Archive 4 checkpoints (1-4)
Browse files- paper-releases/pbisc-diffusion/updates/20261008T022410Z-deconv-scsemi-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/scsemi_budget_20261002/fold4/per_donor.csv +65 -0
- paper-releases/pbisc-diffusion/updates/20261008T022410Z-deconv-scsemi-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/scsemi_budget_20261002/fold4/summary.json +1356 -0
- paper-releases/pbisc-diffusion/updates/20261008T022410Z-deconv-scsemi-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/scsemi_budget_20261002/pooled/arms/scsemi_n10__raw/deg_top50_lists.csv +341 -0
- paper-releases/pbisc-diffusion/updates/20261008T022410Z-deconv-scsemi-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/scsemi_budget_20261002/pooled/arms/scsemi_n10__raw/generated_cells.parquet +3 -0
paper-releases/pbisc-diffusion/updates/20261008T022410Z-deconv-scsemi-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/scsemi_budget_20261002/fold4/per_donor.csv
ADDED
|
@@ -0,0 +1,65 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
arm,donor,group,n_generated_cells,n_observed_cells,n_reference_cells,gen_T cell,obs_T cell,gen_B cell,obs_B cell,gen_Monocyte,obs_Monocyte,gen_NK cell,obs_NK cell,gen_DC,obs_DC,gen_Other,obs_Other,comp_l1,comp_l1_obs_loo_null,pb_r,pb_own_rank,pb_top1,precision,coverage,precision_depth_matched,coverage_depth_matched,mono_pct_gen,mono_pct_obs,median_umi_gen,median_umi_obs
|
| 2 |
+
scsemi_n5__raw,Abd-PS20,ped_sepsis,1500,7286,150,0.8493333333333334,0.30496843261048584,0.0,0.5780949766675817,0.0,0.08770244304144935,0.0013333333333333333,0.007823222618720834,0.0,0.0005489980785067252,0.14933333333333335,0.02086192698325556,1.3456726141458506,0.8183075443274621,0.3515644874848568,10,False,1.0,0.05333333333333334,1.0,0.02666666666666667,0.0,8.770244304144935,2043.0,1820.0
|
| 3 |
+
scsemi_n5__raw,Abd-PS27,ped_sepsis,1500,9427,150,0.6506666666666666,0.6126021003500584,0.21533333333333332,0.06078285774901877,0.0013333333333333333,0.13196138750397793,0.0013333333333333333,0.010289593720165482,0.0,0.0029701920016972526,0.13133333333333333,0.1813938686750822,0.3852300838018457,0.5444559358148133,0.5556383422743414,2,False,0.92,0.14666666666666667,0.36666666666666664,0.26666666666666666,0.13333333333333333,13.196138750397793,2043.0,2356.0
|
| 4 |
+
scsemi_n5__raw,Abd-S42,adult_sepsis,1500,6567,150,0.57,0.5748439165524593,0.084,0.09760925841327851,0.246,0.17039744175422566,0.03666666666666667,0.05862646566164154,0.012666666666666666,0.0016750418760469012,0.050666666666666665,0.0968478757423481,0.17318836607278823,0.28354035879010253,0.724099332995521,1,True,0.9666666666666667,0.14666666666666667,0.5666666666666667,0.2733333333333333,24.6,17.039744175422566,2043.0,1982.0
|
| 5 |
+
scsemi_n5__raw,Abd-S54,adult_sepsis,1500,7818,150,0.562,0.4854182655410591,0.09666666666666666,0.1364799181376311,0.21133333333333335,0.012918905090816066,0.054,0.340752110514198,0.013333333333333334,0.0011511895625479663,0.06266666666666666,0.023279611153747763,0.653130723970325,0.5525001038535718,0.6209879047622415,12,False,0.9733333333333334,0.11333333333333333,0.6466666666666666,0.26,21.133333333333333,1.2918905090816066,2042.0,1933.5
|
| 6 |
+
scsemi_n5__raw,Abd-S98,adult_sepsis,1500,5010,150,0.18333333333333332,0.7477045908183633,0.019333333333333334,0.10958083832335329,0.7166666666666667,0.019560878243512974,0.005333333333333333,0.11037924151696607,0.042666666666666665,0.0015968063872255488,0.03266666666666666,0.011177644710578843,1.5193293413173654,0.6112521506261259,0.6350036321708854,15,False,0.9466666666666667,0.14666666666666667,0.35333333333333333,0.26666666666666666,71.66666666666667,1.9560878243512974,2042.5,2016.0
|
| 7 |
+
scsemi_n5__raw,HC16,adult_HC,1500,9614,150,0.5946666666666667,0.511441647597254,0.08133333333333333,0.05325566881630955,0.09466666666666666,0.1367796962762638,0.19066666666666668,0.28073642604535054,0.020666666666666667,0.010609527771999168,0.018,0.007177033492822967,0.264365577976562,0.4818593323054142,0.626812554075851,7,False,0.8933333333333333,0.07333333333333333,0.24,0.19333333333333333,9.466666666666667,13.67796962762638,2040.0,1764.0
|
| 8 |
+
scsemi_n5__raw,IC15,adult_ICU_ctrl,1500,15576,150,0.554,0.5791602465331279,0.19,0.045839753466872114,0.17933333333333334,0.278954802259887,0.025333333333333333,0.04840780688238315,0.014666666666666666,0.0104648176682075,0.03666666666666667,0.03717257318952234,0.29672419106317405,0.41354969125033086,0.6937350667497051,7,False,0.9466666666666667,0.18666666666666668,0.6,0.13333333333333333,17.933333333333334,27.8954802259887,2038.0,1517.0
|
| 9 |
+
scsemi_n5__raw,PHC02,ped_HC,1500,6519,150,0.514,0.5781561589200798,0.2826666666666667,0.16643657002607762,0.08533333333333333,0.16612977450529223,0.10533333333333333,0.057984353428439946,0.0026666666666666666,0.006749501457278723,0.01,0.02454364166283172,0.3271581530909649,0.19148225666934166,0.7289844274413064,8,False,0.8866666666666667,0.19333333333333333,0.5,0.17333333333333334,8.533333333333333,16.612977450529222,2040.0,1516.0
|
| 10 |
+
scsemi_n5__raw,PIC02,ped_ICU_ctrl,1500,6570,150,0.5353333333333333,0.4786910197869102,0.2906666666666667,0.2785388127853881,0.08733333333333333,0.14170471841704718,0.068,0.036225266362252664,0.010666666666666666,0.0030441400304414,0.008,0.06179604261796043,0.21633485540334857,0.2065727806374711,0.6597335284270865,6,False,0.9733333333333334,0.4,0.6266666666666667,0.32666666666666666,8.733333333333333,14.170471841704718,2040.0,1062.5
|
| 11 |
+
scsemi_n5__raw,Res-PS03,ped_sepsis,1500,5934,150,0.41333333333333333,0.15267947421638017,0.12866666666666668,0.8156386922817661,0.37733333333333335,0.009605662285136502,0.026,0.014492753623188406,0.007333333333333333,0.0,0.04733333333333333,0.007583417593528817,1.3739440512301988,1.3250674709710555,0.5730532600488644,16,False,0.9133333333333333,0.07333333333333333,0.38666666666666666,0.24,37.733333333333334,0.9605662285136503,2040.0,1871.0
|
| 12 |
+
scsemi_n5__raw,Res-S127,adult_sepsis,1500,2869,150,0.298,0.28302544440571625,0.020666666666666667,0.08051585918438481,0.6173333333333333,0.5137678633670268,0.004666666666666667,0.06099686301847333,0.016,0.006273963053328686,0.043333333333333335,0.05542000697107006,0.25653212501452305,0.7286070088209968,0.6092383668246482,3,False,1.0,0.15333333333333332,0.62,0.37333333333333335,61.73333333333333,51.376786336702686,2039.5,2020.0
|
| 13 |
+
scsemi_n5__raw,Res-S164,adult_sepsis,1500,6275,150,0.528,0.5641434262948207,0.26866666666666666,0.0796812749003984,0.09066666666666667,0.21529880478087648,0.09066666666666667,0.08366533864541832,0.014666666666666666,0.020239043824701194,0.007333333333333333,0.03697211155378486,0.3919734395750332,0.2706143531207481,0.6826403155271228,1,True,0.8866666666666667,0.2,0.6533333333333333,0.43333333333333335,9.066666666666666,21.529880478087648,2038.0,2196.0
|
| 14 |
+
scsemi_n5__raw,Res-S166,adult_sepsis,1500,6119,150,0.31066666666666665,0.29874162444843927,0.024,0.20934793266873672,0.566,0.3784932178460533,0.013333333333333334,0.07991501879392057,0.046,0.002941657133518549,0.04,0.030560549109331592,0.5038592362586479,0.4559951768035859,0.6770431323272686,4,False,0.9866666666666667,0.14,0.6466666666666666,0.24666666666666667,56.599999999999994,37.84932178460533,2041.0,2014.0
|
| 15 |
+
scsemi_n5__raw,Res-S87,adult_sepsis,1500,3841,150,0.18666666666666668,0.3967716740432179,0.0026666666666666666,0.01900546732621713,0.684,0.4712314501431919,0.0,0.058318146316063524,0.09066666666666667,0.014579536579015881,0.036,0.040093725592293676,0.5777113598889179,0.6418650409196258,0.5608584675320739,1,True,1.0,0.29333333333333333,0.43333333333333335,0.49333333333333335,68.4,47.12314501431919,2044.5,1793.0
|
| 16 |
+
scsemi_n5__raw,Skin-S43,adult_sepsis,1500,7439,150,0.7346666666666667,0.7525205000672134,0.20466666666666666,0.07554778868127436,0.0006666666666666666,0.05135098803602635,0.02266666666666667,0.015459067078908456,0.011333333333333334,0.0016131200430165346,0.026,0.10350853609356096,0.29209338172693466,0.6767931457041653,0.7220112001091655,1,True,0.8466666666666667,0.21333333333333335,0.7,0.3933333333333333,0.06666666666666667,5.135098803602635,2040.0,2254.0
|
| 17 |
+
scsemi_n5__raw,Uri-S93,adult_sepsis,1500,8007,150,0.6206666666666667,0.5157986761583614,0.29133333333333333,0.3058573747970526,0.0,0.08742350443362058,0.021333333333333333,0.04421131509928812,0.023333333333333334,0.0012489072061945797,0.043333333333333335,0.0454602223054827,0.25390483327088803,0.29301554302897825,0.6309419488334392,4,False,0.8266666666666667,0.13333333333333333,0.6666666666666666,0.34,0.0,8.742350443362058,2041.0,4595.0
|
| 18 |
+
scsemi_n10__raw,Abd-PS20,ped_sepsis,1500,7286,150,0.8506666666666667,0.30496843261048584,0.0,0.5780949766675817,0.0006666666666666666,0.08770244304144935,0.0013333333333333333,0.007823222618720834,0.0,0.0005489980785067252,0.14733333333333334,0.02086192698325556,1.3443392808125172,0.8183075443274621,0.3515644872132553,10,False,1.0,0.04666666666666667,1.0,0.03333333333333333,0.06666666666666667,8.770244304144935,2099.0,1820.0
|
| 19 |
+
scsemi_n10__raw,Abd-PS27,ped_sepsis,1500,9427,150,0.656,0.6126021003500584,0.21333333333333335,0.06078285774901877,0.0013333333333333333,0.13196138750397793,0.0026666666666666666,0.010289593720165482,0.0,0.0029701920016972526,0.12666666666666668,0.1813938686750822,0.3918967504685124,0.5444559358148133,0.5556383406020391,2,False,0.9066666666666666,0.11333333333333333,0.5466666666666666,0.22,0.13333333333333333,13.196138750397793,2099.0,2356.0
|
| 20 |
+
scsemi_n10__raw,Abd-S42,adult_sepsis,1500,6567,150,0.57,0.5748439165524593,0.08533333333333333,0.09760925841327851,0.24733333333333332,0.17039744175422566,0.035333333333333335,0.05862646566164154,0.011333333333333334,0.0016750418760469012,0.050666666666666665,0.0968478757423481,0.17318836607278823,0.28354035879010253,0.7240993356524077,1,True,0.96,0.15333333333333332,0.6066666666666667,0.3,24.73333333333333,17.039744175422566,2099.0,1982.0
|
| 21 |
+
scsemi_n10__raw,Abd-S54,adult_sepsis,1500,7818,150,0.5613333333333334,0.4854182655410591,0.09466666666666666,0.1364799181376311,0.212,0.012918905090816066,0.05333333333333334,0.340752110514198,0.015333333333333332,0.0011511895625479663,0.06333333333333334,0.023279611153747763,0.6584640573036583,0.5525001038535718,0.6209879055778136,12,False,0.9866666666666667,0.09333333333333334,0.62,0.19333333333333333,21.2,1.2918905090816066,2101.0,1933.5
|
| 22 |
+
scsemi_n10__raw,Abd-S98,adult_sepsis,1500,5010,150,0.18266666666666667,0.7477045908183633,0.019333333333333334,0.10958083832335329,0.7193333333333334,0.019560878243512974,0.004666666666666667,0.11037924151696607,0.04133333333333333,0.0015968063872255488,0.03266666666666666,0.011177644710578843,1.5219960079840322,0.6112521506261259,0.6385874799498992,15,False,0.9733333333333334,0.16666666666666666,0.42,0.26666666666666666,71.93333333333334,1.9560878243512974,2101.0,2016.0
|
| 23 |
+
scsemi_n10__raw,HC16,adult_HC,1500,9614,150,0.592,0.511441647597254,0.08133333333333333,0.05325566881630955,0.09666666666666666,0.1367796962762638,0.19066666666666668,0.28073642604535054,0.020666666666666667,0.010609527771999168,0.018666666666666668,0.007177033492822967,0.260365577976562,0.4818593323054142,0.629351239449563,7,False,0.8733333333333333,0.08,0.28,0.20666666666666667,9.666666666666666,13.67796962762638,2099.0,1764.0
|
| 24 |
+
scsemi_n10__raw,IC15,adult_ICU_ctrl,1500,15576,150,0.668,0.5791602465331279,0.058666666666666666,0.045839753466872114,0.14733333333333334,0.278954802259887,0.07933333333333334,0.04840780688238315,0.012666666666666666,0.0104648176682075,0.034,0.03717257318952234,0.269588084232152,0.41354969125033086,0.7152547328448449,4,False,0.8666666666666667,0.18666666666666668,0.36666666666666664,0.21333333333333335,14.733333333333334,27.8954802259887,2102.0,1517.0
|
| 25 |
+
scsemi_n10__raw,PHC02,ped_HC,1500,6519,150,0.5086666666666667,0.5781561589200798,0.2866666666666667,0.16643657002607762,0.08466666666666667,0.16612977450529223,0.10733333333333334,0.057984353428439946,0.0026666666666666666,0.006749501457278723,0.01,0.02454364166283172,0.33915815309096486,0.19148225666934166,0.7287202426083675,8,False,0.8733333333333333,0.19333333333333333,0.5466666666666666,0.09333333333333334,8.466666666666667,16.612977450529222,2102.0,1516.0
