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 +73 -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/contrast.csv +53 -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 +65 -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/summary.json +1356 -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/README.md
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# score_ft.py output: ye2026_sepsis, 16 scored donors
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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.
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## Inputs and fixed contracts
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- 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;
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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.
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- Generated cells: `generated_counts` read out once with Poisson(seed 20260916) over the **whole NPZ in row order**
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(`poisson_readout.poisson_integerise`), then the scored donors' rows. These integer counts are used for labels, embedding,
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depth and the contrast. Pseudobulk uses the summed `generated_counts` (rates), as `score_generated.py`.
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- 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 =
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the 1,006-gene annotation list minus genes the dataset's sc assay did not measure in every sample (1006 genes).
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- Scoring genes: 6k panel genes measured by both assays in every sample of the dataset (5975 genes).
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## Definitions
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1. **Composition**: fraction of each donor's cells per six-type label (all generated cells; all observed QC cells).
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`comp_l1` = sum over the six labels of |generated - observed| (immicro_common.l1). `comp_l1_obs_loo_null` = L1 of the
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donor's observed composition to the mean of the *other scored donors'* observed compositions. `composition_top1` =
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fraction of donors whose generated composition is closest (L1) to their own observed composition.
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2. **Pseudobulk**: `pb_r` = Pearson r of CPM-log1p(summed generated_counts) vs CPM-log1p(observed pseudobulk) on the scoring
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genes (evaluate_realbulk.cpm_log1p / paired_r). `pb_top1` = the donor's generated pseudobulk is closest (Pearson) to its own
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observed pseudobulk among the 16 scored donors (immicro_common.retrieval = evaluate_realbulk.top1 arithmetic).
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3. **Precision / coverage / density** (stage_b_embed.py functions): per-cell CP10K over the scoring genes + log1p; PCA-50
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(randomized, random_state 20260925) and k = 10 real-real k-NN balls fitted on **R1 of the scored donors only**.
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Reference rule (independent of fold and arm): per donor, cells in canonical order (library_id+barcode), one
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permutation from `default_rng([20260925, uint64(sha256(donor)[:8])])`; R1 = first n, R2 = next n,
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n = min(150, n_cells // 2) (2400 R1 cells here). Generated query: per donor n cells (the donor's R1 size),
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without replacement, `default_rng([20260926, same key])`. Precision = fraction of generated cells inside any R1 ball
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(Kynkaanniemi 2019); coverage = fraction of R1 cells whose ball holds a generated cell; density = Naeem 2020.
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Per-donor precision = that donor's generated cells; per-donor coverage = that donor's R1 cells (the pooled values are
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their n-weighted means; plain means when every donor has 150 reference cells). R2 (held-out real cells of the same donors) is the
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perfect-generator control: precision 0.9967, coverage 1.0000.
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**Depth matched**: stage_b_embed depth matching run pairwise (R1 vs this arm): per donor and within-donor rank of detected
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genes, both cells are thinned by UMI sampling without replacement to the smaller detected-gene count; PCA kept from
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un-thinned R1, radii recomputed on thinned R1; fresh rng(20260929) per arm. R2 control: precision
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0.9971, coverage 1.0000.
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4. **Monocyte %** = 100 x Monocyte fraction (all cells) per donor; **median UMI per cell** = median over cells of the
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Poisson-read (generated) / observed counts summed over the scoring genes (per donor, and pooled).
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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.
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Genes per type = scoring genes detected (count > 0) in >= 1 % of the scored donors' observed
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cells of that type. Primary statistic `mean_cp10k`: per-cell CP10K over the scoring genes; per donor the mean over its
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cells of the type (donors with >= 1 such cell); group mean = mean over the group's donors (donor-balanced);
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logFC = log2(case mean + 1) - log2(control mean + 1). Secondary `pseudobulk_log1p_cpm`: the SLE benchmark evaluator's
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statistic (donor x type summed counts, log1p CPM over the scoring genes, mean case - mean control;
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evaluate_generated_vs_truth.group_log_fold_change). Both are computed on the generated cells (their frozen labels) and on
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the observed cells; `r_generated` = Pearson r of the two logFC vectors. Broadcast baseline `r_broadcast`: the same
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observed vector against the logFC of the input bulk (condition NPZ `bulk_counts` of the arm, scoring genes, per-donor
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CP10K resp. log1p CPM, group means). `partial_r_generated_given_broadcast`: r of the OLS residuals of observed and
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generated logFC on the bulk logFC (residual_specificity.py).
