junidude14 commited on
Commit
cfeeac8
·
verified ·
1 Parent(s): 276ff2d

Archive 4 checkpoints (1-4)

Browse files
paper-releases/pbisc-diffusion/updates/20261005T133325Z-deck-scratch-samepairs-tracking/diffusion/dataset/server_1/model8/plans/paired_crosscohort_20261002/scores_masked/ye2026_sepsis/locoL_scratchsat_s50000_K1000/per_donor.csv ADDED
@@ -0,0 +1,83 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
+ locoL_scratchsat_s50000_K1000,Abd-PS04,ped_sepsis,1500,5449,150,0.3626666666666667,0.14094329234721967,0.14333333333333334,0.17030647825289044,0.3333333333333333,0.5608368507983116,0.11333333333333333,0.02147182969352175,0.012666666666666666,0.003853918150119288,0.034666666666666665,0.10258763075793724,0.6447952529516119,0.8240358281801887,0.9112178272070491,23,False,0.84,0.32666666666666666,0.8066666666666666,0.66,33.33333333333333,56.083685079831156,1438.0,2716.0
3
+ locoL_scratchsat_s50000_K1000,Abd-PS05,ped_sepsis,1500,6924,150,0.356,0.30387059503177355,0.3233333333333333,0.5060658578856152,0.152,0.07019064124783363,0.14733333333333334,0.0891103408434431,0.010666666666666666,0.008954361640670132,0.010666666666666666,0.021808203350664357,0.38774812247255913,0.6987393915367811,0.920988610909383,4,False,0.8466666666666667,0.46,0.9333333333333333,0.6066666666666667,15.2,7.0190641247833625,1538.5,2313.0
4
+ locoL_scratchsat_s50000_K1000,Abd-PS07,ped_sepsis,1500,3472,150,0.662,0.8626152073732719,0.11266666666666666,0.023329493087557603,0.046,0.002304147465437788,0.15466666666666667,0.09331797235023041,0.010666666666666666,0.0002880184331797235,0.014,0.018145161290322582,0.40952073732718897,0.7909717817075781,0.880513125302989,63,False,0.8133333333333334,0.3933333333333333,0.82,0.62,4.6,0.2304147465437788,1149.5,1614.0
5
+ locoL_scratchsat_s50000_K1000,Abd-PS19,ped_sepsis,1500,7984,150,0.20066666666666666,0.4622995991983968,0.2986666666666667,0.11209919839679358,0.2866666666666667,0.2937124248496994,0.17266666666666666,0.05586172344689379,0.028,0.0156563126252505,0.013333333333333334,0.06037074148296593,0.631432197728791,0.218193607618059,0.9104726441757927,15,False,0.9,0.3333333333333333,0.8066666666666666,0.62,28.666666666666668,29.37124248496994,1019.5,2111.0
6
+ locoL_scratchsat_s50000_K1000,Abd-PS20,ped_sepsis,1500,7286,150,0.20666666666666667,0.30496843261048584,0.5573333333333333,0.5780949766675817,0.08533333333333333,0.08770244304144935,0.128,0.007823222618720834,0.018666666666666668,0.0005489980785067252,0.004,0.02086192698325556,0.2765888919388782,0.8206851316278935,0.8812501767341584,17,False,0.7733333333333333,0.18666666666666668,0.72,0.4066666666666667,8.533333333333333,8.770244304144935,868.0,1820.0
7
+ locoL_scratchsat_s50000_K1000,Abd-PS23,ped_sepsis,1500,4309,150,0.18333333333333332,0.2529589231840334,0.30466666666666664,0.3272220932931075,0.29,0.32142028312833604,0.19666666666666666,0.013460199582269667,0.014,0.002088651659317707,0.011333333333333334,0.08284984915293572,0.39023563085015867,0.6120732295054894,0.8900609953761724,51,False,0.8,0.23333333333333334,0.76,0.36,28.999999999999996,32.1420283128336,963.0,1832.0
8
+ locoL_scratchsat_s50000_K1000,Abd-PS27,ped_sepsis,1500,9427,150,0.7773333333333333,0.6126021003500584,0.12466666666666666,0.06078285774901877,0.026,0.13196138750397793,0.050666666666666665,0.010289593720165482,0.008,0.0029701920016972526,0.013333333333333334,0.1813938686750822,0.5480438456914536,0.5288253850706728,0.8919426685687027,15,False,0.8133333333333334,0.2866666666666667,0.88,0.49333333333333335,2.6,13.196138750397793,1509.0,2356.0
9
+ locoL_scratchsat_s50000_K1000,Abd-S102,adult_sepsis,1500,9512,150,0.25733333333333336,0.47981497056349875,0.19933333333333333,0.39318755256518084,0.4026666666666667,0.0053616484440706475,0.102,0.095878889823381,0.016666666666666666,0.0007359125315391085,0.022,0.02502102607232969,0.8387137650686851,0.47699080006140543,0.8503344996294145,70,False,0.9066666666666666,0.26,0.8466666666666667,0.5533333333333333,40.266666666666666,0.5361648444070648,1098.5,1646.0
10
+ locoL_scratchsat_s50000_K1000,Abd-S103,adult_sepsis,1500,9423,150,0.522,0.4813753581661891,0.19866666666666666,0.14782977820227103,0.1,0.0024408362517245037,0.15133333333333332,0.04393505253104107,0.010666666666666666,0.00021224663058473945,0.017333333333333333,0.3242067282181895,0.6137467897697124,0.5587060076493682,0.8958969686750966,61,False,0.8066666666666666,0.32,0.9133333333333333,0.5133333333333333,10.0,0.24408362517245036,1616.0,971.0
11
+ locoL_scratchsat_s50000_K1000,Abd-S120,adult_sepsis,1500,5783,150,0.31266666666666665,0.3140238630468615,0.14266666666666666,0.11049628220646723,0.41733333333333333,0.46446481065191075,0.10066666666666667,0.07297250561992046,0.019333333333333334,0.0008646031471554556,0.007333333333333333,0.03717793532768459,0.15666655138624702,0.5189164550921991,0.9166091312230648,3,False,0.9333333333333333,0.2866666666666667,0.8333333333333334,0.7533333333333333,41.733333333333334,46.44648106519107,1280.5,2845.0
12
+ locoL_scratchsat_s50000_K1000,Abd-S123,adult_sepsis,1500,6299,150,0.38,0.16986823305286552,0.10066666666666667,0.08779171297031275,0.37533333333333335,0.5027782187648833,0.11733333333333333,0.10938244165740593,0.013333333333333334,0.0007937767899666614,0.013333333333333334,0.1293856167645658,0.4869943377255649,0.8187693250726966,0.9145407207043805,6,False,0.82,0.28,0.7733333333333333,0.6333333333333333,37.53333333333334,50.277821876488325,1148.0,2261.0
13
+ locoL_scratchsat_s50000_K1000,Abd-S156,adult_sepsis,1500,7004,150,0.376,0.3343803540833809,0.086,0.08209594517418618,0.3406666666666667,0.39406053683609366,0.14866666666666667,0.0910908052541405,0.014,0.0012849800114220445,0.034666666666666665,0.0970873786407767,0.23162916428707406,0.4962206922485184,0.9223487840187724,1,True,0.8333333333333334,0.56,0.7733333333333333,0.76,34.06666666666667,39.406053683609365,1104.5,1821.0
14
+ locoL_scratchsat_s50000_K1000,Abd-S39,adult_sepsis,1500,4291,150,0.428,0.13819622465625728,0.11333333333333333,0.06152412025168958,0.186,0.6933115823817292,0.23266666666666666,0.049638778839431366,0.018,0.0013982754602656724,0.022,0.05593101841062689,1.0824852015847122,0.9977910325594677,0.9054009896560394,33,False,0.86,0.32666666666666666,0.9,0.7,18.6,69.33115823817292,1281.0,3523.0
15
+ locoL_scratchsat_s50000_K1000,Abd-S42,adult_sepsis,1500,6567,150,0.7766666666666666,0.5748439165524593,0.07666666666666666,0.09760925841327851,0.048666666666666664,0.17039744175422566,0.09,0.05862646566164154,0.006,0.0016750418760469012,0.002,0.0968478757423481,0.4750424851530379,0.2811971753944427,0.905361440246447,17,False,0.7333333333333333,0.38,0.8866666666666667,0.68,4.866666666666666,17.039744175422566,1591.5,1982.0
16
+ locoL_scratchsat_s50000_K1000,Abd-S47,adult_sepsis,1500,7971,150,0.7433333333333333,0.7027976414502571,0.18533333333333332,0.20474219044034625,0.012,0.03224187680341237,0.05266666666666667,0.019069125580228326,0.0026666666666666666,0.0006272738677706687,0.004,0.040521891857985194,0.152345251536821,0.5066504444101315,0.8913394043491054,2,False,0.7933333333333333,0.2866666666666667,0.86,0.5466666666666666,1.2,3.224187680341237,1911.0,2030.0
17
+ locoL_scratchsat_s50000_K1000,Abd-S51,adult_sepsis,1500,6865,150,0.322,0.25273124544792425,0.18,0.269482884195193,0.3253333333333333,0.3551347414420976,0.14733333333333334,0.03670793882010197,0.016,0.0014566642388929353,0.009333333333333334,0.08448652585579024,0.3888749696528284,0.566744289390268,0.9053805868098832,16,False,0.8733333333333333,0.3333333333333333,0.8866666666666667,0.4666666666666667,32.53333333333333,35.51347414420976,1196.5,1849.0
18