|
| 26 |
+
scsemi_n10__raw,PIC02,ped_ICU_ctrl,1500,6570,150,0.5313333333333333,0.4786910197869102,0.292,0.2785388127853881,0.08933333333333333,0.14170471841704718,0.07133333333333333,0.036225266362252664,0.008666666666666666,0.0030441400304414,0.007333333333333333,0.06179604261796043,0.21366818873668186,0.2065727806374711,0.6628420714987932,6,False,0.9533333333333334,0.41333333333333333,0.7066666666666667,0.36666666666666664,8.933333333333334,14.170471841704718,2101.0,1062.5
|
| 27 |
+
scsemi_n10__raw,Res-PS03,ped_sepsis,1500,5934,150,0.416,0.15267947421638017,0.128,0.8156386922817661,0.37666666666666665,0.009605662285136502,0.026,0.014492753623188406,0.007333333333333333,0.0,0.046,0.007583417593528817,1.3752773845635322,1.3250674709710555,0.570911967598682,16,False,0.88,0.07333333333333333,0.2733333333333333,0.22,37.666666666666664,0.9605662285136503,2100.0,1871.0
|
| 28 |
+
scsemi_n10__raw,Res-S127,adult_sepsis,1500,2869,150,0.3006666666666667,0.28302544440571625,0.02,0.08051585918438481,0.6166666666666667,0.5137678633670268,0.004666666666666667,0.06099686301847333,0.016666666666666666,0.006273963053328686,0.04133333333333333,0.05542000697107006,0.26186545834785646,0.7286070088209968,0.609668702646541,3,False,1.0,0.16666666666666666,0.42,0.35333333333333333,61.66666666666667,51.376786336702686,2097.5,2020.0
|
| 29 |
+
scsemi_n10__raw,Res-S164,adult_sepsis,1500,6275,150,0.7313333333333333,0.5641434262948207,0.10333333333333333,0.0796812749003984,0.06266666666666666,0.21529880478087648,0.064,0.08366533864541832,0.026,0.020239043824701194,0.012666666666666666,0.03697211155378486,0.3932058432934926,0.2706143531207481,0.5717555203548618,5,False,0.88,0.18,0.68,0.23333333333333334,6.266666666666667,21.529880478087648,2100.0,2196.0
|
| 30 |
+
scsemi_n10__raw,Res-S166,adult_sepsis,1500,6119,150,0.31,0.29874162444843927,0.02266666666666667,0.20934793266873672,0.5653333333333334,0.3784932178460533,0.014666666666666666,0.07991501879392057,0.04666666666666667,0.002941657133518549,0.04066666666666666,0.030560549109331592,0.5038592362586479,0.4559951768035859,0.6774073566159435,4,False,0.9933333333333333,0.13333333333333333,0.54,0.18666666666666668,56.53333333333334,37.84932178460533,2098.0,2014.0
|
| 31 |
+
scsemi_n10__raw,Res-S87,adult_sepsis,1500,3841,150,0.186,0.3967716740432179,0.0033333333333333335,0.01900546732621713,0.686,0.4712314501431919,0.0,0.058318146316063524,0.08933333333333333,0.014579536579015881,0.035333333333333335,0.040093725592293676,0.5790446932222512,0.6418650409196258,0.5597760716204254,1,True,1.0,0.29333333333333333,0.5,0.42,68.60000000000001,47.12314501431919,2096.0,1793.0
|
| 32 |
+
scsemi_n10__raw,Skin-S43,adult_sepsis,1500,7439,150,0.732,0.7525205000672134,0.20333333333333334,0.07554778868127436,0.0006666666666666666,0.05135098803602635,0.02266666666666667,0.015459067078908456,0.016666666666666666,0.0016131200430165346,0.024666666666666667,0.10350853609356096,0.3000933817269347,0.6767931457041653,0.7222705649555063,1,True,0.82,0.21333333333333335,0.6933333333333334,0.31333333333333335,0.06666666666666667,5.135098803602635,2098.0,2254.0
|
| 33 |
+
scsemi_n10__raw,Uri-S93,adult_sepsis,1500,8007,150,0.62,0.5157986761583614,0.292,0.3058573747970526,0.0,0.08742350443362058,0.02,0.04421131509928812,0.02666666666666667,0.0012489072061945797,0.04133333333333333,0.0454602223054827,0.25923816660422133,0.29301554302897825,0.6390973801881472,4,False,0.7866666666666666,0.12666666666666668,0.7,0.32,0.0,8.742350443362058,2099.0,4595.0
|
| 34 |
+
scsemi_n20__raw,Abd-PS20,ped_sepsis,1500,7286,150,0.84,0.30496843261048584,0.0,0.5780949766675817,0.0006666666666666666,0.08770244304144935,0.0013333333333333333,0.007823222618720834,0.0,0.0005489980785067252,0.158,0.02086192698325556,1.344339280812517,0.8183075443274621,0.34645124081147755,10,False,1.0,0.04,1.0,0.04666666666666667,0.06666666666666667,8.770244304144935,2075.0,1820.0
|
| 35 |
+
scsemi_n20__raw,Abd-PS27,ped_sepsis,1500,9427,150,0.6493333333333333,0.6126021003500584,0.22066666666666668,0.06078285774901877,0.0013333333333333333,0.13196138750397793,0.0013333333333333333,0.010289593720165482,0.0,0.0029701920016972526,0.12733333333333333,0.1813938686750822,0.39323008380184576,0.5444559358148133,0.5546794206142013,2,False,0.9066666666666666,0.09333333333333334,0.56,0.18666666666666668,0.13333333333333333,13.196138750397793,2077.0,2356.0
|
| 36 |
+
scsemi_n20__raw,Abd-S42,adult_sepsis,1500,6567,150,0.566,0.5748439165524593,0.08533333333333333,0.09760925841327851,0.24666666666666667,0.17039744175422566,0.03933333333333333,0.05862646566164154,0.012,0.0016750418760469012,0.050666666666666665,0.0968478757423481,0.17318836607278823,0.28354035879010253,0.7238556823441751,1,True,0.94,0.14,0.66,0.26666666666666666,24.666666666666668,17.039744175422566,2075.0,1982.0
|
| 37 |
+
scsemi_n20__raw,Abd-S54,adult_sepsis,1500,7818,150,0.5606666666666666,0.4854182655410591,0.09733333333333333,0.1364799181376311,0.212,0.012918905090816066,0.052,0.340752110514198,0.014666666666666666,0.0011511895625479663,0.06333333333333334,0.023279611153747763,0.6557973906369916,0.5525001038535718,0.6212184561174708,12,False,0.9733333333333334,0.08666666666666667,0.6866666666666666,0.18,21.2,1.2918905090816066,2075.0,1933.5
|
| 38 |
+
scsemi_n20__raw,Abd-S98,adult_sepsis,1500,5010,150,0.18333333333333332,0.7477045908183633,0.019333333333333334,0.10958083832335329,0.7193333333333334,0.019560878243512974,0.005333333333333333,0.11037924151696607,0.04066666666666666,0.0015968063872255488,0.032,0.011177644710578843,1.5193293413173652,0.6112521506261259,0.6344048800164656,15,False,0.98,0.14666666666666667,0.5666666666666667,0.22666666666666666,71.93333333333334,1.9560878243512974,2077.0,2016.0
|
| 39 |
+
scsemi_n20__raw,HC16,adult_HC,1500,9614,150,0.5913333333333334,0.511441647597254,0.082,0.05325566881630955,0.09733333333333333,0.1367796962762638,0.19133333333333333,0.28073642604535054,0.02,0.010609527771999168,0.018,0.007177033492822967,0.2576989113098954,0.4818593323054142,0.6291686692632444,7,False,0.9,0.07333333333333333,0.4066666666666667,0.24,9.733333333333333,13.67796962762638,2076.0,1764.0
|
| 40 |
+
scsemi_n20__raw,IC15,adult_ICU_ctrl,1500,15576,150,0.668,0.5791602465331279,0.06,0.045839753466872114,0.14533333333333334,0.278954802259887,0.078,0.04840780688238315,0.014,0.0104648176682075,0.034666666666666665,0.03717257318952234,0.2722547508988187,0.41354969125033086,0.7162492839932466,4,False,0.8533333333333334,0.2,0.5866666666666667,0.2733333333333333,14.533333333333335,27.8954802259887,2075.0,1517.0
|
| 41 |
+
scsemi_n20__raw,PHC02,ped_HC,1500,6519,150,0.526,0.5781561589200798,0.272,0.16643657002607762,0.076,0.16612977450529223,0.07533333333333334,0.057984353428439946,0.03333333333333333,0.006749501457278723,0.017333333333333333,0.02454364166283172,0.2989924835097407,0.19148225666934166,0.6364117435426018,3,False,0.9133333333333333,0.26666666666666666,0.4266666666666667,0.17333333333333334,7.6,16.612977450529222,2076.0,1516.0
|
| 42 |
+
scsemi_n20__raw,PIC02,ped_ICU_ctrl,1500,6570,150,0.5026666666666667,0.4786910197869102,0.34933333333333333,0.2785388127853881,0.043333333333333335,0.14170471841704718,0.024,0.036225266362252664,0.06466666666666666,0.0030441400304414,0.016,0.06179604261796043,0.31278538812785395,0.2065727806374711,0.6230770985842353,2,False,1.0,0.5333333333333333,0.72,0.49333333333333335,4.333333333333334,14.170471841704718,2073.5,1062.5
|
| 43 |
+
scsemi_n20__raw,Res-PS03,ped_sepsis,1500,5934,150,0.42133333333333334,0.15267947421638017,0.12733333333333333,0.8156386922817661,0.38,0.009605662285136502,0.023333333333333334,0.014492753623188406,0.005333333333333333,0.0,0.042666666666666665,0.007583417593528817,1.3766107178968656,1.3250674709710555,0.5733090200993938,16,False,0.9,0.06666666666666667,0.42,0.12,38.0,0.9605662285136503,2075.0,1871.0
|
| 44 |
+
scsemi_n20__raw,Res-S127,adult_sepsis,1500,2869,150,0.3,0.28302544440571625,0.02,0.08051585918438481,0.616,0.5137678633670268,0.004,0.06099686301847333,0.016666666666666666,0.006273963053328686,0.043333333333333335,0.05542000697107006,0.25919879168118976,0.7286070088209968,0.608274333050047,3,False,1.0,0.16666666666666666,0.7533333333333333,0.32,61.6,51.376786336702686,2075.0,2020.0
|
| 45 |
+
scsemi_n20__raw,Res-S164,adult_sepsis,1500,6275,150,0.5953333333333334,0.5641434262948207,0.138,0.0796812749003984,0.05466666666666667,0.21529880478087648,0.056666666666666664,0.08366533864541832,0.068,0.020239043824701194,0.08733333333333333,0.03697211155378486,0.375261620185923,0.2706143531207481,0.6182137542600764,4,False,0.9933333333333333,0.18666666666666668,0.5933333333333334,0.34,5.466666666666667,21.529880478087648,2075.0,2196.0
|
| 46 |
+
scsemi_n20__raw,Res-S166,adult_sepsis,1500,6119,150,0.30866666666666664,0.29874162444843927,0.024,0.20934793266873672,0.5633333333333334,0.3784932178460533,0.014666666666666666,0.07991501879392057,0.048,0.002941657133518549,0.04133333333333333,0.030560549109331592,0.5011925695919813,0.4559951768035859,0.6768357134647183,4,False,0.9933333333333333,0.11333333333333333,0.7,0.12666666666666668,56.333333333333336,37.84932178460533,2074.0,2014.0
|
| 47 |
+
scsemi_n20__raw,Res-S87,adult_sepsis,1500,3841,150,0.22933333333333333,0.3967716740432179,0.018666666666666668,0.01900546732621713,0.49466666666666664,0.4712314501431919,0.03266666666666666,0.058318146316063524,0.010666666666666666,0.014579536579015881,0.214,0.040093725592293676,0.39468298186236217,0.6418650409196258,0.57473687579489,4,False,0.96,0.2733333333333333,0.31333333333333335,0.47333333333333333,49.46666666666666,47.12314501431919,2071.0,1793.0
|
| 48 |
+
scsemi_n20__raw,Skin-S43,adult_sepsis,1500,7439,150,0.428,0.7525205000672134,0.07666666666666666,0.07554778868127436,0.346,0.05135098803602635,0.026,0.015459067078908456,0.004,0.0016131200430165346,0.11933333333333333,0.10350853609356096,0.6490410001344268,0.6767931457041653,0.663512386504287,5,False,0.9733333333333334,0.2,0.6733333333333333,0.38,34.599999999999994,5.135098803602635,2077.0,2254.0
|
| 49 |
+
scsemi_n20__raw,Uri-S93,adult_sepsis,1500,8007,150,0.414,0.5157986761583614,0.086,0.3058573747970526,0.3453333333333333,0.08742350443362058,0.011333333333333334,0.04421131509928812,0.0026666666666666666,0.0012489072061945797,0.14066666666666666,0.0454602223054827,0.7090680654427377,0.29301554302897825,0.6220999330771417,2,False,1.0,0.14666666666666667,0.7133333333333334,0.5133333333333333,34.53333333333333,8.742350443362058,2075.0,4595.0
|
| 50 |
+
scsemi_n40__raw,Abd-PS20,ped_sepsis,1500,7286,150,0.834,0.30496843261048584,0.0,0.5780949766675817,0.0006666666666666666,0.08770244304144935,0.0013333333333333333,0.007823222618720834,0.0,0.0005489980785067252,0.164,0.02086192698325556,1.3443392808125172,0.8183075443274621,0.3464512389087121,10,False,1.0,0.04,1.0,0.07333333333333333,0.06666666666666667,8.770244304144935,2007.0,1820.0
|
| 51 |
+
scsemi_n40__raw,Abd-PS27,ped_sepsis,1500,9427,150,0.6526666666666666,0.6126021003500584,0.21333333333333335,0.06078285774901877,0.0013333333333333333,0.13196138750397793,0.0033333333333333335,0.010289593720165482,0.0,0.0029701920016972526,0.12933333333333333,0.1813938686750822,0.3852300838018457,0.5444559358148133,0.5546794210233683,2,False,0.9266666666666666,0.10666666666666667,0.7733333333333333,0.2866666666666667,0.13333333333333333,13.196138750397793,2007.5,2356.0
|
| 52 |
+
scsemi_n40__raw,Abd-S42,adult_sepsis,1500,6567,150,0.8633333333333333,0.5748439165524593,0.04733333333333333,0.09760925841327851,0.012,0.17039744175422566,0.027333333333333334,0.05862646566164154,0.02,0.0016750418760469012,0.03,0.0968478757423481,0.6136287498096542,0.28354035879010253,0.5217301316549001,2,False,1.0,0.15333333333333332,0.92,0.2733333333333333,1.2,17.039744175422566,2008.0,1982.0
|
| 53 |
+
scsemi_n40__raw,Abd-S54,adult_sepsis,1500,7818,150,0.6253333333333333,0.4854182655410591,0.09866666666666667,0.1364799181376311,0.174,0.012918905090816066,0.056666666666666664,0.340752110514198,0.02266666666666667,0.0011511895625479663,0.02266666666666667,0.023279611153747763,0.6450232796111537,0.5525001038535718,0.5164341858692953,10,False,0.9866666666666667,0.09333333333333334,0.8866666666666667,0.15333333333333332,17.4,1.2918905090816066,2007.0,1933.5
