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/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
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,T cell,10,10,0.0,0.0,0.001188212927756654,0.002376425855513308,4208,True,5667,4221
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,T cell,20,20,0.0,0.0,0.002376425855513308,0.004752851711026616,4208,True,5667,4221
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,T cell,50,50,0.0,0.0,0.00594106463878327,0.01188212927756654,4208,True,5667,4221
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,T cell,100,100,0.06,0.06,0.01188212927756654,0.02376425855513308,4208,True,5667,4221
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+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,T cell,20,20,0.05,0.05,0.0018311664530305805,0.003662332906061161,5461,True,5667,5524
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+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,B cell,100,100,0.01,0.01,0.016249593760155997,0.032499187520311994,3077,True,5377,3084
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,B cell,200,200,0.02,0.06,0.032499187520311994,0.06499837504062399,3077,True,5377,3084
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+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,B cell,10,10,0.0,0.0,0.000957670944263551,0.001915341888527102,5221,True,5377,5524
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+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,B cell,100,100,0.03,0.06,0.00957670944263551,0.01915341888527102,5221,True,5377,5524
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+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,Monocyte,10,10,0.0,0.0,0.0011665888940737283,0.0023331777881474567,4286,True,5684,4293
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+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,NK cell,10,10,0.0,0.0,0.0018050541516245488,0.0036101083032490976,2770,True,5460,2773
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+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,NK cell,200,200,0.005,0.01,0.036101083032490974,0.07220216606498195,2770,True,5460,2773
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+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,NK cell,20,20,0.0,0.0,0.0018889308651303363,0.0037778617302606727,5294,True,5460,5524
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+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,NK cell,100,100,0.01,0.01,0.009444654325651681,0.018889308651303362,5294,True,5460,5524
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+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,DC,10,10,0.0,0.0,0.0023320895522388058,0.0046641791044776115,2144,True,4970,2145
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+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,DC,50,50,0.02,0.04,0.01166044776119403,0.02332089552238806,2144,True,4970,2145
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,DC,100,100,0.01,0.03,0.02332089552238806,0.04664179104477612,2144,True,4970,2145
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,DC,200,200,0.015,0.03,0.04664179104477612,0.09328358208955224,2144,True,4970,2145
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,generated:zs_raw,DC,500,500,0.056,0.09,0.1166044776119403,0.2332089552238806,2144,True,4970,2145
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+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,broadcast:all_usable_raw.npz@78d8ac58,DC,500,500,0.132,0.16,0.05124000819840131,0.10248001639680263,4879,True,4970,5524
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+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,T cell,20,20,0.0,0.0,0.0023849272597185785,0.004769854519437157,4193,True,5667,4196
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+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,20,20,0.1,0.1,0.0017593244194229415,0.003518648838845883,5684,True,5684,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,50,50,0.12,0.12,0.004398311048557354,0.008796622097114707,5684,True,5684,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,100,100,0.17,0.17,0.008796622097114707,0.017593244194229415,5684,True,5684,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,200,200,0.22,0.22,0.017593244194229415,0.03518648838845883,5684,True,5684,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,Monocyte,500,500,0.306,0.306,0.04398311048557354,0.08796622097114708,5684,True,5684,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,10,10,0.0,0.0,0.001337971635001338,0.002675943270002676,3737,True,5460,3739
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,20,20,0.0,0.0,0.002675943270002676,0.005351886540005352,3737,True,5460,3739
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,50,50,0.02,0.02,0.00668985817500669,0.01337971635001338,3737,True,5460,3739
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,100,100,0.02,0.02,0.01337971635001338,0.02675943270002676,3737,True,5460,3739
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,200,200,0.035,0.04,0.02675943270002676,0.05351886540005352,3737,True,5460,3739
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,NK cell,500,500,0.062,0.076,0.0668985817500669,0.1337971635001338,3737,True,5460,3739
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,10,10,0.0,0.0,0.0009157509157509158,0.0018315018315018315,5460,True,5460,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,20,20,0.0,0.0,0.0018315018315018315,0.003663003663003663,5460,True,5460,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,50,50,0.26,0.26,0.004578754578754579,0.009157509157509158,5460,True,5460,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,100,100,0.33,0.33,0.009157509157509158,0.018315018315018316,5460,True,5460,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,200,200,0.315,0.315,0.018315018315018316,0.03663003663003663,5460,True,5460,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,NK cell,500,500,0.31,0.312,0.045787545787545784,0.09157509157509157,5460,True,5460,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,10,10,0.0,0.0,0.001516990291262136,0.003033980582524272,3296,True,4970,3299
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,20,20,0.0,0.0,0.003033980582524272,0.006067961165048544,3296,True,4970,3299
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,50,50,0.0,0.0,0.00758495145631068,0.01516990291262136,3296,True,4970,3299
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,100,100,0.0,0.03,0.01516990291262136,0.03033980582524272,3296,True,4970,3299
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,200,200,0.01,0.04,0.03033980582524272,0.06067961165048544,3296,True,4970,3299
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,generated:zs_pseudo,DC,500,500,0.036,0.084,0.07584951456310679,0.15169902912621358,3296,True,4970,3299
