0.02,0.013255567338282079,0.026511134676564158,3772,True,5691,3773
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,Monocyte,200,200,0.04,0.055,0.026511134676564158,0.053022269353128315,3772,True,5691,3773
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,Monocyte,500,500,0.092,0.134,0.0662778366914104,0.1325556733828208,3772,True,5691,3773
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,Monocyte,10,10,0.0,0.0,0.0009114108640174991,0.0018228217280349982,5486,True,5691,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,Monocyte,20,20,0.0,0.0,0.0018228217280349982,0.0036456434560699965,5486,True,5691,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,Monocyte,50,50,0.08,0.08,0.004557054320087495,0.00911410864017499,5486,True,5691,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,Monocyte,100,100,0.06,0.06,0.00911410864017499,0.01822821728034998,5486,True,5691,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,Monocyte,200,200,0.07,0.07,0.01822821728034998,0.03645643456069996,5486,True,5691,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,Monocyte,500,500,0.12,0.138,0.045570543200874954,0.09114108640174991,5486,True,5691,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,NK cell,10,10,0.0,0.0,0.001774937877174299,0.003549875754348598,2817,True,5482,2817
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,NK cell,20,20,0.0,0.0,0.003549875754348598,0.007099751508697196,2817,True,5482,2817
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,NK cell,50,50,0.0,0.0,0.008874689385871494,0.01774937877174299,2817,True,5482,2817
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,NK cell,100,100,0.0,0.01,0.01774937877174299,0.03549875754348598,2817,True,5482,2817
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,NK cell,200,200,0.025,0.045,0.03549875754348598,0.07099751508697195,2817,True,5482,2817
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,NK cell,500,500,0.038,0.074,0.08874689385871494,0.17749378771742988,2817,True,5482,2817
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,NK cell,10,10,0.0,0.0,0.0009407337723424271,0.0018814675446848542,5315,True,5482,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,NK cell,20,20,0.0,0.0,0.0018814675446848542,0.0037629350893697085,5315,True,5482,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,NK cell,50,50,0.0,0.0,0.004703668861712135,0.00940733772342427,5315,True,5482,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,NK cell,100,100,0.01,0.01,0.00940733772342427,0.01881467544684854,5315,True,5482,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,NK cell,200,200,0.045,0.055,0.01881467544684854,0.03762935089369708,5315,True,5482,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,NK cell,500,500,0.082,0.1,0.047036688617121354,0.09407337723424271,5315,True,5482,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,DC,10,10,0.0,0.0,0.002015316404675534,0.004030632809351068,2481,True,4980,2484
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,DC,20,20,0.0,0.0,0.004030632809351068,0.008061265618702136,2481,True,4980,2484
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,DC,50,50,0.02,0.02,0.01007658202337767,0.02015316404675534,2481,True,4980,2484
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,DC,100,100,0.08,0.08,0.02015316404675534,0.04030632809351068,2481,True,4980,2484
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,DC,200,200,0.105,0.105,0.04030632809351068,0.08061265618702136,2481,True,4980,2484
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,generated:zs_cal,DC,500,500,0.122,0.132,0.1007658202337767,0.2015316404675534,2481,True,4980,2484
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,DC,10,10,0.0,0.0,0.0010224948875255625,0.002044989775051125,4890,True,4980,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,DC,20,20,0.0,0.0,0.002044989775051125,0.00408997955010225,4890,True,4980,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,DC,50,50,0.08,0.08,0.005112474437627812,0.010224948875255624,4890,True,4980,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,DC,100,100,0.09,0.09,0.010224948875255624,0.02044989775051125,4890,True,4980,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,DC,200,200,0.075,0.085,0.02044989775051125,0.0408997955010225,4890,True,4980,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,broadcast:test_cal.npz@16df3337,DC,500,500,0.1,0.126,0.05112474437627812,0.10224948875255624,4890,True,4980,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,generated:lora5,T cell,10,10,0.0,0.0,0.0012303149606299212,0.0024606299212598425,4064,True,5676,4066
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,generated:lora5,T cell,20,20,0.0,0.0,0.0024606299212598425,0.004921259842519685,4064,True,5676,4066
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,generated:lora5,T cell,50,50,0.0,0.0,0.006151574803149607,0.012303149606299213,4064,True,5676,4066
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,generated:lora5,T cell,100,100,0.03,0.04,0.012303149606299213,0.024606299212598427,4064,True,5676,4066
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,generated:lora5,T cell,200,200,0.11,0.13,0.024606299212598427,0.04921259842519685,4064,True,5676,4066
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+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,broadcast:test_raw.npz@70953ef3,Monocyte,10,10,0.0,0.0,0.0009114108640174991,0.0018228217280349982,5486,True,5691,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,broadcast:test_raw.npz@70953ef3,Monocyte,20,20,0.0,0.0,0.0018228217280349982,0.0036456434560699965,5486,True,5691,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,broadcast:test_raw.npz@70953ef3,Monocyte,50,50,0.08,0.08,0.004557054320087495,0.00911410864017499,5486,True,5691,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,broadcast:test_raw.npz@70953ef3,Monocyte,100,100,0.06,0.06,0.00911410864017499,0.01822821728034998,5486,True,5691,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,broadcast:test_raw.npz@70953ef3,Monocyte,200,200,0.075,0.075,0.01822821728034998,0.03645643456069996,5486,True,5691,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,broadcast:test_raw.npz@70953ef3,Monocyte,500,500,0.118,0.138,0.045570543200874954,0.09114108640174991,5486,True,5691,5528
