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_cv_20261002/fold2/arms/scsemi__raw/labels/labels.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_cv_20261002/fold2/contrast.csv +14 -0
- paper-releases/pbisc-diffusion/updates/20261008T022410Z-deconv-scsemi-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/scsemi_cv_20261002/fold2/per_donor.csv +17 -0
- paper-releases/pbisc-diffusion/updates/20261008T022410Z-deconv-scsemi-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/scsemi_cv_20261002/fold2/summary.json +501 -0
paper-releases/pbisc-diffusion/updates/20261008T022410Z-deconv-scsemi-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/scsemi_cv_20261002/fold2/arms/scsemi__raw/labels/labels.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:f05703d960989091120ddece5a31477585c99042f62b9bb03df2dd050e65e416
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size 578145
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paper-releases/pbisc-diffusion/updates/20261008T022410Z-deconv-scsemi-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/scsemi_cv_20261002/fold2/contrast.csv
ADDED
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+
arm,celltype,statistic,n_genes,r_generated,r_broadcast,partial_r_generated_given_broadcast,r_generated_vs_broadcast,n_case_donors_obs,n_control_donors_obs,n_case_donors_gen,n_control_donors_gen,n_cells_obs,n_cells_gen,deg_scored,top50_overlap,top50_jaccard,obs_top_list_size,gen_top_list_size,n_sig_obs,n_sig_gen,top50_overlap_broadcast,top50_jaccard_broadcast,broadcast_top_list_size,n_sig_broadcast
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| 2 |
+
scsemi__raw,T cell,mean_cp10k,3229,0.44246510182892923,0.31034725182586503,0.40969344426498333,0.19482708070673646,12,4,12,4,62381,11977,,,,,,,,,,,
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| 3 |
+
scsemi__raw,T cell,pseudobulk_log1p_cpm,3229,0.2644456491240954,0.34175880321619384,0.23830865083692002,0.12347898690839466,12,4,12,4,62381,11977,,,,,,,,,,,
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| 4 |
+
scsemi__raw,B cell,mean_cp10k,3383,0.471074502605439,0.24396958429685228,0.44503187512206044,0.19627418166118113,12,4,12,4,16254,2831,,,,,,,,,,,
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| 5 |
+
scsemi__raw,B cell,pseudobulk_log1p_cpm,3383,0.15302693438002518,0.19804716577966308,0.15322366045187674,0.01440993492849031,12,4,12,4,16254,2831,,,,,,,,,,,
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| 6 |
+
scsemi__raw,Monocyte,mean_cp10k,3329,0.5002682970232581,0.5044336153831825,0.4581334655540542,0.2282450161403815,12,4,10,4,19357,6008,,,,,,,,,,,
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| 7 |
+
scsemi__raw,Monocyte,pseudobulk_log1p_cpm,3329,0.13753326267065735,0.5334718119101565,0.13471176900287898,0.04443380266849401,12,4,10,4,19357,6008,,,,,,,,,,,
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| 8 |
+
scsemi__raw,NK cell,mean_cp10k,3243,0.5402515797312856,0.27184580545716674,0.5178485615497914,0.186212614500492,12,4,12,4,8525,1243,,,,,,,,,,,
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| 9 |
+
scsemi__raw,NK cell,pseudobulk_log1p_cpm,3243,0.22876161146733284,0.1916717245397386,0.21145465504883548,0.11836036752106664,12,4,12,4,8525,1243,,,,,,,,,,,
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| 10 |
+
scsemi__raw,T cell,welch_top50_deg,5975,,,,,12,4,12,4,62381,11977,True,0,,0,0,0,0,0,,0,0
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| 11 |
+
scsemi__raw,B cell,welch_top50_deg,5975,,,,,12,4,12,4,16254,2831,True,0,,0,0,0,0,0,,0,0
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| 12 |
+
scsemi__raw,Monocyte,welch_top50_deg,5975,,,,,12,4,10,4,19357,6008,True,0,0.0,1,0,1,0,0,0.0,0,0
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| 13 |
+
scsemi__raw,NK cell,welch_top50_deg,5975,,,,,12,4,12,4,8525,1243,True,0,0.0,5,6,5,6,0,0.0,0,0
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| 14 |
+
scsemi__raw,DC,welch_top50_deg,5975,,,,,11,4,11,4,697,543,True,0,0.0,0,1,0,1,0,,0,0
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paper-releases/pbisc-diffusion/updates/20261008T022410Z-deconv-scsemi-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/scsemi_cv_20261002/fold2/per_donor.csv
ADDED
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| 1 |
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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
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| 2 |
+