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,10,10,0.1,0.1,0.001006036217303823,0.002012072434607646,4970,True,4970,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,20,20,0.15,0.15,0.002012072434607646,0.004024144869215292,4970,True,4970,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,50,50,0.36,0.36,0.005030181086519115,0.01006036217303823,4970,True,4970,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,100,100,0.39,0.39,0.01006036217303823,0.02012072434607646,4970,True,4970,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,200,200,0.345,0.345,0.02012072434607646,0.04024144869215292,4970,True,4970,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,broadcast:all_usable_pseudo.npz@49033eab,DC,500,500,0.268,0.27,0.05030181086519115,0.1006036217303823,4970,True,4970,5744
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,10,10,0.0,0.0,0.0011978917105893627,0.0023957834211787254,4174,True,5667,4183
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,20,20,0.0,0.0,0.0023957834211787254,0.004791566842357451,4174,True,5667,4183
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,50,50,0.0,0.0,0.005989458552946814,0.011978917105893628,4174,True,5667,4183
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,100,100,0.03,0.03,0.011978917105893628,0.023957834211787255,4174,True,5667,4183
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,200,200,0.055,0.065,0.023957834211787255,0.04791566842357451,4174,True,5667,4183
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,T cell,500,500,0.182,0.202,0.059894585529468136,0.11978917105893627,4174,True,5667,4183
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,T cell,10,10,0.0,0.0,0.0009155832265152902,0.0018311664530305805,5461,True,5667,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,T cell,20,20,0.05,0.05,0.0018311664530305805,0.003662332906061161,5461,True,5667,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,T cell,50,50,0.04,0.04,0.004577916132576451,0.009155832265152902,5461,True,5667,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,T cell,100,100,0.09,0.09,0.009155832265152902,0.018311664530305805,5461,True,5667,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,T cell,200,200,0.08,0.08,0.018311664530305805,0.03662332906061161,5461,True,5667,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,T cell,500,500,0.152,0.164,0.04577916132576451,0.09155832265152902,5461,True,5667,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,10,10,0.0,0.0,0.0016276041666666667,0.0032552083333333335,3072,True,5377,3081
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,20,20,0.0,0.0,0.0032552083333333335,0.006510416666666667,3072,True,5377,3081
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,50,50,0.02,0.02,0.008138020833333334,0.016276041666666668,3072,True,5377,3081
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,100,100,0.01,0.02,0.016276041666666668,0.032552083333333336,3072,True,5377,3081
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,200,200,0.045,0.07,0.032552083333333336,0.06510416666666667,3072,True,5377,3081
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,B cell,500,500,0.112,0.156,0.08138020833333333,0.16276041666666666,3072,True,5377,3081
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,B cell,10,10,0.0,0.0,0.000957670944263551,0.001915341888527102,5221,True,5377,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,B cell,20,20,0.0,0.0,0.001915341888527102,0.003830683777054204,5221,True,5377,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,B cell,50,50,0.02,0.02,0.004788354721317755,0.00957670944263551,5221,True,5377,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,B cell,100,100,0.03,0.06,0.00957670944263551,0.01915341888527102,5221,True,5377,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,B cell,200,200,0.03,0.075,0.01915341888527102,0.03830683777054204,5221,True,5377,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,B cell,500,500,0.082,0.152,0.04788354721317755,0.0957670944263551,5221,True,5377,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,10,10,0.0,0.0,0.0013458950201884253,0.0026917900403768506,3715,True,5684,3717
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,20,20,0.0,0.0,0.0026917900403768506,0.005383580080753701,3715,True,5684,3717
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,50,50,0.0,0.0,0.006729475100942127,0.013458950201884253,3715,True,5684,3717
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,100,100,0.02,0.02,0.013458950201884253,0.026917900403768506,3715,True,5684,3717
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,200,200,0.05,0.065,0.026917900403768506,0.05383580080753701,3715,True,5684,3717
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,Monocyte,500,500,0.098,0.146,0.06729475100942127,0.13458950201884254,3715,True,5684,3717
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,Monocyte,10,10,0.0,0.0,0.0009134088417975886,0.001826817683595177,5474,True,5684,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,Monocyte,20,20,0.05,0.05,0.001826817683595177,0.003653635367190354,5474,True,5684,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,Monocyte,50,50,0.04,0.04,0.004567044208987943,0.009134088417975887,5474,True,5684,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,Monocyte,100,100,0.07,0.07,0.009134088417975887,0.018268176835951774,5474,True,5684,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,Monocyte,200,200,0.095,0.095,0.018268176835951774,0.03653635367190355,5474,True,5684,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,Monocyte,500,500,0.132,0.148,0.04567044208987943,0.09134088417975886,5474,True,5684,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,NK cell,10,10,0.0,0.0,0.001840942562592047,0.003681885125184094,2716,True,5460,2719
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,NK cell,20,20,0.0,0.0,0.003681885125184094,0.007363770250368188,2716,True,5460,2719
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,NK cell,50,50,0.04,0.04,0.009204712812960236,0.018409425625920472,2716,True,5460,2719
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,NK cell,100,100,0.1,0.1,0.018409425625920472,0.036818851251840944,2716,True,5460,2719
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,NK cell,200,200,0.155,0.165,0.036818851251840944,0.07363770250368189,2716,True,5460,2719
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,NK cell,500,500,0.132,0.154,0.09204712812960236,0.18409425625920472,2716,True,5460,2719
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,NK cell,10,10,0.0,0.0,0.0009444654325651682,0.0018889308651303363,5294,True,5460,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,NK cell,20,20,0.0,0.0,0.0018889308651303363,0.0037778617302606727,5294,True,5460,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,NK cell,50,50,0.0,0.0,0.004722327162825841,0.009444654325651681,5294,True,5460,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,NK cell,100,100,0.02,0.02,0.009444654325651681,0.018889308651303362,5294,True,5460,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,NK cell,200,200,0.04,0.05,0.018889308651303362,0.037778617302606725,5294,True,5460,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,NK cell,500,500,0.076,0.096,0.04722327162825841,0.09444654325651682,5294,True,5460,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,DC,10,10,0.0,0.0,0.002044153720359771,0.004088307440719542,2446,True,4970,2448
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,DC,20,20,0.05,0.05,0.004088307440719542,0.008176614881439084,2446,True,4970,2448
