Archive 4 checkpoints (1-4)
Browse files- paper-releases/pbisc-diffusion/updates/20261008T050202Z-scsemi-imperial-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/imperial_eskd/scsemi_cv_20261002/pooled/arms/scsemi__raw/generated_cells.parquet +3 -0
- paper-releases/pbisc-diffusion/updates/20261008T050202Z-scsemi-imperial-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/imperial_eskd/scsemi_cv_20261002/pooled/arms/scsemi__raw/labels/labels.manifest.json +156 -0
- paper-releases/pbisc-diffusion/updates/20261008T050202Z-scsemi-imperial-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/imperial_eskd/scsemi_cv_20261002/pooled/arms/scsemi__raw/labels/labels.parquet +3 -0
- paper-releases/pbisc-diffusion/updates/20261008T050202Z-scsemi-imperial-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/imperial_eskd/scsemi_cv_20261002/pooled/contrast.csv +14 -0
paper-releases/pbisc-diffusion/updates/20261008T050202Z-scsemi-imperial-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/imperial_eskd/scsemi_cv_20261002/pooled/arms/scsemi__raw/generated_cells.parquet
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version https://git-lfs.github.com/spec/v1
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oid sha256:969a1fd065b53062c02e511eada8e163d8d38d6c3130875d7db61eed92a55eb1
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size 1599223
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paper-releases/pbisc-diffusion/updates/20261008T050202Z-scsemi-imperial-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/imperial_eskd/scsemi_cv_20261002/pooled/arms/scsemi__raw/labels/labels.manifest.json
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{
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"dataset_id": "Imperial_eskd",
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| 3 |
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"split": "generated",
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| 4 |
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"input_h5ad": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scores/imperial_eskd/scsemi_cv_20261002/pooled/arms/scsemi__raw/query.h5ad",
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"method": "scsemi__raw",
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| 6 |
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"out_parquet": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scores/imperial_eskd/scsemi_cv_20261002/pooled/arms/scsemi__raw/labels/labels.parquet",
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"training_source": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/aifi_scanvi_rebuild_20260916/reference/aifi_reference_f01common.h5ad",
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"target_truth_used_for_fitting": false,
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| 9 |
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"classifier": "aifi_scanvi_rebuild_20260916_frozen_predict[aifi_scanvi_f01common_v1]",
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| 10 |
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"labels": [
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"T cell",
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| 12 |
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"B cell",
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| 13 |
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"Monocyte",
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"NK cell",
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| 15 |
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"DC",
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| 16 |
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"Other"
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| 17 |
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],
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| 18 |
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"l2_labels": [
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| 19 |
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"ASDC",
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| 20 |
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"CD14 monocyte",
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| 21 |
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"CD16 monocyte",
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| 22 |
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"CD56bright NK cell",
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| 23 |
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"CD56dim NK cell",
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| 24 |
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"CD8aa",
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| 25 |
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"DN T cell",
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| 26 |
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"Effector B cell",
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| 27 |
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"Erythrocyte",
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| 28 |
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"ILC",
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| 29 |
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"Intermediate monocyte",
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| 30 |
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"MAIT",
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| 31 |
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"Memory B cell",
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| 32 |
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"Memory CD4 T cell",
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| 33 |
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"Memory CD8 T cell",
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| 34 |
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"Naive B cell",
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| 35 |
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"Naive CD4 T cell",
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| 36 |
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"Naive CD8 T cell",
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| 37 |
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"Plasma cell",
|
| 38 |
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"Platelet",
|
| 39 |
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"Progenitor cell",
|
| 40 |
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"Proliferating NK cell",
|
| 41 |
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"Proliferating T cell",
|
| 42 |
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"Transitional B cell",
|
| 43 |
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"Treg",
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| 44 |
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"cDC1",
|
| 45 |
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"cDC2",
|
| 46 |
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"gdT",
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| 47 |
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"pDC"
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| 48 |
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],
|
| 49 |
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"n_cells": 235500,
|
| 50 |
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"n_genes": 1005,
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| 51 |
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"note": "Evaluation-only annotation with a frozen AIFI scANVI (zero query-training epochs); L1 outside PBMC5 -> Other, never dropped.",
|
| 52 |
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"label_source_column": "AIFI_L2 (reference) -> AIFI_L2_TO_L1 -> PBMC5 + Other",
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| 53 |
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"query_train_epochs": 0,
|
| 54 |
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"confidence_threshold": 0.0,
|
| 55 |
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"subset": false,
