junidude14 commited on
Commit
4a22a40
·
verified ·
1 Parent(s): 678fc75

Archive 4 checkpoints (1-4)

Browse files
paper-releases/pbisc-diffusion/updates/20261001T145641Z-lora-rank-sweep-calibration-budget/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/cal_budget_20261001/fold3/README.md ADDED
@@ -0,0 +1,73 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # score_ft.py output: ye2026_sepsis, 16 scored donors
2
+
3
+ Arms: zs__cal_n5, zs__cal_n10, zs__cal_n20, zs__cal_n40. Every arm is scored on the same donors against the same observed reference.
4
+
5
+ ## Inputs and fixed contracts
6
+ - Observed reference: `/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scoring_cache/ye2026_sepsis/reference.npz` (sha bac12da8a241), built from datadir:/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/data/ye2026_sepsis;
7
+ observed cells sum exactly to the features pseudobulk of every donor. Observed labels: /home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scoring_cache/ye2026_sepsis/observed_labels/labels/labels.parquet.
8
+ - Generated cells: `generated_counts` read out once with Poisson(seed 20260916) over the **whole NPZ in row order**
9
+ (`poisson_readout.poisson_integerise`), then the scored donors' rows. These integer counts are used for labels, embedding,
10
+ depth and the contrast. Pseudobulk uses the summed `generated_counts` (rates), as `score_generated.py`.
11
+ - Labels: frozen f01common scANVI (`predict_scanvi.py`, CPU, zero query epochs), six-type gate ['T cell', 'B cell', 'Monocyte', 'NK cell', 'DC', 'Other']; query genes =
12
+ the 1,006-gene annotation list minus genes the dataset's sc assay did not measure in every sample (1006 genes).
13
+ - Scoring genes: 6k panel genes measured by both assays in every sample of the dataset (5975 genes).
14
+
15
+ ## Definitions
16
+ 1. **Composition**: fraction of each donor's cells per six-type label (all generated cells; all observed QC cells).
17
+ `comp_l1` = sum over the six labels of |generated - observed| (immicro_common.l1). `comp_l1_obs_loo_null` = L1 of the
18
+ donor's observed composition to the mean of the *other scored donors'* observed compositions. `composition_top1` =
19
+ fraction of donors whose generated composition is closest (L1) to their own observed composition.
20
+ 2. **Pseudobulk**: `pb_r` = Pearson r of CPM-log1p(summed generated_counts) vs CPM-log1p(observed pseudobulk) on the scoring
21
+ genes (evaluate_realbulk.cpm_log1p / paired_r). `pb_top1` = the donor's generated pseudobulk is closest (Pearson) to its own
22
+ observed pseudobulk among the 16 scored donors (immicro_common.retrieval = evaluate_realbulk.top1 arithmetic).
23
+ 3. **Precision / coverage / density** (stage_b_embed.py functions): per-cell CP10K over the scoring genes + log1p; PCA-50
24
+ (randomized, random_state 20260925) and k = 10 real-real k-NN balls fitted on **R1 of the scored donors only**.
25
+ Reference rule (independent of fold and arm): per donor, cells in canonical order (library_id+barcode), one
26
+ permutation from `default_rng([20260925, uint64(sha256(donor)[:8])])`; R1 = first n, R2 = next n,
27
+ n = min(150, n_cells // 2) (2400 R1 cells here). Generated query: per donor n cells (the donor's R1 size),
28
+ without replacement, `default_rng([20260926, same key])`. Precision = fraction of generated cells inside any R1 ball
29
+ (Kynkaanniemi 2019); coverage = fraction of R1 cells whose ball holds a generated cell; density = Naeem 2020.
30
+ Per-donor precision = that donor's generated cells; per-donor coverage = that donor's R1 cells (the pooled values are
31
+ their n-weighted means; plain means when every donor has 150 reference cells). R2 (held-out real cells of the same donors) is the
32
+ perfect-generator control: precision 0.9967, coverage 1.0000.
33
+ **Depth matched**: stage_b_embed depth matching run pairwise (R1 vs this arm): per donor and within-donor rank of detected
34
+ genes, both cells are thinned by UMI sampling without replacement to the smaller detected-gene count; PCA kept from
35
+ un-thinned R1, radii recomputed on thinned R1; fresh rng(20260929) per arm. R2 control: precision
36
+ 0.9971, coverage 1.0000.
37
+ 4. **Monocyte %** = 100 x Monocyte fraction (all cells) per donor; **median UMI per cell** = median over cells of the
38
+ Poisson-read (generated) / observed counts summed over the scoring genes (per donor, and pooled).
39
+ 5. **Group contrast** (T, B, Monocyte, NK): case groups ['adult_sepsis', 'ped_sepsis'] (n = 13) vs control groups ['adult_HC', 'adult_ICU_ctrl', 'ped_HC', 'ped_ICU_ctrl'] (n = 3); rule: explicit --case-groups / --control-groups; groups from features groups.
40
+ Genes per type = scoring genes detected (count > 0) in >= 1 % of the scored donors' observed
41
+ cells of that type. Primary statistic `mean_cp10k`: per-cell CP10K over the scoring genes; per donor the mean over its
42
+ cells of the type (donors with >= 1 such cell); group mean = mean over the group's donors (donor-balanced);
43
+ logFC = log2(case mean + 1) - log2(control mean + 1). Secondary `pseudobulk_log1p_cpm`: the SLE benchmark evaluator's
44
+ statistic (donor x type summed counts, log1p CPM over the scoring genes, mean case - mean control;
45
+ evaluate_generated_vs_truth.group_log_fold_change). Both are computed on the generated cells (their frozen labels) and on
46
+ the observed cells; `r_generated` = Pearson r of the two logFC vectors. Broadcast baseline `r_broadcast`: the same
47
+ observed vector against the logFC of the input bulk (condition NPZ `bulk_counts` of the arm, scoring genes, per-donor
48
+ CP10K resp. log1p CPM, group means). `partial_r_generated_given_broadcast`: r of the OLS residuals of observed and
49
+ generated logFC on the bulk logFC (residual_specificity.py).
50
+ 6. **Top-50 DEG overlap** (contrast.csv rows `statistic = welch_top50_deg`; summary `deg_top50`): the SLE benchmark's score (`total_top50_overlap` of
51
+ `bulk2sc-paper/scripts/evaluate_generated_vs_truth.py`, Welch backend: the "top-50 DEG 81 / 84" of the final model), run
52
+ with the evaluator's own functions on the same donor x type pseudobulks as the contrast. Per cell type, observed and
53
+ generated separately: donor x type summed counts on all 5975 scoring genes (donors of the two groups with
54
+ >= 1 cell of the type) -> `welch_bh_deg` (log1p CPM, two-sided Welch t-test case vs control, Benjamini-Hochberg over the
55
+ genes with a defined p-value; needs >= 2 donors per group) -> `top_deg_genes` (FDR < 0.05, descending |logFC|,
56
+ first 50; shorter when fewer genes pass). `top50_overlap` = |observed list & generated list|; `top50_jaccard`
57
+ the evaluator's Jaccard. Summary `sum` = total over the scored types (the quantity reported as 81), `max` = the sum of
58
+ the observed list lengths (the "of 262"), `sum_4type` = T + B + Monocyte + NK. A type is scored when its observed test
59
+ is defined; an arm whose generated test is undefined for a scored type gets overlap 0. Types: T cell, B cell, Monocyte, NK cell, DC
60
+ (aggregates: /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).
61
+ **Broadcast analogue** (`top50_overlap_broadcast`, as `sle_broadcast.py` `broadcast_input_bulk`; not part of the
62
+ published benchmark): the same test on the arm's condition bulk_counts (scoring genes, the 13 + 3
63
+ donors), one whole-PBMC top-50 list, compared with every type's observed list.
64
+
65
+ ## Files
66
+ - `per_donor.csv`: one row per arm x donor (all per-donor quantities above).
67
+ - `summary.json`: per arm the donor means / pooled values, provenance (NPZ sha, receipt check, generation metadata,
68
+ Poisson nnz of the whole NPZ, annotation contract), and the reference block (PCA, R2 control).
69
+ - `contrast.csv`: per arm x cell type x statistic (`mean_cp10k`, `pseudobulk_log1p_cpm`: logFC r; `welch_top50_deg`:
70
+ top-50 DEG overlap, T / B / Monocyte / NK / DC; columns of the other kind are empty).
71
+ - `arms/<arm>/labels/` (predict_scanvi.py labels + manifest), `arms/<arm>/generated_cells.parquet` (NPZ row, donor, label,
72
+ UMI on the scoring genes, P/C subsample flag), `arms/<arm>/deg_top50_lists.csv` (observed, generated and broadcast
73
+ top-50 gene lists, Ensembl ids, rank order).
paper-releases/pbisc-diffusion/updates/20261001T145641Z-lora-rank-sweep-calibration-budget/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/cal_budget_20261001/fold3/contrast.csv ADDED
@@ -0,0 +1,53 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 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
2
+ zs__cal_n5,T cell,mean_cp10k,3267,0.07503850984687768,0.44101055672166223,-0.039063090510711274,0.24718181654491347,13,3,13,3,48746,12152,,,,,,,,,,,
3
+ zs__cal_n5,T cell,pseudobulk_log1p_cpm,3267,0.03696942461801124,0.42867745714477645,-0.07571738286969226,0.24111062265283942,13,3,13,3,48746,12152,,,,,,,,,,,
4
+ zs__cal_n5,B cell,mean_cp10k,3235,0.09370314725655356,0.37135218590354685,0.0358776537563665,0.1638368199054695,13,3,13,3,20084,3641,,,,,,,,,,,
5
+ zs__cal_n5,B cell,pseudobulk_log1p_cpm,3235,0.09893319080085551,0.2276540469896267,0.08611308528163009,0.06707590476910526,13,3,13,3,20084,3641,,,,,,,,,,,
6
+ zs__cal_n5,Monocyte,mean_cp10k,3323,0.08113701570502997,0.4607653089644908,0.006318810994579985,0.16408558050131242,13,3,13,3,19536,6065,,,,,,,,,,,
7
+ zs__cal_n5,Monocyte,pseudobulk_log1p_cpm,3323,0.04076799336219742,0.4895231789694805,-0.03301525591114798,0.14149955143346032,13,3,13,3,19536,6065,,,,,,,,,,,
8
+ zs__cal_n5,NK cell,mean_cp10k,3307,-0.05487920254830199,0.43169825561671765,-0.10535147341382617,0.09206918482199546,13,3,13,3,7787,1165,,,,,,,,,,,
9
+ zs__cal_n5,NK cell,pseudobulk_log1p_cpm,3307,0.016110637314370502,0.2667926885252451,-0.00587081305698088,0.08152331152362764,13,3,13,3,7787,1165,,,,,,,,,,,
10
+ zs__cal_n5,T cell,welch_top50_deg,5975,,,,,13,3,13,3,48746,12152,True,0,0.0,50,3,97,3,0,0.0,0,0
11
+ zs__cal_n5,B cell,welch_top50_deg,5975,,,,,13,3,13,3,20084,3641,True,0,0.0,50,46,122,46,0,0.0,0,0
12
+ zs__cal_n5,Monocyte,welch_top50_deg,5975,,,,,13,3,13,3,19536,6065,True,0,0.0,5,0,5,0,0,0.0,0,0