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+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,broadcast:test_raw.npz@70953ef3,NK cell,20,20,0.0,0.0,0.0018814675446848542,0.0037629350893697085,5315,True,5482,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,broadcast:test_raw.npz@70953ef3,NK cell,50,50,0.0,0.0,0.004703668861712135,0.00940733772342427,5315,True,5482,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,broadcast:test_raw.npz@70953ef3,NK cell,100,100,0.01,0.02,0.00940733772342427,0.01881467544684854,5315,True,5482,5528
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+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,broadcast:test_raw.npz@70953ef3,NK cell,500,500,0.072,0.09,0.047036688617121354,0.09407337723424271,5315,True,5482,5528
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+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,B cell,10,10,0.0,0.0,0.0009596928982725527,0.0019193857965451055,5210,True,5364,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,B cell,20,20,0.0,0.0,0.0019193857965451055,0.003838771593090211,5210,True,5364,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,B cell,50,50,0.0,0.0,0.0047984644913627635,0.009596928982725527,5210,True,5364,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,B cell,100,100,0.02,0.05,0.009596928982725527,0.019193857965451054,5210,True,5364,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,B cell,200,200,0.02,0.035,0.019193857965451054,0.03838771593090211,5210,True,5364,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,B cell,500,500,0.044,0.088,0.04798464491362764,0.09596928982725528,5210,True,5364,5528
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+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,Monocyte,10,10,0.0,0.0,0.0009114108640174991,0.0018228217280349982,5486,True,5691,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,Monocyte,20,20,0.0,0.0,0.0018228217280349982,0.0036456434560699965,5486,True,5691,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,Monocyte,50,50,0.08,0.08,0.004557054320087495,0.00911410864017499,5486,True,5691,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,Monocyte,100,100,0.06,0.06,0.00911410864017499,0.01822821728034998,5486,True,5691,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,Monocyte,200,200,0.075,0.075,0.01822821728034998,0.03645643456069996,5486,True,5691,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,Monocyte,500,500,0.118,0.138,0.045570543200874954,0.09114108640174991,5486,True,5691,5528
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+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,NK cell,20,20,0.0,0.0,0.0018814675446848542,0.0037629350893697085,5315,True,5482,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,NK cell,50,50,0.0,0.0,0.004703668861712135,0.00940733772342427,5315,True,5482,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,NK cell,100,100,0.01,0.02,0.00940733772342427,0.01881467544684854,5315,True,5482,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,NK cell,200,200,0.04,0.05,0.01881467544684854,0.03762935089369708,5315,True,5482,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,NK cell,500,500,0.072,0.09,0.047036688617121354,0.09407337723424271,5315,True,5482,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,generated:scsemi5,DC,10,10,0.0,0.0,0.011286681715575621,0.022573363431151242,443,True,4980,445
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,generated:scsemi5,DC,20,20,0.05,0.1,0.022573363431151242,0.045146726862302484,443,True,4980,445
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,generated:scsemi5,DC,50,50,0.06,0.16,0.056433408577878104,0.11286681715575621,443,True,4980,445
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,generated:scsemi5,DC,100,100,0.16,0.31,0.11286681715575621,0.22573363431151242,443,True,4980,445
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,generated:scsemi5,DC,200,200,0.145,0.305,0.22573363431151242,0.45146726862302483,443,True,4980,445
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,generated:scsemi5,DC,500,500,0.136,0.28,0.5,1.0,443,True,4980,445
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,DC,10,10,0.0,0.0,0.0010224948875255625,0.002044989775051125,4890,True,4980,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,DC,20,20,0.0,0.0,0.002044989775051125,0.00408997955010225,4890,True,4980,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,DC,50,50,0.08,0.08,0.005112474437627812,0.010224948875255624,4890,True,4980,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,DC,100,100,0.09,0.09,0.010224948875255624,0.02044989775051125,4890,True,4980,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,DC,200,200,0.08,0.09,0.02044989775051125,0.0408997955010225,4890,True,4980,5528
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,broadcast:test_raw.npz@70953ef3,DC,500,500,0.104,0.126,0.05112474437627812,0.10224948875255624,4890,True,4980,5528

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/draw2/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/draw2,split_half_A_vs_B,,T cell,3072.0,0.9738803044679681,0.0006884244981533132,0.9449852308118588,0.0017616399596847444,0.974429639500278,0.947477728357869,0.972687198840669,0.9439151409774506,0.9741669844818005,0.9461467498762608,0.973948168072825,0.9432640822710283,0.9741695314442682,0.9441224525766853,0.9867673356520612,0.9933616338736166,0.9717145568425846,0.9857558302351473,16.0,10.0,16.0,10.0,21370.0,21381.0,
+ji2025_chili,fewshot,fewshot_n5/draw2,split_half_A_vs_B,,B cell,3277.0,0.747838919885211,0.0074011933792937894,0.5908054086628367,0.010573059968998589,0.739273166242995,0.5786442181286868,0.7498225067392706,0.6016957867008965,0.7445065592112577,0.5823186694389895,0.7464106395351283,0.5901599719556068,0.7591817276974033,0.6012083970900043,0.8557297945217117,0.9250566439530672,0.742775207383086,0.8618440737065411,16.0,10.0,16.0,10.0,2829.0,2843.0,