+ locoL_scratchsat_s50000_K1000,Abd-S54,adult_sepsis,1500,7818,150,0.45266666666666666,0.4854182655410591,0.13866666666666666,0.1364799181376311,0.12866666666666668,0.012918905090816066,0.258,0.340752110514198,0.014666666666666666,0.0011511895625479663,0.007333333333333333,0.023279611153747763,0.2628999744180097,0.5282421545274274,0.8962470827318877,36,False,0.8466666666666667,0.26,0.8733333333333333,0.43333333333333335,12.866666666666667,1.2918905090816066,917.0,1933.5
19
+ locoL_scratchsat_s50000_K1000,Abd-S57,adult_sepsis,1500,14291,150,0.4013333333333333,0.8422783570079071,0.08,0.009026660135749773,0.29,0.016164019312854244,0.17666666666666667,0.10671051710866979,0.028666666666666667,0.0012595339724302008,0.023333333333333334,0.024560912462388916,0.8843452056072587,0.7769117061577538,0.8449965958042285,72,False,0.9133333333333333,0.7066666666666667,0.88,0.5933333333333334,28.999999999999996,1.6164019312854245,1115.0,852.0
20
+ locoL_scratchsat_s50000_K1000,Abd-S66,adult_sepsis,1500,7946,150,0.4066666666666667,0.49295242889504154,0.11533333333333333,0.23873647118046817,0.3473333333333333,0.03788069468915178,0.10333333333333333,0.18688648376541656,0.015333333333333332,0.0003775484520513466,0.012,0.04316637301787063,0.6488168470509271,0.36555500348083114,0.8735369629918563,60,False,0.8333333333333334,0.18666666666666668,0.7733333333333333,0.5066666666666667,34.733333333333334,3.7880694689151775,1206.0,1821.0
21
+ locoL_scratchsat_s50000_K1000,Abd-S79,adult_sepsis,1500,8044,150,0.58,0.5500994530084535,0.21933333333333332,0.30892590750870214,0.059333333333333335,0.024365987071108902,0.122,0.09373446046742914,0.011333333333333334,0.00012431626056688214,0.008,0.022749875683739432,0.20868489971821638,0.43476793794453494,0.918004707221539,5,False,0.6933333333333334,0.22666666666666666,0.7866666666666666,0.5933333333333334,5.933333333333334,2.4365987071108903,1379.0,2389.5
22
+ locoL_scratchsat_s50000_K1000,Abd-S83,adult_sepsis,1500,6209,150,0.246,0.3924947656627476,0.07933333333333334,0.16991464003865356,0.4693333333333333,0.049927524561120956,0.15866666666666668,0.3013367692059913,0.017333333333333333,0.0009663391850539539,0.029333333333333333,0.0853599613464326,0.8715456058409834,0.5217899477442837,0.8708291924802586,50,False,0.9066666666666666,0.36666666666666664,0.8933333333333333,0.54,46.93333333333333,4.992752456112096,1109.5,1649.0
23
+ locoL_scratchsat_s50000_K1000,Abd-S98,adult_sepsis,1500,5010,150,0.382,0.7477045908183633,0.10933333333333334,0.10958083832335329,0.362,0.019560878243512974,0.102,0.11037924151696607,0.015333333333333332,0.0015968063872255488,0.029333333333333333,0.011177644710578843,0.7486626746506987,0.5928570536623884,0.847286531246528,68,False,0.8733333333333333,0.23333333333333334,0.8733333333333333,0.5666666666666667,36.199999999999996,1.9560878243512974,1124.5,2016.0
24
+ locoL_scratchsat_s50000_K1000,HC01,adult_HC,1500,10173,150,0.526,0.5901897178806645,0.12333333333333334,0.09938071365378945,0.15933333333333333,0.1862774009633343,0.16533333333333333,0.06772830040302762,0.022,0.028408532389658903,0.004,0.028015334709525212,0.24311530521969923,0.2601909590581835,0.9011554759897202,10,False,0.8266666666666667,0.3333333333333333,0.8466666666666667,0.82,15.933333333333334,18.62774009633343,1040.5,2276.0
25
+ locoL_scratchsat_s50000_K1000,HC05,adult_HC,1500,11075,150,0.576,0.6924604966139954,0.07466666666666667,0.09498871331828443,0.07,0.08099322799097065,0.256,0.10455981941309254,0.02,0.01164785553047404,0.0033333333333333335,0.015349887133182845,0.3195846501128668,0.4815848585147374,0.9018227194667744,6,False,0.8733333333333333,0.3933333333333333,0.86,0.8866666666666667,7.000000000000001,8.099322799097065,993.0,2040.0
26
+ locoL_scratchsat_s50000_K1000,HC07,adult_HC,1500,9812,150,0.292,0.3848348960456584,0.048666666666666664,0.03770892784345699,0.3466666666666667,0.21962902568283735,0.28933333333333333,0.3080921320831635,0.02266666666666667,0.019262128006522626,0.0006666666666666666,0.03047289033836119,0.28279983693436617,0.5113311371323015,0.8952825956000264,5,False,0.9133333333333333,0.37333333333333335,0.9,0.88,34.66666666666667,21.962902568283734,1080.0,2035.0
27
+ locoL_scratchsat_s50000_K1000,HC09,adult_HC,1500,4839,150,0.654,0.6319487497416821,0.044,0.06013639181649101,0.09133333333333334,0.1529241578838603,0.18733333333333332,0.11365984707584212,0.017333333333333333,0.012399256044637322,0.006,0.028931597437487085,0.20131762760901017,0.3790133490573834,0.8943951615556083,6,False,0.86,0.22,0.8,0.7,9.133333333333333,15.29241578838603,891.5,2510.0
28
+ locoL_scratchsat_s50000_K1000,HC12,adult_HC,1500,3720,150,0.47,0.5456989247311828,0.06666666666666667,0.05725806451612903,0.132,0.14623655913978495,0.30466666666666664,0.2196236559139785,0.020666666666666667,0.008870967741935484,0.006,0.022311827956989248,0.2124946236559139,0.4117843869103385,0.9027293749498483,3,False,0.8733333333333333,0.19333333333333333,0.86,0.7866666666666666,13.200000000000001,14.623655913978496,989.5,2457.5
29
+ locoL_scratchsat_s50000_K1000,HC13,adult_HC,1500,10111,150,0.422,0.5676985461378696,0.102,0.0842646622490357,0.1,0.11433092671348037,0.35133333333333333,0.20393630699238452,0.018666666666666668,0.008109979230540996,0.006,0.021659578676688756,0.35137810305607753,0.42302402359782665,0.912476700330533,1,True,0.78,0.4866666666666667,0.8533333333333334,0.8466666666666667,10.0,11.433092671348037,928.0,2055.0
30
+ locoL_scratchsat_s50000_K1000,HC16,adult_HC,1500,9614,150,0.7026666666666667,0.511441647597254,0.02266666666666667,0.05325566881630955,0.064,0.1367796962762638,0.20066666666666666,0.28073642604535054,0.006,0.010609527771999168,0.004,0.007177033492822967,0.3824500381388254,0.4696785189660315,0.9056552745528544,1,True,0.9,0.41333333333333333,0.8733333333333333,0.8333333333333334,6.4,13.67796962762638,994.0,1764.0
31
+ locoL_scratchsat_s50000_K1000,IC10,adult_ICU_ctrl,1500,7504,150,0.5666666666666667,0.5834221748400853,0.17,0.12526652452025586,0.05533333333333333,0.16977611940298507,0.19133333333333333,0.09461620469083155,0.01,0.003598081023454158,0.006666666666666667,0.02332089552238806,0.29570504619758353,0.22832058131765207,0.9091863519243338,1,True,0.8133333333333334,0.4066666666666667,0.8866666666666667,0.62,5.533333333333333,16.977611940298505,992.0,2052.0
32
+ locoL_scratchsat_s50000_K1000,IC15,adult_ICU_ctrl,1500,15576,150,0.766,0.5791602465331279,0.037333333333333336,0.045839753466872114,0.07466666666666667,0.278954802259887,0.106,0.04840780688238315,0.008666666666666666,0.0104648176682075,0.007333333333333333,0.03717257318952234,0.48886389316897794,0.3448451438836425,0.9059990641454513,2,False,0.76,0.74,0.84,0.88,7.466666666666668,27.8954802259887,1298.5,1517.0
33
+ locoL_scratchsat_s50000_K1000,IC16,adult_ICU_ctrl,1500,5750,150,0.28933333333333333,0.3391304347826087,0.09733333333333333,0.1537391304347826,0.41733333333333333,0.3226086956521739,0.16,0.15878260869565217,0.021333333333333333,0.003130434782608696,0.014666666666666666,0.022608695652173914,0.22828985507246374,0.38974835300582655,0.8948977170923924,8,False,0.84,0.24,0.7933333333333333,0.42,41.733333333333334,32.26086956521739,1061.0,1942.0
34
+ locoL_scratchsat_s50000_K1000,IC19,adult_ICU_ctrl,1500,7135,150,0.236,0.3690259285213735,0.16333333333333333,0.09067974772249475,0.422,0.4583041345480028,0.142,0.045269796776454096,0.02266666666666667,0.0005606166783461808,0.014,0.03615977575332866,0.38297967764540997,0.5064429874250274,0.9093083767594825,3,False,0.9066666666666666,0.38666666666666666,0.86,0.64,42.199999999999996,45.83041345480028,1009.0,2329.0
35
+ locoL_scratchsat_s50000_K1000,IC22,adult_ICU_ctrl,1500,2107,150,0.266,0.16753678215472234,0.172,0.01613668723303275,0.432,0.722828666350261,0.092,0.019933554817275746,0.029333333333333333,0.04129093497864262,0.008666666666666666,0.0322733744660655,0.6527859515899382,1.1144041863467784,0.9064809020126212,18,False,0.8733333333333333,0.16666666666666666,0.8666666666666667,0.84,43.2,72.2828666350261,1076.5,3217.0
