junidude14 commited on
Commit
ff70ae4
·
verified ·
1 Parent(s): 9f5025e

Archive 4 checkpoints (1-4)

Browse files
paper-releases/pbisc-diffusion/updates/20261008T022410Z-deconv-scsemi-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/giroux2022/scsemi_cv_20261002/fold1/contrast.csv ADDED
@@ -0,0 +1,14 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
+ scsemi__raw,T cell,mean_cp10k,2985,0.2667264058651374,0.528509024489436,0.11566127428187073,0.32925292262737976,3,2,3,2,31931,3877,,,,,,,,,,,
3
+ scsemi__raw,T cell,pseudobulk_log1p_cpm,2985,0.18914889889902736,0.6227164841016278,0.03749250618756679,0.2582363004355871,3,2,3,2,31931,3877,,,,,,,,,,,
4
+ scsemi__raw,B cell,mean_cp10k,3129,0.21767572884923297,0.35854189316410323,0.15070883348451244,0.22476227679962898,3,2,3,2,4286,416,,,,,,,,,,,
5
+ scsemi__raw,B cell,pseudobulk_log1p_cpm,3129,0.05617735312669878,0.47877242045896884,-0.010212826063768214,0.13589007549900847,3,2,3,2,4286,416,,,,,,,,,,,
6
+ scsemi__raw,Monocyte,mean_cp10k,3041,0.4379521400527092,0.5462520370780479,0.2653501096938211,0.43545651283908604,3,2,3,2,10458,2136,,,,,,,,,,,
7
+ scsemi__raw,Monocyte,pseudobulk_log1p_cpm,3041,0.262273579415812,0.5795633967312784,0.13354408045604896,0.27183014034341585,3,2,3,2,10458,2136,,,,,,,,,,,
8
+ scsemi__raw,NK cell,mean_cp10k,3022,0.33253867548819216,0.43765537257068865,0.2117779631969251,0.35268898924376524,3,2,3,2,4819,761,,,,,,,,,,,
9
+ scsemi__raw,NK cell,pseudobulk_log1p_cpm,3022,0.16601111170722113,0.5518324169430986,0.03649079050207227,0.24740387835019306,3,2,3,2,4819,761,,,,,,,,,,,
10
+ scsemi__raw,T cell,welch_top50_deg,5563,,,,,3,2,3,2,31931,3877,True,0,,0,0,0,0,0,,0,0
11
+ scsemi__raw,B cell,welch_top50_deg,5563,,,,,3,2,3,2,4286,416,True,0,,0,0,0,0,0,,0,0
12
+ scsemi__raw,Monocyte,welch_top50_deg,5563,,,,,3,2,3,2,10458,2136,True,0,,0,0,0,0,0,,0,0
13
+ scsemi__raw,NK cell,welch_top50_deg,5563,,,,,3,2,3,2,4819,761,True,0,,0,0,0,0,0,,0,0
14
+ scsemi__raw,DC,welch_top50_deg,5563,,,,,3,2,3,2,662,32,True,0,,0,0,0,0,0,,0,0
paper-releases/pbisc-diffusion/updates/20261008T022410Z-deconv-scsemi-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/giroux2022/scsemi_cv_20261002/fold1/per_donor.csv ADDED
@@ -0,0 +1,6 @@
 
 
 
 
 
 
 