|
| 54 |
+
scsemi_n40__raw,Abd-S98,adult_sepsis,1500,5010,150,0.18333333333333332,0.7477045908183633,0.019333333333333334,0.10958083832335329,0.7193333333333334,0.019560878243512974,0.004666666666666667,0.11037924151696607,0.04066666666666666,0.0015968063872255488,0.03266666666666666,0.011177644710578843,1.5206626746506986,0.6112521506261259,0.6337813236974993,15,False,0.9666666666666667,0.20666666666666667,0.48,0.32666666666666666,71.93333333333334,1.9560878243512974,2007.0,2016.0
|
| 55 |
+
scsemi_n40__raw,HC16,adult_HC,1500,9614,150,0.59,0.511441647597254,0.082,0.05325566881630955,0.096,0.1367796962762638,0.19266666666666668,0.28073642604535054,0.021333333333333333,0.010609527771999168,0.018,0.007177033492822967,0.2576989113098953,0.4818593323054142,0.6313968887600907,7,False,0.8933333333333333,0.07333333333333333,0.43333333333333335,0.21333333333333335,9.6,13.67796962762638,2006.0,1764.0
|
| 56 |
+
scsemi_n40__raw,IC15,adult_ICU_ctrl,1500,15576,150,0.6693333333333333,0.5791602465331279,0.058666666666666666,0.045839753466872114,0.14933333333333335,0.278954802259887,0.078,0.04840780688238315,0.01,0.0104648176682075,0.034666666666666665,0.03717257318952234,0.26518438623523366,0.41354969125033086,0.7167001888503757,4,False,0.8666666666666667,0.2,0.56,0.23333333333333334,14.933333333333335,27.8954802259887,2005.0,1517.0
|
| 57 |
+
scsemi_n40__raw,PHC02,ped_HC,1500,6519,150,0.5253333333333333,0.5781561589200798,0.264,0.16643657002607762,0.084,0.16612977450529223,0.078,0.057984353428439946,0.029333333333333333,0.006749501457278723,0.019333333333333334,0.02454364166283172,0.2803258168430741,0.19148225666934166,0.6341369834018921,3,False,0.92,0.2866666666666667,0.47333333333333333,0.22,8.4,16.612977450529222,2007.0,1516.0
|
| 58 |
+
scsemi_n40__raw,PIC02,ped_ICU_ctrl,1500,6570,150,0.5106666666666667,0.4786910197869102,0.3413333333333333,0.2785388127853881,0.04466666666666667,0.14170471841704718,0.022,0.036225266362252664,0.064,0.0030441400304414,0.017333333333333333,0.06179604261796043,0.3114520547945206,0.2065727806374711,0.6248865375550171,2,False,1.0,0.5466666666666666,0.7,0.5733333333333334,4.466666666666667,14.170471841704718,2009.5,1062.5
|
| 59 |
+
scsemi_n40__raw,Res-PS03,ped_sepsis,1500,5934,150,0.3626666666666667,0.15267947421638017,0.08933333333333333,0.8156386922817661,0.458,0.009605662285136502,0.042666666666666665,0.014492753623188406,0.005333333333333333,0.0,0.042,0.007583417593528817,1.4526107178968657,1.3250674709710555,0.5684513251789686,16,False,0.9666666666666667,0.08,0.6733333333333333,0.16666666666666666,45.800000000000004,0.9605662285136503,2009.0,1871.0
|
| 60 |
+
scsemi_n40__raw,Res-S127,adult_sepsis,1500,2869,150,0.37066666666666664,0.28302544440571625,0.09333333333333334,0.08051585918438481,0.452,0.5137678633670268,0.038,0.06099686301847333,0.012666666666666666,0.006273963053328686,0.03333333333333333,0.05542000697107006,0.2137028000464738,0.7286070088209968,0.6218879328007022,2,False,0.9866666666666667,0.13333333333333333,0.6266666666666667,0.3333333333333333,45.2,51.376786336702686,2007.0,2020.0
|
| 61 |
+
scsemi_n40__raw,Res-S164,adult_sepsis,1500,6275,150,0.6066666666666667,0.5641434262948207,0.13266666666666665,0.0796812749003984,0.056666666666666664,0.21529880478087648,0.05466666666666667,0.08366533864541832,0.064,0.020239043824701194,0.08533333333333333,0.03697211155378486,0.37526162018592296,0.2706143531207481,0.6196837294455194,4,False,1.0,0.18666666666666668,0.6133333333333333,0.37333333333333335,5.666666666666666,21.529880478087648,2004.5,2196.0
|
| 62 |
+
scsemi_n40__raw,Res-S166,adult_sepsis,1500,6119,150,0.568,0.29874162444843927,0.306,0.20934793266873672,0.025333333333333333,0.3784932178460533,0.07733333333333334,0.07991501879392057,0.0,0.002941657133518549,0.023333333333333334,0.030560549109331592,0.731820885765648,0.4559951768035859,0.6029738743522133,4,False,0.6466666666666666,0.12666666666666668,0.58,0.12,2.533333333333333,37.84932178460533,2009.0,2014.0
|
| 63 |
+
scsemi_n40__raw,Res-S87,adult_sepsis,1500,3841,150,0.9173333333333333,0.3967716740432179,0.0033333333333333335,0.01900546732621713,0.008666666666666666,0.4712314501431919,0.043333333333333335,0.058318146316063524,0.004666666666666667,0.014579536579015881,0.02266666666666667,0.040093725592293676,1.0411233185802307,0.6418650409196258,0.5516225408746943,3,False,0.98,0.31333333333333335,0.5733333333333334,0.4,0.8666666666666666,47.12314501431919,2009.0,1793.0
|
| 64 |
+
scsemi_n40__raw,Skin-S43,adult_sepsis,1500,7439,150,0.4246666666666667,0.7525205000672134,0.07733333333333334,0.07554778868127436,0.34933333333333333,0.05135098803602635,0.028,0.015459067078908456,0.0033333333333333335,0.0016131200430165346,0.11733333333333333,0.10350853609356096,0.6557076668010934,0.6767931457041653,0.6634295568994836,5,False,0.9733333333333334,0.2,0.6333333333333333,0.37333333333333335,34.93333333333333,5.135098803602635,2006.0,2254.0
|
| 65 |
+
scsemi_n40__raw,Uri-S93,adult_sepsis,1500,8007,150,0.4106666666666667,0.5157986761583614,0.086,0.3058573747970526,0.3453333333333333,0.08742350443362058,0.012666666666666666,0.04421131509928812,0.002,0.0012489072061945797,0.14333333333333334,0.0454602223054827,0.7130680654427377,0.29301554302897825,0.6234480972721935,2,False,1.0,0.11333333333333333,0.66,0.49333333333333335,34.53333333333333,8.742350443362058,2008.0,4595.0
|
paper-releases/pbisc-diffusion/updates/20261008T022410Z-deconv-scsemi-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/scsemi_budget_20261002/fold4/summary.json
ADDED
|
@@ -0,0 +1,1356 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"schema": "paired_ft_scores.v1",
|
| 3 |
+
"dataset": "ye2026_sepsis",
|
| 4 |
+
"written_utc": "2026-10-08T02:08:23.144856+00:00",
|
| 5 |
+
"command": [
|
| 6 |
+
"/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/tools/score_ft.py",
|
| 7 |
+
"--dataset",
|
| 8 |
+
"ye2026_sepsis",
|
| 9 |
+
"--out",
|
| 10 |
+
"/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/scsemi_budget_20261002/fold4",
|
| 11 |
+
"--threads",
|
| 12 |
+
"8",
|
| 13 |
+
"--arm",
|
| 14 |
+
"scsemi_n5__raw=/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/ye2026_sepsis/fold4/scsemi_n5__raw.npz",
|
| 15 |
+
"--arm",
|
| 16 |
+
"scsemi_n10__raw=/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/ye2026_sepsis/fold4/scsemi_n10__raw.npz",
|
| 17 |
+
"--arm",
|
| 18 |
+
"scsemi_n20__raw=/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/ye2026_sepsis/fold4/scsemi_n20__raw.npz",
|
| 19 |
+
"--arm",
|
| 20 |
+
"scsemi_n40__raw=/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/ye2026_sepsis/fold4/scsemi_n40__raw.npz",
|
| 21 |
+
"--case-groups",
|
| 22 |
+
"adult_sepsis,ped_sepsis",
|
| 23 |
+
"--control-groups",
|
| 24 |
+
"adult_HC,adult_ICU_ctrl,ped_HC,ped_ICU_ctrl"
|
| 25 |
+
],
|
| 26 |
+
"arms": [
|
| 27 |
+
"scsemi_n5__raw",
|
| 28 |
+
"scsemi_n10__raw",
|
| 29 |
+
"scsemi_n20__raw",
|
| 30 |
+
"scsemi_n40__raw"
|
| 31 |
+
],
|
| 32 |
+
"donors": [
|
| 33 |
+
"Abd-PS20",
|
| 34 |
+
"Abd-PS27",
|
| 35 |
+
"Abd-S42",
|
| 36 |
+
"Abd-S54",
|
| 37 |
+
"Abd-S98",
|
| 38 |
+
"HC16",
|
| 39 |
+
"IC15",
|
| 40 |
+
"PHC02",
|
| 41 |
+
"PIC02",
|
| 42 |
+
"Res-PS03",
|
| 43 |
+
"Res-S127",
|
| 44 |
+
"Res-S164",
|
| 45 |
+
"Res-S166",
|
| 46 |
+
"Res-S87",
|
| 47 |
+
"Skin-S43",
|
| 48 |
+
"Uri-S93"
|
| 49 |
+
],
|
| 50 |
+
"n_donors": 16,
|
| 51 |
+
"reference": {
|
| 52 |
+
"cache": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scoring_cache/ye2026_sepsis",
|
| 53 |
+
"reference_sha256": "bac12da8a241652cb75100a1b082b2be56806c9bf2fd20ce6f927f19683ea5b8",
|
| 54 |
+
"features_sha256": "0cfda4b0cf1caf5e5319d071697c228d894e992fd090e2b3ed450bd6c9887d46",
|
| 55 |
+
"n_r1_cells": 2400,
|
| 56 |
+
"pca": {
|
| 57 |
+
"n_components": 50,
|
| 58 |
+
"explained_variance_ratio_sum": 0.3546793758869171,
|
| 59 |
+
"n_fit_cells": 2400
|
| 60 |
+
},
|
| 61 |
+
"r2_control": {
|
| 62 |
+
"precision": 0.9975,
|
| 63 |
+
"coverage": 1.0,
|
| 64 |
+
"density": 2.04875,
|
| 65 |
+
"n_query": 2400,
|
| 66 |
+
"depth_matched": {
|
| 67 |
+
"precision": 0.9958333333333333,
|
| 68 |
+
"coverage": 1.0,
|
| 69 |
+
"density": 2.0255
|
| 70 |
+
}
|
| 71 |
+
},
|
| 72 |
+
"observed_l1_loo_null_mean": 0.5309673683527368
|
| 73 |
+
},
|
| 74 |
+
"contrast_definition": {
|
| 75 |
+
"enabled": true,
|
| 76 |
+
"rule": "explicit --case-groups / --control-groups",
|
| 77 |
+
"group_source": "features groups",
|
| 78 |
+
"case_groups": [
|
| 79 |
+
"adult_sepsis",
|
| 80 |
+
"ped_sepsis"
|
| 81 |
+
],
|
| 82 |
+
"control_groups": [
|
| 83 |
+
"adult_HC",
|
| 84 |
+
"adult_ICU_ctrl",
|
| 85 |
+
"ped_HC",
|
| 86 |
+
"ped_ICU_ctrl"
|
| 87 |
+
],
|
| 88 |
+
"n_case_donors": 12,
|
| 89 |
+
"n_control_donors": 4,
|
| 90 |
+
"n_donors_in_neither": 0,
|
| 91 |
+
"case": [
|
| 92 |
+
true,
|
| 93 |
+
true,
|
| 94 |
+
true,
|
| 95 |
+
true,
|
| 96 |
+
true,
|
| 97 |
+
false,
|
| 98 |
+
false,
|
| 99 |
+
false,
|
| 100 |
+
false,
|
| 101 |
+
true,
|
| 102 |
+
true,
|
| 103 |
+
true,
|
| 104 |
+
true,
|
| 105 |
+
true,
|
| 106 |
+
true,
|
| 107 |
+
true
|
| 108 |
+
],
|
| 109 |
+
"ctrl": [
|
| 110 |
+
false,
|
| 111 |
+
false,
|
| 112 |
+
false,
|
| 113 |
+
false,
|
| 114 |
+
false,
|
| 115 |
+
true,
|
| 116 |
+
true,
|
| 117 |
+
true,
|
| 118 |
+
true,
|
| 119 |
+
false,
|
| 120 |
+
false,
|
| 121 |
+
false,
|
| 122 |
+
false,
|
| 123 |
+
false,
|
| 124 |
+
false,
|
| 125 |
+
false
|
| 126 |
+
],
|
| 127 |
+
"groups": [
|
| 128 |
+
"ped_sepsis",
|
| 129 |
+
"ped_sepsis",
|
| 130 |
+
"adult_sepsis",
|
| 131 |
+
"adult_sepsis",
|
| 132 |
+
"adult_sepsis",
|
| 133 |
+
"adult_HC",
|
| 134 |
+
"adult_ICU_ctrl",
|
| 135 |
+
"ped_HC",
|
| 136 |
+
"ped_ICU_ctrl",
|
| 137 |
+
"ped_sepsis",
|
| 138 |
+
"adult_sepsis",
|
| 139 |
+
"adult_sepsis",
|
| 140 |
+
"adult_sepsis",
|
| 141 |
+
"adult_sepsis",
|
| 142 |
+
"adult_sepsis",
|
| 143 |
+
"adult_sepsis"
|
| 144 |
+
]
|
| 145 |
+
},
|
| 146 |
+
"deg_definition": {
|
| 147 |
+
"enabled": true,
|
| 148 |
+
"score": "top-50 DEG overlap per cell type (benchmark total_top50_overlap, Welch backend)",
|
| 149 |
+
"source": "/home/sj_server_1/PBISC/immun-pbmc-fm/bulk2sc-paper/scripts/evaluate_generated_vs_truth.py",
|
| 150 |
+
"functions": [
|
| 151 |
+
"welch_bh_deg",
|
| 152 |
+
"top_deg_genes",
|
| 153 |
+
"jaccard"
|
| 154 |
+
],
|
| 155 |
+
"reproduces": "utility_studies_final6k_20260925/sle top-50 DEG 81 (1,006 genes) / 84 (2,279 genes) = sum over the six gated types of top50_overlap_count",
|
| 156 |
+
"top_n": 50,
|
| 157 |
+
"fdr": 0.05,
|
| 158 |
+
"n_genes": 5975,
|
| 159 |
+
"types": [
|
| 160 |
+
"T cell",
|
| 161 |
+
"B cell",
|
| 162 |
+
"Monocyte",
|
| 163 |
+
"NK cell",
|
| 164 |
+
"DC"
|
| 165 |
+
],
|
| 166 |
+
"aggregates_source": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scoring_cache/ye2026_sepsis/deg_reference.npz",
|
| 167 |
+
"aggregates_sha256": "9886ea64da90b1db6a07984d5d61d7dab04ee0beee7d4094ee3672316c2691d0",
|
| 168 |
+
"aggregates_note": null,
|
| 169 |
+
"types_not_scored_observed": [],
|
| 170 |
+
"observed": {
|
| 171 |
+
"T cell": {
|
| 172 |
+
"n_significant": 35,
|
| 173 |
+
"n_tested": 5632,
|
| 174 |
+
"n_case_donors": 12,
|
| 175 |
+
"n_control_donors": 4,
|
| 176 |
+
"n_cells": 58503,
|
| 177 |
+
"top_list_size": 35
|
| 178 |
+
},
|
| 179 |
+
"B cell": {
|
| 180 |
+
"n_significant": 3,
|
| 181 |
+
"n_tested": 5506,
|
| 182 |
+
"n_case_donors": 12,
|
| 183 |
+
"n_control_donors": 4,
|
| 184 |
+
"n_cells": 21119,
|
| 185 |
+
"top_list_size": 3
|
| 186 |
+
},
|
| 187 |
+
"Monocyte": {
|
| 188 |
+
"n_significant": 1,
|
| 189 |
+
"n_tested": 5509,
|
| 190 |
+
"n_case_donors": 12,
|
| 191 |
+
"n_control_donors": 4,
|
| 192 |
+
"n_cells": 18965,
|
| 193 |
+
"top_list_size": 1
|
| 194 |
+
},
|
| 195 |
+
"NK cell": {
|
| 196 |
+
"n_significant": 0,
|
| 197 |
+
"n_tested": 5251,
|
| 198 |
+
"n_case_donors": 12,
|
| 199 |
+
"n_control_donors": 4,
|
| 200 |
+
"n_cells": 9793,
|
| 201 |
+
"top_list_size": 0
|
| 202 |
+
},
|
| 203 |
+
"DC": {
|
| 204 |
+
"n_significant": 0,
|
| 205 |
+
"n_tested": 4751,
|
| 206 |
+