13
+ zs__cal_n5,NK cell,welch_top50_deg,5975,,,,,13,3,13,3,7787,1165,True,0,0.0,30,0,30,0,0,0.0,0,0
14
+ zs__cal_n5,DC,welch_top50_deg,5975,,,,,12,3,13,3,284,310,True,0,0.0,50,1,63,1,0,0.0,0,0
15
+ zs__cal_n10,T cell,mean_cp10k,3267,0.04517610802392688,0.44020900457672163,-0.06063475765584601,0.22318156723257718,13,3,13,3,48746,12704,,,,,,,,,,,
16
+ zs__cal_n10,T cell,pseudobulk_log1p_cpm,3267,0.04660814003398023,0.42972623801232585,-0.07478078681272,0.2601810067477858,13,3,13,3,48746,12704,,,,,,,,,,,
17
+ zs__cal_n10,B cell,mean_cp10k,3235,0.12188794802849238,0.36778669756282506,0.0636710850402382,0.1728467049342273,13,3,13,3,20084,3254,,,,,,,,,,,
18
+ zs__cal_n10,B cell,pseudobulk_log1p_cpm,3235,0.09644218858777824,0.22952179361901784,0.0838282645509198,0.06547044875444104,13,3,13,3,20084,3254,,,,,,,,,,,
19
+ zs__cal_n10,Monocyte,mean_cp10k,3323,0.0866876430889173,0.46314881114145035,0.014910258011082277,0.1590009112080326,13,3,13,3,19536,5792,,,,,,,,,,,
20
+ zs__cal_n10,Monocyte,pseudobulk_log1p_cpm,3323,0.019022306760655427,0.48992096860250317,-0.06042599585667251,0.14520985536620643,13,3,13,3,19536,5792,,,,,,,,,,,
21
+ zs__cal_n10,NK cell,mean_cp10k,3307,-0.004360170481334816,0.42530923281952415,-0.07283310865217749,0.14313941101472766,13,3,13,3,7787,1326,,,,,,,,,,,
22
+ zs__cal_n10,NK cell,pseudobulk_log1p_cpm,3307,0.06716884445503461,0.26901942344367813,0.026729690800693866,0.1551421744482923,13,3,13,3,7787,1326,,,,,,,,,,,
23
+ zs__cal_n10,T cell,welch_top50_deg,5975,,,,,13,3,13,3,48746,12704,True,0,0.0,50,5,97,5,0,0.0,0,0
24
+ zs__cal_n10,B cell,welch_top50_deg,5975,,,,,13,3,13,3,20084,3254,True,1,0.0136986301369863,50,24,122,24,0,0.0,0,0
25
+ zs__cal_n10,Monocyte,welch_top50_deg,5975,,,,,13,3,13,3,19536,5792,True,0,0.0,5,4,5,4,0,0.0,0,0
26
+ zs__cal_n10,NK cell,welch_top50_deg,5975,,,,,13,3,13,3,7787,1326,True,0,0.0,30,0,30,0,0,0.0,0,0
27
+ zs__cal_n10,DC,welch_top50_deg,5975,,,,,12,3,13,3,284,307,True,0,0.0,50,14,63,14,0,0.0,0,0
28
+ zs__cal_n20,T cell,mean_cp10k,3267,0.06035893308326488,0.4360322801005671,-0.04514410157809125,0.2291223653181814,13,3,13,3,48746,12045,,,,,,,,,,,
29
+ zs__cal_n20,T cell,pseudobulk_log1p_cpm,3267,0.023454272119816218,0.4273893845599782,-0.08088673514864628,0.22172106432167046,13,3,13,3,48746,12045,,,,,,,,,,,
30
+ zs__cal_n20,B cell,mean_cp10k,3235,0.12233109611502227,0.3696206431353157,0.05915079309621921,0.18482772241956294,13,3,13,3,20084,3256,,,,,,,,,,,
31
+ zs__cal_n20,B cell,pseudobulk_log1p_cpm,3235,0.06798785685524647,0.2257130895592049,0.054474049575110796,0.06662208736316119,13,3,13,3,20084,3256,,,,,,,,,,,
32
+ zs__cal_n20,Monocyte,mean_cp10k,3323,0.09375292549795713,0.45041749292110933,0.017266860448615307,0.17444513057328193,13,3,13,3,19536,6373,,,,,,,,,,,
33
+ zs__cal_n20,Monocyte,pseudobulk_log1p_cpm,3323,0.02785883051032786,0.48983890014752834,-0.05622385068736519,0.1557197109915292,13,3,13,3,19536,6373,,,,,,,,,,,
34
+ zs__cal_n20,NK cell,mean_cp10k,3307,-0.010984575353765432,0.4338807805185912,-0.08365644093850819,0.1465239197728093,13,3,13,3,7787,1410,,,,,,,,,,,
35
+ zs__cal_n20,NK cell,pseudobulk_log1p_cpm,3307,0.049170043420414866,0.26527680569488865,0.008270819798475536,0.155659106530125,13,3,13,3,7787,1410,,,,,,,,,,,
36
+ zs__cal_n20,T cell,welch_top50_deg,5975,,,,,13,3,13,3,48746,12045,True,0,0.0,50,2,97,2,0,0.0,0,0
37
+ zs__cal_n20,B cell,welch_top50_deg,5975,,,,,13,3,13,3,20084,3256,True,0,0.0,50,33,122,33,0,0.0,0,0
38
+ zs__cal_n20,Monocyte,welch_top50_deg,5975,,,,,13,3,13,3,19536,6373,True,0,0.0,5,4,5,4,0,0.0,0,0
39
+ zs__cal_n20,NK cell,welch_top50_deg,5975,,,,,13,3,13,3,7787,1410,True,0,0.0,30,1,30,1,0,0.0,0,0
40
+ zs__cal_n20,DC,welch_top50_deg,5975,,,,,12,3,13,3,284,317,True,1,0.01639344262295082,50,12,63,12,0,0.0,0,0
41
+ zs__cal_n40,T cell,mean_cp10k,3267,0.09193644981033068,0.43768840281415844,-0.02397856644032535,0.2576452833547713,13,3,13,3,48746,11949,,,,,,,,,,,
42
+ zs__cal_n40,T cell,pseudobulk_log1p_cpm,3267,0.07985013960339916,0.4286720169043194,-0.035186412995568406,0.2579223290907848,13,3,13,3,48746,11949,,,,,,,,,,,
43
+ zs__cal_n40,B cell,mean_cp10k,3235,0.11301528690002181,0.3689288584704534,0.05834578704737987,0.16126457020898852,13,3,13,3,20084,3071,,,,,,,,,,,
44
+ zs__cal_n40,B cell,pseudobulk_log1p_cpm,3235,0.04046864561207844,0.22625927605293308,0.036030221774479745,0.023790072060316813,13,3,13,3,20084,3071,,,,,,,,,,,
45
+ zs__cal_n40,Monocyte,mean_cp10k,3323,0.11433706689032606,0.4513836128118319,0.027746799325677057,0.199554779489334,13,3,13,3,19536,6559,,,,,,,,,,,
46
+ zs__cal_n40,Monocyte,pseudobulk_log1p_cpm,3323,0.06142884098134408,0.4902850193383437,-0.0389460777513223,0.19322048177257947,13,3,13,3,19536,6559,,,,,,,,,,,
47
+ zs__cal_n40,NK cell,mean_cp10k,3307,-0.0046756128062820715,0.4346355607634616,-0.08673582809168189,0.16645989634913133,13,3,13,3,7787,1436,,,,,,,,,,,
48
+ zs__cal_n40,NK cell,pseudobulk_log1p_cpm,3307,0.05280781571969329,0.2660529106416211,0.006498824202406321,0.17530434444869508,13,3,13,3,7787,1436,,,,,,,,,,,
49
+ zs__cal_n40,T cell,welch_top50_deg,5975,,,,,13,3,13,3,48746,11949,True,0,0.0,50,0,97,0,0,0.0,0,0
50
+ zs__cal_n40,B cell,welch_top50_deg,5975,,,,,13,3,13,3,20084,3071,True,1,0.013513513513513514,50,25,122,25,0,0.0,0,0
51
+ zs__cal_n40,Monocyte,welch_top50_deg,5975,,,,,13,3,13,3,19536,6559,True,0,0.0,5,6,5,6,0,0.0,0,0
52
+ zs__cal_n40,NK cell,welch_top50_deg,5975,,,,,13,3,13,3,7787,1436,True,0,0.0,30,1,30,1,0,0.0,0,0
53
+ zs__cal_n40,DC,welch_top50_deg,5975,,,,,12,3,13,3,284,311,True,0,0.0,50,14,63,14,0,0.0,0,0
paper-releases/pbisc-diffusion/updates/20261001T145641Z-lora-rank-sweep-calibration-budget/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/cal_budget_20261001/fold3/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
+ zs__cal_n5,Abd-S102,adult_sepsis,1500,9512,150,0.33266666666666667,0.47981497056349875,0.10733333333333334,0.39318755256518084,0.452,0.0053616484440706475,0.037333333333333336,0.095878889823381,0.007333333333333333,0.0007359125315391085,0.06333333333333334,0.02502102607232969,0.9830961592374545,0.5809371755543881,0.8066741043472033,13,False,1.0,0.6933333333333334,0.9866666666666667,0.8533333333333334,45.2,0.5361648444070648,1838.0,1646.0
3
+ zs__cal_n5,Abd-S103,adult_sepsis,1500,9423,150,0.5293333333333333,0.4813753581661891,0.15733333333333333,0.14782977820227103,0.17733333333333334,0.0024408362517245037,0.030666666666666665,0.04393505253104107,0.0033333333333333335,0.00021224663058473945,0.102,0.3242067282181895,0.4709502281651279,0.6326678068482368,0.8321686142878406,12,False,0.9933333333333333,0.5533333333333333,0.9733333333333334,0.6266666666666667,17.733333333333334,0.24408362517245036,1326.5,971.0
4
+ zs__cal_n5,Abd-S51,adult_sepsis,1500,6865,150,0.426,0.25273124544792425,0.2986666666666667,0.269482884195193,0.212,0.3551347414420976,0.029333333333333333,0.03670793882010197,0.020666666666666667,0.0014566642388929353,0.013333333333333334,0.08448652585579024,0.44332507890264633,0.49873446759411355,0.8484322392325029,3,False,0.9533333333333334,0.7666666666666667,0.96,0.8466666666666667,21.2,35.51347414420976,2017.0,1849.0
5
+ zs__cal_n5,Abd-S83,adult_sepsis,1500,6209,150,0.17866666666666667,0.3924947656627476,0.04,0.16991464003865356,0.6866666666666666,0.049927524561120956,0.020666666666666667,0.3013367692059913,0.005333333333333333,0.0009663391850539539,0.06866666666666667,0.0853599613464326,1.2822122725076501,0.5160252489243918,0.8208136862595258,11,False,0.9933333333333333,0.8,0.98,0.9,68.66666666666667,4.992752456112096,1706.0,1649.0
6
+ zs__cal_n5,HC12,adult_HC,1500,3720,150,0.786,0.5456989247311828,0.04466666666666667,0.05725806451612903,0.062,0.14623655913978495,0.092,0.2196236559139785,0.010666666666666666,0.008870967741935484,0.004666666666666667,0.022311827956989248,0.4841935483870969,0.5323006254835988,0.8657678914714523,1,True,0.9933333333333333,0.6733333333333333,1.0,0.9866666666666667,6.2,14.623655913978496,2184.0,2457.5
7
+ zs__cal_n5,IC22,adult_ICU_ctrl,1500,2107,150,0.2926666666666667,0.16753678215472234,0.04666666666666667,0.01613668723303275,0.5546666666666666,0.722828666350261,0.06266666666666666,0.019933554817275746,0.028,0.04129093497864262,0.015333333333333332,0.0322733744660655,0.3967859515899384,1.1255936603700172,0.8743264707659554,3,False,1.0,0.5066666666666667,0.9933333333333333,0.8933333333333333,55.46666666666666,72.2828666350261,1763.0,3217.0
8
+ zs__cal_n5,PIC01,ped_ICU_ctrl,1500,8345,150,0.8473333333333334,0.647813061713601,0.09866666666666667,0.07070101857399641,0.018666666666666668,0.12055122828040743,0.024,0.11024565608148593,0.004666666666666667,0.004313960455362493,0.006666666666666667,0.04637507489514679,0.4556772518474137,0.5079475218536647,0.8307836606037653,4,False,1.0,0.38,0.9933333333333333,0.5733333333333334,1.866666666666667,12.055122828040743,3133.0,2157.0
9
+ zs__cal_n5,Res-PS02,ped_sepsis,1500,6473,150,0.44266666666666665,0.5892167464854009,0.362,0.33848292909006644,0.11666666666666667,0.012050054070755446,0.043333333333333335,0.05051753437355168,0.007333333333333333,0.0,0.028,0.009732735980225553,0.30746856171790515,0.6592152399467534,0.8438175515481533,10,False,0.9866666666666667,0.6133333333333333,0.98,0.7666666666666667,11.666666666666666,1.2050054070755445,2232.5,1680.0
10
+ zs__cal_n5,Res-PS16,ped_sepsis,1500,7403,150,0.672,0.4078076455491017,0.296,0.5172227475347831,0.015333333333333332,0.0009455626097528029,0.012666666666666666,0.017695528839659597,0.0006666666666666666,0.00013508037282182898,0.0033333333333333335,0.05619343509388086,0.5582234229366474,0.7266430987733835,0.8230173337975747,4,False,1.0,0.5733333333333334,1.0,0.72,1.5333333333333332,0.09455626097528029,2959.0,1895.0
11
+ zs__cal_n5,Res-PS21,ped_sepsis,1500,6455,150,0.422,0.2689388071262587,0.212,0.19550735863671573,0.22866666666666666,0.339426800929512,0.09666666666666666,0.06893880712625872,0.011333333333333334,0.002168861347792409,0.029333333333333333,0.12501936483346243,0.4128923315259489,0.3938797964615466,0.8577345985655385,9,False,1.0,0.7666666666666667,0.9666666666666667,0.7533333333333333,22.866666666666667,33.9426800929512,1858.5,1720.0