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,DC,50,50,0.14,0.14,0.010220768601798855,0.02044153720359771,2446,True,4970,2448
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,DC,100,100,0.18,0.18,0.02044153720359771,0.04088307440719542,2446,True,4970,2448
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,DC,200,200,0.18,0.185,0.04088307440719542,0.08176614881439084,2446,True,4970,2448
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,generated:zs_cal,DC,500,500,0.15,0.174,0.10220768601798855,0.2044153720359771,2446,True,4970,2448
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,DC,10,10,0.0,0.0,0.0010248001639680262,0.0020496003279360524,4879,True,4970,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,DC,20,20,0.0,0.0,0.0020496003279360524,0.004099200655872105,4879,True,4970,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,DC,50,50,0.06,0.06,0.005124000819840131,0.010248001639680262,4879,True,4970,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,DC,100,100,0.07,0.07,0.010248001639680262,0.020496003279360523,4879,True,4970,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,DC,200,200,0.075,0.08,0.020496003279360523,0.040992006558721046,4879,True,4970,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,broadcast:test_cal.npz@82faaec7,DC,500,500,0.116,0.146,0.05124000819840131,0.10248001639680263,4879,True,4970,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,generated:lora5,T cell,10,10,0.0,0.0,0.0012177301509985387,0.0024354603019970775,4106,True,5667,4110
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,generated:lora5,T cell,20,20,0.0,0.0,0.0024354603019970775,0.004870920603994155,4106,True,5667,4110
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,generated:lora5,T cell,50,50,0.1,0.1,0.0060886507549926935,0.012177301509985387,4106,True,5667,4110
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,generated:lora5,T cell,100,100,0.16,0.16,0.012177301509985387,0.024354603019970774,4106,True,5667,4110
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,generated:lora5,T cell,200,200,0.225,0.23,0.024354603019970774,0.04870920603994155,4106,True,5667,4110
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,generated:lora5,T cell,500,500,0.218,0.236,0.06088650754992694,0.12177301509985387,4106,True,5667,4110
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3d69ce8b,T cell,10,10,0.0,0.0,0.0009155832265152902,0.0018311664530305805,5461,True,5667,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,broadcast:test_raw.npz@3d69ce8b,T cell,20,20,0.05,0.05,0.0018311664530305805,0.003662332906061161,5461,True,5667,5524
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+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,broadcast:test_raw.npz@3d69ce8b,NK cell,50,50,0.0,0.0,0.004722327162825841,0.009444654325651681,5294,True,5460,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,broadcast:test_raw.npz@3d69ce8b,NK cell,100,100,0.01,0.01,0.009444654325651681,0.018889308651303362,5294,True,5460,5524
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+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,generated:scsemi5,DC,10,10,0.0,0.0,0.010940919037199124,0.02188183807439825,457,True,4970,457
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,generated:scsemi5,DC,20,20,0.0,0.0,0.02188183807439825,0.0437636761487965,457,True,4970,457
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,generated:scsemi5,DC,50,50,0.04,0.14,0.05470459518599562,0.10940919037199125,457,True,4970,457
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,generated:scsemi5,DC,100,100,0.03,0.13,0.10940919037199125,0.2188183807439825,457,True,4970,457
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,generated:scsemi5,DC,200,200,0.055,0.155,0.2188183807439825,0.437636761487965,457,True,4970,457
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,generated:scsemi5,DC,500,500,0.106,0.31,0.5,1.0,457,True,4970,457
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,broadcast:test_raw.npz@3d69ce8b,DC,10,10,0.0,0.0,0.0010248001639680262,0.0020496003279360524,4879,True,4970,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,broadcast:test_raw.npz@3d69ce8b,DC,20,20,0.0,0.0,0.0020496003279360524,0.004099200655872105,4879,True,4970,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,broadcast:test_raw.npz@3d69ce8b,DC,50,50,0.06,0.06,0.005124000819840131,0.010248001639680262,4879,True,4970,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,broadcast:test_raw.npz@3d69ce8b,DC,100,100,0.07,0.07,0.010248001639680262,0.020496003279360523,4879,True,4970,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,broadcast:test_raw.npz@3d69ce8b,DC,200,200,0.085,0.09,0.020496003279360523,0.040992006558721046,4879,True,4970,5524
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,broadcast:test_raw.npz@3d69ce8b,DC,500,500,0.132,0.16,0.05124000819840131,0.10248001639680263,4879,True,4970,5524

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/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
+ji2025_chili,fewshot,fewshot_n5/draw3,split_half_A_vs_B,,T cell,3028.0,0.9594370458606962,0.0003416306939461925,0.9195884895707239,0.0011990719407225718,0.959289498431341,0.9208158824619394,0.9592347964339693,0.9182611691892144,0.9590884374083313,0.9208442033882832,0.9599254573673149,0.9193556204372544,0.959647039662524,0.9186655723769281,0.9792986693678203,0.9895952048023577,0.9581100267759688,0.9788309490284667,15.0,10.0,15.0,10.0,22181.0,22193.0,
+ji2025_chili,fewshot,fewshot_n5/draw3,split_half_A_vs_B,,B cell,3238.0,0.7317512132318328,0.008911037820564016,0.5795093087615565,0.012334962535408087,0.7249484442524183,0.5689307968899822,0.7436400083624939,0.5973846859196141,0.7265513720576994,0.5721038075379306,0.7246331489821455,0.5717430183208259,0.7389830925044067,0.5873842351394299,0.8450996975093464,0.919293042239169,0.7337839739810479,0.8566119156193474,15.0,10.0,15.0,10.0,3136.0,3149.0,
+ji2025_chili,fewshot,fewshot_n5/draw3,split_half_A_vs_B,,Monocyte,3132.0,0.9476360087167169,0.0027069735285012186,0.8182083656622352,0.008616617878455626,0.9435175457237802,0.8073085717713112,0.9495985432305993,0.8285965865467422,0.9481619120262188,0.8201979043761762,0.9503074261975254,0.8231796069298529,0.9465946164054613,0.8117591586870934,0.9731140772459915,0.9864654465545114,0.900016060991144,0.9486917628983315,15.0,10.0,15.0,10.0,13461.0,13475.0,