"n_case_donors": 11,
|
| 207 |
+
"n_control_donors": 4,
|
| 208 |
+
"n_cells": 630,
|
| 209 |
+
"top_list_size": 0
|
| 210 |
+
}
|
| 211 |
+
},
|
| 212 |
+
"broadcast": "welch_bh_deg + top_deg_genes on the arm's condition bulk_counts (scoring genes, case|control donors), one list compared with every type's observed list (sle_broadcast.py broadcast_input_bulk); not part of the published benchmark"
|
| 213 |
+
},
|
| 214 |
+
"headline": {
|
| 215 |
+
"scsemi_n5__raw": {
|
| 216 |
+
"comp_l1": 0.5519470208629604,
|
| 217 |
+
"comp_l1_obs_loo_null": 0.5309673683527368,
|
| 218 |
+
"precision": 0.9354166666666667,
|
| 219 |
+
"coverage": 0.16666666666666666,
|
| 220 |
+
"precision_dm": 0.5629166666666666,
|
| 221 |
+
"coverage_dm": 0.2775,
|
| 222 |
+
"pb_r_median": 0.6329727905021623,
|
| 223 |
+
"pb_top1": 0.25,
|
| 224 |
+
"mono_pct_gen": 24.7375,
|
| 225 |
+
"mono_pct_obs": 17.958009612402527,
|
| 226 |
+
"median_umi_gen": 2041.0,
|
| 227 |
+
"median_umi_obs": 1935.0,
|
| 228 |
+
"contrast_mean_cp10k_r_gen": 0.34421421142372033,
|
| 229 |
+
"contrast_pseudobulk_log1p_cpm_r_gen": 0.14152984876266952,
|
| 230 |
+
"contrast_mean_cp10k_r_broadcast": 0.45267734200435145,
|
| 231 |
+
"contrast_pseudobulk_log1p_cpm_r_broadcast": 0.3163427458227496,
|
| 232 |
+
"deg_top50_T": 0,
|
| 233 |
+
"deg_top50_B": 0,
|
| 234 |
+
"deg_top50_Mono": 0,
|
| 235 |
+
"deg_top50_NK": 0,
|
| 236 |
+
"deg_top50_DC": 0,
|
| 237 |
+
"deg_top50_sum": 0,
|
| 238 |
+
"deg_top50_max": 39,
|
| 239 |
+
"deg_top50_sum_4type": 0,
|
| 240 |
+
"deg_top50_sum_broadcast": 0,
|
| 241 |
+
"seconds": 6.2
|
| 242 |
+
},
|
| 243 |
+
"scsemi_n10__raw": {
|
| 244 |
+
"comp_l1": 0.5528280394184253,
|
| 245 |
+
"comp_l1_obs_loo_null": 0.5309673683527368,
|
| 246 |
+
"precision": 0.9220833333333334,
|
| 247 |
+
"coverage": 0.16458333333333333,
|
| 248 |
+
"precision_dm": 0.55625,
|
| 249 |
+
"coverage_dm": 0.24625,
|
| 250 |
+
"pb_r_median": 0.6339693596997311,
|
| 251 |
+
"pb_top1": 0.1875,
|
| 252 |
+
"mono_pct_gen": 24.41666666666667,
|
| 253 |
+
"mono_pct_obs": 17.958009612402527,
|
| 254 |
+
"median_umi_gen": 2100.0,
|
| 255 |
+
"median_umi_obs": 1935.0,
|
| 256 |
+
"contrast_mean_cp10k_r_gen": 0.3831376925289796,
|
| 257 |
+
"contrast_pseudobulk_log1p_cpm_r_gen": 0.14436280939400536,
|
| 258 |
+
"contrast_mean_cp10k_r_broadcast": 0.45267734200435145,
|
| 259 |
+
"contrast_pseudobulk_log1p_cpm_r_broadcast": 0.3163427458227496,
|
| 260 |
+
"deg_top50_T": 0,
|
| 261 |
+
"deg_top50_B": 0,
|
| 262 |
+
"deg_top50_Mono": 0,
|
| 263 |
+
"deg_top50_NK": 0,
|
| 264 |
+
"deg_top50_DC": 0,
|
| 265 |
+
"deg_top50_sum": 0,
|
| 266 |
+
"deg_top50_max": 39,
|
| 267 |
+
"deg_top50_sum_4type": 0,
|
| 268 |
+
"deg_top50_sum_broadcast": 0,
|
| 269 |
+
"seconds": 5.9
|
| 270 |
+
},
|
| 271 |
+
"scsemi_n20__raw": {
|
| 272 |
+
"comp_l1": 0.5932919839552064,
|
| 273 |
+
"comp_l1_obs_loo_null": 0.5309673683527368,
|
| 274 |
+
"precision": 0.9554166666666667,
|
| 275 |
+
"coverage": 0.17083333333333334,
|
| 276 |
+
"precision_dm": 0.61125,
|
| 277 |
+
"coverage_dm": 0.2725,
|
| 278 |
+
"pb_r_median": 0.6225885158306885,
|
| 279 |
+
"pb_top1": 0.0625,
|
| 280 |
+
"mono_pct_gen": 27.1375,
|
| 281 |
+
"mono_pct_obs": 17.958009612402527,
|
| 282 |
+
"median_umi_gen": 2075.0,
|
| 283 |
+
"median_umi_obs": 1935.0,
|
| 284 |
+
"contrast_mean_cp10k_r_gen": 0.5322960967144265,
|
| 285 |
+
"contrast_pseudobulk_log1p_cpm_r_gen": 0.2054352817702288,
|
| 286 |
+
"contrast_mean_cp10k_r_broadcast": 0.45267734200435145,
|
| 287 |
+
"contrast_pseudobulk_log1p_cpm_r_broadcast": 0.3163427458227496,
|
| 288 |
+
"deg_top50_T": 0,
|
| 289 |
+
"deg_top50_B": 0,
|
| 290 |
+
"deg_top50_Mono": 0,
|
| 291 |
+
"deg_top50_NK": 0,
|
| 292 |
+
"deg_top50_DC": 0,
|
| 293 |
+
"deg_top50_sum": 0,
|
| 294 |
+
"deg_top50_max": 39,
|
| 295 |
+
"deg_top50_sum_4type": 0,
|
| 296 |
+
"deg_top50_sum_broadcast": 0,
|
| 297 |
+
"seconds": 5.8
|
| 298 |
+
},
|
| 299 |
+
"scsemi_n40__raw": {
|
| 300 |
+
"comp_l1": 0.6754275195367228,
|
| 301 |
+
"comp_l1_obs_loo_null": 0.5309673683527368,
|
| 302 |
+
"precision": 0.9445833333333333,
|
| 303 |
+
"coverage": 0.17875,
|
| 304 |
+
"precision_dm": 0.6616666666666666,
|
| 305 |
+
"coverage_dm": 0.28833333333333333,
|
| 306 |
+
"pb_r_median": 0.6207858311231108,
|
| 307 |
+
"pb_top1": 0.0,
|
| 308 |
+
"mono_pct_gen": 18.604166666666664,
|
| 309 |
+
"mono_pct_obs": 17.958009612402527,
|
| 310 |
+
"median_umi_gen": 2007.0,
|
| 311 |
+
"median_umi_obs": 1935.0,
|
| 312 |
+
"contrast_mean_cp10k_r_gen": 0.5986424391953116,
|
| 313 |
+
"contrast_pseudobulk_log1p_cpm_r_gen": 0.21154772107785325,
|
| 314 |
+
"contrast_mean_cp10k_r_broadcast": 0.45267734200435145,
|
| 315 |
+
"contrast_pseudobulk_log1p_cpm_r_broadcast": 0.3163427458227496,
|
| 316 |
+
"deg_top50_T": 0,
|
| 317 |
+
"deg_top50_B": 0,
|
| 318 |
+
"deg_top50_Mono": 0,
|
| 319 |
+
"deg_top50_NK": 0,
|
| 320 |
+
"deg_top50_DC": 0,
|
| 321 |
+
"deg_top50_sum": 0,
|
| 322 |
+
"deg_top50_max": 39,
|
| 323 |
+
"deg_top50_sum_4type": 0,
|
| 324 |
+
"deg_top50_sum_broadcast": 0,
|
| 325 |
+
"seconds": 5.7
|
| 326 |
+
}
|
| 327 |
+
},
|
| 328 |
+
"per_arm": {
|
| 329 |
+
"scsemi_n5__raw": {
|
| 330 |
+
"arm": "scsemi_n5__raw",
|
| 331 |
+
"npz": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/ye2026_sepsis/fold4/scsemi_n5__raw.npz",
|
| 332 |
+
"npz_sha256": "37fe3da976d0ac0e3d74fa44d7f45964349cc3c9abe7a23590d9d204ef593f71",
|
| 333 |
+
"receipt_verified": true,
|
| 334 |
+
"generation": {
|
| 335 |
+
"checkpoint": null,
|
| 336 |
+
"checkpoint_sha256": null,
|
| 337 |
+
"input_condition_path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/data/ye2026_sepsis/fold4/test_raw.npz",
|
| 338 |
+
"input_condition_sha256": "a07708cc635f28227107789c20607e4eedef4b9892e34b31e00946d8719a906d",
|
| 339 |
+
"seed": 20260927,
|
| 340 |
+
"steps": null,
|
| 341 |
+
"support_readout": "upstream (values <= 10 normalized units zeroed by fast_semi)",
|
| 342 |
+
"weights": null
|
| 343 |
+
},
|
| 344 |
+
"condition_for_broadcast": {
|
| 345 |
+
"path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/data/ye2026_sepsis/fold4/test_raw.npz",
|
| 346 |
+
"sha256": "a07708cc635f28227107789c20607e4eedef4b9892e34b31e00946d8719a906d"
|
| 347 |
+
},
|
| 348 |
+
"poisson": {
|
| 349 |
+
"seed": 20260916,
|
| 350 |
+
"rule": "whole NPZ, rows in NPZ order",
|
| 351 |
+
"nnz_whole_npz": 2759927,
|
| 352 |
+
"median_library_whole_npz_panel": 2041.0,
|
| 353 |
+
"n_rows_whole_npz": 24000
|
| 354 |
+
},
|
| 355 |
+
"annotation": {
|
| 356 |
+
"model_pt_sha256": "bf3655899e5abee435340fc008656c4a17342da0f30b70cfd43de8e9223e1930",
|
| 357 |
+
"zero_padded_model_genes": 0,
|
| 358 |
+
"label_counts": {
|
| 359 |
+
"T cell": 12158,
|
| 360 |
+
"Monocyte": 5937,
|
| 361 |
+
"B cell": 3301,
|
| 362 |
+
"Other": 1114,
|
| 363 |
+
"NK cell": 1000,
|
| 364 |
+
"DC": 490
|
| 365 |
+
},
|
| 366 |
+
"mean_l2_max_prob": 0.8806588929258287,
|
| 367 |
+
"predict_seconds": 3.5
|
| 368 |
+
},
|
| 369 |
+
"n_donors": 16,
|
| 370 |
+
"n_generated_cells": 24000,
|
| 371 |
+
"composition": {
|
| 372 |
+
"l1_mean": 0.5519470208629604,
|
| 373 |
+
"l1_median": 0.3561941184464053,
|
| 374 |
+
"l1_obs_loo_null_mean": 0.5309673683527368,
|
| 375 |
+
"l1_generated_loo_mean_vs_observed_mean": 0.5260448798529165,
|
| 376 |
+
"composition_top1": 0.1875,
|
| 377 |
+
"mean_fraction_generated": {
|
| 378 |
+
"T cell": 0.506583,
|
| 379 |
+
"B cell": 0.137542,
|
| 380 |
+
"Monocyte": 0.247375,
|
| 381 |
+
"NK cell": 0.041667,
|
| 382 |
+
"DC": 0.020417,
|
| 383 |
+
"Other": 0.046417
|
| 384 |
+
},
|
| 385 |
+
"mean_fraction_observed": {
|
| 386 |
+
"T cell": 0.489792,
|
| 387 |
+
"B cell": 0.194513,
|
| 388 |
+
"Monocyte": 0.17958,
|
| 389 |
+
"NK cell": 0.081768,
|
| 390 |
+
"DC": 0.005357,
|
| 391 |
+
"Other": 0.048991
|
| 392 |
+
}
|
| 393 |
+
},
|
| 394 |
+
"pseudobulk": {
|
| 395 |
+
"n_genes": 5975,
|
| 396 |
+
"r_median": 0.6329727905021623,
|
| 397 |
+
"r_mean": 0.6282716229740237,
|
| 398 |
+
"top1": 0.25,
|
| 399 |
+
"n_top1": 4,
|
| 400 |
+
"own_rank_median": 5.0,
|
| 401 |
+
"chance_top1": 0.0625
|
| 402 |
+
},
|
| 403 |
+
"precision_coverage": {
|
| 404 |
+
"precision": 0.9354166666666667,
|
| 405 |
+
"coverage": 0.16666666666666666,
|
| 406 |
+
"density": 0.43395833333333333,
|
| 407 |
+
"n_query": 2400,
|
| 408 |
+
"n_reference": 2400
|
| 409 |
+
},
|
| 410 |
+
"precision_coverage_depth_matched": {
|
| 411 |
+
"precision": 0.5629166666666666,
|
| 412 |
+
"coverage": 0.2775,
|
| 413 |
+
"density": 0.17120833333333335,
|
| 414 |
+
"detected_median_before": {
|
| 415 |
+
"R1": 404.0,
|
| 416 |
+
"Q": 115.0
|
| 417 |
+
},
|
| 418 |
+
"detected_median_after": {
|
| 419 |
+
"R1": 115.0,
|
| 420 |
+
"Q": 115.0
|
| 421 |
+
}
|
| 422 |
+
},
|
| 423 |
+
"monocyte_pct": {
|
| 424 |
+
"generated_mean_over_donors": 24.7375,
|
| 425 |
+
"observed_mean_over_donors": 17.958009612402527,
|
| 426 |
+
"generated_pooled_cells": 24.7375
|
| 427 |
+
},
|
| 428 |
+
"median_umi_per_cell_scoring_genes": {
|
| 429 |
+
"generated_pooled": 2041.0,
|
| 430 |
+
"observed_pooled": 1935.0,
|
| 431 |
+
"generated_mean_of_donor_medians": 2040.96875,
|
| 432 |
+
"observed_mean_of_donor_medians": 2044.375
|
| 433 |
+
},
|
| 434 |
+
"contrast": {
|
| 435 |
+
"mean_cp10k": {
|
| 436 |
+
"per_type": {
|
| 437 |
+
"T cell": {
|
| 438 |
+
"r_generated": 0.39488636893814383,
|
| 439 |
+
"r_broadcast": 0.42886210696669597,
|
| 440 |
+
"partial_r_generated_given_broadcast": 0.35065118797294886,
|
| 441 |
+
"r_generated_vs_broadcast": 0.19656287684573234,
|
| 442 |
+
"n_genes": 3262
|
| 443 |
+
},
|
| 444 |
+
"B cell": {
|
| 445 |
+
"r_generated": 0.31609381354906874,
|
| 446 |
+
"r_broadcast": 0.4365447930339029,
|
| 447 |
+
"partial_r_generated_given_broadcast": 0.27159891353574744,
|
| 448 |
+
"r_generated_vs_broadcast": 0.17275400542315072,
|
| 449 |
+
"n_genes": 3296
|
| 450 |
+
},
|
| 451 |
+
"Monocyte": {
|
| 452 |
+
"r_generated": 0.34967818425107955,
|
| 453 |
+
"r_broadcast": 0.5930541522716729,
|
| 454 |
+
"partial_r_generated_given_broadcast": 0.28578553632849557,
|
| 455 |
+
"r_generated_vs_broadcast": 0.2103016781011617,
|
| 456 |
+
"n_genes": 3254
|
| 457 |
+
},
|
| 458 |
+
"NK cell": {
|
| 459 |
+
"r_generated": 0.316198478956589,
|
| 460 |
+
"r_broadcast": 0.35224831574513416,
|
| 461 |
+
"partial_r_generated_given_broadcast": 0.2700647565147313,
|
| 462 |
+
"r_generated_vs_broadcast": 0.19369861245835882,
|
| 463 |
+
"n_genes": 3218
|
| 464 |
+
}
|
| 465 |
+
},
|
| 466 |
+
"mean_r_generated": 0.34421421142372033,
|
| 467 |
+
"mean_r_broadcast": 0.45267734200435145,
|
| 468 |
+
"mean_partial_r": 0.2945250985879808
|
| 469 |
+
},
|
| 470 |
+
"pseudobulk_log1p_cpm": {
|
| 471 |
+
"per_type": {
|
| 472 |
+
"T cell": {
|
| 473 |
+
"r_generated": 0.23060238190310356,
|
| 474 |
+
"r_broadcast": 0.363753414539451,
|
| 475 |
+
"partial_r_generated_given_broadcast": 0.19718586914142716,
|
| 476 |
+
"r_generated_vs_broadcast": 0.1335227973113857,
|
| 477 |
+
"n_genes": 3262
|
| 478 |
+
},
|
| 479 |
+
"B cell": {
|
| 480 |
+
"r_generated": 0.16450795695599088,
|
| 481 |
+
"r_broadcast": 0.2531553185437933,
|
| 482 |
+
"partial_r_generated_given_broadcast": 0.14542793965874215,
|
| 483 |
+
"r_generated_vs_broadcast": 0.09668519987122282,
|
| 484 |
+
"n_genes": 3296
|
| 485 |
+
},
|
| 486 |
+
"Monocyte": {
|
| 487 |
+
"r_generated": 0.07583650962848462,
|
| 488 |
+
"r_broadcast": 0.5641311182618092,
|
| 489 |
+
"partial_r_generated_given_broadcast": 0.10208723013389884,
|
| 490 |
+
"r_generated_vs_broadcast": -0.014971625519946416,
|
| 491 |
+
"n_genes": 3254
|
| 492 |
+
},
|
| 493 |
+
"NK cell": {
|
| 494 |
+
"r_generated": 0.095172546563099,
|
| 495 |
+
"r_broadcast": 0.08433113194594508,
|
| 496 |
+
"partial_r_generated_given_broadcast": 0.08720288432066665,
|
| 497 |
+
"r_generated_vs_broadcast": 0.10374820346978025,
|
| 498 |
+
"n_genes": 3218
|
| 499 |
+
}
|
| 500 |
+
},
|
| 501 |
+
"mean_r_generated": 0.14152984876266952,
|
| 502 |
+
"mean_r_broadcast": 0.3163427458227496,
|
| 503 |
+
"mean_partial_r": 0.13297598081368373
|
| 504 |
+
}
|
| 505 |
+
},
|
| 506 |
+
"deg_top50": {
|
| 507 |
+
"types_scored": [
|
| 508 |
+
"T cell",
|
| 509 |
+
"B cell",
|
| 510 |
+
"Monocyte",