+ji2025_chili,fewshot,fewshot_n5/draw2,split_half_A_vs_B,,Monocyte,3152.0,0.9596871614018759,0.0017736364219671252,0.8315664974794027,0.007089906527417099,0.9585152496473542,0.8289387234048541,0.961153960526738,0.8347023099667782,0.9610431922008144,0.8390397519380508,0.9605729420531789,0.8345266974515988,0.9571504625812945,0.8206250046357317,0.979428941826977,0.9896610236980019,0.9080385545638693,0.9529105700766831,16.0,10.0,16.0,10.0,14430.0,14444.0,
+ji2025_chili,fewshot,fewshot_n5/draw2,split_half_A_vs_B,,NK cell,3069.0,0.8464117218815463,0.006706016334384701,0.6941262998065544,0.009413636242495258,0.8374498888307635,0.6803413388658703,0.8512734543859101,0.705952952935961,0.8532086237161891,0.6970501121766565,0.8486756253906166,0.6964325023979202,0.8414510170842522,0.690854592656364,0.9168179684420857,0.9575061192713527,0.81945047413031,0.9052350380593485,16.0,10.0,16.0,10.0,7388.0,7396.0,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:zs_raw,zs_raw,T cell,3072.0,0.2950290139284587,0.0020561120760609567,0.29056083721517856,0.0024310409842744343,0.2961829841676651,0.2878443607735408,0.29290481278718505,0.2888291032205339,0.29790090961497806,0.2937508296583008,0.29336735090757654,0.29226094717729845,0.2947890121648886,0.290118945246219,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:zs_raw,zs_raw,B cell,3277.0,0.010316364205598918,0.012303165995679198,0.01602074050370967,0.0051407394418224025,0.004840289505754056,0.018874649399146303,-0.0025877707279342026,0.012328775972384817,0.025326674499604813,0.021820961326545246,0.021434763818618183,0.017897369849194867,0.0025678639319517325,0.00918194597127712,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:zs_raw,zs_raw,Monocyte,3152.0,0.2185385276324677,0.0019443335335226177,0.17492554037738245,0.0041209858134356805,0.21864839773603115,0.1749167958697011,0.21900537061266534,0.17038279519255048,0.21561835610028032,0.17456459949740932,0.2183651886012831,0.17319264951589933,0.2210553251120786,0.1815708618113521,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:zs_raw,zs_raw,NK cell,3069.0,0.010113420423037879,0.006125959392849619,-0.007232681550997551,0.00687207732927779,0.001988772794088446,-0.011043468705366018,0.010724486527828763,-0.011728464593078958,0.009611708606912637,-0.010960535654156875,0.019188217902091693,0.00460935004042816,0.009053916284267856,-0.00704028884281406,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:zs_pseudo,zs_pseudo,T cell,3072.0,0.37680750902816307,0.007924330086138662,0.4485670592178777,0.0062583623402217336,0.3745717982106591,0.4440651230397097,0.3659978688081033,0.4410658211319159,0.38789994118744586,0.4571015612223363,0.3792645608198482,0.4495017621615502,0.37630337611475884,0.45110102853387635,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:zs_pseudo,zs_pseudo,B cell,3277.0,0.06928335592162167,0.006839768828801128,0.0605335752786066,0.007862438270311693,0.07568853104266961,0.07024585479185966,0.06603808626424583,0.05508163473976864,0.06020404352978724,0.05170870085110001,0.06802298211471143,0.0669945875907153,0.07646313665669421,0.05863709841958936,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:zs_pseudo,zs_pseudo,Monocyte,3152.0,0.24594975658463009,0.0025365805281021762,0.1455238079478424,0.007106885279193474,0.247828753038226,0.15471244247567714,0.24910041573620198,0.14845914899392315,0.24446439749686985,0.13530658640851304,0.2455546289900654,0.14574826166660682,0.24280058766178705,0.1433926001944919,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:zs_pseudo,zs_pseudo,NK cell,3069.0,0.08498473903660018,0.005783733740308357,0.05458213272996322,0.01001887686613153,0.0930906840347839,0.06045067054829735,0.07722044690332419,0.0426053598789048,0.08470520574116361,0.05455204665971847,0.08692035906654987,0.06777029403326493,0.08298699943717937,0.047532292529630524,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:zs_cal,zs_cal,T cell,3072.0,0.4006837895748365,0.0019439112987668782,0.39565136778260995,0.0039060408838482185,0.3995313978298082,0.39174602599203073,0.3993021690193402,0.39175331599652,0.4032947919158882,0.3996681086814799,0.39905501384061604,0.39563700669728413,0.40223557526853004,0.3994523815457349,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:zs_cal,zs_cal,B cell,3277.0,0.10250625002298383,0.0152514364640673,0.11579040577861013,0.012559082921247697,0.10241610460697027,0.12978203838195976,0.08571061167597033,0.10962569970665695,0.12273323289562749,0.1277983542846271,0.11164331028228328,0.11117631202739352,0.09002799065406787,0.10056962449241334,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:zs_cal,zs_cal,Monocyte,3152.0,0.23024356881829497,0.002845766898419828,0.1920923463633575,0.004084150213797373,0.22928224884513024,0.19050645181513032,0.2299594844463053,0.19485129542586813,0.2269063508859819,0.18823832596963508,0.23032677217629968,0.18906550699935168,0.23474298773775765,0.1978001516068023,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:zs_cal,zs_cal,NK cell,3069.0,0.17672339100926768,0.006545281544632645,0.1479107731415677,0.011801063300989444,0.17519874600923976,0.14862922877304022,0.16824829024290555,0.13351043822872488,0.17539132767408624,0.1459005190064371,0.18634098033567564,0.1662927761815108,0.1784376107844312,0.1452209035181254,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:lora5,lora5,T cell,3072.0,0.4711170148702929,0.003947702641554675,0.4786586629610288,0.00475389292511309,0.4695785773212496,0.48027057500041204,0.4670907534985856,0.47720371972070247,0.4776872822477178,0.4861634002211278,0.4708214219636366,0.47490170278263116,0.47040703932027517,0.4747539170802707,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:lora5,lora5,B cell,3277.0,0.16213617684978102,0.009723878445733539,0.12829734640488372,0.008608897994468592,0.16697264873025128,0.14155200462902096,0.1548102751388498,0.1238392530958211,0.1735713208710592,0.12758640065200322,0.16573733771328017,0.1300725208235972,0.14958930179546456,0.11843655282397604,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:lora5,lora5,Monocyte,3152.0,0.2848388782077059,0.0020091257929438834,0.2079623258396784,0.004865831625641906,0.28730896932339683,0.21015172918277522,0.28231872117113915,0.2022700016761962,0.2855218976850885,0.21017403409993024,0.2832921629383691,0.20351951586862785,0.2857526399205358,0.21369634837086263,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:lora5,lora5,NK