36
+ locoL_scratchsat_s50000_K1000,IC23,adult_ICU_ctrl,1500,13774,150,0.25733333333333336,0.42819805430521274,0.32,0.11986351096268331,0.23933333333333334,0.3843473210396399,0.148,0.024466385944533178,0.02,0.007840859590532889,0.015333333333333332,0.03528386815739799,0.6716584870045011,0.3613578530802122,0.9050488105718424,9,False,0.8933333333333333,0.6933333333333334,0.8266666666666667,0.8666666666666667,23.933333333333334,38.434732103963995,894.5,1894.0
37
+ locoL_scratchsat_s50000_K1000,PHC01,ped_HC,1500,8497,150,0.2853333333333333,0.5416029186771801,0.326,0.15381899493939039,0.102,0.06731787689772861,0.25733333333333336,0.10862657408497117,0.02,0.014240320112981052,0.009333333333333334,0.11439331528774861,0.7226591345965242,0.3235262915405157,0.8924089933459186,30,False,0.8266666666666667,0.62,0.8,0.6266666666666667,10.2,6.731787689772862,962.5,461.0
38
+ locoL_scratchsat_s50000_K1000,PHC02,ped_HC,1500,6519,150,0.3473333333333333,0.5781561589200798,0.43133333333333335,0.16643657002607762,0.059333333333333335,0.16612977450529223,0.146,0.057984353428439946,0.013333333333333334,0.006749501457278723,0.0026666666666666666,0.02454364166283172,0.7189924835097408,0.19197386347242731,0.9021316811108037,3,False,0.6133333333333333,0.44666666666666666,0.7,0.5733333333333334,5.933333333333334,16.612977450529222,879.5,1516.0
39
+ locoL_scratchsat_s50000_K1000,PHC03,ped_HC,1500,9638,150,0.4226666666666667,0.6757626063498651,0.35333333333333333,0.17804523760116206,0.058,0.055613197758871136,0.14066666666666666,0.07273293214359826,0.018,0.011516912222452791,0.007333333333333333,0.006329113924050633,0.5061918793663969,0.40995721160748755,0.8939645976523906,7,False,0.7466666666666667,0.22666666666666666,0.8466666666666667,0.5266666666666666,5.800000000000001,5.561319775887114,1161.0,1660.5
40
+ locoL_scratchsat_s50000_K1000,PHC05,ped_HC,1500,10918,150,0.5166666666666667,0.5524821395860048,0.22266666666666668,0.07748671917933687,0.06333333333333334,0.19893753434695,0.176,0.11467301703608719,0.016,0.01731086279538377,0.005333333333333333,0.03910972705623741,0.4130138609024852,0.23011383442863667,0.9042448122798086,12,False,0.8133333333333334,0.6333333333333333,0.9,0.8533333333333334,6.333333333333334,19.893753434695,1225.0,1645.0
41
+ locoL_scratchsat_s50000_K1000,PIC01,ped_ICU_ctrl,1500,8345,150,0.7653333333333333,0.647813061713601,0.12866666666666668,0.07070101857399641,0.005333333333333333,0.12055122828040743,0.08733333333333333,0.11024565608148593,0.006666666666666667,0.004313960455362493,0.006666666666666667,0.04637507489514679,0.3556772518474136,0.3903370686673297,0.8767308484326184,30,False,0.6666666666666666,0.24,0.7933333333333333,0.47333333333333333,0.5333333333333333,12.055122828040743,1512.0,2157.0
42
+ locoL_scratchsat_s50000_K1000,PIC02,ped_ICU_ctrl,1500,6570,150,0.18266666666666667,0.4786910197869102,0.4046666666666667,0.2785388127853881,0.18733333333333332,0.14170471841704718,0.19333333333333333,0.036225266362252664,0.023333333333333334,0.0030441400304414,0.008666666666666666,0.06179604261796043,0.6983074581430745,0.24158171563383773,0.8961755394088686,18,False,0.8733333333333333,0.5066666666666667,0.8733333333333333,0.7,18.73333333333333,14.170471841704718,994.5,1062.5
43
+ locoL_scratchsat_s50000_K1000,PIC04,ped_ICU_ctrl,1500,11535,150,0.3333333333333333,0.36341569137407886,0.31266666666666665,0.08253142609449501,0.228,0.4273948851322063,0.08733333333333333,0.03233636757693975,0.02266666666666667,0.006501950585175552,0.016,0.08781967923710446,0.6025938448201125,0.5259001990185228,0.9080453807096732,20,False,0.8066666666666666,0.32,0.7933333333333333,0.43333333333333335,22.8,42.73948851322063,1041.5,1144.0
44
+ locoL_scratchsat_s50000_K1000,PIC05,ped_ICU_ctrl,1500,7420,150,0.36733333333333335,0.5920485175202156,0.31333333333333335,0.18409703504043126,0.16666666666666666,0.1637466307277628,0.11666666666666667,0.021024258760107817,0.026,0.011320754716981131,0.01,0.027762803234501348,0.48495597484276737,0.25231788297884916,0.8983516419499807,12,False,0.7666666666666667,0.25333333333333335,0.8666666666666667,0.43333333333333335,16.666666666666664,16.37466307277628,1106.0,1666.0
45
+ locoL_scratchsat_s50000_K1000,Res-PS02,ped_sepsis,1500,6473,150,0.5013333333333333,0.5892167464854009,0.262,0.33848292909006644,0.07466666666666667,0.012050054070755446,0.13333333333333333,0.05051753437355168,0.018666666666666668,0.0,0.01,0.009732735980225553,0.328732684484268,0.5474679056980042,0.8855143026989118,47,False,0.7266666666666667,0.2866666666666667,0.8266666666666667,0.44,7.466666666666668,1.2050054070755445,810.0,1680.0
46
+ locoL_scratchsat_s50000_K1000,Res-PS03,ped_sepsis,1500,5934,150,0.10866666666666666,0.15267947421638017,0.2773333333333333,0.8156386922817661,0.4646666666666667,0.009605662285136502,0.12133333333333333,0.014492753623188406,0.024666666666666667,0.0,0.0033333333333333335,0.007583417593528817,1.1731365015166837,1.3016378397850077,0.8164691995529346,75,False,0.9,0.10666666666666667,0.82,0.24,46.46666666666667,0.9605662285136503,830.5,1871.0
47
+ locoL_scratchsat_s50000_K1000,Res-PS12,ped_sepsis,1500,7200,150,0.22466666666666665,0.18319444444444444,0.40066666666666667,0.7847222222222222,0.18066666666666667,0.0025,0.16066666666666668,0.02277777777777778,0.024,0.0005555555555555556,0.009333333333333334,0.00625,0.7681111111111111,1.2390415300348199,0.8594280640378941,73,False,0.8266666666666667,0.1,0.7733333333333333,0.34,18.066666666666666,0.25,980.5,2224.5
48
+ locoL_scratchsat_s50000_K1000,Res-PS16,ped_sepsis,1500,7403,150,0.4033333333333333,0.4078076455491017,0.432,0.5172227475347831,0.04733333333333333,0.0009455626097528029,0.1,0.017695528839659597,0.009333333333333334,0.00013508037282182898,0.008,0.05619343509388086,0.27578098968886483,0.7134994645838593,0.8652330497931853,56,False,0.7533333333333333,0.3,0.8333333333333334,0.48,4.733333333333333,0.09455626097528029,1027.0,1895.0
49
+ locoL_scratchsat_s50000_K1000,Res-PS21,ped_sepsis,1500,6455,150,0.368,0.2689388071262587,0.15466666666666667,0.19550735863671573,0.24066666666666667,0.339426800929512,0.19266666666666668,0.06893880712625872,0.018666666666666668,0.002168861347792409,0.025333333333333333,0.12501936483346243,0.478573715466047,0.46722943947278567,0.9113706986722296,25,False,0.8333333333333334,0.36,0.8133333333333334,0.5933333333333334,24.066666666666666,33.9426800929512,1137.5,1720.0
50
+ locoL_scratchsat_s50000_K1000,Res-PS22,ped_sepsis,1500,7585,150,0.6693333333333333,0.5011206328279499,0.11733333333333333,0.08147659854976928,0.006666666666666667,0.33579433091628214,0.18266666666666667,0.05945945945945946,0.018,0.013183915622940013,0.006,0.00896506262359921,0.6641854537464292,0.3074268490265529,0.8995462960181368,18,False,0.6266666666666667,0.4533333333333333,0.6466666666666666,0.68,0.6666666666666667,33.57943309162821,1195.5,1514.0
51
+ locoL_scratchsat_s50000_K1000,Res-PS25,ped_sepsis,1500,6203,150,0.296,0.3562792197323876,0.47,0.42447202966306624,0.08866666666666667,0.18458810253103336,0.12333333333333334,0.0095115266806384,0.014,0.005642431081734645,0.008,0.01950669031113977,0.33541469181578804,0.509849526063178,0.8957383594896414,2,False,0.8333333333333334,0.3333333333333333,0.8,0.7733333333333333,8.866666666666667,18.458810253103337,864.0,2342.0
52
+ locoL_scratchsat_s50000_K1000,Res-PS26,ped_sepsis,1500,6291,150,0.5346666666666666,0.7475759020823398,0.298,0.16436178667938325,0.03666666666666667,0.035606421872516295,0.114,0.03195040534096328,0.008,0.001271657924018439,0.008666666666666666,0.01923382610077889,0.4469527896995708,0.5325516298801166,0.8669357976872168,58,False,0.74,0.32666666666666666,0.7933333333333333,0.38,3.6666666666666665,3.5606421872516294,1245.0,988.0
53