12
+ zs__cal_n5,Res-S125,adult_sepsis,1500,3975,150,0.534,0.510188679245283,0.3253333333333333,0.24125786163522012,0.06533333333333333,0.14440251572327045,0.06333333333333334,0.0810062893081761,0.005333333333333333,0.0015094339622641509,0.006666666666666667,0.021635220125786163,0.22342138364779882,0.28988953232584097,0.8553552941839547,1,True,0.9933333333333333,0.6533333333333333,0.9933333333333333,0.8666666666666667,6.533333333333332,14.440251572327046,1912.0,1933.0
13
+ zs__cal_n5,Res-S136,adult_sepsis,1500,2882,150,0.41333333333333333,0.3650242886884108,0.051333333333333335,0.04996530187369882,0.4653333333333333,0.4961832061068702,0.032,0.034004163775156145,0.019333333333333334,0.004857737682165163,0.018666666666666668,0.04996530187369882,0.1283053435114504,0.5643591909516315,0.8744801982362415,1,True,0.9733333333333334,0.4533333333333333,0.98,0.9133333333333333,46.53333333333333,49.61832061068702,2239.0,3386.0
14
+ zs__cal_n5,Res-S149,adult_sepsis,1500,7304,150,0.542,0.37089266155531214,0.094,0.10282037239868565,0.252,0.40963855421686746,0.05733333333333333,0.06489594742606791,0.03333333333333333,0.003696604600219058,0.021333333333333333,0.04805585980284775,0.40148813435560426,0.37943529483069355,0.8627388736763817,1,True,0.98,0.66,0.9533333333333334,0.74,25.2,40.963855421686745,1892.5,2356.0
15
+ zs__cal_n5,Skin-S38,adult_sepsis,1500,9976,150,0.778,0.8330994386527666,0.112,0.13572574178027266,0.018666666666666668,0.00020048115477145148,0.084,0.02475942261427426,0.0006666666666666666,0.00020048115477145148,0.006666666666666667,0.006014434643143544,0.15765036086607853,0.8341668304791459,0.8418130201532247,1,True,1.0,0.4866666666666667,0.98,0.7066666666666667,1.866666666666667,0.020048115477145148,1759.0,1675.0
16
+ zs__cal_n5,Uri-S134,adult_sepsis,1500,9030,150,0.47,0.3501661129568106,0.07,0.038981173864894796,0.36533333333333334,0.5069767441860465,0.05333333333333334,0.037541528239202655,0.03266666666666666,0.0035437430786267998,0.008666666666666666,0.06279069767441861,0.39153488372093026,0.5870901000982757,0.8710709129483566,3,False,0.9866666666666667,0.6533333333333333,0.9733333333333334,0.8666666666666667,36.53333333333333,50.697674418604656,1871.0,2577.0
17
+ zs__cal_n5,Uri-S20,adult_sepsis,1500,4516,150,0.43466666666666665,0.41054030115146145,0.11133333333333334,0.0812666076173605,0.3526666666666667,0.3961470327723649,0.037333333333333336,0.03897254207263064,0.016,0.001550044286979628,0.048,0.07152347209920283,0.13728609388839677,0.36044145076903955,0.8767144383906165,3,False,1.0,0.78,0.9666666666666667,0.9133333333333333,35.266666666666666,39.614703277236494,2008.0,4883.5
18
+ zs__cal_n10,Abd-S102,adult_sepsis,1500,9512,150,0.3606666666666667,0.47981497056349875,0.102,0.39318755256518084,0.43466666666666665,0.0053616484440706475,0.04066666666666666,0.095878889823381,0.008,0.0007359125315391085,0.054,0.02502102607232969,0.9310961592374545,0.5809371755543881,0.8061134255410842,13,False,1.0,0.6466666666666666,0.9933333333333333,0.8533333333333334,43.46666666666666,0.5361648444070648,1764.5,1646.0
19
+ zs__cal_n10,Abd-S103,adult_sepsis,1500,9423,150,0.5566666666666666,0.4813753581661891,0.146,0.14782977820227103,0.16866666666666666,0.0024408362517245037,0.029333333333333333,0.04393505253104107,0.004,0.00021224663058473945,0.09533333333333334,0.3242067282181895,0.49060978456966997,0.6326678068482368,0.832316932406659,12,False,1.0,0.5733333333333334,0.9666666666666667,0.6266666666666667,16.866666666666667,0.24408362517245036,1319.0,971.0
20
+ zs__cal_n10,Abd-S51,adult_sepsis,1500,6865,150,0.43266666666666664,0.25273124544792425,0.298,0.269482884195193,0.20666666666666667,0.3551347414420976,0.030666666666666665,0.03670793882010197,0.019333333333333334,0.0014566642388929353,0.012666666666666666,0.08448652585579024,0.4526584122359796,0.49873446759411355,0.8494581637745421,3,False,0.9666666666666667,0.72,0.9666666666666667,0.8533333333333334,20.666666666666668,35.51347414420976,2019.0,1849.0
21
+ zs__cal_n10,Abd-S83,adult_sepsis,1500,6209,150,0.20466666666666666,0.3924947656627476,0.042,0.16991464003865356,0.6586666666666666,0.049927524561120956,0.027333333333333334,0.3013367692059913,0.008666666666666666,0.0009663391850539539,0.058666666666666666,0.0853599613464326,1.232878939174317,0.5160252489243918,0.8218693460469148,11,False,0.9933333333333333,0.8266666666666667,0.98,0.88,65.86666666666666,4.992752456112096,1596.0,1649.0
22
+ zs__cal_n10,HC12,adult_HC,1500,3720,150,0.7953333333333333,0.5456989247311828,0.037333333333333336,0.05725806451612903,0.05266666666666667,0.14623655913978495,0.10133333333333333,0.2196236559139785,0.011333333333333334,0.008870967741935484,0.002,0.022311827956989248,0.5041935483870968,0.5323006254835988,0.863871963252371,1,True,1.0,0.7133333333333334,1.0,0.98,5.266666666666667,14.623655913978496,2144.0,2457.5
23
+ zs__cal_n10,IC22,adult_ICU_ctrl,1500,2107,150,0.32866666666666666,0.16753678215472234,0.042,0.01613668723303275,0.518,0.722828666350261,0.07533333333333334,0.019933554817275746,0.022,0.04129093497864262,0.014,0.0322733744660655,0.4847859515899382,1.1255936603700172,0.8717355661588989,3,False,1.0,0.49333333333333335,1.0,0.8666666666666667,51.800000000000004,72.2828666350261,1721.5,3217.0
24
+ zs__cal_n10,PIC01,ped_ICU_ctrl,1500,8345,150,0.8393333333333334,0.647813061713601,0.10333333333333333,0.07070101857399641,0.017333333333333333,0.12055122828040743,0.026,0.11024565608148593,0.006,0.004313960455362493,0.008,0.04637507489514679,0.4516772518474137,0.5079475218536647,0.8330517924772528,4,False,0.98,0.38666666666666666,0.9933333333333333,0.6133333333333333,1.7333333333333332,12.055122828040743,3037.5,2157.0
25
+ zs__cal_n10,Res-PS02,ped_sepsis,1500,6473,150,0.49,0.5892167464854009,0.30666666666666664,0.33848292909006644,0.11266666666666666,0.012050054070755446,0.058,0.05051753437355168,0.006,0.0,0.02666666666666667,0.009732735980225553,0.26206601781760136,0.6592152399467534,0.8430546583006034,10,False,0.9933333333333333,0.6266666666666667,1.0,0.7533333333333333,11.266666666666666,1.2050054070755445,2186.5,1680.0
26
+ zs__cal_n10,Res-PS16,ped_sepsis,1500,7403,150,0.7286666666666667,0.4078076455491017,0.23333333333333334,0.5172227475347831,0.016666666666666666,0.0009455626097528029,0.017333333333333333,0.017695528839659597,0.002,0.00013508037282182898,0.002,0.05619343509388086,0.6768900896033139,0.7266430987733835,0.8192284416975776,6,False,1.0,0.49333333333333335,1.0,0.6933333333333334,1.6666666666666667,0.09455626097528029,3018.5,1895.0
27
+ zs__cal_n10,Res-PS21,ped_sepsis,1500,6455,150,0.44533333333333336,0.2689388071262587,0.18733333333333332,0.19550735863671573,0.216,0.339426800929512,0.10933333333333334,0.06893880712625872,0.014,0.002168861347792409,0.028,0.12501936483346243,0.4572403821327137,0.3938797964615466,0.8569921013558952,8,False,0.98,0.7066666666666667,0.96,0.74,21.6,33.9426800929512,1780.5,1720.0
28
+ zs__cal_n10,Res-S125,adult_sepsis,1500,3975,150,0.578,0.510188679245283,0.2786666666666667,0.24125786163522012,0.06066666666666667,0.14440251572327045,0.066,0.0810062893081761,0.006666666666666667,0.0015094339622641509,0.01,0.021635220125786163,0.22075471698113208,0.28988953232584097,0.8555855279388044,1,True,1.0,0.6466666666666666,0.9933333333333333,0.86,6.066666666666666,14.440251572327046,1895.0,1933.0
29
+ zs__cal_n10,Res-S136,adult_sepsis,1500,2882,150,0.42933333333333334,0.3650242886884108,0.048666666666666664,0.04996530187369882,0.44866666666666666,0.4961832061068702,0.036,0.034004163775156145,0.024,0.004857737682165163,0.013333333333333334,0.04996530187369882,0.17089428637520246,0.5643591909516315,0.8747412701613408,1,True,0.98,0.47333333333333333,0.9733333333333334,0.9333333333333333,44.86666666666667,49.61832061068702,2173.0,3386.0
30
+ zs__cal_n10,Res-S149,adult_sepsis,1500,7304,150,0.5366666666666666,0.37089266155531214,0.096,0.10282037239868565,0.25133333333333335,0.40963855421686746,0.06266666666666666,0.06489594742606791,0.028,0.003696604600219058,0.025333333333333333,0.04805585980284775,0.38015480102227084,0.37943529483069355,0.8639664819085596,1,True,0.9866666666666667,0.5933333333333334,0.9733333333333334,0.7066666666666667,25.133333333333336,40.963855421686745,1856.5,2356.0
31
+ zs__cal_n10,Skin-S38,adult_sepsis,1500,9976,150,0.7906666666666666,0.8330994386527666,0.09,0.13572574178027266,0.016666666666666666,0.00020048115477145148,0.09533333333333334,0.02475942261427426,0.0013333333333333333,0.00020048115477145148,0.006,0.006014434643143544,0.17634589681903234,0.8341668304791459,0.8399960035645898,1,True,0.9933333333333333,0.4866666666666667,0.9666666666666667,0.66,1.6666666666666667,0.020048115477145148,1685.5,1675.0
32
+ zs__cal_n10,Uri-S134,adult_sepsis,1500,9030,150,0.49533333333333335,0.3501661129568106,0.06266666666666666,0.038981173864894796,0.342,0.5069767441860465,0.06533333333333333,0.037541528239202655,0.027333333333333334,0.0035437430786267998,0.007333333333333333,0.06279069767441861,0.4408682170542636,0.5870901000982757,0.870522863726408,3,False,0.9866666666666667,0.66,0.9666666666666667,0.88,34.2,50.697674418604656,1819.0,2577.0
33
+ zs__cal_n10,Uri-S20,adult_sepsis,1500,4516,150,0.4573333333333333,0.41054030115146145,0.09533333333333334,0.0812666076173605,0.34,0.3961470327723649,0.043333333333333335,0.03897254207263064,0.016,0.001550044286979628,0.048,0.07152347209920283,0.15934100974313548,0.36044145076903955,0.8773025715404583,3,False,1.0,0.7733333333333333,0.9933333333333333,0.8733333333333333,34.0,39.614703277236494,1951.5,4883.5
34
+ zs__cal_n20,Abd-S102,adult_sepsis,1500,9512,150,0.3273333333333333,0.47981497056349875,0.094,0.39318755256518084,0.472,0.0053616484440706475,0.043333333333333335,0.095878889823381,0.004666666666666667,0.0007359125315391085,0.058666666666666666,0.02502102607232969,1.0084294925707877,0.5809371755543881,0.8033266970105826,13,False,1.0,0.66,0.9933333333333333,0.8533333333333334,47.199999999999996,0.5361648444070648,1820.0,1646.0
35