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6. **Top-50 DEG overlap** (contrast.csv rows `statistic = welch_top50_deg`; summary `deg_top50`): the SLE benchmark's score (`total_top50_overlap` of
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`bulk2sc-paper/scripts/evaluate_generated_vs_truth.py`, Welch backend: the "top-50 DEG 81 / 84" of the final model), run
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with the evaluator's own functions on the same donor x type pseudobulks as the contrast. Per cell type, observed and
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generated separately: donor x type summed counts on all 5975 scoring genes (donors of the two groups with
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>= 1 cell of the type) -> `welch_bh_deg` (log1p CPM, two-sided Welch t-test case vs control, Benjamini-Hochberg over the
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genes with a defined p-value; needs >= 2 donors per group) -> `top_deg_genes` (FDR < 0.05, descending |logFC|,
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first 50; shorter when fewer genes pass). `top50_overlap` = |observed list & generated list|; `top50_jaccard`
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the evaluator's Jaccard. Summary `sum` = total over the scored types (the quantity reported as 81), `max` = the sum of
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the observed list lengths (the "of 262"), `sum_4type` = T + B + Monocyte + NK. A type is scored when its observed test
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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
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(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).
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**Broadcast analogue** (`top50_overlap_broadcast`, as `sle_broadcast.py` `broadcast_input_bulk`; not part of the
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published benchmark): the same test on the arm's condition bulk_counts (scoring genes, the 13 + 3
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donors), one whole-PBMC top-50 list, compared with every type's observed list.
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## Files
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- `per_donor.csv`: one row per arm x donor (all per-donor quantities above).
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- `summary.json`: per arm the donor means / pooled values, provenance (NPZ sha, receipt check, generation metadata,
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Poisson nnz of the whole NPZ, annotation contract), and the reference block (PCA, R2 control).
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- `contrast.csv`: per arm x cell type x statistic (`mean_cp10k`, `pseudobulk_log1p_cpm`: logFC r; `welch_top50_deg`:
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top-50 DEG overlap, T / B / Monocyte / NK / DC; columns of the other kind are empty).
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- `arms/<arm>/labels/` (predict_scanvi.py labels + manifest), `arms/<arm>/generated_cells.parquet` (NPZ row, donor, label,
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UMI on the scoring genes, P/C subsample flag), `arms/<arm>/deg_top50_lists.csv` (observed, generated and broadcast
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top-50 gene lists, Ensembl ids, rank order).
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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
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arm,celltype,statistic,n_genes,r_generated,r_broadcast,partial_r_generated_given_broadcast,r_generated_vs_broadcast,n_case_donors_obs,n_control_donors_obs,n_case_donors_gen,n_control_donors_gen,n_cells_obs,n_cells_gen,deg_scored,top50_overlap,top50_jaccard,obs_top_list_size,gen_top_list_size,n_sig_obs,n_sig_gen,top50_overlap_broadcast,top50_jaccard_broadcast,broadcast_top_list_size,n_sig_broadcast
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zs__cal_n5,T cell,mean_cp10k,3267,0.07503850984687768,0.44101055672166223,-0.039063090510711274,0.24718181654491347,13,3,13,3,48746,12152,,,,,,,,,,,
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zs__cal_n5,T cell,pseudobulk_log1p_cpm,3267,0.03696942461801124,0.42867745714477645,-0.07571738286969226,0.24111062265283942,13,3,13,3,48746,12152,,,,,,,,,,,
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zs__cal_n5,B cell,mean_cp10k,3235,0.09370314725655356,0.37135218590354685,0.0358776537563665,0.1638368199054695,13,3,13,3,20084,3641,,,,,,,,,,,
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zs__cal_n5,B cell,pseudobulk_log1p_cpm,3235,0.09893319080085551,0.2276540469896267,0.08611308528163009,0.06707590476910526,13,3,13,3,20084,3641,,,,,,,,,,,
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zs__cal_n5,Monocyte,mean_cp10k,3323,0.08113701570502997,0.4607653089644908,0.006318810994579985,0.16408558050131242,13,3,13,3,19536,6065,,,,,,,,,,,