+ locoL_scratchsat_s50000_K1000,Res-S10,adult_sepsis,1500,8489,150,0.7406666666666667,0.7626339969372129,0.08866666666666667,0.0871716338791377,0.018,0.01401814112380728,0.13133333333333333,0.08646483684768524,0.008,0.00011779950524207798,0.013333333333333334,0.04959359170691483,0.11645517728825538,0.5773643681004013,0.9097409306623837,5,False,0.8266666666666667,0.26666666666666666,0.8933333333333333,0.6933333333333334,1.7999999999999998,1.401814112380728,1639.0,2651.0
54
+ locoL_scratchsat_s50000_K1000,Res-S125,adult_sepsis,1500,3975,150,0.386,0.510188679245283,0.24133333333333334,0.24125786163522012,0.06533333333333333,0.14440251572327045,0.2946666666666667,0.0810062893081761,0.008666666666666666,0.0015094339622641509,0.004,0.021635220125786163,0.44178616352201255,0.19118341337010872,0.9044672799440319,8,False,0.7533333333333333,0.20666666666666667,0.8,0.6333333333333333,6.533333333333332,14.440251572327046,892.5,1933.0
55
+ locoL_scratchsat_s50000_K1000,Res-S127,adult_sepsis,1500,2869,150,0.3626666666666667,0.28302544440571625,0.14866666666666667,0.08051585918438481,0.31333333333333335,0.5137678633670268,0.14333333333333334,0.06099686301847333,0.017333333333333333,0.006273963053328686,0.014666666666666666,0.05542000697107006,0.4823757406761938,0.6347178807920787,0.9136814594509893,23,False,0.8333333333333334,0.30666666666666664,0.8066666666666666,0.66,31.333333333333336,51.376786336702686,1238.0,2020.0
56
+ locoL_scratchsat_s50000_K1000,Res-S136,adult_sepsis,1500,2882,150,0.5806666666666667,0.3650242886884108,0.12333333333333334,0.04996530187369882,0.19666666666666666,0.4961832061068702,0.068,0.034004163775156145,0.021333333333333333,0.004857737682165163,0.01,0.04996530187369882,0.6789636826278048,0.5865881779775779,0.917481102638322,7,False,0.8266666666666667,0.18666666666666668,0.8533333333333334,0.74,19.666666666666664,49.61832061068702,1481.5,3386.0
57
+ locoL_scratchsat_s50000_K1000,Res-S139,adult_sepsis,1500,2657,150,0.6906666666666667,0.3522770041400075,0.052,0.06925103500188182,0.016,0.26345502446368085,0.232,0.29055325555137373,0.004666666666666667,0.00978547233722243,0.004666666666666667,0.014678208505833647,0.6767793250533182,0.5453671435406914,0.8928125862419533,21,False,0.7266666666666667,0.35333333333333333,0.6933333333333334,0.6733333333333333,1.6,26.345502446368087,946.0,1637.0
58
+ locoL_scratchsat_s50000_K1000,Res-S146,adult_sepsis,1500,7172,150,0.7293333333333333,0.5679029559397658,0.10066666666666667,0.1100111544896821,0.092,0.23243167875069715,0.059333333333333335,0.04294478527607362,0.01,0.013943112102621304,0.008666666666666666,0.032766313441160065,0.3556378509016545,0.2349001114691405,0.91359957544292,1,True,0.8133333333333334,0.2,0.92,0.52,9.2,23.243167875069716,1919.0,2707.0
59
+ locoL_scratchsat_s50000_K1000,Res-S149,adult_sepsis,1500,7304,150,0.6333333333333333,0.37089266155531214,0.08333333333333333,0.10282037239868565,0.188,0.40963855421686746,0.07533333333333334,0.06489594742606791,0.010666666666666666,0.003696604600219058,0.009333333333333334,0.04805585980284775,0.5596962395034684,0.40791020749532125,0.9186282132470084,1,True,0.72,0.32666666666666666,0.8866666666666667,0.52,18.8,40.963855421686745,1785.0,2356.0
60
+ locoL_scratchsat_s50000_K1000,Res-S150,adult_sepsis,1500,3212,150,0.3506666666666667,0.1229763387297634,0.172,0.2966998754669988,0.176,0.47447073474470736,0.25466666666666665,0.07503113325031133,0.016,0.0,0.030666666666666665,0.030821917808219176,0.8466517227065172,0.7901222651685249,0.905791739114371,42,False,0.78,0.28,0.8066666666666666,0.37333333333333335,17.599999999999998,47.447073474470734,1188.0,1993.5
61
+ locoL_scratchsat_s50000_K1000,Res-S164,adult_sepsis,1500,6275,150,0.774,0.5641434262948207,0.09133333333333334,0.0796812749003984,0.030666666666666665,0.21529880478087648,0.08933333333333333,0.08366533864541832,0.009333333333333334,0.020239043824701194,0.005333333333333333,0.03697211155378486,0.4543532536520584,0.21130422149780548,0.8949329081877071,5,False,0.7533333333333333,0.4066666666666667,0.8866666666666667,0.4866666666666667,3.0666666666666664,21.529880478087648,1696.5,2196.0
62
+ locoL_scratchsat_s50000_K1000,Res-S166,adult_sepsis,1500,6119,150,0.57,0.29874162444843927,0.248,0.20934793266873672,0.048,0.3784932178460533,0.12133333333333333,0.07991501879392057,0.006,0.002941657133518549,0.006666666666666667,0.030560549109331592,0.7087742005774363,0.4189366924488431,0.8885354160056711,27,False,0.5666666666666667,0.16666666666666666,0.8,0.34,4.8,37.84932178460533,1488.0,2014.0
63
+ locoL_scratchsat_s50000_K1000,Res-S174,adult_sepsis,1500,5645,150,0.5906666666666667,0.5465013286093888,0.15133333333333332,0.09619131975199291,0.052,0.20974313551815765,0.18133333333333335,0.047475642161204604,0.014,0.011160318866253321,0.010666666666666666,0.08892825509300266,0.47200944788898735,0.2223365431232828,0.9024836102500984,26,False,0.86,0.14666666666666667,0.8733333333333333,0.49333333333333335,5.2,20.974313551815765,1254.0,2116.0
64
+ locoL_scratchsat_s50000_K1000,Res-S177,adult_sepsis,1500,5361,150,0.456,0.4982279425480321,0.2633333333333333,0.28968476030591306,0.074,0.09214698750233165,0.19,0.10706957657153517,0.012666666666666666,0.003171050177205745,0.004,0.009699682894982279,0.1848520798358515,0.3177862488619036,0.9004174247135656,1,True,0.7466666666666667,0.12666666666666668,0.86,0.5,7.3999999999999995,9.214698750233165,1016.0,2223.0
65
+ locoL_scratchsat_s50000_K1000,Res-S184,adult_sepsis,1500,8044,150,0.4633333333333333,0.6473147687717553,0.19266666666666668,0.11163600198906017,0.134,0.05494778717056191,0.18466666666666667,0.18274490303331675,0.018,0.000994530084535057,0.007333333333333333,0.002362008950770761,0.36796287087684404,0.5361167780208799,0.9024962563041226,19,False,0.8666666666666667,0.32,0.8066666666666666,0.44,13.4,5.494778717056191,882.0,1425.0
66
+ locoL_scratchsat_s50000_K1000,Res-S19,adult_sepsis,1500,8601,150,0.4686666666666667,0.628996628299035,0.14866666666666667,0.08719916288803628,0.144,0.14777351470759215,0.19866666666666666,0.07289850017439832,0.020666666666666667,0.001860248808278107,0.019333333333333334,0.061271945122660154,0.41208417625857463,0.31880942360196857,0.9132978042938842,10,False,0.8533333333333334,0.2733333333333333,0.8,0.62,14.399999999999999,14.777351470759214,862.0,3805.0
67
+ locoL_scratchsat_s50000_K1000,Res-S26,adult_sepsis,1500,6036,150,0.402,0.6973161033797217,0.23,0.145791915175613,0.17466666666666666,0.023028495692511596,0.16533333333333333,0.11911862160371106,0.016,0.0001656726308813784,0.012,0.0145791915175613,0.5957905897945659,0.5085304659375607,0.8892987325718279,41,False,0.84,0.23333333333333334,0.78,0.47333333333333333,17.466666666666665,2.3028495692511597,727.0,3953.0
68
+ locoL_scratchsat_s50000_K1000,Res-S40,adult_sepsis,1500,7105,150,0.46066666666666667,0.8508092892329345,0.20133333333333334,0.0944405348346235,0.16,0.007881773399014778,0.14133333333333334,0.03293455313159747,0.02266666666666667,0.0009852216748768472,0.014,0.01294862772695285,0.7802852451325358,0.7415673767035431,0.8762328759621599,64,False,0.8466666666666667,0.52,0.8,0.6933333333333334,16.0,0.7881773399014778,1046.0,2322.0
69
+ locoL_scratchsat_s50000_K1000,Res-S77,adult_sepsis,1500,7804,150,0.3006666666666667,0.685033316248078,0.25266666666666665,0.20861096873398258,0.294,0.04651460789338801,0.11733333333333333,0.023193234238851872,0.014666666666666666,0.0012813941568426447,0.020666666666666667,0.035366478728856995,0.7981329232872031,0.4785162506693779,0.8798262514373613,63,False,0.8333333333333334,0.20666666666666667,0.82,0.5133333333333333,29.4,4.651460789338801,1084.5,2095.0
70
+ locoL_scratchsat_s50000_K1000,Res-S87,adult_sepsis,1500,3841,150,0.412,0.3967716740432179,0.08933333333333333,0.01900546732621713,0.35733333333333334,0.4712314501431919,0.10933333333333334,0.058318146316063524,0.012,0.014579536579015881,0.02,0.040093725592293676,0.2731427579623362,0.5509151394887768,0.9059019220737011,24,False,0.86,0.5066666666666667,0.82,0.6266666666666667,35.733333333333334,47.12314501431919,1116.0,1793.0