+ji2025_chili,fewshot,fewshot_n5/draw3,split_half_A_vs_B,,NK cell,3064.0,0.8022020969265938,0.011464926570173114,0.64826033688572,0.011661755381282819,0.7903897583686991,0.6350046979183653,0.8126362177456005,0.6600603504179409,0.8084586005313684,0.6489462249156488,0.8104009348103912,0.6593285379399809,0.7891249731769101,0.6379618732366641,0.8902465470378028,0.9435287738261101,0.7865994495876367,0.8869044196460162,15.0,10.0,15.0,10.0,6797.0,6806.0,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:zs_raw,zs_raw,T cell,3028.0,0.28216438394813226,0.0036685224598880027,0.28278577186269466,0.0030889392229449027,0.28508618370275135,0.2835712765468125,0.27647509764804307,0.27746404572260147,0.2812824104655945,0.2835398386327762,0.2823322827588414,0.2855450172900331,0.285645945165431,0.28380868112124996,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:zs_raw,zs_raw,B cell,3238.0,-0.03173512882886894,0.015289144664587409,-0.008393142573720152,0.014953969940154119,-0.024405953106863568,0.008839036475618465,-0.049214906652912664,-0.029989990826156252,-0.036629157845945504,-0.010033225843987163,-0.00940318218036037,0.002038722857729009,-0.03902244435826261,-0.012820255531804825,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:zs_raw,zs_raw,Monocyte,3132.0,0.18940337307596364,0.004626075351634865,0.1444106423667824,0.006032796115606069,0.19388242308054718,0.1481860250831067,0.18848179854713348,0.14030826450250675,0.1821345598531039,0.13583894710198544,0.19283518351595325,0.1497050295396754,0.1896829003830803,0.14801494560663764,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:zs_raw,zs_raw,NK cell,3064.0,-0.008810684763112118,0.009912334688156669,-0.01491450989156004,0.007122165316035542,-0.014805463526534881,-0.021168361509873126,-0.003484748374726683,-0.009853308847582187,-0.016196449673153646,-0.02135904835212889,0.006210405135303851,-0.005287338313538939,-0.01577716737644923,-0.016904492434677062,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:zs_pseudo,zs_pseudo,T cell,3028.0,0.18258437222021873,0.006899457493972752,0.28857501017580367,0.003773631126626933,0.17772428604895787,0.2837551213938348,0.18361996961208105,0.28806250269820893,0.17634953123347122,0.28727128129567514,0.19378853528097273,0.2941008304663409,0.18143953892561077,0.2896853150249585,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:zs_pseudo,zs_pseudo,B cell,3238.0,0.01433545716762843,0.008928851700480304,0.022420747421355948,0.007428577976574892,0.016016916760201633,0.026020154414210486,0.022729688190719237,0.026603092249647672,0.002196606378293246,0.01561317461808537,0.022299826609743334,0.03040330324743661,0.00843424789918469,0.013464012577399596,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:zs_pseudo,zs_pseudo,Monocyte,3132.0,0.22850842244438052,0.006835556793501216,0.13015084816314546,0.007189401441310047,0.22250516359978137,0.12372177520702557,0.23655319035392122,0.1351145921209589,0.22713811508858628,0.12881220603325136,0.2346550643004188,0.13977035006089497,0.22169057887919488,0.1233353173935965,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:zs_pseudo,zs_pseudo,NK cell,3064.0,0.12294864083111952,0.013348663332108017,0.07549989440917057,0.014640396041568126,0.137253088685213,0.08555509525143572,0.11369311162259754,0.0685224519658447,0.12111892833942214,0.07856097598091313,0.13572541516030404,0.09086088569848597,0.1069526603480608,0.05400006314917334,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:zs_cal,zs_cal,T cell,3028.0,0.42194815141507425,0.0027973156402655735,0.44130486881676134,0.003683644293418403,0.4215822212879541,0.43956228061525116,0.42261797840488163,0.44140073039648864,0.42291428504398887,0.44446170303357113,0.41750673214466105,0.4360706787580628,0.42511954019388576,0.4450289512804329,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:zs_cal,zs_cal,B cell,3238.0,0.1245133502046309,0.013158726525725476,0.11141928131051933,0.012418916248789838,0.13258924306627767,0.1267243878429759,0.11101592788243875,0.09808376959213738,0.122414552955129,0.10549701308293592,0.14263536012358,0.1223942481880415,0.11391166699572909,0.10439698784650593,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:zs_cal,zs_cal,Monocyte,3132.0,0.20328680695974904,0.0028313171027368428,0.14771516309481236,0.004207591119215062,0.20166842921433237,0.14483345204152262,0.20381929529685666,0.1492400785910866,0.19951011239975525,0.14682357170971266,0.20447774565449034,0.14350723179605074,0.2069584522333105,0.15417148133568917,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:zs_cal,zs_cal,NK cell,3064.0,0.15476796385587072,0.00619448608878784,0.14435064013504606,0.006565981005265901,0.1560779587577355,0.1484889022048373,0.15270380782435963,0.15017396599762273,0.1461076315247054,0.13550201891460992,0.16322968160116993,0.14840363854129254,0.15572073957138308,0.13918467501686785,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:lora5,lora5,T cell,3028.0,0.5098646225234672,0.006582398740595125,0.5300040349821611,0.004083477902336505,0.502419189636267,0.5258836748400673,0.5106676047016925,0.5313844043998783,0.5070574570594663,0.5297859346125962,0.5202773494127265,0.5361410661696381,0.5089015118071841,0.5268250948886255,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:lora5,lora5,B cell,3238.0,0.26185171159144793,0.005881153331912366,0.20615158061374167,0.007741115899511411,0.2653512143376426,0.20835093008611683,0.2571903576206315,0.20700165514287233,0.2552938059474516,0.2004977424822974,0.26968485494589123,0.21742330031913815,0.2617383251056226,0.19748427503828378,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:lora5,lora5,Monocyte,3132.0,0.5443240796151737,0.003131768177262285,0.31860078260653013,0.004179773393404799,0.5492265418521288,0.3206312018698981,0.5416506512574786,0.3176009131942144,0.5429272404249156,0.3117902933922217,0.5456040215939651,0.32240537472240305,0.5422119429473802,0.32057612985391337,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:lora5,lora5,NK cell,3064.0,0.3948685450440518,0.006954709032140628,0.317267702940215,0.0034631610924148433,0.39772195907305324,0.3120429008635805,0.3873527215930286,0.31876311997792867,0.3923462005659626,0.315567757152733,0.40541325150119956,0.32061895214983843,0.3915085924870147,0.31934578455699425,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:scsemi5,scsemi5,T cell,3028.0,0.300203135928082,0.005642198994030004,0.2621277101039959,0.0051469318177736175,0.2958977828964763,0.25416101239688743,0.2971684807382857,0.2610875400975576,0.29965691128631256,0.26765609864400214,0.3099856763620784,0.26231768954171886,0.2983068283572571,0.26541620983981323,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:scsemi5,scsemi5,B cell,3238.0,0.2297669867628985,0.008825129934241935,0.13807027501116045,0.007123267430172772,0.22374619783867195,0.1386143727720632,0.2279024154590268,0.12763171754268227,0.2196862958447254,0.1364178844412579,0.23665295228387254,0.147330027793004,0.24084707238819583,0.14035737250679495,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:scsemi5,scsemi5,Monocyte,3132.0,0.28814886190909844,0.00155991384134518,0.1604295190613989,0.00564502523258322,0.2898686814955396,0.15447418828856066,0.28622932384628463,0.15910990544239975,0.2867965830853354,0.15916656636086302,0.288754694231458,0.1595889176330343,0.28909502688687444,0.16980801758213682,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:scsemi5,scsemi5,NK cell,3064.0,0.16111866830451285,0.011410410434480388,0.17936380033301194,0.003881291342286178,0.1711349175066316,0.17803255488989914,0.1594999984048413,0.18053706804091055,0.14210564723843472,0.1734727688246208,0.16648002141776383,0.18095488077768718,0.16637275695489284,0.1838217291319421,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:all_usable_raw.npz@78d8ac58,,T cell,3028.0,0.23477065921988047,0.002006177845322819,0.08764957026293092,0.0024876870716206358,0.23167892267279078,0.083995736835895,0.23415652618363847,0.087211117862371,0.23616210654124498,0.09051707134945035,0.23504792629753854,0.08932002627356245,0.23680781440418947,0.08720389899337581,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:all_usable_raw.npz@78d8ac58,,B