scsemi__raw,Abd-PS04,ped_sepsis,1500,5449,150,0.17066666666666666,0.14094329234721967,0.015333333333333332,0.17030647825289044,0.718,0.5608368507983116,0.006666666666666667,0.02147182969352175,0.04066666666666666,0.003853918150119288,0.048666666666666664,0.10258763075793724,0.4473985440753655,0.9482179868266278,0.6918650458929555,1,True,0.9933333333333333,0.25333333333333335,0.30666666666666664,0.48,71.8,56.083685079831156,1966.0,2716.0
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| 3 |
+
scsemi__raw,Abd-PS05,ped_sepsis,1500,6924,150,0.43133333333333335,0.30387059503177355,0.272,0.5060658578856152,0.0,0.07019064124783363,0.014,0.0891103408434431,0.0013333333333333333,0.008954361640670132,0.2813333333333333,0.021808203350664357,0.7739757365684575,0.7766893607384627,0.5489739334799485,4,False,0.9533333333333334,0.12666666666666668,0.5466666666666666,0.36,0.0,7.0190641247833625,1965.0,2313.0
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| 4 |
+
scsemi__raw,Abd-S57,adult_sepsis,1500,14291,150,0.45066666666666666,0.8422783570079071,0.012,0.009026660135749773,0.4613333333333333,0.016164019312854244,0.017333333333333333,0.10671051710866979,0.024666666666666667,0.0012595339724302008,0.034,0.024560912462388916,0.9619777482331539,0.7345720589161002,0.6562575139377373,12,False,0.98,0.3933333333333333,0.52,0.2733333333333333,46.13333333333333,1.6164019312854245,1965.0,852.0
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| 5 |
+
scsemi__raw,Abd-S79,adult_sepsis,1500,8044,150,0.334,0.5500994530084535,0.252,0.30892590750870214,0.31533333333333335,0.024365987071108902,0.018666666666666668,0.09373446046742914,0.044,0.00012431626056688214,0.036,0.022749875683739432,0.6961863086358362,0.39858821404713074,0.5877569333491749,11,False,0.92,0.04666666666666667,0.7066666666666667,0.16666666666666666,31.533333333333335,2.4365987071108903,1968.0,2389.5
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| 6 |
+
scsemi__raw,HC09,adult_HC,1500,4839,150,0.5746666666666667,0.6319487497416821,0.05733333333333333,0.06013639181649101,0.13333333333333333,0.1529241578838603,0.18866666666666668,0.11365984707584212,0.027333333333333334,0.012399256044637322,0.018666666666666668,0.028931597437487085,0.1798817937590411,0.31415814687214705,0.626333022329447,5,False,0.9333333333333333,0.04666666666666667,0.5133333333333333,0.17333333333333334,13.333333333333334,15.29241578838603,1964.0,2510.0
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| 7 |
+
scsemi__raw,IC10,adult_ICU_ctrl,1500,7504,150,0.5513333333333333,0.5834221748400853,0.06333333333333334,0.12526652452025586,0.15,0.16977611940298507,0.184,0.09461620469083155,0.016666666666666666,0.003598081023454158,0.034666666666666665,0.02332089552238806,0.22759630419331908,0.156544337133359,0.6829956862298368,1,True,0.9733333333333334,0.16,0.56,0.4533333333333333,15.0,16.977611940298505,1964.0,2052.0
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| 8 |
+
scsemi__raw,IC19,adult_ICU_ctrl,1500,7135,150,0.36,0.3690259285213735,0.08866666666666667,0.09067974772249475,0.4033333333333333,0.4583041345480028,0.024666666666666667,0.045269796776454096,0.024666666666666667,0.0005606166783461808,0.09866666666666667,0.03615977575332866,0.17322588180331697,0.5684768127306912,0.6728568108869423,1,True,0.9866666666666667,0.09333333333333334,0.58,0.41333333333333333,40.33333333333333,45.83041345480028,1964.0,2329.0
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| 9 |
+
scsemi__raw,PHC05,ped_HC,1500,10918,150,0.606,0.5524821395860048,0.07666666666666666,0.07748671917933687,0.20933333333333334,0.19893753434695,0.05533333333333333,0.11467301703608719,0.03333333333333333,0.01731086279538377,0.019333333333333334,0.03910972705623741,0.15987225987665626,0.178723530604801,0.6570121265733249,8,False,0.98,0.22,0.6,0.23333333333333334,20.933333333333334,19.893753434695,1966.0,1645.0
|
| 10 |
+
scsemi__raw,Res-PS26,ped_sepsis,1500,6291,150,0.68,0.7475759020823398,0.18266666666666667,0.16436178667938325,0.056,0.035606421872516295,0.06333333333333334,0.03195040534096328,0.014666666666666666,0.001271657924018439,0.0033333333333333335,0.01923382610077889,0.16695278969957075,0.46660723513339664,0.5541944532591422,16,False,0.9866666666666667,0.2,0.7733333333333333,0.11333333333333333,5.6000000000000005,3.5606421872516294,1964.0,988.0
|
| 11 |
+
scsemi__raw,Res-S146,adult_sepsis,1500,7172,150,0.43733333333333335,0.5679029559397658,0.08066666666666666,0.1100111544896821,0.404,0.23243167875069715,0.009333333333333334,0.04294478527607362,0.026,0.013943112102621304,0.042666666666666665,0.032766313441160065,0.38705112474437636,0.17282876318214505,0.5935906906080562,1,True,0.9133333333333333,0.09333333333333334,0.6866666666666666,0.31333333333333335,40.400000000000006,23.243167875069716,1965.0,2707.0
|
| 12 |
+