71
+ locoL_scratchsat_s50000_K1000,Skin-S140,adult_sepsis,1500,7668,150,0.2793333333333333,0.2646061554512259,0.17066666666666666,0.23735002608242045,0.36333333333333334,0.3272039645279082,0.162,0.042383933229003655,0.016,0.0003912363067292645,0.008666666666666666,0.12806468440271257,0.37216275430359935,0.5333662876282124,0.9107337916658395,3,False,0.9133333333333333,0.14,0.8133333333333334,0.37333333333333335,36.333333333333336,32.720396452790816,912.0,2069.5
72
+ locoL_scratchsat_s50000_K1000,Skin-S142,adult_sepsis,1500,6090,150,0.376,0.2761904761904762,0.12666666666666668,0.02857142857142857,0.31266666666666665,0.6172413793103448,0.146,0.0277504105090312,0.027333333333333334,0.007060755336617406,0.011333333333333334,0.04318555008210181,0.6728538587848932,0.8313169698549464,0.9268947058900904,1,True,0.8333333333333334,0.44,0.7933333333333333,0.74,31.266666666666666,61.724137931034484,1334.0,2405.5
73
+ locoL_scratchsat_s50000_K1000,Skin-S152,adult_sepsis,1500,6429,150,0.5173333333333333,0.3621091927204853,0.11133333333333334,0.07481723440659512,0.204,0.4316378908072795,0.138,0.1028153678643646,0.023333333333333334,0.01835433193342666,0.006,0.01026598226784881,0.46380774615025666,0.5231235567932614,0.9058246768982858,7,False,0.82,0.4666666666666667,0.84,0.8533333333333334,20.4,43.16378908072795,1053.0,2447.0
74
+ locoL_scratchsat_s50000_K1000,Skin-S38,adult_sepsis,1500,9976,150,0.7713333333333333,0.8330994386527666,0.09666666666666666,0.13572574178027266,0.004666666666666667,0.00020048115477145148,0.114,0.02475942261427426,0.006,0.00020048115477145148,0.007333333333333333,0.006014434643143544,0.20165036086607857,0.7057103952819685,0.8938331210045793,9,False,0.7066666666666667,0.20666666666666667,0.7933333333333333,0.24666666666666667,0.46666666666666673,0.020048115477145148,1167.0,1675.0
75
+ locoL_scratchsat_s50000_K1000,Skin-S43,adult_sepsis,1500,7439,150,0.49666666666666665,0.7525205000672134,0.128,0.07554778868127436,0.11066666666666666,0.05135098803602635,0.22666666666666666,0.015459067078908456,0.016,0.0016131200430165346,0.022,0.10350853609356096,0.6747247389882154,0.654423200011956,0.9084830976597771,27,False,0.8666666666666667,0.2866666666666667,0.8266666666666667,0.44,11.066666666666666,5.135098803602635,1049.0,2254.0
76
+ locoL_scratchsat_s50000_K1000,Skin-S46,adult_sepsis,1500,7902,150,0.32666666666666666,0.5565679574791192,0.126,0.120222728423184,0.32066666666666666,0.08225765628954695,0.17933333333333334,0.07314603897747406,0.016,0.0013920526449000253,0.03133333333333333,0.16641356618577574,0.72996304732979,0.385043051254867,0.8987272031664649,43,False,0.88,0.3933333333333333,0.86,0.6466666666666666,32.06666666666666,8.225765628954695,1196.5,1723.0
77
+ locoL_scratchsat_s50000_K1000,Skin-S52,adult_sepsis,1500,8592,150,0.4066666666666667,0.6380353817504656,0.2846666666666667,0.31797020484171323,0.07466666666666667,0.00034916201117318437,0.204,0.02292830540037244,0.011333333333333334,0.0,0.018666666666666668,0.020716945996275604,0.5334450651769087,0.6047786391145558,0.8799769834112817,70,False,0.7666666666666667,0.29333333333333333,0.8466666666666667,0.4,7.466666666666668,0.034916201117318434,967.0,1988.5
78
+ locoL_scratchsat_s50000_K1000,Skin-S74,adult_sepsis,1500,4335,150,0.7986666666666666,0.8410611303344867,0.05266666666666667,0.1061130334486736,0.014666666666666666,0.001845444059976932,0.12133333333333333,0.04382929642445214,0.006666666666666667,0.000461361014994233,0.006,0.006689734717416378,0.1930611303344867,0.7218303636252043,0.8929075858914041,18,False,0.8133333333333334,0.25333333333333335,0.8466666666666667,0.6333333333333333,1.4666666666666666,0.1845444059976932,1054.0,1900.0
79
+ locoL_scratchsat_s50000_K1000,Uri-S134,adult_sepsis,1500,9030,150,0.24533333333333332,0.3501661129568106,0.11666666666666667,0.038981173864894796,0.44066666666666665,0.5069767441860465,0.16066666666666668,0.037541528239202655,0.026,0.0035437430786267998,0.010666666666666666,0.06279069767441861,0.4465337763012182,0.63440922928996,0.9206679288104371,2,False,0.9133333333333333,0.5,0.8533333333333334,0.8133333333333334,44.06666666666666,50.697674418604656,1361.0,2577.0
80
+ locoL_scratchsat_s50000_K1000,Uri-S147,adult_sepsis,1500,7529,150,0.594,0.5427015539912339,0.206,0.20268295922433258,0.03933333333333333,0.18262717492362865,0.13666666666666666,0.031212644441492896,0.012666666666666666,0.004648691725328729,0.011333333333333334,0.036126975693983265,0.3361749679018905,0.17833597203104437,0.9058305687327068,7,False,0.7333333333333333,0.41333333333333333,0.8733333333333333,0.7133333333333334,3.933333333333333,18.262717492362864,1244.5,2024.0
81
+ locoL_scratchsat_s50000_K1000,Uri-S157,adult_sepsis,1500,6514,150,0.23933333333333334,0.31393920785999385,0.31933333333333336,0.3042677310408351,0.24266666666666667,0.3042677310408351,0.17466666666666666,0.04359840343874731,0.019333333333333334,0.0033773411114522566,0.004666666666666667,0.030549585508136322,0.3241797154845973,0.46083628623857587,0.9124808399391499,4,False,0.8333333333333334,0.34,0.8,0.64,24.266666666666666,30.42677310408351,942.5,2105.5
82
+ locoL_scratchsat_s50000_K1000,Uri-S20,adult_sepsis,1500,4516,150,0.29933333333333334,0.41054030115146145,0.18733333333333332,0.0812666076173605,0.30466666666666664,0.3961470327723649,0.17266666666666666,0.03897254207263064,0.018,0.001550044286979628,0.018,0.07152347209920283,0.5124216120460584,0.4276944432877481,0.9144119431107428,11,False,0.8933333333333333,0.5,0.8066666666666666,0.8066666666666666,30.466666666666665,39.614703277236494,1076.5,4883.5
83
+ locoL_scratchsat_s50000_K1000,Uri-S93,adult_sepsis,1500,8007,150,0.2733333333333333,0.5157986761583614,0.24466666666666667,0.3058573747970526,0.2673333333333333,0.08742350443362058,0.17,0.04421131509928812,0.016666666666666666,0.0012489072061945797,0.028,0.0454602223054827,0.6422325465217935,0.33276229535616775,0.9123602991120244,28,False,0.86,0.7,0.8533333333333334,0.84,26.73333333333333,8.742350443362058,1156.0,4595.0
paper-releases/pbisc-diffusion/updates/20261005T133325Z-deck-scratch-samepairs-tracking/diffusion/dataset/server_1/model8/plans/paired_crosscohort_20261002/scores_masked/ye2026_sepsis/locoL_scratchsat_s50000_K1000/summary.json ADDED
@@ -0,0 +1,767 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "schema": "paired_ft_scores.v1",
3
+ "dataset": "ye2026_sepsis",
4
+ "written_utc": "2026-10-05T10:20:41.367441+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
+ "--threads",
10
+ "8",
11
+ "--donors",
12
+ "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/data/ye2026_sepsis/usable_samples.txt",
13
+ "--arm",
14
+ "locoL_scratchsat_s50000_K1000=/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated_masked/ye2026_sepsis/hoL_ye2026_sepsis/locoL_scratchsat_s50000_K1000.npz",
15
+ "--case-groups",
16
+ "adult_sepsis,ped_sepsis",
17
+ "--control-groups",
18
+ "adult_HC,adult_ICU_ctrl,ped_HC,ped_ICU_ctrl",
19
+ "--out",
20
+ "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/scores_masked/ye2026_sepsis/locoL_scratchsat_s50000_K1000"
21
+ ],
22
+ "arms": [
23
+ "locoL_scratchsat_s50000_K1000"
24
+ ],
25
+ "donors": [
26
+ "Abd-PS04",
27
+ "Abd-PS05",
28
+ "Abd-PS07",
29
+ "Abd-PS19",
30
+ "Abd-PS20",
31
+ "Abd-PS23",
32
+ "Abd-PS27",
33
+ "Abd-S102",
34
+ "Abd-S103",
35
+ "Abd-S120",
36
+ "Abd-S123",
37
+ "Abd-S156",
38
+ "Abd-S39",
39
+ "Abd-S42",
40
+ "Abd-S47",
41
+ "Abd-S51",
42
+ "Abd-S54",
43
+ "Abd-S57",
44
+ "Abd-S66",
45
+ "Abd-S79",
46
+ "Abd-S83",
47
+ "Abd-S98",
48
+ "HC01",
49
+ "HC05",
50
+ "HC07",
51
+ "HC09",
52
+ "HC12",
53
+ "HC13",
54