cell,3069.0,0.2158149679198797,0.003279142169957894,0.15452416880996775,0.0050555881620174044,0.21285346180724143,0.14934576856502846,0.21168502908399298,0.15129994707108005,0.2181042611673124,0.15209119610059363,0.2186704588818232,0.15949473056138638,0.2177616286590285,0.16038920175175023,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:scsemi5,scsemi5,T cell,3072.0,0.20873407231042346,0.0034053721030827765,0.21101965237042242,0.0034194133830255965,0.20543857467523693,0.20695938681973236,0.2059938270901203,0.20935203004790193,0.21280954598354962,0.21477601864726062,0.21189206993872403,0.2143980157970365,0.20753634386448638,0.20961281054018055,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:scsemi5,scsemi5,B cell,3277.0,0.17092528044288216,0.012208939196919559,0.128617039197739,0.007282649652293623,0.18695057953795177,0.13555358320694358,0.1655461036986279,0.11805059803699826,0.15725304364947554,0.13377688072645685,0.18015125826791598,0.13135836796150996,0.16472541706043953,0.1243457660567865,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:scsemi5,scsemi5,Monocyte,3152.0,0.18870475661634567,0.0025434603490818047,0.04457721950860269,0.004673169833601467,0.18550421899956815,0.038491296185735636,0.1895851848351161,0.04347739096105516,0.19164775181378263,0.045072970455500565,0.19012579073132496,0.044283390868215956,0.18666083670193656,0.05156104907250613,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:scsemi5,scsemi5,NK cell,3069.0,0.1370038326462747,0.0054376029108569295,0.1790391671180108,0.007862279184926765,0.13619242798311446,0.17334455577867333,0.14262299145828083,0.17145575036789165,0.1307898496136034,0.185814805272681,0.13288852133823983,0.17557191292730945,0.14252537283813496,0.1890088112434986,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:all_usable_raw.npz@78d8ac58,,T cell,3072.0,0.2672302311540025,0.0016242608156271348,0.15238926699729857,0.0028407711912049843,0.2650326005740813,0.15075301963230123,0.26630167478323685,0.14841626768602786,0.26891260090660735,0.15353909959072143,0.26724913774237297,0.1557487069501356,0.26865514176371424,0.15348924112730677,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:all_usable_raw.npz@78d8ac58,,B cell,3277.0,0.14803605868692615,0.01127123701328802,0.06613488382571499,0.0054101186413924975,0.16339113836341626,0.0697864276040883,0.1351107616091518,0.06258660723179706,0.14496357062095405,0.061785798413478824,0.15527386429556234,0.07388031310270148,0.1414409585455464,0.06263527277650925,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:all_usable_raw.npz@78d8ac58,,Monocyte,3152.0,0.37290670608938936,0.0028968006922281313,0.22383218616813078,0.005796798931594458,0.369416366505111,0.2223081760615235,0.37013261335639047,0.2193510953595956,0.3755323163128357,0.2187679120642421,0.3744316566666538,0.22582453504909392,0.3750205776059558,0.2329092123061986,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:all_usable_raw.npz@78d8ac58,,NK cell,3069.0,0.24058462248127474,0.0038174726258890256,0.12358837509237167,0.005006777163115256,0.23440234136731117,0.12003067838039334,0.24052534778985427,0.12536413047589862,0.2415115207684775,0.12538458652107168,0.2448366836683818,0.12995439780953,0.24164721881234918,0.1172080822749647,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:all_usable_pseudo.npz@49033eab,,T cell,3072.0,0.7315378732288598,0.004553210225710011,0.6863131633633416,0.0061407970405029265,0.7318213901803772,0.6835158578968957,0.7244893117982474,0.6767618263972416,0.7369375318127334,0.69038830355613,0.7309804369107703,0.6897598383238409,0.7334606954421706,0.6911399906425996,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:all_usable_pseudo.npz@49033eab,,B cell,3277.0,0.47041237870703956,0.01804462580702266,0.38743285558960394,0.016385740421336677,0.4763334528343562,0.3888004645572645,0.45114785314021333,0.38303926922077014,0.48923553013992166,0.400262021168768,0.48390410953373425,0.40302708134843024,0.4514409478869723,0.3620354416527869,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:all_usable_pseudo.npz@49033eab,,Monocyte,3152.0,0.6962607796071326,0.006977690866940319,0.5072555201082373,0.01368551278387983,0.6968846238906856,0.5128922881483864,0.6927745849438816,0.5060546112655524,0.6980991247450575,0.5049852308250743,0.687330691934964,0.48735175424296234,0.706214872521074,0.524993716059211,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:all_usable_pseudo.npz@49033eab,,NK cell,3069.0,0.6710273802187012,0.007316358811672598,0.5856616077627186,0.007403987614292776,0.6642950069930162,0.5789330124861725,0.6628074473353257,0.5792910151690069,0.6725700905298009,0.5858539215263935,0.6798459063820433,0.5971193930150517,0.6756184498533198,0.5871106966169681,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:test_cal.npz@16df3337,,T cell,3072.0,0.21266015432069713,0.004670286343217739,0.13905363172679258,0.00322332420038855,0.20743482096986232,0.13725924212739835,0.20803880174169123,0.1343895053844479,0.2178037565719759,0.14038638404281018,0.2157428417202518,0.1425309565182583,0.21428055059970433,0.14070207056104814,,,,,,,,,,,16df33379a7def7830668bcfbf8d84370f5763cc9284b99822c68a6a9b911a01
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:test_cal.npz@16df3337,,B cell,3277.0,0.10592952130510551,0.011128002154213877,0.05451231992688378,0.00742707476823365,0.12099216988875791,0.06196017870697294,0.09548594770038894,0.050321733298747444,0.10652545836582511,0.048812245166424906,0.11184917188985004,0.06322169983650099,0.09479485868070547,0.04824574262577265,,,,,,,,,,,16df33379a7def7830668bcfbf8d84370f5763cc9284b99822c68a6a9b911a01
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:test_cal.npz@16df3337,,Monocyte,3152.0,0.3389382659288539,0.0022721154046816726,0.22418731652153978,0.005649875419879939,0.33627024654602133,0.22452894966264667,0.33756849688970997,0.221073224015675,0.34133409671906323,0.2181821759071363,0.3382480496227521,0.2239239536159382,0.34127043986672295,0.23322827940630284,,,,,,,,,,,16df33379a7def7830668bcfbf8d84370f5763cc9284b99822c68a6a9b911a01