cell,3238.0,0.1489278601159852,0.014809790486616115,0.044423508397120545,0.0076036255350436415,0.15250278734024172,0.05092871580151924,0.13935993904069727,0.045610431416481134,0.1284011679434928,0.032532577073548355,0.1622222988702003,0.05084290671974025,0.1621531073852938,0.042202910974313744,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:all_usable_raw.npz@78d8ac58,,Monocyte,3132.0,0.3955751637067034,0.002750573211508953,0.2600251809820377,0.006842718637522555,0.39613089206969565,0.2668511181746097,0.39192622594264687,0.25803067000541946,0.3960512527182712,0.2542766409630531,0.3943354194813916,0.2532985642738662,0.3994320283215118,0.26766891149324007,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:all_usable_raw.npz@78d8ac58,,NK cell,3064.0,0.21601774450608957,0.008832658191534865,0.09621354515774613,0.007253342879728445,0.21074555430321526,0.08918625333228353,0.21447690978277192,0.1031552905513196,0.20647346349829113,0.09101738587289251,0.22953583625769436,0.10485127192097453,0.2188569586884751,0.09285752411126047,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:all_usable_pseudo.npz@49033eab,,T cell,3028.0,0.5862980054530414,0.005342323176581556,0.538801832093489,0.004978657928640656,0.5804088795204654,0.5345386577180279,0.5839269631827039,0.5351034398267434,0.5847138686001271,0.5359092110916784,0.5946034523377794,0.5443324319575287,0.5878368636241309,0.5441254198734662,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:all_usable_pseudo.npz@49033eab,,B cell,3238.0,0.3769396732102418,0.01561454398967408,0.3120452938166059,0.019357221741038388,0.38311087621089435,0.3171856638588409,0.36324804681270195,0.31237377374783604,0.36511415925452956,0.3045608428517479,0.4011511447289029,0.3396447142419623,0.37207413904418024,0.28646147438264247,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:all_usable_pseudo.npz@49033eab,,Monocyte,3132.0,0.6937603156419649,0.007976943312451835,0.5571856770171191,0.015124013998266317,0.6920510924985979,0.5607069878614171,0.6882364067743085,0.5481750241227412,0.6957716999631329,0.5545012756662454,0.6862862379710799,0.5415147572060299,0.7064561410027055,0.5810303402291616,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:all_usable_pseudo.npz@49033eab,,NK cell,3064.0,0.6011677924744143,0.009477709782089923,0.5263946033079168,0.006028177353545605,0.5925217089872148,0.52288037698186,0.5932773403603133,0.5197426713739617,0.5981380167951139,0.5263482707823686,0.6142444361889289,0.5357791703910901,0.6076574600405007,0.5272225270103034,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:test_cal.npz@82faaec7,,T cell,3028.0,0.2104594434784291,0.004913778676489134,0.1528053539356208,0.003081934896736621,0.2047413819744916,0.14827161967044278,0.20544832576957855,0.15162085157707628,0.21448089963996417,0.15295563132483833,0.21358475353719733,0.1550834529869388,0.21404185647091384,0.15609521411880778,,,,,,,,,,,82faaec78b9863b0c95bd8d4248841e95c18feaed7f5360294eb849d25c7f426
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:test_cal.npz@82faaec7,,B cell,3238.0,0.12623265231483358,0.012041421046427102,0.06260928796185566,0.009173273740632358,0.12479205208316099,0.06744603318459062,0.11999370218106178,0.06472392993961193,0.11058040300879816,0.05081353065679618,0.13459672620294644,0.07391562008022558,0.1412003780982005,0.05614732594805404,,,,,,,,,,,82faaec78b9863b0c95bd8d4248841e95c18feaed7f5360294eb849d25c7f426
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:test_cal.npz@82faaec7,,Monocyte,3132.0,0.4087147248263693,0.003240129059938473,0.28981761324087857,0.009786291679579794,0.40949626450845644,0.2969575047194924,0.40571960390833844,0.28949200833832284,0.41018530602891795,0.282085916094981,0.40521494868953367,0.27861866034244964,0.41295750099659967,0.301933976709147,,,,,,,,,,,82faaec78b9863b0c95bd8d4248841e95c18feaed7f5360294eb849d25c7f426
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:test_cal.npz@82faaec7,,NK cell,3064.0,0.17462012891764575,0.008069121905615059,0.12046399230041731,0.006492984304732833,0.170382760883876,0.11444415494049252,0.17315431623302507,0.12509727693204617,0.16632475714738768,0.11705171900625852,0.18768348340747362,0.12948804257633587,0.1755553269164663,0.11623876804695357,,,,,,,,,,,82faaec78b9863b0c95bd8d4248841e95c18feaed7f5360294eb849d25c7f426
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:test_raw.npz@3d69ce8b,,T cell,3028.0,0.23477065921988047,0.002006177845322819,0.08764957026293092,0.0024876870716206358,0.23167892267279078,0.083995736835895,0.23415652618363847,0.087211117862371,0.23616210654124498,0.09051707134945035,0.23504792629753854,0.08932002627356245,0.23680781440418947,0.08720389899337581,,,,,,,,,,,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:test_raw.npz@3d69ce8b,,B cell,3238.0,0.1489278601159852,0.014809790486616115,0.044423508397120545,0.0076036255350436415,0.15250278734024172,0.05092871580151924,0.13935993904069727,0.045610431416481134,0.1284011679434928,0.032532577073548355,0.1622222988702003,0.05084290671974025,0.1621531073852938,0.042202910974313744,,,,,,,,,,,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:test_raw.npz@3d69ce8b,,Monocyte,3132.0,0.3955751637067034,0.002750573211508953,0.2600251809820377,0.006842718637522555,0.39613089206969565,0.2668511181746097,0.39192622594264687,0.25803067000541946,0.3960512527182712,0.2542766409630531,0.3943354194813916,0.2532985642738662,0.3994320283215118,0.26766891149324007,,,,,,,,,,,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:test_raw.npz@3d69ce8b,,NK cell,3064.0,0.21601774450608957,0.008832658191534865,0.09621354515774613,0.007253342879728445,0.21074555430321526,0.08918625333228353,0.21447690978277192,0.1031552905513196,0.20647346349829113,0.09101738587289251,0.22953583625769436,0.10485127192097453,0.2188569586884751,0.09285752411126047,,,,,,,,,,,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb
+ji2025_chili,fewshot,fewshot_n5/draw3,split_half_A_vs_B,,mean4,,0.8602565911839599,0.004271323444665519,0.7413916252200589,0.0066094884248526125,0.8545363116940596,0.7330149872603995,0.8662773914431657,0.7510756980183779,0.8605650805059044,0.7405230350545097,0.8613167418393443,0.7434016959069785,0.8585874304373255,0.7389427098600289,0.9219397477902403,0.959720616855537,0.8446273778339494,0.9177597617980404,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:zs_raw,zs_raw,mean4,,0.1077554858580287,0.006414158599803328,0.10097219044104921,0.005536502896394693,0.10993929753747501,0.10485699414891614,0.1030643102918843,0.09448225263784245,0.10264784069989981,0.0969966278846614,0.11799367230743453,0.10800035784347466,0.10513230845344987,0.10052471969035143,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:zs_pseudo,zs_pseudo,mean4,,0.1370942231658368,0.0067335760050753705,0.12916162504236892,0.006659598045906425,0.13837486377353847,0.12976303656662663,0.13914898994482977,0.12957565975866506,0.13170079525994322,0.12756440948198125,0.14661721033785974,0.1387838423682896,0.1296292565130128,0.12012117703628197,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:zs_cal,zs_cal,mean4,,0.2261290681088312,0.003947747905458081,0.21119748833928478,0.002639655093038672,0.2279794630815749,0.21490225567614674,0.22253925235213418,0.20972463614433384,0.2227366454808946,0.2080710766852074,0.23196237988097534,0.2125939493208619,0.2254275997485771,0.21069552386987397,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:lora5,lora5,mean4,,0.4277272396935352,0.004567964058828122,0.34300602528566193,0.0037595672388924186,0.4286797262247729,0.34172717691491566,0.4242153337932078,0.3436875231787234,0.424406175999449,0.33941043190996206,0.43524486936344564,0.3491471733402544,0.4260900930868004,0.34105782108445426,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,generated:scsemi5,scsemi5,mean4,,0.24480941322614794,0.005277811111008575,0.18499782612739177,0.00362956263466101,0.24516189493432985,0.18132053208685261,0.2427000546121096,0.18209155778088754,0.23706135936370204,0.18417832956768596,0.2504683360737932,0.18754787893636107,0.24865542114680506,0.18985083226517177,,,,,,,,,,,