+ "HC16",
55
+ "IC10",
56
+ "IC15",
57
+ "IC16",
58
+ "IC19",
59
+ "IC22",
60
+ "IC23",
61
+ "PHC01",
62
+ "PHC02",
63
+ "PHC03",
64
+ "PHC05",
65
+ "PIC01",
66
+ "PIC02",
67
+ "PIC04",
68
+ "PIC05",
69
+ "Res-PS02",
70
+ "Res-PS03",
71
+ "Res-PS12",
72
+ "Res-PS16",
73
+ "Res-PS21",
74
+ "Res-PS22",
75
+ "Res-PS25",
76
+ "Res-PS26",
77
+ "Res-S10",
78
+ "Res-S125",
79
+ "Res-S127",
80
+ "Res-S136",
81
+ "Res-S139",
82
+ "Res-S146",
83
+ "Res-S149",
84
+ "Res-S150",
85
+ "Res-S164",
86
+ "Res-S166",
87
+ "Res-S174",
88
+ "Res-S177",
89
+ "Res-S184",
90
+ "Res-S19",
91
+ "Res-S26",
92
+ "Res-S40",
93
+ "Res-S77",
94
+ "Res-S87",
95
+ "Skin-S140",
96
+ "Skin-S142",
97
+ "Skin-S152",
98
+ "Skin-S38",
99
+ "Skin-S43",
100
+ "Skin-S46",
101
+ "Skin-S52",
102
+ "Skin-S74",
103
+ "Uri-S134",
104
+ "Uri-S147",
105
+ "Uri-S157",
106
+ "Uri-S20",
107
+ "Uri-S93"
108
+ ],
109
+ "n_donors": 82,
110
+ "reference": {
111
+ "cache": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scoring_cache/ye2026_sepsis",
112
+ "reference_sha256": "bac12da8a241652cb75100a1b082b2be56806c9bf2fd20ce6f927f19683ea5b8",
113
+ "features_sha256": "0cfda4b0cf1caf5e5319d071697c228d894e992fd090e2b3ed450bd6c9887d46",
114
+ "n_r1_cells": 12300,
115
+ "pca": {
116
+ "n_components": 50,
117
+ "explained_variance_ratio_sum": 0.33549821376800537,
118
+ "n_fit_cells": 12300
119
+ },
120
+ "r2_control": {
121
+ "precision": 0.9804878048780488,
122
+ "coverage": 0.9996747967479674,
123
+ "density": 1.2890731707317074,
124
+ "n_query": 12300,
125
+ "depth_matched": {
126
+ "precision": 0.9795934959349594,
127
+ "coverage": 0.9998373983739838,
128
+ "density": 1.2835853658536585
129
+ }
130
+ },
131
+ "observed_l1_loo_null_mean": 0.515468004498372
132
+ },
133
+ "contrast_definition": {
134
+ "enabled": true,
135
+ "rule": "explicit --case-groups / --control-groups",
136
+ "group_source": "features groups",
137
+ "case_groups": [
138
+ "adult_sepsis",
139
+ "ped_sepsis"
140
+ ],
141
+ "control_groups": [
142
+ "adult_HC",
143
+ "adult_ICU_ctrl",
144
+ "ped_HC",
145
+ "ped_ICU_ctrl"
146
+ ],
147
+ "n_case_donors": 61,
148
+ "n_control_donors": 21,
149
+ "n_donors_in_neither": 0,
150
+ "case": [
151
+ true,
152
+ true,
153
+ true,
154
+ true,
155
+ true,
156
+ true,
157
+ true,
158
+ true,
159
+ true,
160
+ true,
161
+ true,
162
+ true,
163
+ true,
164
+ true,
165
+ true,
166
+ true,
167
+ true,
168
+ true,
169
+ true,
170
+ true,
171
+ true,
172
+ true,
173
+ false,
174
+ false,
175
+ false,
176
+ false,
177
+ false,
178
+ false,
179
+ false,
180
+ false,
181
+ false,
182
+ false,
183
+ false,
184
+ false,
185
+ false,
186
+ false,
187
+ false,
188
+ false,
189
+ false,
190
+ false,
191
+ false,
192
+ false,
193
+ false,
194
+ true,
195
+ true,
196
+ true,
197
+ true,
198
+ true,
199
+ true,
200
+ true,
201
+ true,
202
+ true,
203
+ true,
204
+ true,
205
+ true,
206
+ true,
207
+ true,
208
+ true,
209
+ true,
210
+ true,
211
+ true,
212
+ true,
213
+ true,
214
+ true,
215
+ true,
216
+ true,
217
+ true,
218
+ true,
219
+ true,
220
+ true,
221
+ true,
222
+ true,
223
+ true,
224
+ true,
225
+ true,
226
+ true,
227
+ true,
228
+ true,
229
+ true,
230
+ true,
231
+ true,
232
+ true
233
+ ],
234
+ "ctrl": [
235
+ false,
236
+ false,
237
+ false,
238
+ false,
239
+ false,
240
+ false,
241
+ false,
242
+ false,
243
+ false,
244
+ false,
245
+ false,
246
+ false,
247
+ false,
248
+ false,
249
+ false,
250
+ false,
251
+ false,
252
+ false,
253
+ false,
254
+ false,
255
+ false,
256
+ false,
257
+ true,
258
+ true,
259
+ true,
260
+ true,
261
+ true,
262
+ true,
263
+ true,
264
+ true,
265
+ true,
266
+ true,
267
+ true,
268
+ true,
269
+ true,
270
+ true,
271
+ true,
272
+ true,
273
+ true,
274
+ true,
275
+ true,
276
+ true,
277
+ true,
278
+ false,
279
+ false,
280
+ false,
281
+ false,
282
+ false,
283
+ false,
284
+ false,
285
+ false,
286
+ false,
287
+ false,
288
+ false,
289
+ false,
290
+ false,
291
+ false,
292
+ false,
293
+ false,
294
+ false,
295
+ false,
296
+ false,
297
+ false,
298
+ false,
299
+ false,
300
+ false,
301
+ false,
302
+ false,
303
+ false,
304
+ false,
305
+ false,
306
+ false,
307
+ false,
308
+ false,
309
+ false,
310
+ false,
311
+ false,
312
+ false,
313
+ false,
314
+ false,
315
+ false,
316
+ false
317
+ ],
318
+ "groups": [
319
+ "ped_sepsis",
320
+ "ped_sepsis",
321
+ "ped_sepsis",
322
+ "ped_sepsis",
323
+ "ped_sepsis",
324
+ "ped_sepsis",
325
+ "ped_sepsis",
326
+ "adult_sepsis",
327
+ "adult_sepsis",
328
+ "adult_sepsis",
329
+ "adult_sepsis",
330
+ "adult_sepsis",
331
+ "adult_sepsis",
332
+ "adult_sepsis",
333
+ "adult_sepsis",
334
+ "adult_sepsis",
335
+ "adult_sepsis",
336
+ "adult_sepsis",
337
+ "adult_sepsis",
338
+ "adult_sepsis",
339
+ "adult_sepsis",
340
+ "adult_sepsis",
341
+ "adult_HC",
342
+ "adult_HC",
343
+ "adult_HC",
344
+ "adult_HC",
345
+ "adult_HC",
346
+ "adult_HC",
347
+ "adult_HC",
348
+ "adult_ICU_ctrl",
349
+ "adult_ICU_ctrl",
350
+ "adult_ICU_ctrl",
351
+ "adult_ICU_ctrl",
352
+ "adult_ICU_ctrl",
353
+ "adult_ICU_ctrl",
354
+ "ped_HC",
355
+ "ped_HC",
356
+ "ped_HC",
357
+ "ped_HC",
358
+ "ped_ICU_ctrl",
359
+ "ped_ICU_ctrl",
360
+ "ped_ICU_ctrl",
361
+ "ped_ICU_ctrl",
362
+ "ped_sepsis",
363
+ "ped_sepsis",
364
+ "ped_sepsis",
365
+ "ped_sepsis",
366
+ "ped_sepsis",
367
+ "ped_sepsis",
368
+ "ped_sepsis",
369
+ "ped_sepsis",
370
+ "adult_sepsis",
371
+ "adult_sepsis",
372
+ "adult_sepsis",
373
+ "adult_sepsis",
374
+ "adult_sepsis",
375
+ "adult_sepsis",
376
+ "adult_sepsis",
377
+ "adult_sepsis",
378
+ "adult_sepsis",
379
+ "adult_sepsis",
380
+ "adult_sepsis",
381
+ "adult_sepsis",
382
+ "adult_sepsis",
383
+ "adult_sepsis",
384
+ "adult_sepsis",
385
+ "adult_sepsis",
386
+ "adult_sepsis",
387
+ "adult_sepsis",
388
+ "adult_sepsis",
389
+ "adult_sepsis",
390
+ "adult_sepsis",
391
+ "adult_sepsis",
392
+ "adult_sepsis",
393
+ "adult_sepsis",
394
+ "adult_sepsis",
395
+ "adult_sepsis",
396
+ "adult_sepsis",
397
+ "adult_sepsis",
398
+ "adult_sepsis",
399
+ "adult_sepsis",
400
+ "adult_sepsis"
401
+ ]
402
+ },
403
+ "deg_definition": {
404
+ "enabled": true,
405
+ "score": "top-50 DEG overlap per cell type (benchmark total_top50_overlap, Welch backend)",
406
+ "source": "/home/sj_server_1/PBISC/immun-pbmc-fm/bulk2sc-paper/scripts/evaluate_generated_vs_truth.py",
407
+ "functions": [
408
+ "welch_bh_deg",
409
+ "top_deg_genes",
410
+ "jaccard"
411
+ ],
412
+ "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",
413
+ "top_n": 50,
414
+ "fdr": 0.05,
415
+ "n_genes": 5975,
416
+ "types": [
417
+ "T cell",
418
+ "B cell",
419
+ "Monocyte",
420
+ "NK cell",
421
+ "DC"
422
+ ],
423
+ "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",
424
+ "aggregates_sha256": "9886ea64da90b1db6a07984d5d61d7dab04ee0beee7d4094ee3672316c2691d0",
425
+ "aggregates_note": null,
426
+ "types_not_scored_observed": [],
427
+ "observed": {
428
+ "T cell": {
429
+ "n_significant": 1578,
430
+ "n_tested": 5810,
431
+ "n_case_donors": 61,
432
+ "n_control_donors": 21,
433
+ "n_cells": 298117,
434
+ "top_list_size": 50
435
+ },
436
+ "B cell": {
437
+ "n_significant": 1102,
438
+ "n_tested": 5752,
439
+ "n_case_donors": 61,
440
+ "n_control_donors": 21,
441
+ "n_cells": 99729,
442
+ "top_list_size": 50
443
+ },
444
+ "Monocyte": {
445
+ "n_significant": 2459,
446
+ "n_tested": 5754,
447
+ "n_case_donors": 61,
448
+ "n_control_donors": 21,
449
+ "n_cells": 111269,
450
+ "top_list_size": 50
451
+ },
452
+ "NK cell": {
453
+ "n_significant": 1235,
454
+ "n_tested": 5623,
455
+ "n_case_donors": 61,
456
+ "n_control_donors": 21,
457
+ "n_cells": 47832,
458
+ "top_list_size": 50
459
+ },
460
+ "DC": {
461
+ "n_significant": 1572,
462
+ "n_tested": 5330,
463
+ "n_case_donors": 57,
464
+ "n_control_donors": 21,
465
+ "n_cells": 3300,
466