|
| 511 |
+
"NK cell",
|
| 512 |
+
"DC"
|
| 513 |
+
],
|
| 514 |
+
"types_not_scored": {},
|
| 515 |
+
"per_type": {
|
| 516 |
+
"T cell": {
|
| 517 |
+
"deg_scored": true,
|
| 518 |
+
"top50_overlap": 0,
|
| 519 |
+
"top50_jaccard": 0.0,
|
| 520 |
+
"obs_top_list_size": 35,
|
| 521 |
+
"gen_top_list_size": 1,
|
| 522 |
+
"top50_overlap_broadcast": 0,
|
| 523 |
+
"top50_jaccard_broadcast": 0.0,
|
| 524 |
+
"n_cells_obs": 58503,
|
| 525 |
+
"n_cells_gen": 12158
|
| 526 |
+
},
|
| 527 |
+
"B cell": {
|
| 528 |
+
"deg_scored": true,
|
| 529 |
+
"top50_overlap": 0,
|
| 530 |
+
"top50_jaccard": 0.0,
|
| 531 |
+
"obs_top_list_size": 3,
|
| 532 |
+
"gen_top_list_size": 0,
|
| 533 |
+
"top50_overlap_broadcast": 0,
|
| 534 |
+
"top50_jaccard_broadcast": 0.0,
|
| 535 |
+
"n_cells_obs": 21119,
|
| 536 |
+
"n_cells_gen": 3301
|
| 537 |
+
},
|
| 538 |
+
"Monocyte": {
|
| 539 |
+
"deg_scored": true,
|
| 540 |
+
"top50_overlap": 0,
|
| 541 |
+
"top50_jaccard": 0.0,
|
| 542 |
+
"obs_top_list_size": 1,
|
| 543 |
+
"gen_top_list_size": 0,
|
| 544 |
+
"top50_overlap_broadcast": 0,
|
| 545 |
+
"top50_jaccard_broadcast": 0.0,
|
| 546 |
+
"n_cells_obs": 18965,
|
| 547 |
+
"n_cells_gen": 5937
|
| 548 |
+
},
|
| 549 |
+
"NK cell": {
|
| 550 |
+
"deg_scored": true,
|
| 551 |
+
"top50_overlap": 0,
|
| 552 |
+
"top50_jaccard": 0.0,
|
| 553 |
+
"obs_top_list_size": 0,
|
| 554 |
+
"gen_top_list_size": 1,
|
| 555 |
+
"top50_overlap_broadcast": 0,
|
| 556 |
+
"top50_jaccard_broadcast": null,
|
| 557 |
+
"n_cells_obs": 9793,
|
| 558 |
+
"n_cells_gen": 1000
|
| 559 |
+
},
|
| 560 |
+
"DC": {
|
| 561 |
+
"deg_scored": true,
|
| 562 |
+
"top50_overlap": 0,
|
| 563 |
+
"top50_jaccard": null,
|
| 564 |
+
"obs_top_list_size": 0,
|
| 565 |
+
"gen_top_list_size": 0,
|
| 566 |
+
"top50_overlap_broadcast": 0,
|
| 567 |
+
"top50_jaccard_broadcast": null,
|
| 568 |
+
"n_cells_obs": 630,
|
| 569 |
+
"n_cells_gen": 490
|
| 570 |
+
}
|
| 571 |
+
},
|
| 572 |
+
"sum": 0,
|
| 573 |
+
"sum_4type": 0,
|
| 574 |
+
"max": 39,
|
| 575 |
+
"mean": 0.0,
|
| 576 |
+
"sum_broadcast": 0,
|
| 577 |
+
"sum_broadcast_4type": 0,
|
| 578 |
+
"broadcast_n_significant": 0,
|
| 579 |
+
"seconds": 0.03
|
| 580 |
+
},
|
| 581 |
+
"seconds": 6.2
|
| 582 |
+
},
|
| 583 |
+
"scsemi_n10__raw": {
|
| 584 |
+
"arm": "scsemi_n10__raw",
|
| 585 |
+
"npz": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/ye2026_sepsis/fold4/scsemi_n10__raw.npz",
|
| 586 |
+
"npz_sha256": "a30d8f88c856e599a98045a66dadf9f53da47f3e9df67f0399a669311c6d1633",
|
| 587 |
+
"receipt_verified": true,
|
| 588 |
+
"generation": {
|
| 589 |
+
"checkpoint": null,
|
| 590 |
+
"checkpoint_sha256": null,
|
| 591 |
+
"input_condition_path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/data/ye2026_sepsis/fold4/test_raw.npz",
|
| 592 |
+
"input_condition_sha256": "a07708cc635f28227107789c20607e4eedef4b9892e34b31e00946d8719a906d",
|
| 593 |
+
"seed": 20260927,
|
| 594 |
+
"steps": null,
|
| 595 |
+
"support_readout": "upstream (values <= 10 normalized units zeroed by fast_semi)",
|
| 596 |
+
"weights": null
|
| 597 |
+
},
|
| 598 |
+
"condition_for_broadcast": {
|
| 599 |
+
"path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/data/ye2026_sepsis/fold4/test_raw.npz",
|
| 600 |
+
"sha256": "a07708cc635f28227107789c20607e4eedef4b9892e34b31e00946d8719a906d"
|
| 601 |
+
},
|
| 602 |
+
"poisson": {
|
| 603 |
+
"seed": 20260916,
|
| 604 |
+
"rule": "whole NPZ, rows in NPZ order",
|
| 605 |
+
"nnz_whole_npz": 2777060,
|
| 606 |
+
"median_library_whole_npz_panel": 2100.0,
|
| 607 |
+
"n_rows_whole_npz": 24000
|
| 608 |
+
},
|
| 609 |
+
"annotation": {
|
| 610 |
+
"model_pt_sha256": "bf3655899e5abee435340fc008656c4a17342da0f30b70cfd43de8e9223e1930",
|
| 611 |
+
"zero_padded_model_genes": 0,
|
| 612 |
+
"label_counts": {
|
| 613 |
+
"T cell": 12625,
|
| 614 |
+
"Monocyte": 5860,
|
| 615 |
+
"B cell": 2856,
|
| 616 |
+
"Other": 1099,
|
| 617 |
+
"NK cell": 1047,
|
| 618 |
+
"DC": 513
|
| 619 |
+
},
|
| 620 |
+
"mean_l2_max_prob": 0.880895137205099,
|
| 621 |
+
"predict_seconds": 3.2
|
| 622 |
+
},
|
| 623 |
+
"n_donors": 16,
|
| 624 |
+
"n_generated_cells": 24000,
|
| 625 |
+
"composition": {
|
| 626 |
+
"l1_mean": 0.5528280394184253,
|
| 627 |
+
"l1_median": 0.36552745177973867,
|
| 628 |
+
"l1_obs_loo_null_mean": 0.5309673683527368,
|
| 629 |
+
"l1_generated_loo_mean_vs_observed_mean": 0.5231734147632574,
|
| 630 |
+
"composition_top1": 0.1875,
|
| 631 |
+
"mean_fraction_generated": {
|
| 632 |
+
"T cell": 0.526042,
|
| 633 |
+
"B cell": 0.119,
|
| 634 |
+
"Monocyte": 0.244167,
|
| 635 |
+
"NK cell": 0.043625,
|
| 636 |
+
"DC": 0.021375,
|
| 637 |
+
"Other": 0.045792
|
| 638 |
+
},
|
| 639 |
+
"mean_fraction_observed": {
|
| 640 |
+
"T cell": 0.489792,
|
| 641 |
+
"B cell": 0.194513,
|
| 642 |
+
"Monocyte": 0.17958,
|
| 643 |
+
"NK cell": 0.081768,
|
| 644 |
+
"DC": 0.005357,
|
| 645 |
+
"Other": 0.048991
|
| 646 |
+
}
|
| 647 |
+
},
|
| 648 |
+
"pseudobulk": {
|
| 649 |
+
"n_genes": 5975,
|
| 650 |
+
"r_median": 0.6339693596997311,
|
| 651 |
+
"r_mean": 0.6236208374610681,
|
| 652 |
+
"top1": 0.1875,
|
| 653 |
+
"n_top1": 3,
|
| 654 |
+
"own_rank_median": 4.5,
|
| 655 |
+
"chance_top1": 0.0625
|
| 656 |
+
},
|
| 657 |
+
"precision_coverage": {
|
| 658 |
+
"precision": 0.9220833333333334,
|
| 659 |
+
"coverage": 0.16458333333333333,
|
| 660 |
+
"density": 0.42508333333333337,
|
| 661 |
+
"n_query": 2400,
|
| 662 |
+
"n_reference": 2400
|
| 663 |
+
},
|
| 664 |
+
"precision_coverage_depth_matched": {
|
| 665 |
+
"precision": 0.55625,
|
| 666 |
+
"coverage": 0.24625,
|
| 667 |
+
"density": 0.15341666666666667,
|
| 668 |
+
"detected_median_before": {
|
| 669 |
+
"R1": 404.0,
|
| 670 |
+
"Q": 116.0
|
| 671 |
+
},
|
| 672 |
+
"detected_median_after": {
|
| 673 |
+
"R1": 116.0,
|
| 674 |
+
"Q": 116.0
|
| 675 |
+
}
|
| 676 |
+
},
|
| 677 |
+
"monocyte_pct": {
|
| 678 |
+
"generated_mean_over_donors": 24.41666666666667,
|
| 679 |
+
"observed_mean_over_donors": 17.958009612402527,
|
| 680 |
+
"generated_pooled_cells": 24.416666666666668
|
| 681 |
+
},
|
| 682 |
+
"median_umi_per_cell_scoring_genes": {
|
| 683 |
+
"generated_pooled": 2100.0,
|
| 684 |
+
"observed_pooled": 1935.0,
|
| 685 |
+
"generated_mean_of_donor_medians": 2099.46875,
|
| 686 |
+
"observed_mean_of_donor_medians": 2044.375
|
| 687 |
+
},
|
| 688 |
+
"contrast": {
|
| 689 |
+
"mean_cp10k": {
|
| 690 |
+
"per_type": {
|
| 691 |
+
"T cell": {
|
| 692 |
+
"r_generated": 0.40140844494318834,
|
| 693 |
+
"r_broadcast": 0.42886210696669597,
|
| 694 |
+
"partial_r_generated_given_broadcast": 0.3668797779331223,
|
| 695 |
+
"r_generated_vs_broadcast": 0.17511856238735962,
|
| 696 |
+
"n_genes": 3262
|
| 697 |
+
},
|
| 698 |
+
"B cell": {
|
| 699 |
+
"r_generated": 0.40106377276263744,
|
| 700 |
+
"r_broadcast": 0.4365447930339029,
|
| 701 |
+
"partial_r_generated_given_broadcast": 0.370673053200487,
|
| 702 |
+
"r_generated_vs_broadcast": 0.16530665987653084,
|
| 703 |
+
"n_genes": 3296
|
| 704 |
+
},
|
| 705 |
+
"Monocyte": {
|
| 706 |
+
"r_generated": 0.35357921974359113,
|
| 707 |
+
"r_broadcast": 0.5930541522716729,
|
| 708 |
+
"partial_r_generated_given_broadcast": 0.3153898157788383,
|
| 709 |
+
"r_generated_vs_broadcast": 0.17458640316173804,
|
| 710 |
+
"n_genes": 3254
|
| 711 |
+
},
|
| 712 |
+
"NK cell": {
|
| 713 |
+
"r_generated": 0.3764993326665016,
|
| 714 |
+
"r_broadcast": 0.35224831574513416,
|
| 715 |
+
"partial_r_generated_given_broadcast": 0.31087507399279873,
|
| 716 |
+
"r_generated_vs_broadcast": 0.2746240007735385,
|
| 717 |
+
"n_genes": 3218
|
| 718 |
+
}
|
| 719 |
+
},
|
| 720 |
+
"mean_r_generated": 0.3831376925289796,
|
| 721 |
+
"mean_r_broadcast": 0.45267734200435145,
|
| 722 |
+
"mean_partial_r": 0.34095443022631156
|
| 723 |
+
},
|
| 724 |
+
"pseudobulk_log1p_cpm": {
|
| 725 |
+
"per_type": {
|
| 726 |
+
"T cell": {
|
| 727 |
+
"r_generated": 0.21406134896578735,
|
| 728 |
+
"r_broadcast": 0.363753414539451,
|
| 729 |
+
"partial_r_generated_given_broadcast": 0.18850824898430338,
|
| 730 |
+
"r_generated_vs_broadcast": 0.1086050296086281,
|
| 731 |
+
"n_genes": 3262
|
| 732 |
+
},
|
| 733 |
+
"B cell": {
|
| 734 |
+
"r_generated": 0.2093294091168733,
|
| 735 |
+
"r_broadcast": 0.2531553185437933,
|
| 736 |
+
"partial_r_generated_given_broadcast": 0.1900890473878595,
|
| 737 |
+
"r_generated_vs_broadcast": 0.10443378120519037,
|
| 738 |
+
"n_genes": 3296
|
| 739 |
+
},
|
| 740 |
+
"Monocyte": {
|
| 741 |
+
"r_generated": 0.07302368375462925,
|
| 742 |
+
"r_broadcast": 0.5641311182618092,
|
| 743 |
+
"partial_r_generated_given_broadcast": 0.09638781483737223,
|
| 744 |
+
"r_generated_vs_broadcast": -0.011623067798638946,
|
| 745 |
+
"n_genes": 3254
|
| 746 |
+
},
|
| 747 |
+
"NK cell": {
|
| 748 |
+
"r_generated": 0.08103679573873147,
|
| 749 |
+
"r_broadcast": 0.08433113194594508,
|
| 750 |
+
"partial_r_generated_given_broadcast": 0.07257057794398987,
|
| 751 |
+
"r_generated_vs_broadcast": 0.10852223919806733,
|
| 752 |
+
"n_genes": 3218
|
| 753 |
+
}
|
| 754 |
+
},
|
| 755 |
+
"mean_r_generated": 0.14436280939400536,
|
| 756 |
+
"mean_r_broadcast": 0.3163427458227496,
|
| 757 |
+
"mean_partial_r": 0.13688892228838126
|
| 758 |
+
}
|
| 759 |
+
},
|
| 760 |
+
"deg_top50": {
|
| 761 |
+
"types_scored": [
|
| 762 |
+
"T cell",
|
| 763 |
+
"B cell",
|
| 764 |
+
"Monocyte",
|
| 765 |
+
"NK cell",
|
| 766 |
+
"DC"
|
| 767 |
+
],
|
| 768 |
+
"types_not_scored": {},
|
| 769 |
+
"per_type": {
|
| 770 |
+
"T cell": {
|
| 771 |
+
"deg_scored": true,
|
| 772 |
+
"top50_overlap": 0,
|
| 773 |
+
"top50_jaccard": 0.0,
|
| 774 |
+
"obs_top_list_size": 35,
|
| 775 |
+
"gen_top_list_size": 7,
|
| 776 |
+
"top50_overlap_broadcast": 0,
|
| 777 |
+
"top50_jaccard_broadcast": 0.0,
|
| 778 |
+
"n_cells_obs": 58503,
|
| 779 |
+
"n_cells_gen": 12625
|
| 780 |
+
},
|
| 781 |
+
"B cell": {
|
| 782 |
+
"deg_scored": true,
|
| 783 |
+
"top50_overlap": 0,
|
| 784 |
+
"top50_jaccard": 0.0,
|
| 785 |
+
"obs_top_list_size": 3,
|
| 786 |
+
"gen_top_list_size": 2,
|
| 787 |
+
"top50_overlap_broadcast": 0,
|
| 788 |
+
"top50_jaccard_broadcast": 0.0,
|
| 789 |
+
"n_cells_obs": 21119,
|
| 790 |
+
"n_cells_gen": 2856
|
| 791 |
+
},
|
| 792 |
+
"Monocyte": {
|
| 793 |
+
"deg_scored": true,
|
| 794 |
+
"top50_overlap": 0,
|
| 795 |
+
"top50_jaccard": 0.0,
|
| 796 |
+
"obs_top_list_size": 1,
|
| 797 |
+
"gen_top_list_size": 0,
|
| 798 |
+
"top50_overlap_broadcast": 0,
|
| 799 |
+
"top50_jaccard_broadcast": 0.0,
|
| 800 |
+
"n_cells_obs": 18965,
|
| 801 |
+
"n_cells_gen": 5860
|
| 802 |
+
},
|
| 803 |
+
"NK cell": {
|
| 804 |
+
"deg_scored": true,
|
| 805 |
+
"top50_overlap": 0,
|
| 806 |
+
"top50_jaccard": 0.0,
|
| 807 |
+
"obs_top_list_size": 0,
|
| 808 |
+
"gen_top_list_size": 14,
|
| 809 |
+
"top50_overlap_broadcast": 0,
|
| 810 |
+
"top50_jaccard_broadcast": null,
|
| 811 |
+
"n_cells_obs": 9793,
|
| 812 |
+
"n_cells_gen": 1047
|
| 813 |
+
},
|
| 814 |
+
"DC": {
|
| 815 |
+
"deg_scored": true,
|
| 816 |
+
"top50_overlap": 0,
|
| 817 |
+
"top50_jaccard": null,
|
| 818 |
+
"obs_top_list_size": 0,
|
| 819 |
+
"gen_top_list_size": 0,
|
| 820 |
+
"top50_overlap_broadcast": 0,
|
| 821 |
+
"top50_jaccard_broadcast": null,
|
| 822 |
+
"n_cells_obs": 630,
|
| 823 |
+
"n_cells_gen": 513
|
| 824 |
+
}
|
| 825 |
+
},
|
| 826 |
+
"sum": 0,
|
| 827 |
+
"sum_4type": 0,
|
| 828 |
+
"max": 39,
|
| 829 |
+
"mean": 0.0,
|
| 830 |
+
"sum_broadcast": 0,
|
| 831 |
+
"sum_broadcast_4type": 0,
|
| 832 |
+
"broadcast_n_significant": 0,
|
| 833 |
+
"seconds": 0.03
|
| 834 |
+
},
|
| 835 |
+
"seconds": 5.9
|
| 836 |
+
},
|
| 837 |
+
"scsemi_n20__raw": {
|
| 838 |
+
"arm": "scsemi_n20__raw",
|
| 839 |
+
"npz": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/ye2026_sepsis/fold4/scsemi_n20__raw.npz",
|
| 840 |
+
"npz_sha256": "06bfaef9c4dac1870c19f48de0f48c6ecfb87f75e98afa9f2a5460aa51fb3a59",
|
| 841 |
+
"receipt_verified": true,
|
| 842 |
+
"generation": {
|
| 843 |
+
"checkpoint": null,
|
| 844 |
+
"checkpoint_sha256": null,
|
| 845 |
+
"input_condition_path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/data/ye2026_sepsis/fold4/test_raw.npz",
|
| 846 |
+
"input_condition_sha256": "a07708cc635f28227107789c20607e4eedef4b9892e34b31e00946d8719a906d",