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:all_usable_raw.npz@78d8ac58,,mean4,,0.24882285688716466,0.005863083186863311,0.12207795119995883,0.0029069910738400303,0.24776453909648585,0.12274045603607688,0.24497990023743862,0.1235018774588978,0.241771997675325,0.11708591881473607,0.25528537022670617,0.12457819229703586,0.25431247719986755,0.12248331139304752,,,,,,,,,,,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:all_usable_pseudo.npz@49033eab,,mean4,,0.5645414466949156,0.0067118491310787145,0.4836068515587827,0.004463189444033569,0.5620231393042932,0.48382792160503646,0.5571721892825069,0.4788487272678206,0.5609344361532259,0.4803299000980101,0.5740713178066728,0.49031776844915276,0.5685061509278793,0.48470994037389337,,,,,,,,,,,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:test_cal.npz@82faaec7,,mean4,,0.2300067373843194,0.005163517003202247,0.1564240618596931,0.003310177413963948,0.22735311486249626,0.15677982812875457,0.22607898702300094,0.1577335166967643,0.22539284145626698,0.15072669927071852,0.23526997795928778,0.15927644399648747,0.23593876562054505,0.1576038212057406,,,,,,,,,,,82faaec78b9863b0c95bd8d4248841e95c18feaed7f5360294eb849d25c7f426
+ji2025_chili,fewshot,fewshot_n5/draw3,broadcast:test_raw.npz@3d69ce8b,,mean4,,0.24882285688716466,0.005863083186863311,0.12207795119995883,0.0029069910738400303,0.24776453909648585,0.12274045603607688,0.24497990023743862,0.1235018774588978,0.241771997675325,0.11708591881473607,0.25528537022670617,0.12457819229703586,0.25431247719986755,0.12248331139304752,,,,,,,,,,,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb

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/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
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,T cell,mean_cp10k,"Zero-shot, real bulk",3028.0,0.28307574383926726,0.28580028101495186,0.2368920077117674,0.08679559580379298,0.24197303646910423,0.2289395581681243,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.2830757438392672,0.2368920077117674,0.2419730364691042,0.2289395581681243
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,T cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3028.0,0.12473743626102522,0.15129142974675033,0.30559676102300276,0.2544633843629088,0.09332374984594645,0.1194868884235228,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.1247374362610252,0.3055967610230027,0.0933237498459464,0.1194868884235228
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,B cell,mean_cp10k,"Zero-shot, real bulk",3238.0,-0.04780211913398396,-0.02259786545605426,0.16221245678147309,0.03835124918909083,-0.06776535265310381,0.11480977329913462,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,-0.0478021191339839,0.162212456781473,-0.0677653526531038,0.1148097732991346
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,B cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3238.0,-0.10507520597548475,-0.11969559338509143,0.047548729682353,0.04846929906019856,-0.10784869828200012,0.05262467593488215,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,-0.1050752059754847,0.047548729682353,-0.1078486982820001,0.0526246759348821
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,Monocyte,mean_cp10k,"Zero-shot, real bulk",3132.0,0.1946204394691348,0.1491091520602236,0.4012426962403039,0.27007324915213743,0.05852709480260507,0.3604159136391038,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.1946204394691348,0.4012426962403039,0.058527094802605,0.3604159136391038
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3132.0,0.10193269748089528,0.09098707538913337,0.36057989165867327,0.26363612163051986,0.049250656923628254,0.15686939654332793,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.1019326974808952,0.3605798916586732,0.0492506569236282,0.1568693965433279
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,NK cell,mean_cp10k,"Zero-shot, real bulk",3064.0,-0.0015885036976022167,-0.014522075128091056,0.23076485505524633,0.09717598135519993,-0.0340330553895054,0.13529575368215482,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,-0.0015885036976022,0.2307648550552463,-0.0340330553895054,0.1352957536821548
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,NK cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3064.0,0.0037610479150836,0.019464342753524044,0.11924462462412533,0.1097070225470065,-0.010114650903424715,0.11519742056032618,all_usable_raw.npz@78d8ac58,78d8ac589dee9315807163c174fafde76bd890710e96c512773dfaf9151e5b86,0.0037610479150836,0.1192446246241253,-0.0101146509034247,0.1151974205603261
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,T cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3028.0,0.1870879188253229,0.29390962692438727,0.5912571078308413,0.546816202656155,-0.09772913753143814,0.43636670451985277,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.1870879188253229,0.5912571078308413,-0.0977291375314381,0.4363667045198527
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,T cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3028.0,0.20475522244104935,0.23031049010061813,0.7230311390675224,0.6854094229868671,-0.016638564886190442,0.2983631773088279,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.2047552224410493,0.7230311390675224,-0.0166385648861904,0.2983631773088279
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,B cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3238.0,0.013805035424596861,0.03073677931069298,0.40199137064224816,0.3392181049428799,-0.029595231184033545,0.10140522902538153,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.0138050354245968,0.4019913706422481,-0.0295952311840335,0.1014052290253815
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,B cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3238.0,-0.03443834703250784,-0.03790657075069682,0.3535568198397257,0.31965034336616116,-0.04902615597506406,0.03223675335497192,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,-0.0344383470325078,0.3535568198397257,-0.049026155975064,0.0322367533549719
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,Monocyte,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3132.0,0.2285922352651718,0.1307495479125453,0.7029975858839994,0.585876493312502,0.13119240722150152,0.19499386408708824,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.2285922352651718,0.7029975858839994,0.1311924072215015,0.1949938640870882