+ zs__cal_n20,Abd-S103,adult_sepsis,1500,9423,150,0.52,0.4813753581661891,0.14533333333333334,0.14782977820227103,0.19266666666666668,0.0024408362517245037,0.034,0.04393505253104107,0.006666666666666667,0.00021224663058473945,0.10133333333333333,0.3242067282181895,0.47060978456966995,0.6326678068482368,0.8303901501228745,12,False,0.9933333333333333,0.5533333333333333,0.9666666666666667,0.6333333333333333,19.26666666666667,0.24408362517245036,1369.5,971.0
36
+ zs__cal_n20,Abd-S51,adult_sepsis,1500,6865,150,0.41933333333333334,0.25273124544792425,0.2866666666666667,0.269482884195193,0.224,0.3551347414420976,0.034,0.03670793882010197,0.024,0.0014566642388929353,0.012,0.08448652585579024,0.4126584122359796,0.49873446759411355,0.849807450156951,3,False,0.9733333333333334,0.68,0.9466666666666667,0.8333333333333334,22.400000000000002,35.51347414420976,1910.0,1849.0
37
+ zs__cal_n20,Abd-S83,adult_sepsis,1500,6209,150,0.18133333333333335,0.3924947656627476,0.04,0.16991464003865356,0.6886666666666666,0.049927524561120956,0.03266666666666666,0.3013367692059913,0.006666666666666667,0.0009663391850539539,0.050666666666666665,0.0853599613464326,1.288878939174317,0.5160252489243918,0.8194922747610013,11,False,1.0,0.8333333333333334,0.9733333333333334,0.9133333333333333,68.86666666666666,4.992752456112096,1698.5,1649.0
38
+ zs__cal_n20,HC12,adult_HC,1500,3720,150,0.7646666666666667,0.5456989247311828,0.034,0.05725806451612903,0.072,0.14623655913978495,0.11333333333333333,0.2196236559139785,0.011333333333333334,0.008870967741935484,0.004666666666666667,0.022311827956989248,0.44286021505376355,0.5323006254835988,0.8658088789414807,1,True,0.9866666666666667,0.68,0.9866666666666667,0.96,7.199999999999999,14.623655913978496,2116.0,2457.5
39
+ zs__cal_n20,IC22,adult_ICU_ctrl,1500,2107,150,0.296,0.16753678215472234,0.035333333333333335,0.01613668723303275,0.554,0.722828666350261,0.07466666666666667,0.019933554817275746,0.030666666666666665,0.04129093497864262,0.009333333333333334,0.0322733744660655,0.40478595158993824,1.1255936603700172,0.8720873967018427,3,False,1.0,0.49333333333333335,1.0,0.86,55.400000000000006,72.2828666350261,1708.5,3217.0
40
+ zs__cal_n20,PIC01,ped_ICU_ctrl,1500,8345,150,0.8326666666666667,0.647813061713601,0.10466666666666667,0.07070101857399641,0.016666666666666666,0.12055122828040743,0.03133333333333333,0.11024565608148593,0.005333333333333333,0.004313960455362493,0.009333333333333334,0.04637507489514679,0.43967725184741363,0.5079475218536647,0.8349824817032541,4,False,0.9866666666666667,0.34,0.9866666666666667,0.5533333333333333,1.6666666666666667,12.055122828040743,3060.5,2157.0
41
+ zs__cal_n20,Res-PS02,ped_sepsis,1500,6473,150,0.44866666666666666,0.5892167464854009,0.3293333333333333,0.33848292909006644,0.13133333333333333,0.012050054070755446,0.05733333333333333,0.05051753437355168,0.007333333333333333,0.0,0.026,0.009732735980225553,0.29939935115093474,0.6592152399467534,0.8388676618782771,11,False,0.9866666666666667,0.58,0.9933333333333333,0.7333333333333333,13.133333333333333,1.2050054070755445,2144.0,1680.0
42
+ zs__cal_n20,Res-PS16,ped_sepsis,1500,7403,150,0.6733333333333333,0.4078076455491017,0.2926666666666667,0.5172227475347831,0.016666666666666666,0.0009455626097528029,0.014666666666666666,0.017695528839659597,0.0013333333333333333,0.00013508037282182898,0.0013333333333333333,0.05619343509388086,0.5648900896033139,0.7266430987733835,0.8209724893690462,4,False,1.0,0.4866666666666667,1.0,0.5666666666666667,1.6666666666666667,0.09455626097528029,2893.5,1895.0
43
+ zs__cal_n20,Res-PS21,ped_sepsis,1500,6455,150,0.4246666666666667,0.2689388071262587,0.17133333333333334,0.19550735863671573,0.252,0.339426800929512,0.112,0.06893880712625872,0.012666666666666666,0.002168861347792409,0.027333333333333334,0.12501936483346243,0.418573715466047,0.3938797964615466,0.8589050325558718,8,False,0.9933333333333333,0.7333333333333333,0.9733333333333334,0.7133333333333334,25.2,33.9426800929512,1745.0,1720.0
44
+ zs__cal_n20,Res-S125,adult_sepsis,1500,3975,150,0.5693333333333334,0.510188679245283,0.2633333333333333,0.24125786163522012,0.08066666666666666,0.14440251572327045,0.06866666666666667,0.0810062893081761,0.006666666666666667,0.0015094339622641509,0.011333333333333334,0.021635220125786163,0.17275471698113215,0.28988953232584097,0.8562257776511264,2,False,1.0,0.5733333333333334,0.9933333333333333,0.9133333333333333,8.066666666666666,14.440251572327046,1843.5,1933.0
45
+ zs__cal_n20,Res-S136,adult_sepsis,1500,2882,150,0.38533333333333336,0.3650242886884108,0.04133333333333333,0.04996530187369882,0.502,0.4961832061068702,0.036,0.034004163775156145,0.020666666666666667,0.004857737682165163,0.014666666666666666,0.04996530187369882,0.08786120749479533,0.5643591909516315,0.8748748091962603,1,True,1.0,0.44,0.9933333333333333,0.92,50.2,49.61832061068702,2167.0,3386.0
46
+ zs__cal_n20,Res-S149,adult_sepsis,1500,7304,150,0.512,0.37089266155531214,0.08866666666666667,0.10282037239868565,0.2786666666666667,0.40963855421686746,0.07133333333333333,0.06489594742606791,0.030666666666666665,0.003696604600219058,0.018666666666666668,0.04805585980284775,0.34902957283680175,0.37943529483069355,0.865624579366065,1,True,1.0,0.58,0.9933333333333333,0.72,27.866666666666667,40.963855421686745,1803.5,2356.0
47
+ zs__cal_n20,Skin-S38,adult_sepsis,1500,9976,150,0.772,0.8330994386527666,0.08866666666666667,0.13572574178027266,0.025333333333333333,0.00020048115477145148,0.106,0.02475942261427426,0.0013333333333333333,0.00020048115477145148,0.006666666666666667,0.006014434643143544,0.21631702753274518,0.8341668304791459,0.8368922166134131,3,False,0.9933333333333333,0.44666666666666666,0.9533333333333334,0.6733333333333333,2.533333333333333,0.020048115477145148,1631.0,1675.0
48
+ zs__cal_n20,Uri-S134,adult_sepsis,1500,9030,150,0.464,0.3501661129568106,0.05733333333333333,0.038981173864894796,0.38133333333333336,0.5069767441860465,0.06333333333333334,0.037541528239202655,0.02666666666666667,0.0035437430786267998,0.007333333333333333,0.06279069767441861,0.362201550387597,0.5870901000982757,0.870853519468493,2,False,0.9933333333333333,0.64,0.9866666666666667,0.86,38.13333333333333,50.697674418604656,1802.0,2577.0
49
+ zs__cal_n20,Uri-S20,adult_sepsis,1500,4516,150,0.43933333333333335,0.41054030115146145,0.098,0.0812666076173605,0.3606666666666667,0.3961470327723649,0.04733333333333333,0.03897254207263064,0.014666666666666666,0.001550044286979628,0.04,0.07152347209920283,0.13400767640980218,0.36044145076903955,0.8759188283154238,3,False,1.0,0.7733333333333333,0.9933333333333333,0.9066666666666666,36.06666666666667,39.614703277236494,1880.0,4883.5
50
+ zs__cal_n40,Abd-S102,adult_sepsis,1500,9512,150,0.316,0.47981497056349875,0.09,0.39318755256518084,0.478,0.0053616484440706475,0.04533333333333334,0.095878889823381,0.01,0.0007359125315391085,0.06066666666666667,0.02502102607232969,1.0350961592374543,0.5809371755543881,0.8035239598658526,13,False,0.9933333333333333,0.5933333333333334,0.9866666666666667,0.82,47.8,0.5361648444070648,1843.0,1646.0
51
+ zs__cal_n40,Abd-S103,adult_sepsis,1500,9423,150,0.5366666666666666,0.4813753581661891,0.13466666666666666,0.14782977820227103,0.19533333333333333,0.0024408362517245037,0.03,0.04393505253104107,0.0033333333333333335,0.00021224663058473945,0.1,0.3242067282181895,0.5026097845696699,0.6326678068482368,0.8305159325113735,12,False,0.9933333333333333,0.52,0.9666666666666667,0.6533333333333333,19.53333333333333,0.24408362517245036,1303.0,971.0
52
+ zs__cal_n40,Abd-S51,adult_sepsis,1500,6865,150,0.41,0.25273124544792425,0.27666666666666667,0.269482884195193,0.234,0.3551347414420976,0.037333333333333336,0.03670793882010197,0.024,0.0014566642388929353,0.018,0.08448652585579024,0.37524253459577567,0.49873446759411355,0.8515004074465705,3,False,0.9733333333333334,0.6333333333333333,0.94,0.7866666666666666,23.400000000000002,35.51347414420976,1913.5,1849.0
53
+ zs__cal_n40,Abd-S83,adult_sepsis,1500,6209,150,0.19466666666666665,0.3924947656627476,0.042,0.16991464003865356,0.6673333333333333,0.049927524561120956,0.025333333333333333,0.3013367692059913,0.006666666666666667,0.0009663391850539539,0.064,0.0853599613464326,1.2462122725076503,0.5160252489243918,0.8225084552545244,11,False,0.9933333333333333,0.82,0.9733333333333334,0.9,66.73333333333333,4.992752456112096,1678.5,1649.0
54
+ zs__cal_n40,HC12,adult_HC,1500,3720,150,0.748,0.5456989247311828,0.034,0.05725806451612903,0.08266666666666667,0.14623655913978495,0.12,0.2196236559139785,0.01,0.008870967741935484,0.005333333333333333,0.022311827956989248,0.4068602150537634,0.5323006254835988,0.8667886647245603,1,True,0.9933333333333333,0.7066666666666667,0.9866666666666667,0.98,8.266666666666666,14.623655913978496,2093.0,2457.5
55
+ zs__cal_n40,IC22,adult_ICU_ctrl,1500,2107,150,0.278,0.16753678215472234,0.027333333333333334,0.01613668723303275,0.5813333333333334,0.722828666350261,0.074,0.019933554817275746,0.026,0.04129093497864262,0.013333333333333334,0.0322733744660655,0.35145261825660495,1.1255936603700172,0.8732860810546225,3,False,1.0,0.46,1.0,0.8666666666666667,58.13333333333334,72.2828666350261,1722.0,3217.0
56
+ zs__cal_n40,PIC01,ped_ICU_ctrl,1500,8345,150,0.8333333333333334,0.647813061713601,0.104,0.07070101857399641,0.019333333333333334,0.12055122828040743,0.030666666666666665,0.11024565608148593,0.005333333333333333,0.004313960455362493,0.007333333333333333,0.04637507489514679,0.4396772518474136,0.5079475218536647,0.8364380611220027,4,False,0.98,0.36666666666666664,0.9933333333333333,0.5933333333333334,1.9333333333333333,12.055122828040743,3016.5,2157.0
57
+ zs__cal_n40,Res-PS02,ped_sepsis,1500,6473,150,0.45066666666666666,0.5892167464854009,0.2926666666666667,0.33848292909006644,0.156,0.012050054070755446,0.06066666666666667,0.05051753437355168,0.005333333333333333,0.0,0.034666666666666665,0.009732735980225553,0.36873268448426805,0.6592152399467534,0.8367138267133863,12,False,1.0,0.56,0.98,0.6866666666666666,15.6,1.2050054070755445,2106.5,1680.0
58
+ zs__cal_n40,Res-PS16,ped_sepsis,1500,7403,150,0.696,0.4078076455491017,0.27,0.5172227475347831,0.016666666666666666,0.0009455626097528029,0.014666666666666666,0.017695528839659597,0.002,0.00013508037282182898,0.0006666666666666666,0.05619343509388086,0.6115567562699805,0.7266430987733835,0.8193997463133282,6,False,1.0,0.47333333333333333,1.0,0.5933333333333334,1.6666666666666667,0.09455626097528029,2903.0,1895.0