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:test_cal.npz@16df3337,,NK cell,3069.0,0.1762304853278791,0.004509084294504446,0.09622369725209237,0.005721515219908341,0.1694626585599947,0.0909449428001773,0.1815548852489378,0.10010755250784542,0.17840686737724135,0.09819371160640819,0.17482251828089493,0.10241483669311673,0.1769054971723269,0.0894574426529142,,,,,,,,,,,16df33379a7def7830668bcfbf8d84370f5763cc9284b99822c68a6a9b911a01
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:test_raw.npz@70953ef3,,T cell,3072.0,0.2672302311540025,0.0016242608156271348,0.15238926699729857,0.0028407711912049843,0.2650326005740813,0.15075301963230123,0.26630167478323685,0.14841626768602786,0.26891260090660735,0.15353909959072143,0.26724913774237297,0.1557487069501356,0.26865514176371424,0.15348924112730677,,,,,,,,,,,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:test_raw.npz@70953ef3,,B cell,3277.0,0.14803605868692615,0.01127123701328802,0.06613488382571499,0.0054101186413924975,0.16339113836341626,0.0697864276040883,0.1351107616091518,0.06258660723179706,0.14496357062095405,0.061785798413478824,0.15527386429556234,0.07388031310270148,0.1414409585455464,0.06263527277650925,,,,,,,,,,,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:test_raw.npz@70953ef3,,Monocyte,3152.0,0.37290670608938936,0.0028968006922281313,0.22383218616813078,0.005796798931594458,0.369416366505111,0.2223081760615235,0.37013261335639047,0.2193510953595956,0.3755323163128357,0.2187679120642421,0.3744316566666538,0.22582453504909392,0.3750205776059558,0.2329092123061986,,,,,,,,,,,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:test_raw.npz@70953ef3,,NK cell,3069.0,0.24058462248127474,0.0038174726258890256,0.12358837509237167,0.005006777163115256,0.23440234136731117,0.12003067838039334,0.24052534778985427,0.12536413047589862,0.2415115207684775,0.12538458652107168,0.2448366836683818,0.12995439780953,0.24164721881234918,0.1172080822749647,,,,,,,,,,,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0
+ji2025_chili,fewshot,fewshot_n5/draw2,split_half_A_vs_B,,mean4,,0.8819545269091502,0.0025814526299489785,0.7653708591901631,0.004565680038564005,0.8774169860553477,0.75885050218932,0.8837342801231469,0.7715665476452715,0.8832313399025155,0.7661388208574894,0.8824018437629372,0.7660958135190385,0.8829881847018046,0.7642026117396963,0.9346860101107088,0.9663963551990097,0.8604946982299625,0.9264363780194299,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:zs_raw,zs_raw,mean4,,0.1334993315473908,0.0038234351642321422,0.11856860913631828,0.00260479514347942,0.13041511105088469,0.11764808433425554,0.13001172479993625,0.11495305244809756,0.13711441220544396,0.11979396370702462,0.1380888803073924,0.1219900791457052,0.1318665293732967,0.11845786604650854,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:zs_pseudo,zs_pseudo,mean4,,0.19425634014275378,0.0029547431607890675,0.17730164379357247,0.004859842991603913,0.19779494158158464,0.18236852271388596,0.18958920442796884,0.17180299118612813,0.19431839698881664,0.17466722378541696,0.19494063274779372,0.1825037263630343,0.19463852496760486,0.17516575491939704,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:zs_cal,zs_cal,mean4,,0.22753924985634572,0.0046568811665720945,0.21286122326653628,0.003633490437711452,0.22660712432278712,0.21516593624054026,0.22080513884613034,0.2074351873394425,0.23208142584289596,0.2154013269855448,0.23184151915871865,0.21554290047638502,0.2263610411111967,0.21076076529076898,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:lora5,lora5,mean4,,0.28347675946191486,0.003752918103413864,0.24236062600388966,0.00253413953675373,0.2841784142955348,0.24533001934430917,0.2789761947231419,0.23865323039094996,0.2887211904927945,0.2440037577684137,0.2846303453742773,0.24199711750906064,0.280877652423826,0.2418190050067149,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,generated:scsemi5,scsemi5,mean4,,0.17634198550398147,0.002350067744643708,0.14081326954869372,0.0037739953777854705,0.17852145029896782,0.13858720549777123,0.1759370267705363,0.13558394235346174,0.1731250477651028,0.14486016877547475,0.1787644100690512,0.14140292188851797,0.17536199261624935,0.14363210922824293,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:all_usable_raw.npz@78d8ac58,,mean4,,0.2571894046028982,0.0027074439838641415,0.14148617802087898,0.002890497987937676,0.2580606117024799,0.1407195754195766,0.25301759938465834,0.1389295251883298,0.25773000215221864,0.1398693491473785,0.2604478355932427,0.14635198822786524,0.2566909741818914,0.14156045212124482,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:all_usable_pseudo.npz@49033eab,,mean4,,0.6423096029404333,0.0060957631480866685,0.5416657867059753,0.0035428196347460313,0.6423336184746088,0.5410354057721798,0.632804799304417,0.5362866805131428,0.6492105693068784,0.5453723692690915,0.645515286190378,0.5443145167325714,0.6416837414258841,0.5413199612428914,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:test_cal.npz@16df3337,,mean4,,0.2084396067206339,0.002235863648077079,0.12849424135682713,0.002710243341400025,0.2085399739911591,0.1286733283242988,0.20566203289518198,0.12647300380167895,0.21101754475852638,0.12639362918069488,0.2101656453784372,0.13302286166595356,0.20681283657986493,0.12790838381150946,,,,,,,,,,,16df33379a7def7830668bcfbf8d84370f5763cc9284b99822c68a6a9b911a01
+ji2025_chili,fewshot,fewshot_n5/draw2,broadcast:test_raw.npz@70953ef3,,mean4,,0.2571894046028982,0.0027074439838641415,0.14148617802087898,0.002890497987937676,0.2580606117024799,0.1407195754195766,0.25301759938465834,0.1389295251883298,0.25773000215221864,0.1398693491473785,0.2604478355932427,0.14635198822786524,0.2566909741818914,0.14156045212124482,,,,,,,,,,,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0

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/draw2/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/draw2,zs_raw,T cell,mean_cp10k,"Zero-shot, real bulk",3072.0,0.2956614894679204,0.2936234979411656,0.2701865645650968,0.15340563898037404,0.24216227971988621,0.2613306431300327,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.2956614894679204,0.2701865645650968,0.2421622797198862,0.2613306431300327