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3132.0,0.1747312055470421,0.1434894473411154,0.7700580553231126,0.6459251527646864,0.01261374807588983,0.21670468652238453,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.1747312055470421,0.7700580553231126,0.0126137480758898,0.2167046865223845
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,NK cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3064.0,0.12703923066091122,0.07502076876082017,0.6366336598468622,0.5702702984575584,0.030166442059801745,0.16349893877157104,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.1270392306609112,0.6366336598468622,0.0301664420598017,0.163498938771571
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,NK cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3064.0,0.0618610348712363,0.05265447645807332,0.485833270295244,0.45062190834192667,0.006446458874781901,0.11581012240574197,all_usable_pseudo.npz@49033eab,49033eab3e3c50d073fe36ebfddb99f34ccf1d47b2125852ab343242d148ddc9,0.0618610348712363,0.485833270295244,0.0064464588747819,0.1158101224057419
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,T cell,mean_cp10k,Zero-shot + calibration,3028.0,0.4250202079892166,0.4481845085150558,0.21185982495289069,0.15408791253678406,0.407589124814302,0.14613158723513583,test_cal.npz@82faaec7,82faaec78b9863b0c95bd8d4248841e95c18feaed7f5360294eb849d25c7f426,0.4250202079892166,0.2118598249528906,0.407589124814302,0.1461315872351358
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,T cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3028.0,0.1454253157381155,0.1601260585132034,0.28783167338530097,0.2547501340133982,0.12080245104245352,0.10555259290468284,test_cal.npz@82faaec7,82faaec78b9863b0c95bd8d4248841e95c18feaed7f5360294eb849d25c7f426,0.1454253157381155,0.2878316733853009,0.1208024510424535,0.1055525929046828
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,B cell,mean_cp10k,Zero-shot + calibration,3238.0,0.12515949037536633,0.11404460168869683,0.13562823006019736,0.05899832750301037,0.11678885164225843,0.071881111987788,test_cal.npz@82faaec7,82faaec78b9863b0c95bd8d4248841e95c18feaed7f5360294eb849d25c7f426,0.1251594903753663,0.1356282300601973,0.1167888516422584,0.071881111987788
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,B cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3238.0,-0.01857881759532942,-0.03050011485605977,0.040428226943119656,0.043020765761913465,-0.019480176059845106,0.021787059741266906,test_cal.npz@82faaec7,82faaec78b9863b0c95bd8d4248841e95c18feaed7f5360294eb849d25c7f426,-0.0185788175953294,0.0404282269431196,-0.0194801760598451,0.0217870597412669
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,Monocyte,mean_cp10k,Zero-shot + calibration,3132.0,0.20728613582100794,0.15385652359388519,0.41482076022772335,0.3030559958463162,0.12408855452431379,0.23514619733468917,test_cal.npz@82faaec7,82faaec78b9863b0c95bd8d4248841e95c18feaed7f5360294eb849d25c7f426,0.2072861358210079,0.4148207602277233,0.1240885545243137,0.2351461973346891
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,Monocyte,pseudobulk_log1p_cpm,Zero-shot + calibration,3132.0,0.07740984052720247,0.08152176028705659,0.34704731622175544,0.2715533491984897,0.03399610016233114,0.13198663902797397,test_cal.npz@82faaec7,82faaec78b9863b0c95bd8d4248841e95c18feaed7f5360294eb849d25c7f426,0.0774098405272024,0.3470473162217554,0.0339961001623311,0.1319866390279739
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,NK cell,mean_cp10k,Zero-shot + calibration,3064.0,0.16897152997421924,0.16009287188079063,0.18710556359091288,0.12578948458529576,0.15682922046931305,0.08250523690147152,test_cal.npz@82faaec7,82faaec78b9863b0c95bd8d4248841e95c18feaed7f5360294eb849d25c7f426,0.1689715299742192,0.1871055635909128,0.156829220469313,0.0825052369014715
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,NK cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3064.0,0.046247965551567495,0.06557018725119593,0.10541870014486067,0.10002901685878564,0.04340535424778023,0.02943665779816651,test_cal.npz@82faaec7,82faaec78b9863b0c95bd8d4248841e95c18feaed7f5360294eb849d25c7f426,0.0462479655515674,0.1054187001448606,0.0434053542477802,0.0294366577981665
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,T cell,mean_cp10k,"LoRA, 5 donors",3028.0,0.5168547278849389,0.5399208525862942,0.2368920077117674,0.08679559580379298,0.486618492006578,0.24892861924835977,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.5168547278849389,0.2368920077117674,0.486618492006578,0.2489286192483597
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,T cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3028.0,0.3238380537337414,0.3104783351764682,0.30559676102300276,0.2544633843629088,0.2893584127542314,0.17147832285124387,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.3238380537337414,0.3055967610230027,0.2893584127542314,0.1714783228512438
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,B cell,mean_cp10k,"LoRA, 5 donors",3238.0,0.2794431631425053,0.2240325336786076,0.16221245678147309,0.03835124918909083,0.26189061903129957,0.14686433019893097,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.2794431631425053,0.162212456781473,0.2618906190312995,0.1468643301989309
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,B cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3238.0,0.08298954228336143,0.06799035024605436,0.047548729682353,0.04846929906019856,0.08126189868040812,0.03960668575676524,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.0829895422833614,0.047548729682353,0.0812618986804081,0.0396066857567652
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,Monocyte,mean_cp10k,"LoRA, 5 donors",3132.0,0.5523186884647484,0.32828746665345376,0.4012426962403039,0.27007324915213743,0.46881953128362003,0.39188577528713936,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.5523186884647484,0.4012426962403039,0.46881953128362,0.3918857752871393
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,Monocyte,pseudobulk_log1p_cpm,"LoRA, 5 donors",3132.0,0.40484708732160596,0.2983366139145762,0.36057989165867327,0.26363612163051986,0.33751202350869697,0.2862394103332343,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.4048470873216059,0.3605798916586732,0.3375120235086969,0.2862394103332343
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,NK cell,mean_cp10k,"LoRA, 5 donors",3064.0,0.41577699027134535,0.3456535157635414,0.23076485505524633,0.09717598135519993,0.381959962079002,0.2371676887201424,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.4157769902713453,0.2307648550552463,0.381959962079002,0.2371676887201424
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,NK cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3064.0,0.17290346659076075,0.15616631557225077,0.11924462462412533,0.1097070225470065,0.16107715221853267,0.11822021214422618,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.1729034665907607,0.1192446246241253,0.1610771522185326,0.1182202121442261