+ "top_list_size": 50
467
+ }
468
+ },
469
+ "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"
470
+ },
471
+ "headline": {
472
+ "locoL_scratchsat_s50000_K1000": {
473
+ "comp_l1": 0.49189592794036263,
474
+ "comp_l1_obs_loo_null": 0.515468004498372,
475
+ "precision": 0.8173170731707317,
476
+ "coverage": 0.3385365853658537,
477
+ "precision_dm": 0.8309756097560975,
478
+ "coverage_dm": 0.6014634146341463,
479
+ "pb_r_median": 0.9023076456804511,
480
+ "pb_top1": 0.0975609756097561,
481
+ "mono_pct_gen": 18.209756097560977,
482
+ "mono_pct_obs": 20.817070783198325,
483
+ "median_umi_gen": 1126.0,
484
+ "median_umi_obs": 1967.0,
485
+ "contrast_mean_cp10k_r_gen": 0.24671250980069973,
486
+ "contrast_pseudobulk_log1p_cpm_r_gen": 0.1404570108909409,
487
+ "contrast_mean_cp10k_r_broadcast": 0.31594581626202867,
488
+ "contrast_pseudobulk_log1p_cpm_r_broadcast": 0.29096860411544245,
489
+ "deg_top50_T": 0,
490
+ "deg_top50_B": 0,
491
+ "deg_top50_Mono": 2,
492
+ "deg_top50_NK": 0,
493
+ "deg_top50_DC": 0,
494
+ "deg_top50_sum": 2,
495
+ "deg_top50_max": 250,
496
+ "deg_top50_sum_4type": 2,
497
+ "deg_top50_sum_broadcast": 21,
498
+ "seconds": 23.0
499
+ }
500
+ },
501
+ "per_arm": {
502
+ "locoL_scratchsat_s50000_K1000": {
503
+ "arm": "locoL_scratchsat_s50000_K1000",
504
+ "npz": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/generated_masked/ye2026_sepsis/hoL_ye2026_sepsis/locoL_scratchsat_s50000_K1000.npz",
505
+ "npz_sha256": "2a0cba66d29d28072f6ee5fc6cb85150f91de4d4cb46e0ee8c0364c95d747a36",
506
+ "receipt_verified": true,
507
+ "generation": {
508
+ "checkpoint": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/runs/hoL_ye2026_sepsis/K1000/scratchsat/checkpoint_ft_s50000.pt",
509
+ "checkpoint_sha256": "40360a064df8b27428a0478e08f35bdd1596b278c82e127fe09bbd60aaab23f2",
510
+ "input_condition_path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/data/ye2026_sepsis/test_raw_K1000.npz",
511
+ "input_condition_sha256": "ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641",
512
+ "seed": 20260927,
513
+ "steps": 50,
514
+ "support_readout": "bernoulli",
515
+ "weights": "ema"
516
+ },
517
+ "condition_for_broadcast": {
518
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_crosscohort_20261002/data/ye2026_sepsis/test_raw_K1000.npz",
519
+ "sha256": "ffcc1562915493d43b6970aec5791ec01193f7ed72a0f8ab8103bb45ce46c641"
520
+ },
521
+ "poisson": {
522
+ "seed": 20260916,
523
+ "rule": "whole NPZ, rows in NPZ order",
524
+ "nnz_whole_npz": 27289644,
525
+ "median_library_whole_npz_panel": 1126.0,
526
+ "n_rows_whole_npz": 123000
527
+ },
528
+ "annotation": {
529
+ "model_pt_sha256": "bf3655899e5abee435340fc008656c4a17342da0f30b70cfd43de8e9223e1930",
530
+ "zero_padded_model_genes": 0,
531
+ "label_counts": {
532
+ "T cell": 55023,
533
+ "B cell": 22928,
534
+ "Monocyte": 22398,
535
+ "NK cell": 19225,
536
+ "DC": 1951,
537
+ "Other": 1475
538
+ },
539
+ "mean_l2_max_prob": 0.9396350664050599,
540
+ "predict_seconds": 6.2
541
+ },
542
+ "n_donors": 82,
543
+ "n_generated_cells": 123000,
544
+ "composition": {
545
+ "l1_mean": 0.49189592794036263,
546
+ "l1_median": 0.467908597019622,
547
+ "l1_obs_loo_null_mean": 0.515468004498372,
548
+ "l1_generated_loo_mean_vs_observed_mean": 0.5763381936687575,
549
+ "composition_top1": 0.012195121951219513,
550
+ "mean_fraction_generated": {
551
+ "T cell": 0.447341,
552
+ "B cell": 0.186407,
553
+ "Monocyte": 0.182098,
554
+ "NK cell": 0.156301,
555
+ "DC": 0.015862,
556
+ "Other": 0.011992
557
+ },
558
+ "mean_fraction_observed": {
559
+ "T cell": 0.484547,
560
+ "B cell": 0.172757,
561
+ "Monocyte": 0.208171,
562
+ "NK cell": 0.080723,
563
+ "DC": 0.005542,
564
+ "Other": 0.04826
565
+ }
566
+ },
567
+ "pseudobulk": {
568
+ "n_genes": 5975,
569
+ "r_median": 0.9023076456804511,
570
+ "r_mean": 0.8972444666791382,
571
+ "top1": 0.0975609756097561,
572
+ "n_top1": 8,
573
+ "own_rank_median": 15.5,
574
+ "chance_top1": 0.012195121951219513
575
+ },
576
+ "precision_coverage": {
577
+ "precision": 0.8173170731707317,
578
+ "coverage": 0.3385365853658537,
579
+ "density": 0.35808130081300815,
580
+ "n_query": 12300,
581
+ "n_reference": 12300
582
+ },
583
+ "precision_coverage_depth_matched": {
584
+ "precision": 0.8309756097560975,
585
+ "coverage": 0.6014634146341463,
586
+ "density": 0.4663414634146341,
587
+ "detected_median_before": {
588
+ "R1": 411.0,
589
+ "Q": 214.0
590
+ },
591
+ "detected_median_after": {
592
+ "R1": 213.0,
593
+ "Q": 213.0
594
+ }
595
+ },
596
+ "monocyte_pct": {
597
+ "generated_mean_over_donors": 18.209756097560977,
598
+ "observed_mean_over_donors": 20.817070783198325,
599
+ "generated_pooled_cells": 18.209756097560977
600
+ },
601
+ "median_umi_per_cell_scoring_genes": {
602
+ "generated_pooled": 1126.0,
603
+ "observed_pooled": 1967.0,
604
+ "generated_mean_of_donor_medians": 1153.1463623046875,
605
+ "observed_mean_of_donor_medians": 2112.9146341463415
606
+ },
607
+ "contrast": {
608
+ "mean_cp10k": {
609
+ "per_type": {
610
+ "T cell": {
611
+ "r_generated": 0.14138324806949734,
612
+ "r_broadcast": 0.2548893770824626,
613
+ "partial_r_generated_given_broadcast": 0.154888939027481,
614
+ "r_generated_vs_broadcast": -0.03260285663785728,
615
+ "n_genes": 3258
616
+ },
617
+ "B cell": {
618
+ "r_generated": 0.2872686209626622,
619
+ "r_broadcast": 0.27458639801653467,
620
+ "partial_r_generated_given_broadcast": 0.24937853766226506,
621
+ "r_generated_vs_broadcast": 0.18856465071744957,
622
+ "n_genes": 3310
623
+ },
624
+ "Monocyte": {
625
+ "r_generated": 0.357225595307528,
626
+ "r_broadcast": 0.5481103923782986,
627
+ "partial_r_generated_given_broadcast": 0.23474286177925813,
628
+ "r_generated_vs_broadcast": 0.3113295817687108,
629
+ "n_genes": 3289
630
+ },
631
+ "NK cell": {
632
+ "r_generated": 0.20097257486311135,
633
+ "r_broadcast": 0.1861970975708186,
634
+ "partial_r_generated_given_broadcast": 0.19825739617582286,
635
+ "r_generated_vs_broadcast": 0.03380033562356117,
636
+ "n_genes": 3240
637
+ }
638
+ },
639
+ "mean_r_generated": 0.24671250980069973,
640
+ "mean_r_broadcast": 0.31594581626202867,
641
+ "mean_partial_r": 0.20931693366120677
642
+ },
643
+ "pseudobulk_log1p_cpm": {
644
+ "per_type": {
645
+ "T cell": {
646
+ "r_generated": 0.05368088599196574,
647
+ "r_broadcast": 0.2164745523777111,
648
+ "partial_r_generated_given_broadcast": 0.03753009741120836,
649
+ "r_generated_vs_broadcast": 0.07925152616524136,
650
+ "n_genes": 3258
651
+ },
652
+ "B cell": {
653
+ "r_generated": 0.2302831083515661,
654
+ "r_broadcast": 0.2711145517540278,
655
+ "partial_r_generated_given_broadcast": 0.19133016312724538,
656
+ "r_generated_vs_broadcast": 0.18137484177164312,
657
+ "n_genes": 3310
658
+ },
659
+ "Monocyte": {
660
+ "r_generated": 0.17940559139371054,
661
+ "r_broadcast": 0.6203629305570988,
662
+ "partial_r_generated_given_broadcast": 0.028973644504969403,
663
+ "r_generated_vs_broadcast": 0.2537627156115293,
664
+ "n_genes": 3289
665
+ },
666
+ "NK cell": {
667
+ "r_generated": 0.0984584578265212,
668
+ "r_broadcast": 0.05592238177293225,
669
+ "partial_r_generated_given_broadcast": 0.09628723085443466,
670
+ "r_generated_vs_broadcast": 0.04311900515292489,
671
+ "n_genes": 3240
672
+ }
673
+ },
674
+ "mean_r_generated": 0.1404570108909409,
675
+ "mean_r_broadcast": 0.29096860411544245,
676
+ "mean_partial_r": 0.08853028397446444
677
+ }
678
+ },
679
+ "deg_top50": {
680
+ "types_scored": [
681
+ "T cell",
682
+ "B cell",
683
+ "Monocyte",
684
+ "NK cell",
685
+ "DC"
686
+ ],
687
+ "types_not_scored": {},
688
+ "per_type": {
689
+ "T cell": {
690
+ "deg_scored": true,
691
+ "top50_overlap": 0,
692
+ "top50_jaccard": 0.0,
693
+ "obs_top_list_size": 50,
694
+ "gen_top_list_size": 6,
695
+ "top50_overlap_broadcast": 3,
696