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,T cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3072.0,0.13768842550980664,0.15882011028962673,0.29511657864157254,0.23324548896328023,0.11432189172563503,0.09822033397485393,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.1376884255098066,0.2951165786415725,0.114321891725635,0.0982203339748539
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,B cell,mean_cp10k,"Zero-shot, real bulk",3277.0,0.011820054675204004,0.013501534416082529,0.15572870002588607,0.058360405943064075,-0.007447865612357005,0.12278652341354905,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.011820054675204,0.155728700025886,-0.007447865612357,0.122786523413549
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,B cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3277.0,-0.09392208607956884,-0.09481856975265199,0.06708509712458424,0.0557225833804963,-0.09595219260886753,0.026536978918585263,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,-0.0939220860795688,0.0670850971245842,-0.0959521926088675,0.0265369789185852
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,Monocyte,mean_cp10k,"Zero-shot, real bulk",3152.0,0.221568512370303,0.1803472093653348,0.37567927431475395,0.22770665862501674,0.10498923755738152,0.34686664412768864,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.221568512370303,0.3756792743147539,0.1049892375573815,0.3468666441276886
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3152.0,0.12035845190562121,0.11919378687340211,0.33780407869585316,0.22868421192781022,0.08479593966458324,0.12179025674289848,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.1203584519056212,0.3378040786958531,0.0847959396645832,0.1217902567428984
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,NK cell,mean_cp10k,"Zero-shot, real bulk",3069.0,0.015526287194949041,-0.0068894033269814026,0.2533010131298753,0.12735793844611493,-0.022874001512317957,0.14769631889526047,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.015526287194949,0.2533010131298753,-0.0228740015123179,0.1476963188952604
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,NK cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3069.0,0.05818563545047977,0.05683651985340607,0.1357496033139099,0.10928861917218359,0.04474128215726906,0.10385455379053588,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.0581856354504797,0.1357496033139099,0.044741282157269,0.1038545537905358
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,T cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3072.0,0.3836109651425082,0.45606498763117836,0.7362802875436655,0.6959190145777612,0.0763279778074564,0.4586774921619372,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.3836109651425082,0.7362802875436655,0.0763279778074564,0.4586774921619372
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,T cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3072.0,0.3062088734868838,0.3387582624870874,0.7917537963447465,0.7619061143232573,0.10352045763104176,0.3108375939312067,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.3062088734868838,0.7917537963447465,0.1035204576310417,0.3108375939312067
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,B cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3277.0,0.07799983716021835,0.06917629886293548,0.5025481557558376,0.42487559292912036,0.03627271256168168,0.09307850449035841,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.0779998371602183,0.5025481557558376,0.0362727125616816,0.0930785044903584
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,B cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3277.0,0.03149449253341218,0.02819739810172055,0.3612850758287233,0.29320823051379524,0.01631445096048163,0.04510975211554923,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.0314944925334121,0.3612850758287233,0.0163144509604816,0.0451097521155492
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,Monocyte,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3152.0,0.2507736008930512,0.15233445321975006,0.7032675704110777,0.5258231753974172,0.16388114494957753,0.1940674870661373,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.2507736008930512,0.7032675704110777,0.1638811449495775,0.1940674870661373
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3152.0,0.19155987487528783,0.14275184923971243,0.7788708070162251,0.649150883319969,0.030038719683321745,0.22236259206318773,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.1915598748752878,0.7788708070162251,0.0300387196833217,0.2223625920631877
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,NK cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3069.0,0.08710003194981128,0.05815783763979311,0.7013676511380752,0.6322957123896745,-0.007488444025371305,0.1317301662873679,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.0871000319498112,0.7013676511380752,-0.0074884440253713,0.1317301662873679
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,NK cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3069.0,0.0825564748394376,0.06309070604489757,0.5342442818266916,0.4710949745448225,0.02780717386093675,0.11080131791171922,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.0825564748394376,0.5342442818266916,0.0278071738609367,0.1108013179117192
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,T cell,mean_cp10k,Zero-shot + calibration,3072.0,0.40373949049863134,0.4002707520190434,0.21551192135387368,0.14022371218601104,0.3851545620643429,0.14725788538043905,test_cal.npz@16df3337,16df33379a7def7830668bcfbf8d84370f5763cc9284b99822c68a6a9b911a01,0.4037394904986313,0.2155119213538736,0.3851545620643429,0.147257885380439
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,T cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3072.0,0.12324441357079569,0.1693745510662211,0.2725351810755616,0.23149783628201367,0.10835001329714238,0.07065675279571884,test_cal.npz@16df3337,16df33379a7def7830668bcfbf8d84370f5763cc9284b99822c68a6a9b911a01,0.1232444135707956,0.2725351810755616,0.1083500132971423,0.0706567527957188