|
| 847 |
+
"seed": 20260927,
|
| 848 |
+
"steps": null,
|
| 849 |
+
"support_readout": "upstream (values <= 10 normalized units zeroed by fast_semi)",
|
| 850 |
+
"weights": null
|
| 851 |
+
},
|
| 852 |
+
"condition_for_broadcast": {
|
| 853 |
+
"path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/data/ye2026_sepsis/fold4/test_raw.npz",
|
| 854 |
+
"sha256": "a07708cc635f28227107789c20607e4eedef4b9892e34b31e00946d8719a906d"
|
| 855 |
+
},
|
| 856 |
+
"poisson": {
|
| 857 |
+
"seed": 20260916,
|
| 858 |
+
"rule": "whole NPZ, rows in NPZ order",
|
| 859 |
+
"nnz_whole_npz": 2865570,
|
| 860 |
+
"median_library_whole_npz_panel": 2075.0,
|
| 861 |
+
"n_rows_whole_npz": 24000
|
| 862 |
+
},
|
| 863 |
+
"annotation": {
|
| 864 |
+
"model_pt_sha256": "bf3655899e5abee435340fc008656c4a17342da0f30b70cfd43de8e9223e1930",
|
| 865 |
+
"zero_padded_model_genes": 0,
|
| 866 |
+
"label_counts": {
|
| 867 |
+
"T cell": 11676,
|
| 868 |
+
"Monocyte": 6513,
|
| 869 |
+
"B cell": 2515,
|
| 870 |
+
"Other": 1809,
|
| 871 |
+
"NK cell": 955,
|
| 872 |
+
"DC": 532
|
| 873 |
+
},
|
| 874 |
+
"mean_l2_max_prob": 0.8792074739498397,
|
| 875 |
+
"predict_seconds": 3.0
|
| 876 |
+
},
|
| 877 |
+
"n_donors": 16,
|
| 878 |
+
"n_generated_cells": 24000,
|
| 879 |
+
"composition": {
|
| 880 |
+
"l1_mean": 0.5932919839552064,
|
| 881 |
+
"l1_median": 0.39395653283210397,
|
| 882 |
+
"l1_obs_loo_null_mean": 0.5309673683527368,
|
| 883 |
+
"l1_generated_loo_mean_vs_observed_mean": 0.5515351212541701,
|
| 884 |
+
"composition_top1": 0.125,
|
| 885 |
+
"mean_fraction_generated": {
|
| 886 |
+
"T cell": 0.4865,
|
| 887 |
+
"B cell": 0.104792,
|
| 888 |
+
"Monocyte": 0.271375,
|
| 889 |
+
"NK cell": 0.039792,
|
| 890 |
+
"DC": 0.022167,
|
| 891 |
+
"Other": 0.075375
|
| 892 |
+
},
|
| 893 |
+
"mean_fraction_observed": {
|
| 894 |
+
"T cell": 0.489792,
|
| 895 |
+
"B cell": 0.194513,
|
| 896 |
+
"Monocyte": 0.17958,
|
| 897 |
+
"NK cell": 0.081768,
|
| 898 |
+
"DC": 0.005357,
|
| 899 |
+
"Other": 0.048991
|
| 900 |
+
}
|
| 901 |
+
},
|
| 902 |
+
"pseudobulk": {
|
| 903 |
+
"n_genes": 5975,
|
| 904 |
+
"r_median": 0.6225885158306885,
|
| 905 |
+
"r_mean": 0.6139061557211045,
|
| 906 |
+
"top1": 0.0625,
|
| 907 |
+
"n_top1": 1,
|
| 908 |
+
"own_rank_median": 4.0,
|
| 909 |
+
"chance_top1": 0.0625
|
| 910 |
+
},
|
| 911 |
+
"precision_coverage": {
|
| 912 |
+
"precision": 0.9554166666666667,
|
| 913 |
+
"coverage": 0.17083333333333334,
|
| 914 |
+
"density": 0.5179166666666666,
|
| 915 |
+
"n_query": 2400,
|
| 916 |
+
"n_reference": 2400
|
| 917 |
+
},
|
| 918 |
+
"precision_coverage_depth_matched": {
|
| 919 |
+
"precision": 0.61125,
|
| 920 |
+
"coverage": 0.2725,
|
| 921 |
+
"density": 0.229875,
|
| 922 |
+
"detected_median_before": {
|
| 923 |
+
"R1": 404.0,
|
| 924 |
+
"Q": 122.0
|
| 925 |
+
},
|
| 926 |
+
"detected_median_after": {
|
| 927 |
+
"R1": 122.0,
|
| 928 |
+
"Q": 122.0
|
| 929 |
+
}
|
| 930 |
+
},
|
| 931 |
+
"monocyte_pct": {
|
| 932 |
+
"generated_mean_over_donors": 27.1375,
|
| 933 |
+
"observed_mean_over_donors": 17.958009612402527,
|
| 934 |
+
"generated_pooled_cells": 27.1375
|
| 935 |
+
},
|
| 936 |
+
"median_umi_per_cell_scoring_genes": {
|
| 937 |
+
"generated_pooled": 2075.0,
|
| 938 |
+
"observed_pooled": 1935.0,
|
| 939 |
+
"generated_mean_of_donor_medians": 2075.09375,
|
| 940 |
+
"observed_mean_of_donor_medians": 2044.375
|
| 941 |
+
},
|
| 942 |
+
"contrast": {
|
| 943 |
+
"mean_cp10k": {
|
| 944 |
+
"per_type": {
|
| 945 |
+
"T cell": {
|
| 946 |
+
"r_generated": 0.552147481335931,
|
| 947 |
+
"r_broadcast": 0.42886210696669597,
|
| 948 |
+
"partial_r_generated_given_broadcast": 0.49117624996097936,
|
| 949 |
+
"r_generated_vs_broadcast": 0.3007359704202384,
|
| 950 |
+
"n_genes": 3262
|
| 951 |
+
},
|
| 952 |
+
"B cell": {
|
| 953 |
+
"r_generated": 0.4929839168146293,
|
| 954 |
+
"r_broadcast": 0.4365447930339029,
|
| 955 |
+
"partial_r_generated_given_broadcast": 0.4265391275178936,
|
| 956 |
+
"r_generated_vs_broadcast": 0.28727959608087494,
|
| 957 |
+
"n_genes": 3296
|
| 958 |
+
},
|
| 959 |
+
"Monocyte": {
|
| 960 |
+
"r_generated": 0.5741068156349797,
|
| 961 |
+
"r_broadcast": 0.5930541522716729,
|
| 962 |
+
"partial_r_generated_given_broadcast": 0.4281155153236929,
|
| 963 |
+
"r_generated_vs_broadcast": 0.44857801364021826,
|
| 964 |
+
"n_genes": 3254
|
| 965 |
+
},
|
| 966 |
+
"NK cell": {
|
| 967 |
+
"r_generated": 0.5099461730721663,
|
| 968 |
+
"r_broadcast": 0.35224831574513416,
|
| 969 |
+
"partial_r_generated_given_broadcast": 0.44947863609579264,
|
| 970 |
+
"r_generated_vs_broadcast": 0.3137486851878414,
|
| 971 |
+
"n_genes": 3218
|
| 972 |
+
}
|
| 973 |
+
},
|
| 974 |
+
"mean_r_generated": 0.5322960967144265,
|
| 975 |
+
"mean_r_broadcast": 0.45267734200435145,
|
| 976 |
+
"mean_partial_r": 0.4488273822245896
|
| 977 |
+
},
|
| 978 |
+
"pseudobulk_log1p_cpm": {
|
| 979 |
+
"per_type": {
|
| 980 |
+
"T cell": {
|
| 981 |
+
"r_generated": 0.24561056579906088,
|
| 982 |
+
"r_broadcast": 0.363753414539451,
|
| 983 |
+
"partial_r_generated_given_broadcast": 0.2282863709637777,
|
| 984 |
+
"r_generated_vs_broadcast": 0.0931611449635696,
|
| 985 |
+
"n_genes": 3262
|
| 986 |
+
},
|
| 987 |
+
"B cell": {
|
| 988 |
+
"r_generated": 0.19788565819792228,
|
| 989 |
+
"r_broadcast": 0.2531553185437933,
|
| 990 |
+
"partial_r_generated_given_broadcast": 0.18421357135061792,
|
| 991 |
+
"r_generated_vs_broadcast": 0.07996439616291573,
|
| 992 |
+
"n_genes": 3296
|
| 993 |
+
},
|
| 994 |
+
"Monocyte": {
|
| 995 |
+
"r_generated": 0.2656664696321555,
|
| 996 |
+
"r_broadcast": 0.5641311182618092,
|
| 997 |
+
"partial_r_generated_given_broadcast": 0.1493339658296607,
|
| 998 |
+
"r_generated_vs_broadcast": 0.2598683204515419,
|
| 999 |
+
"n_genes": 3254
|
| 1000 |
+
},
|
| 1001 |
+
"NK cell": {
|
| 1002 |
+
"r_generated": 0.11257843345177658,
|
| 1003 |
+
"r_broadcast": 0.08433113194594508,
|
| 1004 |
+
"partial_r_generated_given_broadcast": 0.10409111718047756,
|
| 1005 |
+
"r_generated_vs_broadcast": 0.11290382136802048,
|
| 1006 |
+
"n_genes": 3218
|
| 1007 |
+
}
|
| 1008 |
+
},
|
| 1009 |
+
"mean_r_generated": 0.2054352817702288,
|
| 1010 |
+
"mean_r_broadcast": 0.3163427458227496,
|
| 1011 |
+
"mean_partial_r": 0.16648125633113348
|
| 1012 |
+
}
|
| 1013 |
+
},
|
| 1014 |
+
"deg_top50": {
|
| 1015 |
+
"types_scored": [
|
| 1016 |
+
"T cell",
|
| 1017 |
+
"B cell",
|
| 1018 |
+
"Monocyte",
|
| 1019 |
+
"NK cell",
|
| 1020 |
+
"DC"
|
| 1021 |
+
],
|
| 1022 |
+
"types_not_scored": {},
|
| 1023 |
+
"per_type": {
|
| 1024 |
+
"T cell": {
|
| 1025 |
+
"deg_scored": true,
|
| 1026 |
+
"top50_overlap": 0,
|
| 1027 |
+
"top50_jaccard": 0.0,
|
| 1028 |
+
"obs_top_list_size": 35,
|
| 1029 |
+
"gen_top_list_size": 0,
|
| 1030 |
+
"top50_overlap_broadcast": 0,
|
| 1031 |
+
"top50_jaccard_broadcast": 0.0,
|
| 1032 |
+
"n_cells_obs": 58503,
|
| 1033 |
+
"n_cells_gen": 11676
|
| 1034 |
+
},
|
| 1035 |
+
"B cell": {
|
| 1036 |
+
"deg_scored": true,
|
| 1037 |
+
"top50_overlap": 0,
|
| 1038 |
+
"top50_jaccard": 0.0,
|
| 1039 |
+
"obs_top_list_size": 3,
|
| 1040 |
+
"gen_top_list_size": 0,
|
| 1041 |
+
"top50_overlap_broadcast": 0,
|
| 1042 |
+
"top50_jaccard_broadcast": 0.0,
|
| 1043 |
+
"n_cells_obs": 21119,
|
| 1044 |
+
"n_cells_gen": 2515
|
| 1045 |
+
},
|
| 1046 |
+
"Monocyte": {
|
| 1047 |
+
"deg_scored": true,
|
| 1048 |
+
"top50_overlap": 0,
|
| 1049 |
+
"top50_jaccard": 0.0,
|
| 1050 |
+
"obs_top_list_size": 1,
|
| 1051 |
+
"gen_top_list_size": 0,
|
| 1052 |
+
"top50_overlap_broadcast": 0,
|
| 1053 |
+
"top50_jaccard_broadcast": 0.0,
|
| 1054 |
+
"n_cells_obs": 18965,
|
| 1055 |
+
"n_cells_gen": 6513
|
| 1056 |
+
},
|
| 1057 |
+
"NK cell": {
|
| 1058 |
+
"deg_scored": true,
|
| 1059 |
+
"top50_overlap": 0,
|
| 1060 |
+
"top50_jaccard": 0.0,
|
| 1061 |
+
"obs_top_list_size": 0,
|
| 1062 |
+
"gen_top_list_size": 6,
|
| 1063 |
+
"top50_overlap_broadcast": 0,
|
| 1064 |
+
"top50_jaccard_broadcast": null,
|
| 1065 |
+
"n_cells_obs": 9793,
|
| 1066 |
+
"n_cells_gen": 955
|
| 1067 |
+
},
|
| 1068 |
+
"DC": {
|
| 1069 |
+
"deg_scored": true,
|
| 1070 |
+
"top50_overlap": 0,
|
| 1071 |
+
"top50_jaccard": null,
|
| 1072 |
+
"obs_top_list_size": 0,
|
| 1073 |
+
"gen_top_list_size": 0,
|
| 1074 |
+
"top50_overlap_broadcast": 0,
|
| 1075 |
+
"top50_jaccard_broadcast": null,
|
| 1076 |
+
"n_cells_obs": 630,
|
| 1077 |
+
"n_cells_gen": 532
|
| 1078 |
+
}
|
| 1079 |
+
},
|
| 1080 |
+
"sum": 0,
|
| 1081 |
+
"sum_4type": 0,
|
| 1082 |
+
"max": 39,
|
| 1083 |
+
"mean": 0.0,
|
| 1084 |
+
"sum_broadcast": 0,
|
| 1085 |
+
"sum_broadcast_4type": 0,
|
| 1086 |
+
"broadcast_n_significant": 0,
|
| 1087 |
+
"seconds": 0.03
|
| 1088 |
+
},
|
| 1089 |
+
"seconds": 5.8
|
| 1090 |
+
},
|
| 1091 |
+
"scsemi_n40__raw": {
|
| 1092 |
+
"arm": "scsemi_n40__raw",
|
| 1093 |
+
"npz": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/ye2026_sepsis/fold4/scsemi_n40__raw.npz",
|
| 1094 |
+
"npz_sha256": "837d04284076d5a34cb0f6b28d89d0841689e3f3ed432ca9a322679aa1318d13",
|
| 1095 |
+
"receipt_verified": true,
|
| 1096 |
+
"generation": {
|
| 1097 |
+
"checkpoint": null,
|
| 1098 |
+
"checkpoint_sha256": null,
|
| 1099 |
+
"input_condition_path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/data/ye2026_sepsis/fold4/test_raw.npz",
|
| 1100 |
+
"input_condition_sha256": "a07708cc635f28227107789c20607e4eedef4b9892e34b31e00946d8719a906d",
|
| 1101 |
+
"seed": 20260927,
|
| 1102 |
+
"steps": null,
|
| 1103 |
+
"support_readout": "upstream (values <= 10 normalized units zeroed by fast_semi)",
|
| 1104 |
+
"weights": null
|
| 1105 |
+
},
|
| 1106 |
+
"condition_for_broadcast": {
|
| 1107 |
+
"path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/data/ye2026_sepsis/fold4/test_raw.npz",
|
| 1108 |
+
"sha256": "a07708cc635f28227107789c20607e4eedef4b9892e34b31e00946d8719a906d"
|
| 1109 |
+
},
|
| 1110 |
+
"poisson": {
|
| 1111 |
+
"seed": 20260916,
|
| 1112 |
+
"rule": "whole NPZ, rows in NPZ order",
|
| 1113 |
+
"nnz_whole_npz": 2796965,
|
| 1114 |
+
"median_library_whole_npz_panel": 2007.0,
|
| 1115 |
+
"n_rows_whole_npz": 24000
|
| 1116 |
+
},
|
| 1117 |
+
"annotation": {
|
| 1118 |
+
"model_pt_sha256": "bf3655899e5abee435340fc008656c4a17342da0f30b70cfd43de8e9223e1930",
|
| 1119 |
+
"zero_padded_model_genes": 0,
|
| 1120 |
+
"label_counts": {
|
| 1121 |
+
"T cell": 13672,
|
| 1122 |
+
"Monocyte": 4465,
|
| 1123 |
+
"B cell": 2869,
|
| 1124 |
+
"Other": 1403,
|
| 1125 |
+
"NK cell": 1141,
|
| 1126 |
+
"DC": 450
|
| 1127 |
+
},
|
| 1128 |
+
"mean_l2_max_prob": 0.8620653915610165,
|
| 1129 |
+
"predict_seconds": 3.0
|
| 1130 |
+
},
|
| 1131 |
+
"n_donors": 16,
|
| 1132 |
+
"n_generated_cells": 24000,
|
| 1133 |
+
"composition": {
|
| 1134 |
+
"l1_mean": 0.6754275195367228,
|
| 1135 |
+
"l1_median": 0.629326014710404,
|
| 1136 |
+
"l1_obs_loo_null_mean": 0.5309673683527368,
|
| 1137 |
+
"l1_generated_loo_mean_vs_observed_mean": 0.4928924389029405,
|
| 1138 |
+
"composition_top1": 0.0625,
|
| 1139 |
+
"mean_fraction_generated": {
|
| 1140 |
+
"T cell": 0.569667,
|
| 1141 |
+
"B cell": 0.119542,
|
| 1142 |
+
"Monocyte": 0.186042,
|
| 1143 |
+
"NK cell": 0.047542,
|
| 1144 |
+
"DC": 0.01875,
|
| 1145 |
+
"Other": 0.058458
|
| 1146 |
+
},
|
| 1147 |
+
"mean_fraction_observed": {
|
| 1148 |
+
"T cell": 0.489792,
|
| 1149 |
+
"B cell": 0.194513,
|
| 1150 |
+
"Monocyte": 0.17958,
|
| 1151 |
+
"NK cell": 0.081768,
|
| 1152 |
+
"DC": 0.005357,
|
| 1153 |
+
"Other": 0.048991
|
| 1154 |
+
}
|
| 1155 |
+
},
|
| 1156 |
+
"pseudobulk": {
|
| 1157 |
+
"n_genes": 5975,
|
| 1158 |
+
"r_median": 0.6207858311231108,
|
| 1159 |
+
"r_mean": 0.5894808722840579,
|
| 1160 |
+
"top1": 0.0,
|
| 1161 |
+
"n_top1": 0,
|
| 1162 |
+
"own_rank_median": 4.0,
|
| 1163 |
+
"chance_top1": 0.0625
|
| 1164 |
+
},
|
| 1165 |
+
"precision_coverage": {
|
| 1166 |
+
"precision": 0.9445833333333333,
|
| 1167 |
+
"coverage": 0.17875,
|
| 1168 |
+
"density": 0.505375,
|
| 1169 |
+
"n_query": 2400,
|
| 1170 |
+
"n_reference": 2400
|
| 1171 |
+
},
|
| 1172 |
+
"precision_coverage_depth_matched": {
|
| 1173 |
+
"precision": 0.6616666666666666,
|
| 1174 |
+
"coverage": 0.28833333333333333,
|
| 1175 |
+
"density": 0.24829166666666666,
|
| 1176 |
+