scsemi__raw,Res-S150,adult_sepsis,1500,3212,150,0.184,0.1229763387297634,0.17733333333333334,0.2966998754669988,0.356,0.47447073474470736,0.068,0.07503113325031133,0.005333333333333333,0.0,0.20933333333333334,0.030821917808219176,0.48973682025736825,0.887793816534335,0.6289182882630151,3,False,0.8066666666666666,0.15333333333333332,0.44666666666666666,0.15333333333333332,35.6,47.447073474470734,1964.0,1993.5
|
| 13 |
+
scsemi__raw,Res-S174,adult_sepsis,1500,5645,150,0.5826666666666667,0.5465013286093888,0.08866666666666667,0.09619131975199291,0.20666666666666667,0.20974313551815765,0.043333333333333335,0.047475642161204604,0.03333333333333333,0.011160318866253321,0.04533333333333334,0.08892825509300266,0.11667670504871568,0.19264524926760246,0.6311275911076473,3,False,0.9733333333333334,0.08666666666666667,0.6333333333333333,0.36666666666666664,20.666666666666668,20.974313551815765,1964.0,2116.0
|
| 14 |
+
scsemi__raw,Res-S177,adult_sepsis,1500,5361,150,0.702,0.4982279425480321,0.17133333333333334,0.28968476030591306,0.052,0.09214698750233165,0.05533333333333333,0.10706957657153517,0.012,0.003171050177205745,0.007333333333333333,0.009699682894982279,0.4252020145495242,0.34727448398946564,0.5980768540820806,3,False,0.9733333333333334,0.06,0.7866666666666666,0.3466666666666667,5.2,9.214698750233165,1966.0,2223.0
|
| 15 |
+
scsemi__raw,Res-S40,adult_sepsis,1500,7105,150,0.43666666666666665,0.8508092892329345,0.13466666666666666,0.0944405348346235,0.3546666666666667,0.007881773399014778,0.02666666666666667,0.03293455313159747,0.021333333333333333,0.0009852216748768472,0.026,0.01294862772695285,0.8408210180623974,0.6802285143260342,0.601553938456882,12,False,0.9133333333333333,0.1,0.4866666666666667,0.5,35.46666666666667,0.7881773399014778,1964.0,2322.0
|
| 16 |
+
scsemi__raw,Skin-S152,adult_sepsis,1500,6429,150,0.6106666666666667,0.3621091927204853,0.1,0.07481723440659512,0.18533333333333332,0.4316378908072795,0.04066666666666666,0.1028153678643646,0.03666666666666667,0.01835433193342666,0.02666666666666667,0.01026598226784881,0.6169065173432882,0.592927088592368,0.5923842934432895,6,False,0.96,0.12666666666666668,0.52,0.38,18.53333333333333,43.16378908072795,1964.0,2447.0
|
| 17 |
+
scsemi__raw,Skin-S74,adult_sepsis,1500,4335,150,0.8726666666666667,0.8410611303344867,0.11466666666666667,0.1061130334486736,0.0,0.001845444059976932,0.012666666666666666,0.04382929642445214,0.0,0.000461361014994233,0.0,0.006689734717416378,0.0803183391003461,0.6594324420093454,0.5988175320078004,5,False,0.9533333333333334,0.14666666666666667,0.66,0.13333333333333333,0.0,0.1845444059976932,1961.0,1900.0
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paper-releases/pbisc-diffusion/updates/20261008T022410Z-deconv-scsemi-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/scsemi_cv_20261002/fold2/summary.json
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|
| 1 |
+
{
|
| 2 |
+
"schema": "paired_ft_scores.v1",
|
| 3 |
+
"dataset": "ye2026_sepsis",
|
| 4 |
+
"written_utc": "2026-10-07T03:01:04.897476+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_cv_20261002/fold2",
|
| 11 |
+
"--threads",
|
| 12 |
+
"8",
|
| 13 |
+
"--arm",
|
| 14 |
+
"scsemi__raw=/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/ye2026_sepsis/fold2/scsemi__raw.npz",
|
| 15 |
+
"--case-groups",
|
| 16 |
+
"adult_sepsis,ped_sepsis",
|
| 17 |
+
"--control-groups",
|
| 18 |
+
"adult_HC,adult_ICU_ctrl,ped_HC,ped_ICU_ctrl"
|
| 19 |
+
],
|
| 20 |
+
"arms": [
|
| 21 |
+
"scsemi__raw"
|
| 22 |
+
],
|
| 23 |
+
"donors": [
|
| 24 |
+
"Abd-PS04",
|
| 25 |
+
"Abd-PS05",
|
| 26 |
+
"Abd-S57",
|
| 27 |
+
"Abd-S79",
|
| 28 |
+
"HC09",
|
| 29 |
+
"IC10",
|
| 30 |
+
"IC19",
|
| 31 |
+
"PHC05",
|
| 32 |
+
"Res-PS26",
|
| 33 |
+
"Res-S146",
|
| 34 |
+
"Res-S150",
|
| 35 |
+
"Res-S174",
|
| 36 |
+
"Res-S177",
|
| 37 |
+
"Res-S40",
|
| 38 |
+
"Skin-S152",
|
| 39 |
+
"Skin-S74"
|
| 40 |
+
],
|
| 41 |
+
"n_donors": 16,
|
| 42 |
+
"reference": {
|
| 43 |
+
"cache": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scoring_cache/ye2026_sepsis",
|
| 44 |
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"reference_sha256": "bac12da8a241652cb75100a1b082b2be56806c9bf2fd20ce6f927f19683ea5b8",
|
| 45 |
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|
| 46 |
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"n_r1_cells": 2400,
|
| 47 |
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"pca": {
|
| 48 |
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"n_components": 50,
|
| 49 |
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|
| 50 |
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|
| 51 |
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},
|
| 52 |
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"r2_control": {