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,B cell,mean_cp10k,Zero-shot + calibration,3277.0,0.1045562680606084,0.1139162599268112,0.10768500697117829,0.04466375802806854,0.09839137535242226,0.06445104543979256,test_cal.npz@16df3337,16df33379a7def7830668bcfbf8d84370f5763cc9284b99822c68a6a9b911a01,0.1045562680606084,0.1076850069711782,0.0983913753524222,0.0644510454397925
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,B cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3277.0,-0.04131519828139265,-0.023041127333902508,0.05302475774928012,0.046028087699599284,-0.04493663058115001,0.06529864785860306,test_cal.npz@16df3337,16df33379a7def7830668bcfbf8d84370f5763cc9284b99822c68a6a9b911a01,-0.0413151982813926,0.0530247577492801,-0.04493663058115,0.065298647858603
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,Monocyte,mean_cp10k,Zero-shot + calibration,3152.0,0.23215036703771982,0.19498192984217064,0.34161200100198597,0.2278150782267924,0.1861323174874046,0.1754283313037153,test_cal.npz@16df3337,16df33379a7def7830668bcfbf8d84370f5763cc9284b99822c68a6a9b911a01,0.2321503670377198,0.3416120010019859,0.1861323174874046,0.1754283313037153
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,Monocyte,pseudobulk_log1p_cpm,Zero-shot + calibration,3152.0,0.10128966790875202,0.12700326922337934,0.3093075443246667,0.22344864463231628,0.07954058268632819,0.08378572704145927,test_cal.npz@16df3337,16df33379a7def7830668bcfbf8d84370f5763cc9284b99822c68a6a9b911a01,0.101289667908752,0.3093075443246667,0.0795405826863281,0.0837857270414592
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,NK cell,mean_cp10k,Zero-shot + calibration,3069.0,0.1817733265924259,0.1542865425986506,0.1876914072792263,0.10193964997258652,0.1755339630996395,0.051061795221723924,test_cal.npz@16df3337,16df33379a7def7830668bcfbf8d84370f5763cc9284b99822c68a6a9b911a01,0.1817733265924259,0.1876914072792263,0.1755339630996395,0.0510617952217239
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,NK cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3069.0,0.049610715055539344,0.05355493426850129,0.12260822467300482,0.09812516680335781,0.047644773511584755,0.01903610050149795,test_cal.npz@16df3337,16df33379a7def7830668bcfbf8d84370f5763cc9284b99822c68a6a9b911a01,0.0496107150555393,0.1226082246730048,0.0476447735115847,0.0190361005014979
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,T cell,mean_cp10k,"LoRA, 5 donors",3072.0,0.47541731196905124,0.4839422109749465,0.2701865645650968,0.15340563898037404,0.4373758372972963,0.25082897205568794,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,0.4754173119690512,0.2701865645650968,0.4373758372972963,0.2508289720556879
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,T cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3072.0,0.15924410710424133,0.20124733477467657,0.29511657864157254,0.23324548896328023,0.13838699067565746,0.09352311067006581,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,0.1592441071042413,0.2951165786415725,0.1383869906756574,0.0935231106700658
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,B cell,mean_cp10k,"LoRA, 5 donors",3277.0,0.1742758703466109,0.13853121287978978,0.15572870002588607,0.058360405943064075,0.1572557925001478,0.13008925947231512,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,0.1742758703466109,0.155728700025886,0.1572557925001478,0.1300892594723151
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,B cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3277.0,0.025031908535655706,0.02090751386293355,0.06708509712458424,0.0557225833804963,0.02123152108891948,0.057892825228166536,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,0.0250319085356557,0.0670850971245842,0.0212315210889194,0.0578928252281665
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,Monocyte,mean_cp10k,"LoRA, 5 donors",3152.0,0.2858154804231743,0.20725058010312075,0.37567927431475395,0.22770665862501674,0.20492662094141761,0.27472100243503134,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,0.2858154804231743,0.3756792743147539,0.2049266209414176,0.2747210024350313
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,Monocyte,pseudobulk_log1p_cpm,"LoRA, 5 donors",3152.0,0.16532340224412942,0.16469255732783272,0.33780407869585316,0.22868421192781022,0.13452054621725928,0.11717642260423711,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,0.1653234022441294,0.3378040786958531,0.1345205462172592,0.1171764226042371
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,NK cell,mean_cp10k,"LoRA, 5 donors",3069.0,0.22201540208893542,0.15717556443099887,0.2533010131298753,0.12735793844611493,0.19259843918084807,0.14916007304081874,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,0.2220154020889354,0.2533010131298753,0.192598439180848,0.1491600730408187
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,NK cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3069.0,0.09762380021730521,0.0947566808563217,0.1357496033139099,0.10928861917218359,0.08930937627234467,0.06888665510083719,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,0.0976238002173052,0.1357496033139099,0.0893093762723446,0.0688866551008371
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,T cell,mean_cp10k,"scSemiProfiler, 5 donors",3072.0,0.2098165747465703,0.21341048809809568,0.2701865645650968,0.15340563898037404,0.12622048291840757,0.35629362939716336,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,0.2098165747465703,0.2701865645650968,0.1262204829184075,0.3562936293971633
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,T cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3072.0,0.10685974295234307,0.1001460183686948,0.29511657864157254,0.23324548896328023,0.054508510436193425,0.1887916056253993,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,0.106859742952343,0.2951165786415725,0.0545085104361934,0.1887916056253993
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,B cell,mean_cp10k,"scSemiProfiler, 5 donors",3277.0,0.18457534118803495,0.1347486983054407,0.15572870002588607,0.058360405943064075,0.14460913208606,0.3145193191198802,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,0.1845753411880349,0.155728700025886,0.14460913208606,0.3145193191198802