59
+ zs__cal_n40,Res-PS21,ped_sepsis,1500,6455,150,0.426,0.2689388071262587,0.15866666666666668,0.19550735863671573,0.25866666666666666,0.339426800929512,0.11266666666666666,0.06893880712625872,0.01,0.002168861347792409,0.034,0.12501936483346243,0.41724038213271364,0.3938797964615466,0.8619681048899943,8,False,0.96,0.7,0.9666666666666667,0.7666666666666667,25.866666666666667,33.9426800929512,1766.5,1720.0
60
+ zs__cal_n40,Res-S125,adult_sepsis,1500,3975,150,0.5713333333333334,0.510188679245283,0.256,0.24125786163522012,0.08533333333333333,0.14440251572327045,0.06933333333333333,0.0810062893081761,0.006666666666666667,0.0015094339622641509,0.011333333333333334,0.021635220125786163,0.16208805031446552,0.28988953232584097,0.8573952037934256,2,False,1.0,0.56,0.9933333333333333,0.8,8.533333333333333,14.440251572327046,1812.5,1933.0
61
+ zs__cal_n40,Res-S136,adult_sepsis,1500,2882,150,0.366,0.3650242886884108,0.04066666666666666,0.04996530187369882,0.5166666666666667,0.4961832061068702,0.034666666666666665,0.034004163775156145,0.02266666666666667,0.004857737682165163,0.019333333333333334,0.04996530187369882,0.07986120749479535,0.5643591909516315,0.8757179176320483,1,True,0.98,0.4266666666666667,1.0,0.8733333333333333,51.66666666666667,49.61832061068702,2194.5,3386.0
62
+ zs__cal_n40,Res-S149,adult_sepsis,1500,7304,150,0.49333333333333335,0.37089266155531214,0.08466666666666667,0.10282037239868565,0.2946666666666667,0.40963855421686746,0.06933333333333333,0.06489594742606791,0.034666666666666665,0.003696604600219058,0.023333333333333334,0.04805585980284775,0.3156962395034683,0.37943529483069355,0.8672951962186016,1,True,0.98,0.58,0.9866666666666667,0.6733333333333333,29.46666666666667,40.963855421686745,1791.5,2356.0
63
+ zs__cal_n40,Skin-S38,adult_sepsis,1500,9976,150,0.7693333333333333,0.8330994386527666,0.08533333333333333,0.13572574178027266,0.028,0.00020048115477145148,0.10933333333333334,0.02475942261427426,0.0006666666666666666,0.00020048115477145148,0.007333333333333333,0.006014434643143544,0.22831702753274524,0.8341668304791459,0.8355599797363943,3,False,0.98,0.4266666666666667,0.9666666666666667,0.64,2.8000000000000003,0.020048115477145148,1613.0,1675.0
64
+ zs__cal_n40,Uri-S134,adult_sepsis,1500,9030,150,0.446,0.3501661129568106,0.051333333333333335,0.038981173864894796,0.396,0.5069767441860465,0.07133333333333333,0.037541528239202655,0.026,0.0035437430786267998,0.009333333333333334,0.06279069767441861,0.3288682170542636,0.5870901000982757,0.8721322958031433,2,False,0.9933333333333333,0.6466666666666666,0.98,0.8933333333333333,39.6,50.697674418604656,1811.0,2577.0
65
+ zs__cal_n40,Uri-S20,adult_sepsis,1500,4516,150,0.43066666666666664,0.41054030115146145,0.09933333333333333,0.0812666076173605,0.3626666666666667,0.3961470327723649,0.05266666666666667,0.03897254207263064,0.014,0.001550044286979628,0.04066666666666666,0.07152347209920283,0.1286743430764688,0.36044145076903955,0.876626774677035,3,False,1.0,0.7933333333333333,0.98,0.9133333333333333,36.266666666666666,39.614703277236494,1877.0,4883.5
paper-releases/pbisc-diffusion/updates/20261001T145641Z-lora-rank-sweep-calibration-budget/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/cal_budget_20261001/fold3/summary.json ADDED
@@ -0,0 +1,1356 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "schema": "paired_ft_scores.v1",
3
+ "dataset": "ye2026_sepsis",
4
+ "written_utc": "2026-10-01T14:22:42.712292+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/cal_budget_20261001/fold3",
11
+ "--threads",
12
+ "8",
13
+ "--arm",
14
+ "zs__cal_n5=/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/ye2026_sepsis/fold3/zs__cal_n5.npz",
15
+ "--arm",
16
+ "zs__cal_n10=/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/ye2026_sepsis/fold3/zs__cal_n10.npz",
17
+ "--arm",
18
+ "zs__cal_n20=/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/ye2026_sepsis/fold3/zs__cal_n20.npz",
19
+ "--arm",
20
+ "zs__cal_n40=/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/ye2026_sepsis/fold3/zs__cal_n40.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
+ "zs__cal_n5",
28
+ "zs__cal_n10",
29
+ "zs__cal_n20",
30
+ "zs__cal_n40"
31
+ ],
32
+ "donors": [
33
+ "Abd-S102",
34
+ "Abd-S103",
35
+ "Abd-S51",
36
+ "Abd-S83",
37
+ "HC12",
38
+ "IC22",
39
+ "PIC01",
40
+ "Res-PS02",
41
+ "Res-PS16",
42
+ "Res-PS21",
43
+ "Res-S125",
44
+ "Res-S136",
45
+ "Res-S149",
46
+ "Skin-S38",
47
+ "Uri-S134",
48
+ "Uri-S20"
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": 0.37217968702316284,
59
+ "n_fit_cells": 2400
60
+ },
61
+ "r2_control": {
62
+ "precision": 0.9966666666666667,
63
+ "coverage": 1.0,
64
+ "density": 2.0915,
65
+ "n_query": 2400,
66
+ "depth_matched": {
67
+ "precision": 0.9970833333333333,
68
+ "coverage": 1.0,
69
+ "density": 2.0460833333333333
70
+ }
71
+ },
72
+ "observed_l1_loo_null_mean": 0.5743329400790451
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": 13,
89
+ "n_control_donors": 3,
90
+ "n_donors_in_neither": 0,
91
+ "case": [
92
+ true,
93
+ true,
94
+ true,
95
+ true,
96
+ false,
97
+ false,
98
+ false,
99
+ true,
100
+ true,
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
+ true,
115
+ true,
116
+ true,
117
+ false,
118
+ false,
119
+ false,
120
+ false,
121
+ false,
122
+ false,
123
+ false,
124
+ false,
125
+ false
126
+ ],
127
+ "groups": [
128
+ "adult_sepsis",
129
+ "adult_sepsis",
130
+ "adult_sepsis",
131
+ "adult_sepsis",
132
+ "adult_HC",
133
+ "adult_ICU_ctrl",
134
+ "ped_ICU_ctrl",
135
+ "ped_sepsis",
136
+ "ped_sepsis",
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": 97,
173
+ "n_tested": 5638,
174
+ "n_case_donors": 13,
175
+ "n_control_donors": 3,
176
+ "n_cells": 48746,
177
+ "top_list_size": 50
178
+ },
179
+ "B cell": {
180
+ "n_significant": 122,
181
+ "n_tested": 5474,
182
+ "n_case_donors": 13,
183
+ "n_control_donors": 3,
184
+ "n_cells": 20084,
185
+ "top_list_size": 50
186
+ },
187
+ "Monocyte": {
188
+ "n_significant": 5,
189
+ "n_tested": 5518,
190
+ "n_case_donors": 13,
191
+ "n_control_donors": 3,
192
+ "n_cells": 19536,
193
+ "top_list_size": 5
194
+ },
195
+ "NK cell": {
196
+ "n_significant": 30,
197
+ "n_tested": 5250,
198
+ "n_case_donors": 13,
199
+ "n_control_donors": 3,
200
+ "n_cells": 7787,
201
+ "top_list_size": 30
202
+ },
203
+ "DC": {
204
+ "n_significant": 63,
205
+ "n_tested": 4453,
206
+ "n_case_donors": 12,
207
+ "n_control_donors": 3,
208
+ "n_cells": 284,
209
+ "top_list_size": 50
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
+ "zs__cal_n5": {
216
+ "comp_l1": 0.45215693792550554,
217
+ "comp_l1_obs_loo_null": 0.5743329400790451,
218
+ "precision": 0.9908333333333333,
219
+ "coverage": 0.6258333333333334,
220
+ "precision_dm": 0.98,
221
+ "coverage_dm": 0.8079166666666666,
222
+ "pb_r_median": 0.8518937667082288,
223
+ "pb_top1": 0.3125,
224
+ "mono_pct_gen": 25.270833333333332,
225
+ "mono_pct_obs": 23.17782597649799,
226
+ "median_umi_gen": 2027.0,
227
+ "median_umi_obs": 1947.0,
228
+ "contrast_mean_cp10k_r_gen": 0.04874986756503981,
229
+ "contrast_pseudobulk_log1p_cpm_r_gen": 0.04819531152385867,
230
+ "contrast_mean_cp10k_r_broadcast": 0.4262065768016044,
231
+ "contrast_pseudobulk_log1p_cpm_r_broadcast": 0.3531618429072822,
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": 185,
239
+ "deg_top50_sum_4type": 0,
240
+ "deg_top50_sum_broadcast": 0,
241
+ "seconds": 6.2
242
+ },
243
+ "zs__cal_n10": {
244
+ "comp_l1": 0.46827846653690847,
245
+ "comp_l1_obs_loo_null": 0.5743329400790451,
246
+ "precision": 0.99125,
247
+ "coverage": 0.61375,
248
+ "precision_dm": 0.9829166666666667,
249
+ "coverage_dm": 0.7983333333333333,
250
+ "pb_r_median": 0.8525218458566732,
251
+ "pb_top1": 0.3125,
252
+ "mono_pct_gen": 24.133333333333333,
253
+ "mono_pct_obs": 23.17782597649799,
254
+ "median_umi_gen": 1974.0,
255
+ "median_umi_obs": 1947.0,
256
+ "contrast_mean_cp10k_r_gen": 0.06234788216500044,
257
+ "contrast_pseudobulk_log1p_cpm_r_gen": 0.05731036995936213,
258
+ "contrast_mean_cp10k_r_broadcast": 0.42411343652513034,
259
+ "contrast_pseudobulk_log1p_cpm_r_broadcast": 0.3545471059193812,
260
+ "deg_top50_T": 0,
261
+ "deg_top50_B": 1,
262
+ "deg_top50_Mono": 0,
263
+ "deg_top50_NK": 0,
264
+ "deg_top50_DC": 0,
265
+ "deg_top50_sum": 1,
266
+ "deg_top50_max": 185,
267
+ "deg_top50_sum_4type": 1,
268
+ "deg_top50_sum_broadcast": 0,
269
+ "seconds": 5.9
270
+ },
271
+ "zs__cal_n20": {
272
+ "comp_l1": 0.4420584346815649,
273
+ "comp_l1_obs_loo_null": 0.5743329400790451,
274
+ "precision": 0.9941666666666666,
275
+ "coverage": 0.5933333333333334,
276
+ "precision_dm": 0.9833333333333333,
277
+ "coverage_dm": 0.7883333333333333,
278
+ "pb_r_median": 0.8530166139040387,
279
+ "pb_top1": 0.1875,
280
+ "mono_pct_gen": 26.554166666666667,
281
+ "mono_pct_obs": 23.17782597649799,
282
+ "median_umi_gen": 1946.0,
283
+ "median_umi_obs": 1947.0,
284
+ "contrast_mean_cp10k_r_gen": 0.0663645948356197,
285
+ "contrast_pseudobulk_log1p_cpm_r_gen": 0.04211775072645135,
286
+ "contrast_mean_cp10k_r_broadcast": 0.42248779916889584,
287
+ "contrast_pseudobulk_log1p_cpm_r_broadcast": 0.3520545449904,
288
+ "deg_top50_T": 0,
289
+ "deg_top50_B": 0,
290
+ "deg_top50_Mono": 0,
291
+ "deg_top50_NK": 0,
292
+ "deg_top50_DC": 1,
293
+ "deg_top50_sum": 1,
294
+ "deg_top50_max": 185,
295
+ "deg_top50_sum_4type": 0,
296
+ "deg_top50_sum_broadcast": 0,
297
+ "seconds": 5.8
298
+ },
299
+ "zs__cal_n40": {
300
+ "comp_l1": 0.43738660899571885,
301
+ "comp_l1_obs_loo_null": 0.5743329400790451,
302
+ "precision": 0.98875,
303
+ "coverage": 0.5791666666666667,
304
+ "precision_dm": 0.98125,
305
+ "coverage_dm": 0.7775,
306
+ "pb_r_median": 0.854447805619998,
307
+ "pb_top1": 0.1875,
308
+ "mono_pct_gen": 27.329166666666673,
309
+ "mono_pct_obs": 23.17782597649799,
310
+ "median_umi_gen": 1941.0,
311
+ "median_umi_obs": 1947.0,
312
+ "contrast_mean_cp10k_r_gen": 0.07865329769859912,
313