"detected_median_before": {
|
| 1177 |
+
"R1": 404.0,
|
| 1178 |
+
"Q": 118.0
|
| 1179 |
+
},
|
| 1180 |
+
"detected_median_after": {
|
| 1181 |
+
"R1": 118.0,
|
| 1182 |
+
"Q": 118.0
|
| 1183 |
+
}
|
| 1184 |
+
},
|
| 1185 |
+
"monocyte_pct": {
|
| 1186 |
+
"generated_mean_over_donors": 18.604166666666664,
|
| 1187 |
+
"observed_mean_over_donors": 17.958009612402527,
|
| 1188 |
+
"generated_pooled_cells": 18.604166666666664
|
| 1189 |
+
},
|
| 1190 |
+
"median_umi_per_cell_scoring_genes": {
|
| 1191 |
+
"generated_pooled": 2007.0,
|
| 1192 |
+
"observed_pooled": 1935.0,
|
| 1193 |
+
"generated_mean_of_donor_medians": 2007.28125,
|
| 1194 |
+
"observed_mean_of_donor_medians": 2044.375
|
| 1195 |
+
},
|
| 1196 |
+
"contrast": {
|
| 1197 |
+
"mean_cp10k": {
|
| 1198 |
+
"per_type": {
|
| 1199 |
+
"T cell": {
|
| 1200 |
+
"r_generated": 0.6138726542926783,
|
| 1201 |
+
"r_broadcast": 0.42886210696669597,
|
| 1202 |
+
"partial_r_generated_given_broadcast": 0.5731372275655741,
|
| 1203 |
+
"r_generated_vs_broadcast": 0.2684309369640707,
|
| 1204 |
+
"n_genes": 3262
|
| 1205 |
+
},
|
| 1206 |
+
"B cell": {
|
| 1207 |
+
"r_generated": 0.5755280065542515,
|
| 1208 |
+
"r_broadcast": 0.4365447930339029,
|
| 1209 |
+
"partial_r_generated_given_broadcast": 0.5501691998939684,
|
| 1210 |
+
"r_generated_vs_broadcast": 0.20973751161637288,
|
| 1211 |
+
"n_genes": 3296
|
| 1212 |
+
},
|
| 1213 |
+
"Monocyte": {
|
| 1214 |
+
"r_generated": 0.5655687229054338,
|
| 1215 |
+
"r_broadcast": 0.5930541522716729,
|
| 1216 |
+
"partial_r_generated_given_broadcast": 0.4993474429550871,
|
| 1217 |
+
"r_generated_vs_broadcast": 0.3088592563967311,
|
| 1218 |
+
"n_genes": 3254
|
| 1219 |
+
},
|
| 1220 |
+
"NK cell": {
|
| 1221 |
+
"r_generated": 0.6396003730288828,
|
| 1222 |
+
"r_broadcast": 0.35224831574513416,
|
| 1223 |
+
"partial_r_generated_given_broadcast": 0.5965650098535794,
|
| 1224 |
+
"r_generated_vs_broadcast": 0.3075408359613568,
|
| 1225 |
+
"n_genes": 3218
|
| 1226 |
+
}
|
| 1227 |
+
},
|
| 1228 |
+
"mean_r_generated": 0.5986424391953116,
|
| 1229 |
+
"mean_r_broadcast": 0.45267734200435145,
|
| 1230 |
+
"mean_partial_r": 0.5548047200670522
|
| 1231 |
+
},
|
| 1232 |
+
"pseudobulk_log1p_cpm": {
|
| 1233 |
+
"per_type": {
|
| 1234 |
+
"T cell": {
|
| 1235 |
+
"r_generated": 0.25642506138109106,
|
| 1236 |
+
"r_broadcast": 0.363753414539451,
|
| 1237 |
+
"partial_r_generated_given_broadcast": 0.24892692913433426,
|
| 1238 |
+
"r_generated_vs_broadcast": 0.06901280330016717,
|
| 1239 |
+
"n_genes": 3262
|
| 1240 |
+
},
|
| 1241 |
+
"B cell": {
|
| 1242 |
+
"r_generated": 0.21156569854645044,
|
| 1243 |
+
"r_broadcast": 0.2531553185437933,
|
| 1244 |
+
"partial_r_generated_given_broadcast": 0.21476963694412068,
|
| 1245 |
+
"r_generated_vs_broadcast": 0.015072348659675654,
|
| 1246 |
+
"n_genes": 3296
|
| 1247 |
+
},
|
| 1248 |
+
"Monocyte": {
|
| 1249 |
+
"r_generated": 0.2173304818393144,
|
| 1250 |
+
"r_broadcast": 0.5641311182618092,
|
| 1251 |
+
"partial_r_generated_given_broadcast": 0.19608926633872872,
|
| 1252 |
+
"r_generated_vs_broadcast": 0.09967317120606833,
|
| 1253 |
+
"n_genes": 3254
|
| 1254 |
+
},
|
| 1255 |
+
"NK cell": {
|
| 1256 |
+
"r_generated": 0.16086964254455713,
|
| 1257 |
+
"r_broadcast": 0.08433113194594508,
|
| 1258 |
+
"partial_r_generated_given_broadcast": 0.1550077774348229,
|
| 1259 |
+
"r_generated_vs_broadcast": 0.08226589761381672,
|
| 1260 |
+
"n_genes": 3218
|
| 1261 |
+
}
|
| 1262 |
+
},
|
| 1263 |
+
"mean_r_generated": 0.21154772107785325,
|
| 1264 |
+
"mean_r_broadcast": 0.3163427458227496,
|
| 1265 |
+
"mean_partial_r": 0.20369840246300164
|
| 1266 |
+
}
|
| 1267 |
+
},
|
| 1268 |
+
"deg_top50": {
|
| 1269 |
+
"types_scored": [
|
| 1270 |
+
"T cell",
|
| 1271 |
+
"B cell",
|
| 1272 |
+
"Monocyte",
|
| 1273 |
+
"NK cell",
|
| 1274 |
+
"DC"
|
| 1275 |
+
],
|
| 1276 |
+
"types_not_scored": {},
|
| 1277 |
+
"per_type": {
|
| 1278 |
+
"T cell": {
|
| 1279 |
+
"deg_scored": true,
|
| 1280 |
+
"top50_overlap": 0,
|
| 1281 |
+
"top50_jaccard": 0.0,
|
| 1282 |
+
"obs_top_list_size": 35,
|
| 1283 |
+
"gen_top_list_size": 4,
|
| 1284 |
+
"top50_overlap_broadcast": 0,
|
| 1285 |
+
"top50_jaccard_broadcast": 0.0,
|
| 1286 |
+
"n_cells_obs": 58503,
|
| 1287 |
+
"n_cells_gen": 13672
|
| 1288 |
+
},
|
| 1289 |
+
"B cell": {
|
| 1290 |
+
"deg_scored": true,
|
| 1291 |
+
"top50_overlap": 0,
|
| 1292 |
+
"top50_jaccard": 0.0,
|
| 1293 |
+
"obs_top_list_size": 3,
|
| 1294 |
+
"gen_top_list_size": 1,
|
| 1295 |
+
"top50_overlap_broadcast": 0,
|
| 1296 |
+
"top50_jaccard_broadcast": 0.0,
|
| 1297 |
+
"n_cells_obs": 21119,
|
| 1298 |
+
"n_cells_gen": 2869
|
| 1299 |
+
},
|
| 1300 |
+
"Monocyte": {
|
| 1301 |
+
"deg_scored": true,
|
| 1302 |
+
"top50_overlap": 0,
|
| 1303 |
+
"top50_jaccard": 0.0,
|
| 1304 |
+
"obs_top_list_size": 1,
|
| 1305 |
+
"gen_top_list_size": 1,
|
| 1306 |
+
"top50_overlap_broadcast": 0,
|
| 1307 |
+
"top50_jaccard_broadcast": 0.0,
|
| 1308 |
+
"n_cells_obs": 18965,
|
| 1309 |
+
"n_cells_gen": 4465
|
| 1310 |
+
},
|
| 1311 |
+
"NK cell": {
|
| 1312 |
+
"deg_scored": true,
|
| 1313 |
+
"top50_overlap": 0,
|
| 1314 |
+
"top50_jaccard": 0.0,
|
| 1315 |
+
"obs_top_list_size": 0,
|
| 1316 |
+
"gen_top_list_size": 9,
|
| 1317 |
+
"top50_overlap_broadcast": 0,
|
| 1318 |
+
"top50_jaccard_broadcast": null,
|
| 1319 |
+
"n_cells_obs": 9793,
|
| 1320 |
+
"n_cells_gen": 1141
|
| 1321 |
+
},
|
| 1322 |
+
"DC": {
|
| 1323 |
+
"deg_scored": true,
|
| 1324 |
+
"top50_overlap": 0,
|
| 1325 |
+
"top50_jaccard": null,
|
| 1326 |
+
"obs_top_list_size": 0,
|
| 1327 |
+
"gen_top_list_size": 0,
|
| 1328 |
+
"top50_overlap_broadcast": 0,
|
| 1329 |
+
"top50_jaccard_broadcast": null,
|
| 1330 |
+
"n_cells_obs": 630,
|
| 1331 |
+
"n_cells_gen": 450
|
| 1332 |
+
}
|
| 1333 |
+
},
|
| 1334 |
+
"sum": 0,
|
| 1335 |
+
"sum_4type": 0,
|
| 1336 |
+
"max": 39,
|
| 1337 |
+
"mean": 0.0,
|
| 1338 |
+
"sum_broadcast": 0,
|
| 1339 |
+
"sum_broadcast_4type": 0,
|
| 1340 |
+
"broadcast_n_significant": 0,
|
| 1341 |
+
"seconds": 0.03
|
| 1342 |
+
},
|
| 1343 |
+
"seconds": 5.7
|
| 1344 |
+
}
|
| 1345 |
+
},
|
| 1346 |
+
"code_sha256": {
|
| 1347 |
+
"/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/tools/score_ft.py": "ec5f40b4cea6d5062d0138f3b934abb6465e34cbfeac869c8a0906924c033aec",
|
| 1348 |
+
"/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/tools/ft_common.py": "4a6366b0f22208cd58714fc0261b8840c643b9d4569704d560cfd93534cbc747",
|
| 1349 |
+
"/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/utility_studies_final6k_20260925/umap/cell_immicro_5arm/tools/stage_b_embed.py": "d056cfdf38fb0e5f478756f370174e993b75d0c973c48e02e21749175a4ca2da",
|
| 1350 |
+
"/home/sj_server_1/PBISC/immun-pbmc-fm/bulk2sc-paper/scripts/evaluate_generated_vs_truth.py": "48b12d794782b840838853e93e0fc55fab00532c4b3698f4588e926b985d2881",
|
| 1351 |
+
"/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/utility_studies_final6k_20260925/immicro/tools/immicro_common.py": "c5c30e917148cc5e664e91ea30c11bbdff9b6d1f53a3e0a13e16b1917eff37e9",
|
| 1352 |
+
"/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/aifi_scanvi_rebuild_20260916/predict_scanvi.py": "482ee5dcf4d72b54bc36cbb6dcff62e5030bc7afc46cb5fb01eca73a82ee45a5",
|
| 1353 |
+
"/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/aifi_scanvi_rebuild_20260916/poisson_readout.py": "8bfa080942fbcdc89ae23b276524a1a83266fb8cbc56b9af279e50f82e6cde38"
|
| 1354 |
+
},
|
| 1355 |
+
"seconds": 25.2
|
| 1356 |
+
}
|
paper-releases/pbisc-diffusion/updates/20261008T022410Z-deconv-scsemi-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/scsemi_budget_20261002/pooled/arms/scsemi_n10__raw/deg_top50_lists.csv
ADDED
|
@@ -0,0 +1,341 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
celltype,source,rank,gene_id
|
| 2 |
+
T cell,observed,1,ENSG00000123358
|
| 3 |
+
T cell,observed,2,ENSG00000090382
|
| 4 |
+
T cell,observed,3,ENSG00000143333
|
| 5 |
+
T cell,observed,4,ENSG00000109321
|
| 6 |
+
T cell,observed,5,ENSG00000124762
|
| 7 |
+
T cell,observed,6,ENSG00000184113
|
| 8 |
+
T cell,observed,7,ENSG00000144655
|
| 9 |
+
T cell,observed,8,ENSG00000118515
|
| 10 |
+
T cell,observed,9,ENSG00000184557
|
| 11 |
+
T cell,observed,10,ENSG00000162772
|
| 12 |
+
T cell,observed,11,ENSG00000232810
|
| 13 |
+
T cell,observed,12,ENSG00000134531
|
| 14 |
+
T cell,observed,13,ENSG00000277632
|
| 15 |
+
T cell,observed,14,ENSG00000144290
|
| 16 |
+
T cell,observed,15,ENSG00000112149
|
| 17 |
+
T cell,observed,16,ENSG00000168497
|
| 18 |
+
T cell,observed,17,ENSG00000062524
|
| 19 |
+
T cell,observed,18,ENSG00000163563
|
| 20 |
+
T cell,observed,19,ENSG00000113070
|
| 21 |
+
T cell,observed,20,ENSG00000101162
|
| 22 |
+
T cell,observed,21,ENSG00000168209
|
| 23 |
+
T cell,observed,22,ENSG00000158813
|
| 24 |
+
T cell,observed,23,ENSG00000173114
|
| 25 |
+
T cell,observed,24,ENSG00000127920
|
| 26 |
+
T cell,observed,25,ENSG00000120708
|
| 27 |
+
T cell,observed,26,ENSG00000138166
|
| 28 |
+
T cell,observed,27,ENSG00000168329
|
| 29 |
+
T cell,observed,28,ENSG00000119508
|
| 30 |
+
T cell,observed,29,ENSG00000085265
|
| 31 |
+
T cell,observed,30,ENSG00000275302
|
| 32 |
+
T cell,observed,31,ENSG00000100906
|
| 33 |
+
T cell,observed,32,ENSG00000179388
|
| 34 |
+
T cell,observed,33,ENSG00000108551
|
| 35 |
+
T cell,observed,34,ENSG00000128016
|
| 36 |
+
T cell,observed,35,ENSG00000160789
|
| 37 |
+
T cell,observed,36,ENSG00000100079
|
| 38 |
+
T cell,observed,37,ENSG00000121552
|
| 39 |
+
T cell,observed,38,ENSG00000110848
|
| 40 |
+
T cell,observed,39,ENSG00000150681
|
| 41 |
+
T cell,observed,40,ENSG00000197728
|
| 42 |
+
T cell,observed,41,ENSG00000110077
|
| 43 |
+
T cell,observed,42,ENSG00000115607
|
| 44 |
+
T cell,observed,43,ENSG00000134545
|
| 45 |
+
T cell,observed,44,ENSG00000125968
|
| 46 |
+
T cell,observed,45,ENSG00000091129
|
| 47 |
+
T cell,observed,46,ENSG00000113088
|
| 48 |
+
T cell,observed,47,ENSG00000106066
|
| 49 |
+
T cell,observed,48,ENSG00000130844
|
| 50 |
+
T cell,observed,49,ENSG00000117281
|
| 51 |
+
T cell,observed,50,ENSG00000038427
|
| 52 |
+
T cell,generated,1,ENSG00000111796
|
| 53 |
+
T cell,generated,2,ENSG00000168209
|
| 54 |
+
T cell,generated,3,ENSG00000113088
|
| 55 |
+
T cell,generated,4,ENSG00000160654
|
| 56 |
+
T cell,generated,5,ENSG00000163131
|
| 57 |
+
T cell,generated,6,ENSG00000100242
|
| 58 |
+
T cell,generated,7,ENSG00000197540
|
| 59 |
+
T cell,generated,8,ENSG00000167286
|
| 60 |
+
T cell,generated,9,ENSG00000132819
|
| 61 |
+
T cell,generated,10,ENSG00000168685
|
| 62 |
+
T cell,generated,11,ENSG00000198851
|
| 63 |
+
T cell,generated,12,ENSG00000145425
|
| 64 |
+
T cell,generated,13,ENSG00000109475
|
| 65 |
+
T cell,generated,14,ENSG00000182899
|
| 66 |
+
T cell,generated,15,ENSG00000143947
|
| 67 |
+
B cell,observed,1,ENSG00000123358
|
| 68 |
+
B cell,observed,2,ENSG00000090382
|
| 69 |
+
B cell,observed,3,ENSG00000184557
|
| 70 |
+
B cell,observed,4,ENSG00000143333
|
| 71 |
+
B cell,observed,5,ENSG00000125968
|
| 72 |
+
B cell,observed,6,ENSG00000124762
|
| 73 |
+
B cell,observed,7,ENSG00000162772
|
| 74 |
+
B cell,observed,8,ENSG00000113088
|
| 75 |
+
B cell,observed,9,ENSG00000066923
|
| 76 |
+
B cell,observed,10,ENSG00000118515
|
| 77 |
+
B cell,observed,11,ENSG00000158050
|
| 78 |
+
B cell,observed,12,ENSG00000119508
|
| 79 |
+
B cell,observed,13,ENSG00000168209
|
| 80 |
+
B cell,observed,14,ENSG00000232810
|
| 81 |
+
B cell,observed,15,ENSG00000168329
|
| 82 |
+
B cell,observed,16,ENSG00000114315
|
| 83 |
+
B cell,observed,17,ENSG00000112149
|
| 84 |
+
B cell,observed,18,ENSG00000137441
|
| 85 |
+
B cell,observed,19,ENSG00000138166
|
| 86 |
+
B cell,observed,20,ENSG00000185022
|
| 87 |
+
B cell,observed,21,ENSG00000090339
|
| 88 |
+
B cell,observed,22,ENSG00000145649
|
| 89 |
+
B cell,observed,23,ENSG00000130844
|
| 90 |
+
B cell,observed,24,ENSG00000150625
|
| 91 |
+
B cell,observed,25,ENSG00000153563
|
| 92 |
+
B cell,observed,26,ENSG00000165949
|
| 93 |
+
B cell,observed,27,ENSG00000180739
|
| 94 |
+
B cell,observed,28,ENSG00000153234
|
| 95 |
+
B cell,observed,29,ENSG00000160654
|
| 96 |
+
B cell,observed,30,ENSG00000143603
|
| 97 |
+
B cell,observed,31,ENSG00000103257
|
| 98 |
+