|
| 53 |
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"precision": 0.9970833333333333,
|
| 54 |
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"coverage": 1.0,
|
| 55 |
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"density": 2.1246666666666667,
|
| 56 |
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"n_query": 2400,
|
| 57 |
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"depth_matched": {
|
| 58 |
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"precision": 0.99625,
|
| 59 |
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|
| 60 |
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"density": 2.101
|
| 61 |
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}
|
| 62 |
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},
|
| 63 |
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"observed_l1_loo_null_mean": 0.5047317525565007
|
| 64 |
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},
|
| 65 |
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"contrast_definition": {
|
| 66 |
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"enabled": true,
|
| 67 |
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"rule": "explicit --case-groups / --control-groups",
|
| 68 |
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"group_source": "features groups",
|
| 69 |
+
"case_groups": [
|
| 70 |
+
"adult_sepsis",
|
| 71 |
+
"ped_sepsis"
|
| 72 |
+
],
|
| 73 |
+
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|
| 74 |
+
"adult_HC",
|
| 75 |
+
"adult_ICU_ctrl",
|
| 76 |
+
"ped_HC",
|
| 77 |
+
"ped_ICU_ctrl"
|
| 78 |
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],
|
| 79 |
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|
| 80 |
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|
| 81 |
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|
| 82 |
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"case": [
|
| 83 |
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true,
|
| 84 |
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true,
|
| 85 |
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true,
|
| 86 |
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true,
|
| 87 |
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|
| 88 |
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|
| 89 |
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|
| 90 |
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|
| 91 |
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true,
|
| 92 |
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true,
|
| 93 |
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true,
|
| 94 |
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true,
|
| 95 |
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|
| 96 |
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true,
|
| 97 |
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true,
|
| 98 |
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true
|
| 99 |
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],
|
| 100 |
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"ctrl": [
|
| 101 |
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false,
|
| 102 |
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false,
|
| 103 |
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false,
|
| 104 |
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false,
|
| 105 |
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true,
|
| 106 |
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true,
|
| 107 |
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true,
|
| 108 |
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true,
|
| 109 |
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false,
|
| 110 |
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|
| 111 |
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|
| 112 |
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false,
|
| 113 |
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false,
|
| 114 |
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false,
|
| 115 |
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false,
|
| 116 |
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false
|
| 117 |
+
],
|
| 118 |
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"groups": [
|
| 119 |
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"ped_sepsis",
|
| 120 |
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"ped_sepsis",
|
| 121 |
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"adult_sepsis",
|
| 122 |
+
"adult_sepsis",
|
| 123 |
+
"adult_HC",
|
| 124 |
+
"adult_ICU_ctrl",
|
| 125 |
+
"adult_ICU_ctrl",
|
| 126 |
+
"ped_HC",
|
| 127 |