+ "contrast_pseudobulk_log1p_cpm_r_gen": 0.058638860479128745,
314
+ "contrast_mean_cp10k_r_broadcast": 0.4231591087149763,
315
+ "contrast_pseudobulk_log1p_cpm_r_broadcast": 0.3528173057343043,
316
+ "deg_top50_T": 0,
317
+ "deg_top50_B": 1,
318
+ "deg_top50_Mono": 0,
319
+ "deg_top50_NK": 0,
320
+ "deg_top50_DC": 0,
321
+ "deg_top50_sum": 1,
322
+ "deg_top50_max": 185,
323
+ "deg_top50_sum_4type": 1,
324
+ "deg_top50_sum_broadcast": 0,
325
+ "seconds": 5.9
326
+ }
327
+ },
328
+ "per_arm": {
329
+ "zs__cal_n5": {
330
+ "arm": "zs__cal_n5",
331
+ "npz": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/ye2026_sepsis/fold3/zs__cal_n5.npz",
332
+ "npz_sha256": "777c35a41b97e45da68533e9e68a3fa9621382095c3ee562eb80af557874b1f4",
333
+ "receipt_verified": true,
334
+ "generation": {
335
+ "checkpoint": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/runs/f01_6k_1x_seed20260627/checkpoint_epoch_016.pt",
336
+ "checkpoint_sha256": "8c7cd0e83e2bc19fe03dfcbc084919a1e2f61be8cc8bc12f4caf543dfda91633",
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/fold3/test_cal_n5.npz",
338
+ "input_condition_sha256": "66878330f1cbc19c42e739c9866e9953fa02d7d22bbd31adeddf0cb2ffed269f",
339
+ "seed": 20260927,
340
+ "steps": 50,
341
+ "support_readout": "bernoulli",
342
+ "weights": "ema"
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/fold3/test_cal_n5.npz",
346
+ "sha256": "66878330f1cbc19c42e739c9866e9953fa02d7d22bbd31adeddf0cb2ffed269f"
347
+ },
348
+ "poisson": {
349
+ "seed": 20260916,
350
+ "rule": "whole NPZ, rows in NPZ order",
351
+ "nnz_whole_npz": 6463374,
352
+ "median_library_whole_npz_panel": 2027.0,
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": 12152,
360
+ "Monocyte": 6065,
361
+ "B cell": 3641,
362
+ "NK cell": 1165,
363
+ "Other": 667,
364
+ "DC": 310
365
+ },
366
+ "mean_l2_max_prob": 0.9256343223359436,
367
+ "predict_seconds": 3.1
368
+ },
369
+ "n_donors": 16,
370
+ "n_generated_cells": 24000,
371
+ "composition": {
372
+ "l1_mean": 0.45215693792550554,
373
+ "l1_median": 0.4071902329407766,
374
+ "l1_obs_loo_null_mean": 0.5743329400790451,
375
+ "l1_generated_loo_mean_vs_observed_mean": 0.5717185508100365,
376
+ "composition_top1": 0.1875,
377
+ "mean_fraction_generated": {
378
+ "T cell": 0.506333,
379
+ "B cell": 0.151708,
380
+ "Monocyte": 0.252708,
381
+ "NK cell": 0.048542,
382
+ "DC": 0.012917,
383
+ "Other": 0.027792
384
+ },
385
+ "mean_fraction_observed": {
386
+ "T cell": 0.442084,
387
+ "B cell": 0.176609,
388
+ "Monocyte": 0.231778,
389
+ "NK cell": 0.077875,
390
+ "DC": 0.004719,
391
+ "Other": 0.066935
392
+ }
393
+ },
394
+ "pseudobulk": {
395
+ "n_genes": 5975,
396
+ "r_median": 0.8518937667082288,
397
+ "r_mean": 0.849106805529268,
398
+ "top1": 0.3125,
399
+ "n_top1": 5,
400
+ "own_rank_median": 3.0,
401
+ "chance_top1": 0.0625
402
+ },
403
+ "precision_coverage": {
404
+ "precision": 0.9908333333333333,
405
+ "coverage": 0.6258333333333334,
406
+ "density": 1.220125,
407
+ "n_query": 2400,
408
+ "n_reference": 2400
409
+ },
410
+ "precision_coverage_depth_matched": {
411
+ "precision": 0.98,
412
+ "coverage": 0.8079166666666666,
413
+ "density": 1.2894166666666667,
414
+ "detected_median_before": {
415
+ "R1": 429.0,
416
+ "Q": 266.0
417
+ },
418
+ "detected_median_after": {
419
+ "R1": 266.0,
420
+ "Q": 266.0
421
+ }
422
+ },
423
+ "monocyte_pct": {
424
+ "generated_mean_over_donors": 25.270833333333332,
425
+ "observed_mean_over_donors": 23.17782597649799,
426
+ "generated_pooled_cells": 25.270833333333332
427
+ },
428
+ "median_umi_per_cell_scoring_genes": {
429
+ "generated_pooled": 2027.0,
430
+ "observed_pooled": 1947.0,
431
+ "generated_mean_of_donor_medians": 2043.6875,
432
+ "observed_mean_of_donor_medians": 2253.25
433
+ },
434
+ "contrast": {
435
+ "mean_cp10k": {
436
+ "per_type": {
437
+ "T cell": {
438
+ "r_generated": 0.07503850984687768,
439
+ "r_broadcast": 0.44101055672166223,
440
+ "partial_r_generated_given_broadcast": -0.039063090510711274,
441
+ "r_generated_vs_broadcast": 0.24718181654491347,
442
+ "n_genes": 3267
443
+ },
444
+ "B cell": {
445
+ "r_generated": 0.09370314725655356,
446
+ "r_broadcast": 0.37135218590354685,
447
+ "partial_r_generated_given_broadcast": 0.0358776537563665,
448
+ "r_generated_vs_broadcast": 0.1638368199054695,
449
+ "n_genes": 3235
450
+ },
451
+ "Monocyte": {
452
+ "r_generated": 0.08113701570502997,
453
+ "r_broadcast": 0.4607653089644908,
454
+ "partial_r_generated_given_broadcast": 0.006318810994579985,
455
+ "r_generated_vs_broadcast": 0.16408558050131242,
456
+ "n_genes": 3323
457
+ },
458
+ "NK cell": {
459
+ "r_generated": -0.05487920254830199,
460
+ "r_broadcast": 0.43169825561671765,
461
+ "partial_r_generated_given_broadcast": -0.10535147341382617,
462
+ "r_generated_vs_broadcast": 0.09206918482199546,
463
+ "n_genes": 3307
464
+ }
465
+ },
466
+ "mean_r_generated": 0.04874986756503981,
467
+ "mean_r_broadcast": 0.4262065768016044,
468
+ "mean_partial_r": -0.02555452479339774
469
+ },
470
+ "pseudobulk_log1p_cpm": {
471
+ "per_type": {
472
+ "T cell": {
473
+ "r_generated": 0.03696942461801124,
474
+ "r_broadcast": 0.42867745714477645,
475
+ "partial_r_generated_given_broadcast": -0.07571738286969226,
476
+ "r_generated_vs_broadcast": 0.24111062265283942,
477
+ "n_genes": 3267
478
+ },
479
+ "B cell": {
480
+ "r_generated": 0.09893319080085551,
481
+ "r_broadcast": 0.2276540469896267,
482
+ "partial_r_generated_given_broadcast": 0.08611308528163009,
483
+ "r_generated_vs_broadcast": 0.06707590476910526,
484
+ "n_genes": 3235
485
+ },
486
+ "Monocyte": {
487
+ "r_generated": 0.04076799336219742,
488
+ "r_broadcast": 0.4895231789694805,
489
+ "partial_r_generated_given_broadcast": -0.03301525591114798,
490
+ "r_generated_vs_broadcast": 0.14149955143346032,
491
+ "n_genes": 3323
492
+ },
493
+ "NK cell": {
494
+ "r_generated": 0.016110637314370502,
495
+ "r_broadcast": 0.2667926885252451,
496
+ "partial_r_generated_given_broadcast": -0.00587081305698088,
497
+ "r_generated_vs_broadcast": 0.08152331152362764,
498
+ "n_genes": 3307
499
+ }
500
+ },
501
+ "mean_r_generated": 0.04819531152385867,
502
+ "mean_r_broadcast": 0.3531618429072822,
503
+ "mean_partial_r": -0.0071225916390477585
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": 50,
521
+ "gen_top_list_size": 3,
522
+ "top50_overlap_broadcast": 0,
523
+ "top50_jaccard_broadcast": 0.0,
524
+ "n_cells_obs": 48746,
525
+ "n_cells_gen": 12152
526
+ },
527
+ "B cell": {
528
+ "deg_scored": true,
529
+ "top50_overlap": 0,
530
+ "top50_jaccard": 0.0,
531
+ "obs_top_list_size": 50,
532
+ "gen_top_list_size": 46,
533
+ "top50_overlap_broadcast": 0,
534
+ "top50_jaccard_broadcast": 0.0,
535
+ "n_cells_obs": 20084,
536
+ "n_cells_gen": 3641
537
+ },
538
+ "Monocyte": {
539
+ "deg_scored": true,
540
+ "top50_overlap": 0,
541
+ "top50_jaccard": 0.0,
542
+ "obs_top_list_size": 5,
543
+ "gen_top_list_size": 0,
544
+ "top50_overlap_broadcast": 0,
545
+ "top50_jaccard_broadcast": 0.0,
546
+ "n_cells_obs": 19536,
547
+ "n_cells_gen": 6065
548
+ },
549
+ "NK cell": {
550
+ "deg_scored": true,
551
+ "top50_overlap": 0,
552
+ "top50_jaccard": 0.0,
553
+ "obs_top_list_size": 30,
554
+ "gen_top_list_size": 0,
555
+ "top50_overlap_broadcast": 0,
556
+ "top50_jaccard_broadcast": 0.0,
557
+ "n_cells_obs": 7787,
558
+ "n_cells_gen": 1165
559
+ },
560
+ "DC": {
561
+ "deg_scored": true,
562
+ "top50_overlap": 0,
563
+ "top50_jaccard": 0.0,
564
+ "obs_top_list_size": 50,
565
+ "gen_top_list_size": 1,
566
+ "top50_overlap_broadcast": 0,
567
+ "top50_jaccard_broadcast": 0.0,
568
+ "n_cells_obs": 284,
569
+ "n_cells_gen": 310
570
+ }
571
+ },
572
+ "sum": 0,
573
+ "sum_4type": 0,
574
+ "max": 185,
575
+ "mean": 0.0,
576
+ "sum_broadcast": 0,
577
+ "sum_broadcast_4type": 0,
578
+ "broadcast_n_significant": 0,
579
+ "seconds": 0.05
580
+ },
581
+ "seconds": 6.2
582
+ },
583
+ "zs__cal_n10": {
584
+ "arm": "zs__cal_n10",
585
+ "npz": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/ye2026_sepsis/fold3/zs__cal_n10.npz",
586
+ "npz_sha256": "cd7c015a9eb548a86e093cfe917b976611d7a9c62ceb3b4f0a15a6d9cd0d8f98",
587
+ "receipt_verified": true,
588
+ "generation": {
589
+ "checkpoint": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/runs/f01_6k_1x_seed20260627/checkpoint_epoch_016.pt",
590
+ "checkpoint_sha256": "8c7cd0e83e2bc19fe03dfcbc084919a1e2f61be8cc8bc12f4caf543dfda91633",
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/fold3/test_cal_n10.npz",
592
+ "input_condition_sha256": "e2111882c41e61a3f7b056cca295a6de03789dbac38327544244dda2bbbfd878",
593
+ "seed": 20260927,
594
+ "steps": 50,
595
+ "support_readout": "bernoulli",
596
+ "weights": "ema"
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/fold3/test_cal_n10.npz",
600
+ "sha256": "e2111882c41e61a3f7b056cca295a6de03789dbac38327544244dda2bbbfd878"
601
+ },
602
+ "poisson": {
603
+ "seed": 20260916,
604
+ "rule": "whole NPZ, rows in NPZ order",
605
+ "nnz_whole_npz": 6395253,
606
+ "median_library_whole_npz_panel": 1974.0,
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": 12704,
614
+ "Monocyte": 5792,
615
+ "B cell": 3254,
616
+ "NK cell": 1326,
617
+ "Other": 617,
618
+ "DC": 307
619
+ },
620
+ "mean_l2_max_prob": 0.9277137901509801,
621
+ "predict_seconds": 3.2
622
+ },
623
+ "n_donors": 16,
624
+ "n_generated_cells": 24000,
625
+ "composition": {
626
+ "l1_mean": 0.46827846653690847,
627
+ "l1_median": 0.45216783204169664,
628
+ "l1_obs_loo_null_mean": 0.5743329400790451,
629
+ "l1_generated_loo_mean_vs_observed_mean": 0.5808921801975627,
630
+ "composition_top1": 0.1875,
631
+ "mean_fraction_generated": {
632
+ "T cell": 0.529333,
633
+ "B cell": 0.135583,
634
+ "Monocyte": 0.241333,
635
+ "NK cell": 0.05525,
636
+ "DC": 0.012792,
637
+ "Other": 0.025708
638
+ },
639
+ "mean_fraction_observed": {
640
+ "T cell": 0.442084,
641
+ "B cell": 0.176609,
642
+ "Monocyte": 0.231778,
643
+ "NK cell": 0.077875,
644
+ "DC": 0.004719,
645
+ "Other": 0.066935
646
+ }
647
+ },
648
+ "pseudobulk": {
649
+ "n_genes": 5975,
650
+ "r_median": 0.8525218458566732,
651
+ "r_mean": 0.8487379443657476,
652
+ "top1": 0.3125,
653
+ "n_top1": 5,