+ "top50_jaccard_broadcast": 0.030927835051546393,
697
+ "n_cells_obs": 298117,
698
+ "n_cells_gen": 55023
699
+ },
700
+ "B cell": {
701
+ "deg_scored": true,
702
+ "top50_overlap": 0,
703
+ "top50_jaccard": 0.0,
704
+ "obs_top_list_size": 50,
705
+ "gen_top_list_size": 14,
706
+ "top50_overlap_broadcast": 2,
707
+ "top50_jaccard_broadcast": 0.02040816326530612,
708
+ "n_cells_obs": 99729,
709
+ "n_cells_gen": 22928
710
+ },
711
+ "Monocyte": {
712
+ "deg_scored": true,
713
+ "top50_overlap": 2,
714
+ "top50_jaccard": 0.02040816326530612,
715
+ "obs_top_list_size": 50,
716
+ "gen_top_list_size": 50,
717
+ "top50_overlap_broadcast": 13,
718
+ "top50_jaccard_broadcast": 0.14942528735632185,
719
+ "n_cells_obs": 111269,
720
+ "n_cells_gen": 22398
721
+ },
722
+ "NK cell": {
723
+ "deg_scored": true,
724
+ "top50_overlap": 0,
725
+ "top50_jaccard": 0.0,
726
+ "obs_top_list_size": 50,
727
+ "gen_top_list_size": 3,
728
+ "top50_overlap_broadcast": 2,
729
+ "top50_jaccard_broadcast": 0.02040816326530612,
730
+ "n_cells_obs": 47832,
731
+ "n_cells_gen": 19225
732
+ },
733
+ "DC": {
734
+ "deg_scored": true,
735
+ "top50_overlap": 0,
736
+ "top50_jaccard": 0.0,
737
+ "obs_top_list_size": 50,
738
+ "gen_top_list_size": 5,
739
+ "top50_overlap_broadcast": 1,
740
+ "top50_jaccard_broadcast": 0.010101010101010102,
741
+ "n_cells_obs": 3300,
742
+ "n_cells_gen": 1951
743
+ }
744
+ },
745
+ "sum": 2,
746
+ "sum_4type": 2,
747
+ "max": 250,
748
+ "mean": 0.4,
749
+ "sum_broadcast": 21,
750
+ "sum_broadcast_4type": 20,
751
+ "broadcast_n_significant": 1378,
752
+ "seconds": 0.29
753
+ },
754
+ "seconds": 23.0
755
+ }
756
+ },
757
+ "code_sha256": {
758
+ "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/tools/score_ft.py": "ec5f40b4cea6d5062d0138f3b934abb6465e34cbfeac869c8a0906924c033aec",
759
+ "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/tools/ft_common.py": "4a6366b0f22208cd58714fc0261b8840c643b9d4569704d560cfd93534cbc747",
760
+ "/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",
761
+ "/home/sj_server_1/PBISC/immun-pbmc-fm/bulk2sc-paper/scripts/evaluate_generated_vs_truth.py": "48b12d794782b840838853e93e0fc55fab00532c4b3698f4588e926b985d2881",
762
+ "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/utility_studies_final6k_20260925/immicro/tools/immicro_common.py": "c5c30e917148cc5e664e91ea30c11bbdff9b6d1f53a3e0a13e16b1917eff37e9",
763
+ "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/aifi_scanvi_rebuild_20260916/predict_scanvi.py": "482ee5dcf4d72b54bc36cbb6dcff62e5030bc7afc46cb5fb01eca73a82ee45a5",
764
+ "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/aifi_scanvi_rebuild_20260916/poisson_readout.py": "8bfa080942fbcdc89ae23b276524a1a83266fb8cbc56b9af279e50f82e6cde38"
765
+ },
766
+ "seconds": 34.0
767
+ }
paper-releases/pbisc-diffusion/updates/20261005T133325Z-deck-scratch-samepairs-tracking/diffusion/dataset/server_1/model8/plans/paired_crosscohort_20261002/scores_masked/ye2026_sepsis/report_table_20261005.csv ADDED
@@ -0,0 +1,12 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ arm,L1,cov,cov_dm,pb_r,top1,comp_r_donor,logfc_r,partial,deg,mono,umi
2
+ "pretrained + LoRA, own 58 pairs (in-cohort, 5-fold)",0.3618,0.8278,0.943,0.8907,10,0.7173,0.5257,0.4661,25,18.4837,1881.0
3
+ "pretrained + LoRA, own 5 pairs (in-cohort)",0.4292,0.7602,0.922,0.8773,3,0.6212,0.289,0.2487,4,17.248,1785.0
4
+ zero-shot (pretrained),0.5084,0.0723,0.0688,0.8791,8,0.5245,-0.0207,-0.1022,13,36.7634,979.0
5
+ zero-shot + cross-cohort calibration,0.4443,0.4609,0.6536,0.8656,11,0.597,0.0964,0.0164,10,26.4301,1628.0
6
+ "pretrained + LoRA r16, other cohorts",0.4908,0.3448,0.5747,0.8656,7,0.5516,0.1065,0.0558,4,18.313,1135.0
7
+ "pretrained + LoRA r64, other cohorts",0.5684,0.2841,0.482,0.8625,7,0.5284,0.2263,0.1773,4,16.3374,1012.0
8
+ "pretrained + full FT, other cohorts",0.5847,0.3404,0.55,0.8771,8,0.5166,0.0844,0.0127,3,15.852,1055.0
9
+ "scratch, other cohorts, 50k",0.4919,0.3385,0.6015,0.9023,8,0.5346,0.2467,0.2093,2,18.2098,1126.0
10
+ "scratch, other cohorts, 100k",0.4966,0.3426,0.6022,0.8954,9,0.5326,0.245,0.2082,1,18.6073,1054.0
11
+ "scratch, other cohorts, 150k",0.5095,0.3302,0.5858,0.8972,8,0.5073,0.2474,0.2004,1,20.0911,1047.0
12
+ "scratch, other cohorts, 162k (final)",0.4994,0.3277,0.5946,0.8947,7,0.5214,0.2285,0.1857,1,16.9244,1040.0
paper-releases/pbisc-diffusion/updates/20261005T133325Z-deck-scratch-samepairs-tracking/diffusion/dataset/server_1/model8/plans/paired_crosscohort_20261002/scores_masked/ye2026_sepsis/table.csv ADDED
@@ -0,0 +1,15 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ arm,scores,comp_l1,precision,coverage,coverage_dm,pb_r,pb_top1,mono_pct,median_umi,logfc_r,partial_r,deg_top50_4type
2
+ locoL_fullsat_s108500_K1000,masked,0.5846540807536872,0.8171544715447154,0.34040650406504064,0.55,0.8771264283690801,0.0975609756097561,15.852032520325205,1055.0,0.08438294066865806,0.012667677193424454,3
3
+ locoL_lora16sat_s26750_K1000,masked,0.49083253061891297,0.8609756097560975,0.34479674796747967,0.5747154471544715,0.865595842467785,0.08536585365853659,18.3130081300813,1135.0,0.10646565652578437,0.05584966740251988,4
4
+ locoL_lora64sat_s59000_K1000,masked,0.568428642333276,0.824390243902439,0.2840650406504065,0.4820325203252033,0.8624622928942419,0.08536585365853659,16.33739837398374,1012.0,0.22630744259236912,0.17729094880167784,4
5
+ locoL_scratchsat_s100000_K1000,masked,0.49657136158106974,0.8377235772357724,0.34260162601626015,0.6021951219512195,0.8954169399747713,0.10975609756097561,18.60731707317073,1054.0,0.2449872259935472,0.20822895853853593,1
6
+ locoL_scratchsat_s50000_K1000,masked,0.49189592794036263,0.8173170731707317,0.3385365853658537,0.6014634146341463,0.9023076456804511,0.0975609756097561,18.209756097560977,1126.0,0.24671250980069973,0.20931693366120674,2
7
+ xcalL_K1000,masked,0.4442804458742561,0.8947154471544716,0.4608943089430894,0.6535772357723577,0.8655730812887326,0.13414634146341464,26.430081300813008,1628.0,0.09641654715093549,0.01638972453778065,10
8
+ zs_K1000,masked,0.5084270779859718,0.6160975609756097,0.07227642276422765,0.06878048780487805,0.8790974055769751,0.0975609756097561,36.76341463414634,979.0,-0.02065202379082092,-0.10222357104031513,13
9
+ locoL_fullsat_s108500_K1000,unmasked,0.5846173784329263,0.8208130081300813,0.3456910569105691,0.5505691056910569,0.8765570684516901,0.0975609756097561,15.848780487804875,1055.0,0.07297860484594258,-7.021571424082468e-05,5
10
+ locoL_lora16sat_s26750_K1000,unmasked,0.4913211548128607,0.8611382113821138,0.3413821138211382,0.5679674796747968,0.8655208432760766,0.08536585365853659,18.31219512195122,1135.0,0.10171004353585707,0.05041380972761816,8
11
+ locoL_lora64sat_s59000_K1000,unmasked,0.5696031573329058,0.828130081300813,0.2891869918699187,0.48577235772357724,0.8623590296603416,0.08536585365853659,16.304065040650407,1013.0,0.2279128935245801,0.17624999861074578,2
12
+ locoL_scratchsat_s100000_K1000,unmasked,0.4961048020813043,0.9998373983739838,0.037073170731707315,0.05617886178861788,0.6253863002871336,0.06097560975609756,18.591869918699185,19138.0,0.22713395256985391,0.19960967198746404,4
13
+ locoL_scratchsat_s50000_K1000,unmasked,0.49245920207410476,0.999349593495935,0.06260162601626017,0.12349593495934959,0.6413618692112574,0.06097560975609756,18.23089430894309,13891.0,0.24509717383169566,0.2196621426293607,4
14
+ xcalL_K1000,unmasked,0.4438043638834868,0.8960975609756098,0.4638211382113821,0.651869918699187,0.8655010028906098,0.13414634146341464,26.419512195121946,1628.0,0.09668769745340702,0.016469708030032823,13
15
+ zs_K1000,unmasked,0.5094583598384997,0.6169918699186991,0.07398373983739838,0.07121951219512195,0.8786516011139656,0.0975609756097561,36.77317073170731,979.0,-0.021848803748335324,-0.10302610190502552,8