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| 56 |
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"evaluator_aligned": true,
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| 57 |
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"gene_space": {
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| 58 |
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"join_key": "ensembl_id",
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| 59 |
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"model_genes": 1005,
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| 60 |
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"query_genes": 1005,
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| 61 |
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"model_genes_missing_from_query_zero_padded": 0,
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| 62 |
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"query_genes_outside_model_dropped": 0,
|
| 63 |
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"rule": "query is subset/reordered to the model's gene list; zero-padding of absent model genes is refused unless --allow-missing-genes"
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| 64 |
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},
|
| 65 |
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"readout": null,
|
| 66 |
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"query_build": {
|
| 67 |
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"kind": "generated_npz",
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| 68 |
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"poisson_note": "one draw over the whole NPZ, then the scored donors' rows",
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| 69 |
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"readout": "poisson",
|
| 70 |
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"seed": 20260916,
|
| 71 |
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"set": "scsemi__raw",
|
| 72 |
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"source_path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/imperial_eskd/pooled_scsemi_cv_20261002/scsemi__raw.npz",
|
| 73 |
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"source_sha256": "1f9359538bb990b1591af938ef2c5399c5e496f1d003874c7ba9595a2c032a3a"
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| 74 |
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},
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| 75 |
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"model": {
|
| 76 |
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"scanvi_model_dir": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/aifi_scanvi_rebuild_20260916/runs/aifi_scanvi_f01common_v1/scanvi_model",
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| 77 |
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"model_pt_sha256": "bf3655899e5abee435340fc008656c4a17342da0f30b70cfd43de8e9223e1930",
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| 78 |
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"model_manifest": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/aifi_scanvi_rebuild_20260916/runs/aifi_scanvi_f01common_v1/MODEL_MANIFEST.json",
|
| 79 |
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"held_out_summary": {
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| 80 |
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"l2_accuracy": 0.8692869740488788,
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| 81 |
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"l2_macro_f1": 0.8500925599737216,
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| 82 |
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"l1_accuracy": 0.9918367346938776,
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| 83 |
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"l1_macro_f1": 0.9715232379009036,
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| 84 |
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"pbmc5_other_accuracy": 0.9920886873267826,
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| 85 |
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"pbmc5_other_macro_f1": 0.9812088972148597
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| 86 |
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}
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| 87 |
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},
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| 88 |
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"label_counts": {
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| 89 |
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"celltype_l1_pred": {
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| 90 |
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"T cell": 132911,
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| 91 |
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"Monocyte": 33258,
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| 92 |
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"NK cell": 32212,
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| 93 |
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"B cell": 25416,
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| 94 |
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"DC": 7607,
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| 95 |
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"Other": 4096
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| 96 |
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},
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| 97 |
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"aifi_l1": {
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| 98 |
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"T cell": 132911,
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| 99 |
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"Monocyte": 33258,
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| 100 |
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| 101 |
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"B cell": 25416,
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| 102 |
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"DC": 7607,
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"Platelet": 1995,
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| 104 |
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| 105 |
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"ILC": 481,
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| 106 |
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| 107 |
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},
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| 108 |
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"aifi_l2": {
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| 109 |
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| 111 |
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"CD56dim NK cell": 26552,
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| 112 |
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"gdT": 22817,
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| 113 |
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"CD16 monocyte": 14164,
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| 114 |
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"Naive CD4 T cell": 12231,
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| 115 |
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"Naive B cell": 11494,
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| 116 |
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"CD14 monocyte": 10654,
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| 117 |
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"Memory B cell": 9737,
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| 118 |
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"Intermediate monocyte": 8440,
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| 119 |
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"Treg": 7143,
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| 120 |