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,T cell,mean_cp10k,"scSemiProfiler, 5 donors",3028.0,0.3048131770821959,0.26659753122733126,0.2368920077117674,0.08679559580379298,0.2423841800975824,0.3588769520440311,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.3048131770821959,0.2368920077117674,0.2423841800975824,0.3588769520440311
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,T cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3028.0,0.20288792612032724,0.14130373971239205,0.30559676102300276,0.2544633843629088,0.1521744560518492,0.1992808233144794,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.2028879261203272,0.3055967610230027,0.1521744560518492,0.1992808233144794
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,B cell,mean_cp10k,"scSemiProfiler, 5 donors",3238.0,0.24932158494709133,0.13934334207674326,0.16221245678147309,0.03835124918909083,0.22196836280973212,0.21975622233164435,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.2493215849470913,0.162212456781473,0.2219683628097321,0.2197562223316443
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,B cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3238.0,0.058149954638856916,0.06119293030684778,0.047548729682353,0.04846929906019856,0.05322262475864434,0.11191718357019693,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.0581499546388569,0.047548729682353,0.0532226247586443,0.1119171835701969
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,Monocyte,mean_cp10k,"scSemiProfiler, 5 donors",3132.0,0.2925121006231351,0.1626880454612425,0.4012426962403039,0.27007324915213743,0.19369880533108683,0.30838361083952903,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.2925121006231351,0.4012426962403039,0.1936988053310868,0.308383610839529
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,Monocyte,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3132.0,0.1863304088293764,0.11988244541760794,0.36057989165867327,0.26363612163051986,0.1226738156251125,0.20624880623238476,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.1863304088293764,0.3605798916586732,0.1226738156251125,0.2062488062323847
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,NK cell,mean_cp10k,"scSemiProfiler, 5 donors",3064.0,0.16588946182979245,0.18989631985902786,0.23076485505524633,0.09717598135519993,0.09961399781210623,0.32109065345682525,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.1658894618297924,0.2307648550552463,0.0996139978121062,0.3210906534568252
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,NK cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3064.0,0.0854239053990332,0.07780258450419049,0.11924462462412533,0.1097070225470065,0.06570922435414807,0.1779984786608438,test_raw.npz@3d69ce8b,3d69ce8b1625cfe1b516085caf6444e49d8db5580f4ccdc4452526401b7018cb,0.0854239053990332,0.1192446246241253,0.065709224354148,0.1779984786608438
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,mean4,mean_cp10k,"Zero-shot, real bulk",,0.10707639011920397,0.09944737312275755,0.2577780039471977,0.1230990188750553,0.049675430807275024,0.20986524969712939,,,0.10707639011920397,0.2577780039471977,0.049675430807275,0.20986524969712939
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,mean4,pseudobulk_log1p_cpm,"Zero-shot, real bulk",,0.03133899392037984,0.03551181362607908,0.2082425017470386,0.1690689569001584,0.0061527643960374665,0.11104459536551477,,,0.03133899392037982,0.20824250174703857,0.006152764396037449,0.11104459536551473
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,mean4,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",,0.1391311050440007,0.13260418072711144,0.5832199310509878,0.5105452748422739,0.008508620141457899,0.2240661841009734,,,0.13913110504400067,0.5832199310509878,0.0085086201414579,0.22406618410097334
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,mean4,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",,0.10172727895670497,0.09713696078727752,0.5831198211314012,0.5254017068649103,-0.01165112847764569,0.16577868489798156,,,0.10172727895670497,0.5831198211314012,-0.011651128477645673,0.16577868489798153
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,mean4,mean_cp10k,Zero-shot + calibration,,0.23160934103995254,0.2190446264196071,0.23735359470793108,0.16048293011785159,0.2013239378625468,0.13391603336477112,,,0.2316093410399525,0.237353594707931,0.20132393786254676,0.13391603336477112
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_cal,mean4,pseudobulk_log1p_cpm,Zero-shot + calibration,,0.06262607605538902,0.06917947279884903,0.1951814791737592,0.16733831645814676,0.04468093234817994,0.07219073736802256,,,0.06262607605538897,0.1951814791737591,0.04468093234817992,0.07219073736802253
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,mean4,mean_cp10k,"LoRA, 5 donors",,0.4410983924408845,0.3594735921704742,0.2577780039471977,0.1230990188750553,0.39982215110012487,0.2562116033636431,,,0.4410983924408845,0.2577780039471977,0.39982215110012487,0.25621160336364307
+ji2025_chili,fewshot,fewshot_n5/draw3,lora5,mean4,pseudobulk_log1p_cpm,"LoRA, 5 donors",,0.24614453748236736,0.2082429037273374,0.2082425017470386,0.1690689569001584,0.2173023717904673,0.15388615777136738,,,0.24614453748236736,0.20824250174703857,0.21730237179046724,0.15388615777136735
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,mean4,mean_cp10k,"scSemiProfiler, 5 donors",,0.2531340811205537,0.18963130965608624,0.2577780039471977,0.1230990188750553,0.1894163365126269,0.3020268596680074,,,0.2531340811205537,0.2577780039471977,0.18941633651262688,0.3020268596680074
+ji2025_chili,fewshot,fewshot_n5/draw3,scsemi5,mean4,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",,0.13319804874689845,0.10004542498525956,0.2082425017470386,0.1690689569001584,0.09844503019743853,0.17386132294447623,,,0.13319804874689842,0.20824250174703857,0.0984450301974385,0.1738613229444762

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/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
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,T cell,welch,True,True,0,0.0,50,0,813,0,5667,4221,4208,0.0,0,0.0,1,1,5524,5461,0.009155832265152902,all_usable_raw.npz@78d8ac58
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,B cell,welch,True,True,0,0.0,8,0,8,0,5377,3084,3077,0.0,0,0.0,1,1,5524,5221,0.0015322735108216816,all_usable_raw.npz@78d8ac58
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,Monocyte,welch,True,True,0,0.0,0,0,0,0,5684,4293,4286,0.0,0,0.0,1,1,5524,5474,0.0,all_usable_raw.npz@78d8ac58
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,NK cell,welch,True,True,0,0.0,14,0,14,0,5460,2773,2770,0.0,0,0.0,1,1,5524,5294,0.0026445032111824707,all_usable_raw.npz@78d8ac58
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_raw,DC,welch,True,True,0,0.0,3,0,3,0,4970,2145,2144,0.0,0,0.0,1,1,5524,4879,0.0006148800983808157,all_usable_raw.npz@78d8ac58
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,T cell,welch,True,True,0,0.0,50,1,813,1,5667,4196,4193,0.011924636298592892,6,6.0,50,662,5744,5667,0.4411505205576143,all_usable_pseudo.npz@49033eab
+ji2025_chili,fewshot,fewshot_n5/draw3,zs_pseudo,B cell,welch,True,True,0,0.0,8,0,8,0,5377,3364,3360,0.0,0,0.0,50,662,5744,5377,0.07439092430723451,all_usable_pseudo.npz@49033eab
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