654
+ "own_rank_median": 3.0,
655
+ "chance_top1": 0.0625
656
+ },
657
+ "precision_coverage": {
658
+ "precision": 0.99125,
659
+ "coverage": 0.61375,
660
+ "density": 1.2322916666666666,
661
+ "n_query": 2400,
662
+ "n_reference": 2400
663
+ },
664
+ "precision_coverage_depth_matched": {
665
+ "precision": 0.9829166666666667,
666
+ "coverage": 0.7983333333333333,
667
+ "density": 1.3279166666666666,
668
+ "detected_median_before": {
669
+ "R1": 429.0,
670
+ "Q": 263.0
671
+ },
672
+ "detected_median_after": {
673
+ "R1": 263.0,
674
+ "Q": 263.0
675
+ }
676
+ },
677
+ "monocyte_pct": {
678
+ "generated_mean_over_donors": 24.133333333333333,
679
+ "observed_mean_over_donors": 23.17782597649799,
680
+ "generated_pooled_cells": 24.133333333333333
681
+ },
682
+ "median_umi_per_cell_scoring_genes": {
683
+ "generated_pooled": 1974.0,
684
+ "observed_pooled": 1947.0,
685
+ "generated_mean_of_donor_medians": 1997.96875,
686
+ "observed_mean_of_donor_medians": 2253.25
687
+ },
688
+ "contrast": {
689
+ "mean_cp10k": {
690
+ "per_type": {
691
+ "T cell": {
692
+ "r_generated": 0.04517610802392688,
693
+ "r_broadcast": 0.44020900457672163,
694
+ "partial_r_generated_given_broadcast": -0.06063475765584601,
695
+ "r_generated_vs_broadcast": 0.22318156723257718,
696
+ "n_genes": 3267
697
+ },
698
+ "B cell": {
699
+ "r_generated": 0.12188794802849238,
700
+ "r_broadcast": 0.36778669756282506,
701
+ "partial_r_generated_given_broadcast": 0.0636710850402382,
702
+ "r_generated_vs_broadcast": 0.1728467049342273,
703
+ "n_genes": 3235
704
+ },
705
+ "Monocyte": {
706
+ "r_generated": 0.0866876430889173,
707
+ "r_broadcast": 0.46314881114145035,
708
+ "partial_r_generated_given_broadcast": 0.014910258011082277,
709
+ "r_generated_vs_broadcast": 0.1590009112080326,
710
+ "n_genes": 3323
711
+ },
712
+ "NK cell": {
713
+ "r_generated": -0.004360170481334816,
714
+ "r_broadcast": 0.42530923281952415,
715
+ "partial_r_generated_given_broadcast": -0.07283310865217749,
716
+ "r_generated_vs_broadcast": 0.14313941101472766,
717
+ "n_genes": 3307
718
+ }
719
+ },
720
+ "mean_r_generated": 0.06234788216500044,
721
+ "mean_r_broadcast": 0.42411343652513034,
722
+ "mean_partial_r": -0.013721630814175753
723
+ },
724
+ "pseudobulk_log1p_cpm": {
725
+ "per_type": {
726
+ "T cell": {
727
+ "r_generated": 0.04660814003398023,
728
+ "r_broadcast": 0.42972623801232585,
729
+ "partial_r_generated_given_broadcast": -0.07478078681272,
730
+ "r_generated_vs_broadcast": 0.2601810067477858,
731
+ "n_genes": 3267
732
+ },
733
+ "B cell": {
734
+ "r_generated": 0.09644218858777824,
735
+ "r_broadcast": 0.22952179361901784,
736
+ "partial_r_generated_given_broadcast": 0.0838282645509198,
737
+ "r_generated_vs_broadcast": 0.06547044875444104,
738
+ "n_genes": 3235
739
+ },
740
+ "Monocyte": {
741
+ "r_generated": 0.019022306760655427,
742
+ "r_broadcast": 0.48992096860250317,
743
+ "partial_r_generated_given_broadcast": -0.06042599585667251,
744
+ "r_generated_vs_broadcast": 0.14520985536620643,
745
+ "n_genes": 3323
746
+ },
747
+ "NK cell": {
748
+ "r_generated": 0.06716884445503461,
749
+ "r_broadcast": 0.26901942344367813,
750
+ "partial_r_generated_given_broadcast": 0.026729690800693866,
751
+ "r_generated_vs_broadcast": 0.1551421744482923,
752
+ "n_genes": 3307
753
+ }
754
+ },
755
+ "mean_r_generated": 0.05731036995936213,
756
+ "mean_r_broadcast": 0.3545471059193812,
757
+ "mean_partial_r": -0.0061622068294447125
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": 50,
775
+ "gen_top_list_size": 5,
776
+ "top50_overlap_broadcast": 0,
777
+ "top50_jaccard_broadcast": 0.0,
778
+ "n_cells_obs": 48746,
779
+ "n_cells_gen": 12704
780
+ },
781
+ "B cell": {
782
+ "deg_scored": true,
783
+ "top50_overlap": 1,
784
+ "top50_jaccard": 0.0136986301369863,
785
+ "obs_top_list_size": 50,
786
+ "gen_top_list_size": 24,
787
+ "top50_overlap_broadcast": 0,
788
+ "top50_jaccard_broadcast": 0.0,
789
+ "n_cells_obs": 20084,
790
+ "n_cells_gen": 3254
791
+ },
792
+ "Monocyte": {
793
+ "deg_scored": true,
794
+ "top50_overlap": 0,
795
+ "top50_jaccard": 0.0,
796
+ "obs_top_list_size": 5,
797
+ "gen_top_list_size": 4,
798
+ "top50_overlap_broadcast": 0,
799
+ "top50_jaccard_broadcast": 0.0,
800
+ "n_cells_obs": 19536,
801
+ "n_cells_gen": 5792
802
+ },
803
+ "NK cell": {
804
+ "deg_scored": true,
805
+ "top50_overlap": 0,
806
+ "top50_jaccard": 0.0,
807
+ "obs_top_list_size": 30,
808
+ "gen_top_list_size": 0,
809
+ "top50_overlap_broadcast": 0,
810
+ "top50_jaccard_broadcast": 0.0,
811
+ "n_cells_obs": 7787,
812
+ "n_cells_gen": 1326
813
+ },
814
+ "DC": {
815
+ "deg_scored": true,
816
+ "top50_overlap": 0,
817
+ "top50_jaccard": 0.0,
818
+ "obs_top_list_size": 50,
819
+ "gen_top_list_size": 14,
820
+ "top50_overlap_broadcast": 0,
821
+ "top50_jaccard_broadcast": 0.0,
822
+ "n_cells_obs": 284,
823
+ "n_cells_gen": 307
824
+ }
825
+ },
826
+ "sum": 1,
827
+ "sum_4type": 1,
828
+ "max": 185,
829
+ "mean": 0.2,
830
+ "sum_broadcast": 0,
831
+ "sum_broadcast_4type": 0,
832
+ "broadcast_n_significant": 0,
833
+ "seconds": 0.05
834
+ },
835
+ "seconds": 5.9
836
+ },
837
+ "zs__cal_n20": {
838
+ "arm": "zs__cal_n20",
839
+ "npz": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/ye2026_sepsis/fold3/zs__cal_n20.npz",
840
+ "npz_sha256": "6952559412b75b86ce857388ed527964190405b158e48d33bfd66d47fa9406ab",
841
+ "receipt_verified": true,
842
+ "generation": {
843
+ "checkpoint": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/runs/f01_6k_1x_seed20260627/checkpoint_epoch_016.pt",
844
+ "checkpoint_sha256": "8c7cd0e83e2bc19fe03dfcbc084919a1e2f61be8cc8bc12f4caf543dfda91633",
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/fold3/test_cal_n20.npz",
846
+ "input_condition_sha256": "3be828be4a1ec21f548d5a2d7e41175dfd1ae63c268b7d47d40b25d00a53ae0e",
847
+ "seed": 20260927,
848
+ "steps": 50,
849
+ "support_readout": "bernoulli",
850
+ "weights": "ema"
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/fold3/test_cal_n20.npz",
854
+ "sha256": "3be828be4a1ec21f548d5a2d7e41175dfd1ae63c268b7d47d40b25d00a53ae0e"
855
+ },
856
+ "poisson": {
857
+ "seed": 20260916,
858
+ "rule": "whole NPZ, rows in NPZ order",
859
+ "nnz_whole_npz": 6339503,
860
+ "median_library_whole_npz_panel": 1946.0,
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": 12045,
868
+ "Monocyte": 6373,
869
+ "B cell": 3256,
870
+ "NK cell": 1410,
871
+ "Other": 599,
872
+ "DC": 317
873
+ },
874
+ "mean_l2_max_prob": 0.9312301667965949,
875
+ "predict_seconds": 3.0
876
+ },
877
+ "n_donors": 16,
878
+ "n_generated_cells": 24000,
879
+ "composition": {
880
+ "l1_mean": 0.4420584346815649,
881
+ "l1_median": 0.40872218191295895,
882
+ "l1_obs_loo_null_mean": 0.5743329400790451,
883
+ "l1_generated_loo_mean_vs_observed_mean": 0.573943542881001,
884
+ "composition_top1": 0.25,
885
+ "mean_fraction_generated": {
886
+ "T cell": 0.501875,
887
+ "B cell": 0.135667,
888
+ "Monocyte": 0.265542,
889
+ "NK cell": 0.05875,
890
+ "DC": 0.013208,
891
+ "Other": 0.024958
892
+ },
893
+ "mean_fraction_observed": {
894
+ "T cell": 0.442084,
895
+ "B cell": 0.176609,
896
+ "Monocyte": 0.231778,
897
+ "NK cell": 0.077875,
898
+ "DC": 0.004719,
899
+ "Other": 0.066935
900
+ }
901
+ },
902
+ "pseudobulk": {
903
+ "n_genes": 5975,
904
+ "r_median": 0.8530166139040387,
905
+ "r_mean": 0.8484393902382477,
906
+ "top1": 0.1875,
907
+ "n_top1": 3,
908
+ "own_rank_median": 3.0,
909
+ "chance_top1": 0.0625
910
+ },
911
+ "precision_coverage": {
912
+ "precision": 0.9941666666666666,
913
+ "coverage": 0.5933333333333334,
914
+ "density": 1.22875,
915
+ "n_query": 2400,
916
+ "n_reference": 2400
917
+ },
918
+ "precision_coverage_depth_matched": {
919
+ "precision": 0.9833333333333333,
920
+ "coverage": 0.7883333333333333,
921
+ "density": 1.3289166666666667,
922
+ "detected_median_before": {
923
+ "R1": 429.0,
924
+ "Q": 259.0
925
+ },
926
+ "detected_median_after": {
927
+ "R1": 259.0,
928
+ "Q": 259.0
929
+ }
930
+ },
931
+ "monocyte_pct": {
932
+ "generated_mean_over_donors": 26.554166666666667,
933
+ "observed_mean_over_donors": 23.17782597649799,
934
+ "generated_pooled_cells": 26.554166666666667
935
+ },
936
+ "median_umi_per_cell_scoring_genes": {
937
+ "generated_pooled": 1946.0,
938
+ "observed_pooled": 1947.0,
939
+ "generated_mean_of_donor_medians": 1974.53125,
940
+ "observed_mean_of_donor_medians": 2253.25
941
+ },
942
+ "contrast": {
943
+ "mean_cp10k": {
944
+ "per_type": {
945
+ "T cell": {
946
+ "r_generated": 0.06035893308326488,
947
+ "r_broadcast": 0.4360322801005671,
948
+ "partial_r_generated_given_broadcast": -0.04514410157809125,
949
+ "r_generated_vs_broadcast": 0.2291223653181814,
950
+ "n_genes": 3267
951
+ },
952
+ "B cell": {
953
+ "r_generated": 0.12233109611502227,
954
+ "r_broadcast": 0.3696206431353157,
955
+ "partial_r_generated_given_broadcast": 0.05915079309621921,
956
+ "r_generated_vs_broadcast": 0.18482772241956294,
957
+ "n_genes": 3235
958
+ },
959
+ "Monocyte": {
960
+ "r_generated": 0.09375292549795713,
961
+ "r_broadcast": 0.45041749292110933,
962
+ "partial_r_generated_given_broadcast": 0.017266860448615307,
963
+ "r_generated_vs_broadcast": 0.17444513057328193,
964
+ "n_genes": 3323
965
+ },
966
+ "NK cell": {
967
+ "r_generated": -0.010984575353765432,
968
+ "r_broadcast": 0.4338807805185912,
969
+ "partial_r_generated_given_broadcast": -0.08365644093850819,
970
+ "r_generated_vs_broadcast": 0.1465239197728093,
971
+ "n_genes": 3307
972
+ }
973
+ },
974
+ "mean_r_generated": 0.0663645948356197,
975
+ "mean_r_broadcast": 0.42248779916889584,
976
+ "mean_partial_r": -0.013095722242941229
977
+ },
978
+ "pseudobulk_log1p_cpm": {
979
+ "per_type": {
980
+ "T cell": {
981
+ "r_generated": 0.023454272119816218,
982
+ "r_broadcast": 0.4273893845599782,
983
+ "partial_r_generated_given_broadcast": -0.08088673514864628,
984
+ "r_generated_vs_broadcast": 0.22172106432167046,
985
+ "n_genes": 3267
986
+ },
987
+ "B cell": {
988
+ "r_generated": 0.06798785685524647,
989
+ "r_broadcast": 0.2257130895592049,
990
+ "partial_r_generated_given_broadcast": 0.054474049575110796,
991