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,B cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3277.0,-0.014817159195365519,-0.01699519062743884,0.06708509712458424,0.0557225833804963,-0.023863605332527807,0.13099082120335118,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,-0.0148171591953655,0.0670850971245842,-0.0238636053325278,0.1309908212033511
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,Monocyte,mean_cp10k,"scSemiProfiler, 5 donors",3152.0,0.18892332636666287,0.04390701153692649,0.37567927431475395,0.22770665862501674,0.058071878919912126,0.369783409371101,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,0.1889233263666628,0.3756792743147539,0.0580718789199121,0.369783409371101
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,Monocyte,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3152.0,0.0882137599243738,0.046617527709290375,0.33780407869585316,0.22868421192781022,0.023774710288588918,0.19618312707273142,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,0.0882137599243738,0.3378040786958531,0.0237747102885889,0.1961831270727314
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,NK cell,mean_cp10k,"scSemiProfiler, 5 donors",3069.0,0.14299134222648124,0.19502400957376825,0.2533010131298753,0.12735793844611493,0.06018363378366271,0.3491259174809879,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,0.1429913422264812,0.2533010131298753,0.0601836337836627,0.3491259174809879
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,NK cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3069.0,0.0959622271335853,0.051268945830494295,0.1357496033139099,0.10928861917218359,0.06976488289472567,0.20898288022567643,test_raw.npz@70953ef3,70953ef3c751fa832f2c8bf184fa1cd9fc6ef2e04329101441f0fce90b64ddc0,0.0959622271335853,0.1357496033139099,0.0697648828947256,0.2089828802256764
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,mean4,mean_cp10k,"Zero-shot, real bulk",,0.13614408592709415,0.12014570959890039,0.263723888008903,0.14170766049864245,0.0792074125381482,0.2196700323916327,,,0.13614408592709412,0.263723888008903,0.0792074125381482,0.21967003239163266
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,mean4,pseudobulk_log1p_cpm,"Zero-shot, real bulk",,0.055577606696584694,0.06000796181594573,0.20893883944397995,0.15673522586094257,0.03697673023465495,0.08760053085671839,,,0.055577606696584674,0.2089388394439799,0.03697673023465492,0.08760053085671833
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,mean4,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",,0.19987110878639727,0.18393339433841424,0.6608659162121641,0.5697283738234933,0.06724834782333608,0.2193884125014502,,,0.19987110878639722,0.6608659162121641,0.06724834782333605,0.2193884125014502
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,mean4,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",,0.15295492893375537,0.1431995539683545,0.6165384902540967,0.543840050675461,0.04442020053394547,0.17227781400541572,,,0.15295492893375534,0.6165384902540967,0.04442020053394543,0.1722778140054157
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,mean4,mean_cp10k,Zero-shot + calibration,,0.23055486304734635,0.21586387109666896,0.21312508415156606,0.12866054960336462,0.21130305450095233,0.10954976433641772,,,0.23055486304734635,0.21312508415156597,0.21130305450095233,0.10954976433641768
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_cal,mean4,pseudobulk_log1p_cpm,Zero-shot + calibration,,0.0582073995634236,0.08172290680604981,0.18936892695562832,0.14977493385432178,0.047649684728476326,0.059694307049319786,,,0.05820739956342357,0.18936892695562832,0.04764968472847628,0.059694307049319724
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,mean4,mean_cp10k,"LoRA, 5 donors",,0.28938101620694295,0.246724892097214,0.263723888008903,0.14170766049864245,0.24803917247992743,0.20119982675096326,,,0.28938101620694295,0.263723888008903,0.2480391724799274,0.20119982675096323
+ji2025_chili,fewshot,fewshot_n5/draw2,lora5,mean4,pseudobulk_log1p_cpm,"LoRA, 5 donors",,0.11180580452533292,0.12040102170544115,0.20893883944397995,0.15673522586094257,0.09586210856354524,0.08436975340082666,,,0.1118058045253329,0.2089388394439799,0.09586210856354516,0.08436975340082661
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,mean4,mean_cp10k,"scSemiProfiler, 5 donors",,0.18157664613193736,0.14677255187855778,0.263723888008903,0.14170766049864245,0.0972712819270106,0.3474305688422831,,,0.1815766461319373,0.263723888008903,0.09727128192701058,0.3474305688422831
+ji2025_chili,fewshot,fewshot_n5/draw2,scsemi5,mean4,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",,0.06905464270373417,0.045259325320260155,0.20893883944397995,0.15673522586094257,0.031046124571745052,0.1812371085317896,,,0.06905464270373415,0.2089388394439799,0.031046124571745024,0.18123710853178954

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/draw2/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/draw2,zs_raw,T cell,welch,True,True,0,0.0,50,1,2050,1,5676,4233,4222,0.011842728564661297,4,4.0,24,24,5528,5470,0.21937842778793418,all_usable_raw.npz@78d8ac58
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,B cell,welch,True,True,0,0.0,50,0,94,0,5364,3134,3122,0.0,1,1.0,24,24,5528,5210,0.23032629558541268,all_usable_raw.npz@78d8ac58
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,Monocyte,welch,True,True,0,0.0,50,11,266,11,5691,4310,4301,0.1278772378516624,0,0.0,24,24,5528,5486,0.21873860736419978,all_usable_raw.npz@78d8ac58
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,NK cell,welch,True,True,0,0.0,50,0,397,0,5482,2807,2806,0.0,0,0.0,24,24,5528,5315,0.2257761053621825,all_usable_raw.npz@78d8ac58
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_raw,DC,welch,True,True,0,0.0,50,0,58,0,4980,2142,2141,0.0,0,0.0,24,24,5528,4890,0.24539877300613497,all_usable_raw.npz@78d8ac58
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,T cell,welch,True,True,2,2.0,50,50,2050,233,5676,4205,4203,0.5948132286462051,8,8.0,50,1311,5746,5676,0.4404510218463707,all_usable_pseudo.npz@49033eab
+ji2025_chili,fewshot,fewshot_n5/draw2,zs_pseudo,B cell,welch,True,True,0,0.0,50,0,94,0,5364,3348,3342,0.0,1,1.0,50,1311,5746,5364,0.46607009694258017,all_usable_pseudo.npz@49033eab
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