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"cDC2": 6412,
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"CD56bright NK cell": 4470,
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| 122 |
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"CD8aa": 3356,
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| 123 |
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"Platelet": 1995,
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| 124 |
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"Plasma cell": 1725,
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| 125 |
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"Erythrocyte": 1601,
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| 126 |
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"Naive CD8 T cell": 1498,
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| 127 |
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"Transitional B cell": 1243,
|
| 128 |
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"Effector B cell": 1217,
|
| 129 |
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"Proliferating NK cell": 1190,
|
| 130 |
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"MAIT": 898,
|
| 131 |
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"pDC": 604,
|
| 132 |
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"ILC": 481,
|
| 133 |
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"DN T cell": 439,
|
| 134 |
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"cDC1": 407,
|
| 135 |
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"Proliferating T cell": 313,
|
| 136 |
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"ASDC": 184,
|
| 137 |
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"Progenitor cell": 19
|
| 138 |
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}
|
| 139 |
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},
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| 140 |
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"confidence": {
|
| 141 |
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"mean_l2_max_prob": 0.9296962494291444,
|
| 142 |
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"mean_l1_mass": 0.9852298498153687,
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| 143 |
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"frac_l2_max_prob_ge_0.5": 0.9820169851380043
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| 144 |
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},
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| 145 |
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"timings_s": {
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| 146 |
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"predict": 1.7,
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| 147 |
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"total": 3.0
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| 148 |
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},
|
| 149 |
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"versions": {
|
| 150 |
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"scvi-tools": "1.4.1",
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| 151 |
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"torch": "2.11.0+cu130",
|
| 152 |
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"anndata": "0.12.19"
|
| 153 |
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},
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| 154 |
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"device": "cpu",
|
| 155 |
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"created_at_utc": "2026-10-08T04:48:13.795688+00:00"
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| 156 |
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}
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paper-releases/pbisc-diffusion/updates/20261008T050202Z-scsemi-imperial-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/imperial_eskd/scsemi_cv_20261002/pooled/arms/scsemi__raw/labels/labels.parquet
ADDED
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version https://git-lfs.github.com/spec/v1
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oid sha256:0cccf4feb80404bf14ea3cfa7d43241d5e7197d375fa6afcd786118ec9b0cc33
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size 4982569
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paper-releases/pbisc-diffusion/updates/20261008T050202Z-scsemi-imperial-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/imperial_eskd/scsemi_cv_20261002/pooled/contrast.csv
ADDED
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arm,celltype,statistic,n_genes,r_generated,r_broadcast,partial_r_generated_given_broadcast,r_generated_vs_broadcast,n_case_donors_obs,n_control_donors_obs,n_case_donors_gen,n_control_donors_gen,n_cells_obs,n_cells_gen,deg_scored,top50_overlap,top50_jaccard,obs_top_list_size,gen_top_list_size,n_sig_obs,n_sig_gen,top50_overlap_broadcast,top50_jaccard_broadcast,broadcast_top_list_size,n_sig_broadcast
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| 2 |
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scsemi__raw,T cell,mean_cp10k,3031,0.7717707501409442,0.6352016868529187,0.6670781996946106,0.5243354879181512,113,34,113,34,262546,124649,,,,,,,,,,,
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| 3 |
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scsemi__raw,T cell,pseudobulk_log1p_cpm,3031,0.5332258507740787,0.6294466207665587,0.33952011457561776,0.47927616385326466,113,34,113,34,262546,124649,,,,,,,,,,,
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| 4 |
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scsemi__raw,B cell,mean_cp10k,3184,0.6277956277407635,0.6290331452237995,0.48202323991758617,0.4732713667273558,113,34,112,34,48625,23627,,,,,,,,,,,
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| 5 |
+
scsemi__raw,B cell,pseudobulk_log1p_cpm,3184,0.17211549819511593,0.4870645233040134,0.008470009234422477,0.3390851256705854,113,34,112,34,48625,23627,,,,,,,,,,,
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| 6 |
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scsemi__raw,Monocyte,mean_cp10k,2877,0.6562786961628838,0.7184291928055079,0.37668545742458776,0.6303617332666909,112,34,111,34,80851,31199,,,,,,,,,,,
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| 7 |
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scsemi__raw,Monocyte,pseudobulk_log1p_cpm,2877,0.47133753911698684,0.7066219687885489,0.19080085907642785,0.5017586764799835,112,34,111,34,80851,31199,,,,,,,,,,,
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| 8 |
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scsemi__raw,NK cell,mean_cp10k,2964,0.765594511729008,0.6597572279517877,0.6265719208725514,0.5780595252579894,113,34,110,34,72125,30365,,,,,,,,,,,
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| 9 |
+
scsemi__raw,NK cell,pseudobulk_log1p_cpm,2964,0.4328983221530598,0.5964102520780005,0.22813570486035467,0.45194964438505314,113,34,110,34,72125,30365,,,,,,,,,,,
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| 10 |
+
scsemi__raw,T cell,welch_top50_deg,5927,,,,,113,34,113,34,262546,124649,True,26,0.35135135135135137,50,50,1057,123,17,0.20481927710843373,50,2242
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| 11 |
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scsemi__raw,B cell,welch_top50_deg,5927,,,,,113,34,112,34,48625,23627,True,13,0.14942528735632185,50,50,298,147,14,0.16279069767441862,50,2242
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| 12 |
+
scsemi__raw,Monocyte,welch_top50_deg,5927,,,,,112,34,111,34,80851,31199,True,17,0.20481927710843373,50,50,349,153,22,0.28205128205128205,50,2242
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| 13 |
+
scsemi__raw,NK cell,welch_top50_deg,5927,,,,,113,34,110,34,72125,30365,True,20,0.25,50,50,427,150,16,0.19047619047619047,50,2242
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| 14 |
+
scsemi__raw,DC,welch_top50_deg,5927,,,,,113,34,112,34,13572,7075,True,11,0.12359550561797752,50,50,341,61,15,0.17647058823529413,50,2242
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