+ "r_generated_vs_broadcast": 0.06662208736316119,
992
+ "n_genes": 3235
993
+ },
994
+ "Monocyte": {
995
+ "r_generated": 0.02785883051032786,
996
+ "r_broadcast": 0.48983890014752834,
997
+ "partial_r_generated_given_broadcast": -0.05622385068736519,
998
+ "r_generated_vs_broadcast": 0.1557197109915292,
999
+ "n_genes": 3323
1000
+ },
1001
+ "NK cell": {
1002
+ "r_generated": 0.049170043420414866,
1003
+ "r_broadcast": 0.26527680569488865,
1004
+ "partial_r_generated_given_broadcast": 0.008270819798475536,
1005
+ "r_generated_vs_broadcast": 0.155659106530125,
1006
+ "n_genes": 3307
1007
+ }
1008
+ },
1009
+ "mean_r_generated": 0.04211775072645135,
1010
+ "mean_r_broadcast": 0.3520545449904,
1011
+ "mean_partial_r": -0.018591429115606285
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": 50,
1029
+ "gen_top_list_size": 2,
1030
+ "top50_overlap_broadcast": 0,
1031
+ "top50_jaccard_broadcast": 0.0,
1032
+ "n_cells_obs": 48746,
1033
+ "n_cells_gen": 12045
1034
+ },
1035
+ "B cell": {
1036
+ "deg_scored": true,
1037
+ "top50_overlap": 0,
1038
+ "top50_jaccard": 0.0,
1039
+ "obs_top_list_size": 50,
1040
+ "gen_top_list_size": 33,
1041
+ "top50_overlap_broadcast": 0,
1042
+ "top50_jaccard_broadcast": 0.0,
1043
+ "n_cells_obs": 20084,
1044
+ "n_cells_gen": 3256
1045
+ },
1046
+ "Monocyte": {
1047
+ "deg_scored": true,
1048
+ "top50_overlap": 0,
1049
+ "top50_jaccard": 0.0,
1050
+ "obs_top_list_size": 5,
1051
+ "gen_top_list_size": 4,
1052
+ "top50_overlap_broadcast": 0,
1053
+ "top50_jaccard_broadcast": 0.0,
1054
+ "n_cells_obs": 19536,
1055
+ "n_cells_gen": 6373
1056
+ },
1057
+ "NK cell": {
1058
+ "deg_scored": true,
1059
+ "top50_overlap": 0,
1060
+ "top50_jaccard": 0.0,
1061
+ "obs_top_list_size": 30,
1062
+ "gen_top_list_size": 1,
1063
+ "top50_overlap_broadcast": 0,
1064
+ "top50_jaccard_broadcast": 0.0,
1065
+ "n_cells_obs": 7787,
1066
+ "n_cells_gen": 1410
1067
+ },
1068
+ "DC": {
1069
+ "deg_scored": true,
1070
+ "top50_overlap": 1,
1071
+ "top50_jaccard": 0.01639344262295082,
1072
+ "obs_top_list_size": 50,
1073
+ "gen_top_list_size": 12,
1074
+ "top50_overlap_broadcast": 0,
1075
+ "top50_jaccard_broadcast": 0.0,
1076
+ "n_cells_obs": 284,
1077
+ "n_cells_gen": 317
1078
+ }
1079
+ },
1080
+ "sum": 1,
1081
+ "sum_4type": 0,
1082
+ "max": 185,
1083
+ "mean": 0.2,
1084
+ "sum_broadcast": 0,
1085
+ "sum_broadcast_4type": 0,
1086
+ "broadcast_n_significant": 0,
1087
+ "seconds": 0.05
1088
+ },
1089
+ "seconds": 5.8
1090
+ },
1091
+ "zs__cal_n40": {
1092
+ "arm": "zs__cal_n40",
1093
+ "npz": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/ye2026_sepsis/fold3/zs__cal_n40.npz",
1094
+ "npz_sha256": "6e7ed2eb7528efdc28a40cf00e230daecbbed4936bc35f12503f4d6058e3766d",
1095
+ "receipt_verified": true,
1096
+ "generation": {
1097
+ "checkpoint": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/runs/f01_6k_1x_seed20260627/checkpoint_epoch_016.pt",
1098
+ "checkpoint_sha256": "8c7cd0e83e2bc19fe03dfcbc084919a1e2f61be8cc8bc12f4caf543dfda91633",
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/fold3/test_cal_n40.npz",
1100
+ "input_condition_sha256": "d1d3d5563afe96ae46a40f58fe164abf0ebbd891f84017114f81237cabf1c9a4",
1101
+ "seed": 20260927,
1102
+ "steps": 50,
1103
+ "support_readout": "bernoulli",
1104
+ "weights": "ema"
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/fold3/test_cal_n40.npz",
1108
+ "sha256": "d1d3d5563afe96ae46a40f58fe164abf0ebbd891f84017114f81237cabf1c9a4"
1109
+ },
1110
+ "poisson": {
1111
+ "seed": 20260916,
1112
+ "rule": "whole NPZ, rows in NPZ order",
1113
+ "nnz_whole_npz": 6355330,
1114
+ "median_library_whole_npz_panel": 1941.0,
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": 11949,
1122
+ "Monocyte": 6559,
1123
+ "B cell": 3071,
1124
+ "NK cell": 1436,
1125
+ "Other": 674,
1126
+ "DC": 311
1127
+ },
1128
+ "mean_l2_max_prob": 0.9291074240015199,
1129
+ "predict_seconds": 3.1
1130
+ },
1131
+ "n_donors": 16,
1132
+ "n_generated_cells": 24000,
1133
+ "composition": {
1134
+ "l1_mean": 0.43738660899571885,
1135
+ "l1_median": 0.37198760954002186,
1136
+ "l1_obs_loo_null_mean": 0.5743329400790451,
1137
+ "l1_generated_loo_mean_vs_observed_mean": 0.5724316323444938,
1138
+ "composition_top1": 0.25,
1139
+ "mean_fraction_generated": {
1140
+ "T cell": 0.497875,
1141
+ "B cell": 0.127958,
1142
+ "Monocyte": 0.273292,
1143
+ "NK cell": 0.059833,
1144
+ "DC": 0.012958,
1145
+ "Other": 0.028083
1146
+ },
1147
+ "mean_fraction_observed": {
1148
+ "T cell": 0.442084,
1149
+ "B cell": 0.176609,
1150
+ "Monocyte": 0.231778,
1151
+ "NK cell": 0.077875,
1152
+ "DC": 0.004719,
1153
+ "Other": 0.066935
1154
+ }
1155
+ },
1156
+ "pseudobulk": {
1157
+ "n_genes": 5975,
1158
+ "r_median": 0.854447805619998,
1159
+ "r_mean": 0.849210662984804,
1160
+ "top1": 0.1875,
1161
+ "n_top1": 3,
1162
+ "own_rank_median": 3.0,
1163
+ "chance_top1": 0.0625
1164
+ },
1165
+ "precision_coverage": {
1166
+ "precision": 0.98875,
1167
+ "coverage": 0.5791666666666667,
1168
+ "density": 1.2252916666666667,
1169
+ "n_query": 2400,
1170
+ "n_reference": 2400
1171
+ },
1172
+ "precision_coverage_depth_matched": {
1173
+ "precision": 0.98125,
1174
+ "coverage": 0.7775,
1175
+ "density": 1.3010416666666667,
1176
+ "detected_median_before": {
1177
+ "R1": 429.0,
1178
+ "Q": 259.0
1179
+ },
1180
+ "detected_median_after": {
1181
+ "R1": 259.0,
1182
+ "Q": 259.0
1183
+ }
1184
+ },
1185
+ "monocyte_pct": {
1186
+ "generated_mean_over_donors": 27.329166666666673,
1187
+ "observed_mean_over_donors": 23.17782597649799,
1188
+ "generated_pooled_cells": 27.329166666666666
1189
+ },
1190
+ "median_umi_per_cell_scoring_genes": {
1191
+ "generated_pooled": 1941.0,
1192
+ "observed_pooled": 1947.0,
1193
+ "generated_mean_of_donor_medians": 1965.3125,
1194
+ "observed_mean_of_donor_medians": 2253.25
1195
+ },
1196
+ "contrast": {
1197
+ "mean_cp10k": {
1198
+ "per_type": {
1199
+ "T cell": {
1200
+ "r_generated": 0.09193644981033068,
1201
+ "r_broadcast": 0.43768840281415844,
1202
+ "partial_r_generated_given_broadcast": -0.02397856644032535,
1203
+ "r_generated_vs_broadcast": 0.2576452833547713,
1204
+ "n_genes": 3267
1205
+ },
1206
+ "B cell": {
1207
+ "r_generated": 0.11301528690002181,
1208
+ "r_broadcast": 0.3689288584704534,
1209
+ "partial_r_generated_given_broadcast": 0.05834578704737987,
1210
+ "r_generated_vs_broadcast": 0.16126457020898852,
1211
+ "n_genes": 3235
1212
+ },
1213
+ "Monocyte": {
1214
+ "r_generated": 0.11433706689032606,
1215
+ "r_broadcast": 0.4513836128118319,
1216
+ "partial_r_generated_given_broadcast": 0.027746799325677057,
1217
+ "r_generated_vs_broadcast": 0.199554779489334,
1218
+ "n_genes": 3323
1219
+ },
1220
+ "NK cell": {
1221
+ "r_generated": -0.0046756128062820715,
1222
+ "r_broadcast": 0.4346355607634616,
1223
+ "partial_r_generated_given_broadcast": -0.08673582809168189,
1224
+ "r_generated_vs_broadcast": 0.16645989634913133,
1225
+ "n_genes": 3307
1226
+ }
1227
+ },
1228
+ "mean_r_generated": 0.07865329769859912,
1229
+ "mean_r_broadcast": 0.4231591087149763,
1230
+ "mean_partial_r": -0.006155452039737577
1231
+ },
1232
+ "pseudobulk_log1p_cpm": {
1233
+ "per_type": {
1234
+ "T cell": {
1235
+ "r_generated": 0.07985013960339916,
1236
+ "r_broadcast": 0.4286720169043194,
1237
+ "partial_r_generated_given_broadcast": -0.035186412995568406,
1238
+ "r_generated_vs_broadcast": 0.2579223290907848,
1239
+ "n_genes": 3267
1240
+ },
1241
+ "B cell": {
1242
+ "r_generated": 0.04046864561207844,
1243
+ "r_broadcast": 0.22625927605293308,
1244
+ "partial_r_generated_given_broadcast": 0.036030221774479745,
1245
+ "r_generated_vs_broadcast": 0.023790072060316813,
1246
+ "n_genes": 3235
1247
+ },
1248
+ "Monocyte": {
1249
+ "r_generated": 0.06142884098134408,
1250
+ "r_broadcast": 0.4902850193383437,
1251
+ "partial_r_generated_given_broadcast": -0.0389460777513223,
1252
+ "r_generated_vs_broadcast": 0.19322048177257947,
1253
+ "n_genes": 3323
1254
+ },
1255
+ "NK cell": {
1256
+ "r_generated": 0.05280781571969329,
1257
+ "r_broadcast": 0.2660529106416211,
1258
+ "partial_r_generated_given_broadcast": 0.006498824202406321,
1259
+ "r_generated_vs_broadcast": 0.17530434444869508,
1260
+ "n_genes": 3307
1261
+ }
1262
+ },
1263
+ "mean_r_generated": 0.058638860479128745,
1264
+ "mean_r_broadcast": 0.3528173057343043,
1265
+ "mean_partial_r": -0.00790086119250116
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": 50,
1283
+ "gen_top_list_size": 0,
1284
+ "top50_overlap_broadcast": 0,
1285
+ "top50_jaccard_broadcast": 0.0,
1286
+ "n_cells_obs": 48746,
1287
+ "n_cells_gen": 11949
1288
+ },
1289
+ "B cell": {
1290
+ "deg_scored": true,
1291
+ "top50_overlap": 1,
1292
+ "top50_jaccard": 0.013513513513513514,
1293
+ "obs_top_list_size": 50,
1294
+ "gen_top_list_size": 25,
1295
+ "top50_overlap_broadcast": 0,
1296
+ "top50_jaccard_broadcast": 0.0,
1297
+ "n_cells_obs": 20084,
1298
+ "n_cells_gen": 3071
1299
+ },
1300
+ "Monocyte": {
1301
+ "deg_scored": true,
1302
+ "top50_overlap": 0,
1303
+ "top50_jaccard": 0.0,
1304
+ "obs_top_list_size": 5,
1305
+ "gen_top_list_size": 6,
1306
+ "top50_overlap_broadcast": 0,
1307
+ "top50_jaccard_broadcast": 0.0,
1308
+ "n_cells_obs": 19536,
1309
+ "n_cells_gen": 6559
1310
+ },
1311
+ "NK cell": {
1312
+ "deg_scored": true,
1313
+ "top50_overlap": 0,
1314
+ "top50_jaccard": 0.0,
1315
+ "obs_top_list_size": 30,
1316
+ "gen_top_list_size": 1,
1317
+ "top50_overlap_broadcast": 0,
1318
+ "top50_jaccard_broadcast": 0.0,
1319
+ "n_cells_obs": 7787,
1320
+ "n_cells_gen": 1436
1321
+ },
1322
+ "DC": {
1323
+ "deg_scored": true,
1324
+ "top50_overlap": 0,
1325
+ "top50_jaccard": 0.0,
1326
+ "obs_top_list_size": 50,
1327
+ "gen_top_list_size": 14,
1328
+ "top50_overlap_broadcast": 0,
1329
+ "top50_jaccard_broadcast": 0.0,
1330
+ "n_cells_obs": 284,
1331
+ "n_cells_gen": 311
1332
+ }
1333
+ },
1334
+ "sum": 1,
1335
+ "sum_4type": 1,
1336
+ "max": 185,
1337
+ "mean": 0.2,
1338
+ "sum_broadcast": 0,
1339
+ "sum_broadcast_4type": 0,
1340
+ "broadcast_n_significant": 0,
1341
+ "seconds": 0.05
1342
+ },
1343
+ "seconds": 5.9
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": 28.1
1356
+ }