+
"ped_sepsis",
|
| 128 |
+
"adult_sepsis",
|
| 129 |
+
"adult_sepsis",
|
| 130 |
+
"adult_sepsis",
|
| 131 |
+
"adult_sepsis",
|
| 132 |
+
"adult_sepsis",
|
| 133 |
+
"adult_sepsis",
|
| 134 |
+
"adult_sepsis"
|
| 135 |
+
]
|
| 136 |
+
},
|
| 137 |
+
"deg_definition": {
|
| 138 |
+
"enabled": true,
|
| 139 |
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"score": "top-50 DEG overlap per cell type (benchmark total_top50_overlap, Welch backend)",
|
| 140 |
+
"source": "/home/sj_server_1/PBISC/immun-pbmc-fm/bulk2sc-paper/scripts/evaluate_generated_vs_truth.py",
|
| 141 |
+
"functions": [
|
| 142 |
+
"welch_bh_deg",
|
| 143 |
+
"top_deg_genes",
|
| 144 |
+
"jaccard"
|
| 145 |
+
],
|
| 146 |
+
"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",
|
| 147 |
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"top_n": 50,
|
| 148 |
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"fdr": 0.05,
|
| 149 |
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"n_genes": 5975,
|
| 150 |
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"types": [
|
| 151 |
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|
| 152 |
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"B cell",
|
| 153 |
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"Monocyte",
|
| 154 |
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"NK cell",
|
| 155 |
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"DC"
|
| 156 |
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],
|
| 157 |
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"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",
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| 158 |
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"aggregates_sha256": "9886ea64da90b1db6a07984d5d61d7dab04ee0beee7d4094ee3672316c2691d0",
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| 159 |
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"aggregates_note": null,
|
| 160 |
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|
| 161 |
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"observed": {
|
| 162 |
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|
| 163 |
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|
| 164 |
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|
| 165 |
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|
| 166 |
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|
| 167 |
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|
| 168 |
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|
| 169 |
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},
|
| 170 |
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|
| 171 |
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|
| 172 |
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|
| 173 |
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|
| 174 |
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|
| 175 |
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|
| 176 |
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|
| 177 |
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|
| 178 |
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|
| 179 |
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|
| 180 |
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|
| 181 |
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|
| 182 |
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|
| 183 |
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|
| 184 |
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|
| 185 |
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|
| 186 |
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| 188 |
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| 190 |
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| 191 |
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| 193 |
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|
| 201 |
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}
|
| 202 |
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},
|
| 203 |
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|
| 204 |
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},
|
| 205 |
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|
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|
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}
|
| 234 |
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},
|
| 235 |
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|
| 236 |
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|
| 237 |
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"arm": "scsemi__raw",
|
| 238 |
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