B cell,observed,32,ENSG00000172673
|
| 99 |
+
B cell,observed,33,ENSG00000110448
|
| 100 |
+
B cell,observed,34,ENSG00000151090
|
| 101 |
+
B cell,observed,35,ENSG00000111796
|
| 102 |
+
B cell,observed,36,ENSG00000173114
|
| 103 |
+
B cell,observed,37,ENSG00000166750
|
| 104 |
+
B cell,observed,38,ENSG00000144655
|
| 105 |
+
B cell,observed,39,ENSG00000172116
|
| 106 |
+
B cell,observed,40,ENSG00000100906
|
| 107 |
+
B cell,observed,41,ENSG00000099860
|
| 108 |
+
B cell,observed,42,ENSG00000184613
|
| 109 |
+
B cell,observed,43,ENSG00000271503
|
| 110 |
+
B cell,observed,44,ENSG00000115523
|
| 111 |
+
B cell,observed,45,ENSG00000085265
|
| 112 |
+
B cell,observed,46,ENSG00000102245
|
| 113 |
+
B cell,observed,47,ENSG00000120708
|
| 114 |
+
B cell,observed,48,ENSG00000105374
|
| 115 |
+
B cell,observed,49,ENSG00000101665
|
| 116 |
+
B cell,observed,50,ENSG00000184545
|
| 117 |
+
B cell,generated,1,ENSG00000158050
|
| 118 |
+
B cell,generated,2,ENSG00000109475
|
| 119 |
+
B cell,generated,3,ENSG00000163682
|
| 120 |
+
B cell,generated,4,ENSG00000131469
|
| 121 |
+
B cell,generated,5,ENSG00000182899
|
| 122 |
+
Monocyte,observed,1,ENSG00000087116
|
| 123 |
+
Monocyte,observed,2,ENSG00000159189
|
| 124 |
+
Monocyte,observed,3,ENSG00000115590
|
| 125 |
+
Monocyte,observed,4,ENSG00000166428
|
| 126 |
+
Monocyte,observed,5,ENSG00000173369
|
| 127 |
+
Monocyte,observed,6,ENSG00000115009
|
| 128 |
+
Monocyte,observed,7,ENSG00000113088
|
| 129 |
+
Monocyte,observed,8,ENSG00000108950
|
| 130 |
+
Monocyte,observed,9,ENSG00000123610
|
| 131 |
+
Monocyte,observed,10,ENSG00000100079
|
| 132 |
+
Monocyte,observed,11,ENSG00000146070
|
| 133 |
+
Monocyte,observed,12,ENSG00000179639
|
| 134 |
+
Monocyte,observed,13,ENSG00000145649
|
| 135 |
+
Monocyte,observed,14,ENSG00000180644
|
| 136 |
+
Monocyte,observed,15,ENSG00000137441
|
| 137 |
+
Monocyte,observed,16,ENSG00000115523
|
| 138 |
+
Monocyte,observed,17,ENSG00000153563
|
| 139 |
+
Monocyte,observed,18,ENSG00000111796
|
| 140 |
+
Monocyte,observed,19,ENSG00000100450
|
| 141 |
+
Monocyte,observed,20,ENSG00000134539
|
| 142 |
+
Monocyte,observed,21,ENSG00000073861
|
| 143 |
+
Monocyte,observed,22,ENSG00000184613
|
| 144 |
+
Monocyte,observed,23,ENSG00000163739
|
| 145 |
+
Monocyte,observed,24,ENSG00000147138
|
| 146 |
+
Monocyte,observed,25,ENSG00000139970
|
| 147 |
+
Monocyte,observed,26,ENSG00000129538
|
| 148 |
+
Monocyte,observed,27,ENSG00000155659
|
| 149 |
+
Monocyte,observed,28,ENSG00000172116
|
| 150 |
+
Monocyte,observed,29,ENSG00000013725
|
| 151 |
+
Monocyte,observed,30,ENSG00000163734
|
| 152 |
+
Monocyte,observed,31,ENSG00000180739
|
| 153 |
+
Monocyte,observed,32,ENSG00000153823
|
| 154 |
+
Monocyte,observed,33,ENSG00000163564
|
| 155 |
+
Monocyte,observed,34,ENSG00000120262
|
| 156 |
+
Monocyte,observed,35,ENSG00000198821
|
| 157 |
+
Monocyte,observed,36,ENSG00000152495
|
| 158 |
+
Monocyte,observed,37,ENSG00000183918
|
| 159 |
+
Monocyte,observed,38,ENSG00000160856
|
| 160 |
+
Monocyte,observed,39,ENSG00000081041
|
| 161 |
+
Monocyte,observed,40,ENSG00000257017
|
| 162 |
+
Monocyte,observed,41,ENSG00000120885
|
| 163 |
+
Monocyte,observed,42,ENSG00000186810
|
| 164 |
+
Monocyte,observed,43,ENSG00000172575
|
| 165 |
+
Monocyte,observed,44,ENSG00000101096
|
| 166 |
+
Monocyte,observed,45,ENSG00000168685
|
| 167 |
+
Monocyte,observed,46,ENSG00000115085
|
| 168 |
+
Monocyte,observed,47,ENSG00000100385
|
| 169 |
+
Monocyte,observed,48,ENSG00000163508
|
| 170 |
+
Monocyte,observed,49,ENSG00000205336
|
| 171 |
+
Monocyte,observed,50,ENSG00000198851
|
| 172 |
+
Monocyte,generated,1,ENSG00000119535
|
| 173 |
+
NK cell,observed,1,ENSG00000090382
|
| 174 |
+
NK cell,observed,2,ENSG00000085265
|
| 175 |
+
NK cell,observed,3,ENSG00000123358
|
| 176 |
+
NK cell,observed,4,ENSG00000185215
|
| 177 |
+
NK cell,observed,5,ENSG00000110077
|
| 178 |
+
NK cell,observed,6,ENSG00000038427
|
| 179 |
+
NK cell,observed,7,ENSG00000119535
|
| 180 |
+
NK cell,observed,8,ENSG00000163563
|
| 181 |
+
NK cell,observed,9,ENSG00000197629
|
| 182 |
+
NK cell,observed,10,ENSG00000116701
|
| 183 |
+
NK cell,observed,11,ENSG00000172243
|
| 184 |
+
NK cell,observed,12,ENSG00000121552
|
| 185 |
+
NK cell,observed,13,ENSG00000125538
|
| 186 |
+
NK cell,observed,14,ENSG00000163220
|
| 187 |
+
NK cell,observed,15,ENSG00000169429
|
| 188 |
+
NK cell,observed,16,ENSG00000100079
|
| 189 |
+
NK cell,observed,17,ENSG00000144655
|
| 190 |
+
NK cell,observed,18,ENSG00000109321
|
| 191 |
+
NK cell,observed,19,ENSG00000120708
|
| 192 |
+
NK cell,observed,20,ENSG00000241399
|
| 193 |
+
NK cell,observed,21,ENSG00000143333
|
| 194 |
+
NK cell,observed,22,ENSG00000197249
|
| 195 |
+
NK cell,observed,23,ENSG00000143546
|
| 196 |
+
NK cell,observed,24,ENSG00000101336
|
| 197 |
+
NK cell,observed,25,ENSG00000168497
|
| 198 |
+
NK cell,observed,26,ENSG00000277632
|
| 199 |
+
NK cell,observed,27,ENSG00000160789
|
| 200 |
+
NK cell,observed,28,ENSG00000126759
|
| 201 |
+
NK cell,observed,29,ENSG00000171051
|
| 202 |
+
NK cell,observed,30,ENSG00000232810
|
| 203 |
+
NK cell,observed,31,ENSG00000131042
|
| 204 |
+
NK cell,observed,32,ENSG00000197467
|
| 205 |
+
NK cell,observed,33,ENSG00000187164
|
| 206 |
+
NK cell,observed,34,ENSG00000120594
|
| 207 |
+
NK cell,observed,35,ENSG00000160593
|
| 208 |
+
NK cell,observed,36,ENSG00000197766
|
| 209 |
+
NK cell,observed,37,ENSG00000275302
|
| 210 |
+
NK cell,observed,38,ENSG00000189292
|
| 211 |
+
NK cell,observed,39,ENSG00000122877
|
| 212 |
+
NK cell,observed,40,ENSG00000184731
|
| 213 |
+
NK cell,observed,41,ENSG00000165061
|
| 214 |
+
NK cell,observed,42,ENSG00000163694
|
| 215 |
+
NK cell,observed,43,ENSG00000106066
|
| 216 |
+
NK cell,observed,44,ENSG00000127920
|
| 217 |
+
NK cell,observed,45,ENSG00000119508
|
| 218 |
+
NK cell,observed,46,ENSG00000162444
|
| 219 |
+
NK cell,observed,47,ENSG00000204472
|
| 220 |
+
NK cell,observed,48,ENSG00000111275
|
| 221 |
+
NK cell,observed,49,ENSG00000186407
|
| 222 |
+
NK cell,observed,50,ENSG00000166592
|
| 223 |
+
DC,observed,1,ENSG00000179639
|
| 224 |
+
DC,observed,2,ENSG00000168685
|
| 225 |
+
DC,observed,3,ENSG00000100721
|
| 226 |
+
DC,observed,4,ENSG00000163606
|
| 227 |
+
DC,observed,5,ENSG00000008517
|
| 228 |
+
DC,observed,6,ENSG00000158481
|
| 229 |
+
DC,observed,7,ENSG00000138449
|
| 230 |
+
DC,observed,8,ENSG00000081059
|
| 231 |
+
DC,observed,9,ENSG00000155974
|
| 232 |
+
DC,observed,10,ENSG00000184709
|
| 233 |
+
DC,observed,11,ENSG00000167286
|
| 234 |
+
DC,observed,12,ENSG00000271503
|
| 235 |
+
DC,observed,13,ENSG00000107317
|
| 236 |
+
DC,observed,14,ENSG00000138795
|
| 237 |
+
DC,observed,15,ENSG00000139970
|
| 238 |
+
DC,observed,16,ENSG00000160654
|
| 239 |
+
DC,observed,17,ENSG00000109099
|
| 240 |
+
DC,observed,18,ENSG00000112182
|
| 241 |
+
DC,observed,19,ENSG00000156313
|
| 242 |
+
DC,observed,20,ENSG00000153823
|
| 243 |
+
DC,observed,21,ENSG00000167644
|
| 244 |
+
DC,observed,22,ENSG00000132514
|
| 245 |
+
DC,observed,23,ENSG00000186854
|
| 246 |
+
DC,observed,24,ENSG00000152315
|
| 247 |
+
DC,observed,25,ENSG00000136111
|
| 248 |
+
DC,observed,26,ENSG00000149131
|
| 249 |
+
DC,observed,27,ENSG00000134326
|
| 250 |
+
DC,observed,28,ENSG00000113263
|
| 251 |
+
DC,observed,29,ENSG00000157657
|
| 252 |
+
DC,observed,30,ENSG00000118961
|
| 253 |
+
DC,observed,31,ENSG00000141337
|
| 254 |
+
DC,observed,32,ENSG00000102174
|
| 255 |
+
DC,observed,33,ENSG00000172954
|
| 256 |
+
DC,observed,34,ENSG00000106952
|
| 257 |
+
DC,observed,35,ENSG00000127152
|
| 258 |
+
DC,observed,36,ENSG00000110448
|
| 259 |
+
DC,observed,37,ENSG00000125257
|
| 260 |
+
DC,observed,38,ENSG00000198851
|
| 261 |
+
DC,observed,39,ENSG00000062524
|
| 262 |
+
DC,observed,40,ENSG00000013725
|
| 263 |
+
DC,observed,41,ENSG00000171408
|
| 264 |
+
DC,observed,42,ENSG00000177409
|
| 265 |
+
DC,observed,43,ENSG00000172116
|
| 266 |
+
DC,observed,44,ENSG00000179152
|
| 267 |
+
DC,observed,45,ENSG00000162869
|
| 268 |
+
DC,observed,46,ENSG00000035664
|
| 269 |
+
DC,observed,47,ENSG00000153563
|
| 270 |
+
DC,observed,48,ENSG00000127920
|
| 271 |
+
DC,observed,49,ENSG00000162654
|
| 272 |
+
DC,observed,50,ENSG00000075223
|
| 273 |
+
DC,generated,1,ENSG00000121552
|
| 274 |
+
DC,generated,2,ENSG00000182287
|
| 275 |
+
DC,generated,3,ENSG00000164713
|
| 276 |
+
DC,generated,4,ENSG00000163931
|
| 277 |
+
DC,generated,5,ENSG00000163131
|
| 278 |
+
DC,generated,6,ENSG00000204472
|
| 279 |
+
DC,generated,7,ENSG00000197746
|
| 280 |
+
DC,generated,8,ENSG00000147604
|
| 281 |
+
DC,generated,9,ENSG00000090382
|
| 282 |
+
DC,generated,10,ENSG00000166441
|
| 283 |
+
DC,generated,11,ENSG00000121966
|
| 284 |
+
DC,generated,12,ENSG00000145425
|
| 285 |
+
DC,generated,13,ENSG00000109475
|
| 286 |
+
DC,generated,14,ENSG00000131469
|
| 287 |
+
DC,generated,15,ENSG00000177600
|
| 288 |
+
DC,generated,16,ENSG00000164587
|
| 289 |
+
DC,generated,17,ENSG00000182899
|
| 290 |
+
DC,generated,18,ENSG00000196531
|
| 291 |
+
DC,generated,19,ENSG00000138326
|
| 292 |
+
all (input bulk),broadcast,1,ENSG00000244734
|
| 293 |
+
all (input bulk),broadcast,2,ENSG00000188536
|
| 294 |
+
all (input bulk),broadcast,3,ENSG00000087116
|
| 295 |
+
all (input bulk),broadcast,4,ENSG00000158578
|
| 296 |
+
all (input bulk),broadcast,5,ENSG00000206172
|
| 297 |
+
all (input bulk),broadcast,6,ENSG00000115590
|
| 298 |
+
all (input bulk),broadcast,7,ENSG00000159189
|
| 299 |
+
all (input bulk),broadcast,8,ENSG00000108950
|
| 300 |
+
all (input bulk),broadcast,9,ENSG00000004939
|
| 301 |
+
all (input bulk),broadcast,10,ENSG00000100985
|
| 302 |
+
all (input bulk),broadcast,11,ENSG00000173369
|
| 303 |
+
all (input bulk),broadcast,12,ENSG00000179639
|
| 304 |
+
all (input bulk),broadcast,13,ENSG00000133742
|
| 305 |
+
all (input bulk),broadcast,14,ENSG00000257017
|
| 306 |
+
all (input bulk),broadcast,15,ENSG00000125740
|
| 307 |
+
all (input bulk),broadcast,16,ENSG00000223609
|
| 308 |
+
all (input bulk),broadcast,17,ENSG00000129538
|
| 309 |
+
all (input bulk),broadcast,18,ENSG00000169385
|
| 310 |
+
all (input bulk),broadcast,19,ENSG00000162551
|
| 311 |
+
all (input bulk),broadcast,20,ENSG00000155659
|
| 312 |
+
all (input bulk),broadcast,21,ENSG00000169429
|
| 313 |
+
all (input bulk),broadcast,22,ENSG00000173372
|
| 314 |
+
all (input bulk),broadcast,23,ENSG00000123610
|
| 315 |
+
all (input bulk),broadcast,24,ENSG00000138772
|
| 316 |
+
all (input bulk),broadcast,25,ENSG00000276085
|
| 317 |
+
all (input bulk),broadcast,26,ENSG00000132170
|
| 318 |
+
all (input bulk),broadcast,27,ENSG00000137869
|
| 319 |
+
all (input bulk),broadcast,28,ENSG00000184792
|
| 320 |
+
all (input bulk),broadcast,29,ENSG00000118520
|
| 321 |
+
all (input bulk),broadcast,30,ENSG00000170298
|
| 322 |
+
all (input bulk),broadcast,31,ENSG00000162747
|
| 323 |
+
all (input bulk),broadcast,32,ENSG00000120885
|
| 324 |
+
all (input bulk),broadcast,33,ENSG00000177606
|
| 325 |
+
all (input bulk),broadcast,34,ENSG00000153234
|
| 326 |
+
all (input bulk),broadcast,35,ENSG00000182885
|
| 327 |
+
all (input bulk),broadcast,36,ENSG00000078053
|
| 328 |
+
all (input bulk),broadcast,37,ENSG00000165682
|
| 329 |
+
all (input bulk),broadcast,38,ENSG00000042062
|
| 330 |
+
all (input bulk),broadcast,39,ENSG00000115414
|
| 331 |
+
all (input bulk),broadcast,40,ENSG00000144290
|
| 332 |
+
all (input bulk),broadcast,41,ENSG00000166428
|
| 333 |
+
all (input bulk),broadcast,42,ENSG00000079215
|
| 334 |
+
all (input bulk),broadcast,43,ENSG00000100079
|
| 335 |
+
all (input bulk),broadcast,44,ENSG00000198336
|
| 336 |
+
all (input bulk),broadcast,45,ENSG00000165949
|
| 337 |
+
all (input bulk),broadcast,46,ENSG00000163221
|
| 338 |
+
all (input bulk),broadcast,47,ENSG00000105610
|
| 339 |
+
all (input bulk),broadcast,48,ENSG00000117281
|
| 340 |
+
all (input bulk),broadcast,49,ENSG00000167100
|
| 341 |
+
all (input bulk),broadcast,50,ENSG00000166947
|
paper-releases/pbisc-diffusion/updates/20261008T022410Z-deconv-scsemi-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/scsemi_budget_20261002/pooled/arms/scsemi_n10__raw/generated_cells.parquet
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:fbd3340eaa4f9e7cc81057c9e884aeac0a5f41eec1b41449ceb1a4e1de7be8bd
|
| 3 |
+
size 954908
|