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zs__cal_n5,Monocyte,pseudobulk_log1p_cpm,3323,0.04076799336219742,0.4895231789694805,-0.03301525591114798,0.14149955143346032,13,3,13,3,19536,6065,,,,,,,,,,,
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zs__cal_n5,NK cell,mean_cp10k,3307,-0.05487920254830199,0.43169825561671765,-0.10535147341382617,0.09206918482199546,13,3,13,3,7787,1165,,,,,,,,,,,
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zs__cal_n5,NK cell,pseudobulk_log1p_cpm,3307,0.016110637314370502,0.2667926885252451,-0.00587081305698088,0.08152331152362764,13,3,13,3,7787,1165,,,,,,,,,,,
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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
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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
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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
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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
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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
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zs__cal_n10,T cell,mean_cp10k,3267,0.04517610802392688,0.44020900457672163,-0.06063475765584601,0.22318156723257718,13,3,13,3,48746,12704,,,,,,,,,,,
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zs__cal_n10,T cell,pseudobulk_log1p_cpm,3267,0.04660814003398023,0.42972623801232585,-0.07478078681272,0.2601810067477858,13,3,13,3,48746,12704,,,,,,,,,,,
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zs__cal_n10,B cell,mean_cp10k,3235,0.12188794802849238,0.36778669756282506,0.0636710850402382,0.1728467049342273,13,3,13,3,20084,3254,,,,,,,,,,,
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zs__cal_n10,B cell,pseudobulk_log1p_cpm,3235,0.09644218858777824,0.22952179361901784,0.0838282645509198,0.06547044875444104,13,3,13,3,20084,3254,,,,,,,,,,,
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zs__cal_n10,Monocyte,mean_cp10k,3323,0.0866876430889173,0.46314881114145035,0.014910258011082277,0.1590009112080326,13,3,13,3,19536,5792,,,,,,,,,,,
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zs__cal_n10,Monocyte,pseudobulk_log1p_cpm,3323,0.019022306760655427,0.48992096860250317,-0.06042599585667251,0.14520985536620643,13,3,13,3,19536,5792,,,,,,,,,,,
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zs__cal_n10,NK cell,mean_cp10k,3307,-0.004360170481334816,0.42530923281952415,-0.07283310865217749,0.14313941101472766,13,3,13,3,7787,1326,,,,,,,,,,,
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zs__cal_n10,NK cell,pseudobulk_log1p_cpm,3307,0.06716884445503461,0.26901942344367813,0.026729690800693866,0.1551421744482923,13,3,13,3,7787,1326,,,,,,,,,,,
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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
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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
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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
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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
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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
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zs__cal_n20,T cell,mean_cp10k,3267,0.06035893308326488,0.4360322801005671,-0.04514410157809125,0.2291223653181814,13,3,13,3,48746,12045,,,,,,,,,,,
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zs__cal_n20,T cell,pseudobulk_log1p_cpm,3267,0.023454272119816218,0.4273893845599782,-0.08088673514864628,0.22172106432167046,13,3,13,3,48746,12045,,,,,,,,,,,
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zs__cal_n20,B cell,mean_cp10k,3235,0.12233109611502227,0.3696206431353157,0.05915079309621921,0.18482772241956294,13,3,13,3,20084,3256,,,,,,,,,,,
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zs__cal_n20,B cell,pseudobulk_log1p_cpm,3235,0.06798785685524647,0.2257130895592049,0.054474049575110796,0.06662208736316119,13,3,13,3,20084,3256,,,,,,,,,,,
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zs__cal_n20,Monocyte,mean_cp10k,3323,0.09375292549795713,0.45041749292110933,0.017266860448615307,0.17444513057328193,13,3,13,3,19536,6373,,,,,,,,,,,
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zs__cal_n20,Monocyte,pseudobulk_log1p_cpm,3323,0.02785883051032786,0.48983890014752834,-0.05622385068736519,0.1557197109915292,13,3,13,3,19536,6373,,,,,,,,,,,
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| 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
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| 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 @@
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|
|
| 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 |
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