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
+ scsemi__raw,0B943B_d0,mild,1500,11344,150,0.498,0.6220028208744711,0.027333333333333334,0.08312764456981664,0.27466666666666667,0.12588152327221439,0.17933333333333334,0.11865303244005641,0.009333333333333334,0.023977433004231313,0.011333333333333334,0.026357545839210156,0.41893088857545846,0.34000141284571284,0.5930900079662251,5,False,1.0,0.7933333333333333,0.74,0.15333333333333332,27.46666666666667,12.588152327221438,456.0,539.0
3
+ scsemi__raw,0B943B_d14,mild,1500,15650,150,0.5166666666666667,0.5652396166134185,0.12666666666666668,0.11175718849840256,0.188,0.17086261980830672,0.10666666666666667,0.09789137380191694,0.002,0.009968051118210863,0.06,0.04428115015974441,0.11308200212992534,0.21419201113245961,0.6581692262493687,2,False,1.0,0.88,0.6,0.42,18.8,17.08626198083067,458.0,461.0
4
+ scsemi__raw,0BF51C_d0,severe,1500,6510,150,0.2846666666666667,0.4012288786482335,0.03266666666666666,0.01674347158218126,0.5086666666666667,0.4609831029185868,0.13933333333333334,0.07726574500768049,0.0013333333333333333,0.006144393241167435,0.03333333333333333,0.03763440860215054,0.25134869431643625,0.629852183961999,0.6574799900593404,1,True,1.0,0.64,0.4866666666666667,0.43333333333333335,50.866666666666674,46.09831029185868,457.0,628.0
5
+ scsemi__raw,0BF51C_d7,severe,1500,10105,150,0.6113333333333333,0.612370113805047,0.050666666666666665,0.05700148441365661,0.248,0.1607125185551707,0.038,0.05294408708560119,0.004,0.0073231073725878275,0.048,0.10964868876793667,0.17457496288965862,0.2108373656889435,0.5683029857384005,3,False,1.0,0.8266666666666667,0.68,0.24666666666666667,24.8,16.071251855517072,456.0,509.0
6
+ scsemi__raw,0BF51C_d14,severe,1500,11419,150,0.674,0.6330676941938874,0.04,0.07960416849111131,0.20466666666666666,0.151589456169542,0.044,0.07907872843506436,0.004666666666666667,0.010508801120938787,0.03266666666666666,0.04615115158945617,0.1880190326064746,0.10699132733840586,0.6209535406481763,1,True,1.0,0.78,0.54,0.32,20.466666666666665,15.1589456169542,456.0,541.0
paper-releases/pbisc-diffusion/updates/20261008T022410Z-deconv-scsemi-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/giroux2022/scsemi_cv_20261002/fold1/summary.json ADDED
@@ -0,0 +1,453 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "schema": "paired_ft_scores.v1",
3
+ "dataset": "giroux2022",
4
+ "written_utc": "2026-10-08T01:55:57.008679+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
+ "giroux2022",
9
+ "--out",
10
+ "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scores/giroux2022/scsemi_cv_20261002/fold1",
11
+ "--threads",
12
+ "8",
13
+ "--arm",
14
+ "scsemi__raw=/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/giroux2022/fold1/scsemi__raw.npz",
15
+ "--case-groups",
16
+ "severe",
17
+ "--control-groups",
18
+ "mild"
19
+ ],
20
+ "arms": [
21
+ "scsemi__raw"
22
+ ],
23
+ "donors": [
24
+ "0B943B_d0",
25
+ "0B943B_d14",
26
+ "0BF51C_d0",
27
+ "0BF51C_d7",
28
+ "0BF51C_d14"
29
+ ],
30
+ "n_donors": 5,
31
+ "reference": {
32
+ "cache": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scoring_cache/giroux2022",
33
+ "reference_sha256": "dd0152f7bde41da80e1c71dabf54ee561982f36dc99a336b65fca419880a1593",
34
+ "features_sha256": "fb41b91617e3ff786d5153c4dc7869d66191ca5947ff28161d24215a24f819e5",
35
+ "n_r1_cells": 750,
36
+ "pca": {
37
+ "n_components": 50,
38
+ "explained_variance_ratio_sum": 0.29728376865386963,
39
+ "n_fit_cells": 750
40
+ },
41
+ "r2_control": {
42
+ "precision": 1.0,
43
+ "coverage": 1.0,
44
+ "density": 6.462000000000001,
45
+ "n_query": 750,
46
+ "depth_matched": {
47
+ "precision": 1.0,
48
+ "coverage": 1.0,
49
+ "density": 6.470666666666666
50
+ }
51
+ },
52
+ "observed_l1_loo_null_mean": 0.3003748601935042
53
+ },
54
+ "contrast_definition": {
55
+ "enabled": true,
56
+ "rule": "explicit --case-groups / --control-groups",
57
+ "group_source": "features groups",
58
+ "case_groups": [
59
+ "severe"
60
+ ],
61
+ "control_groups": [
62
+ "mild"
63
+ ],
64
+ "n_case_donors": 3,
65
+ "n_control_donors": 2,
66
+ "n_donors_in_neither": 0,
67
+ "case": [
68
+ false,
69
+ false,
70
+ true,
71
+ true,
72
+ true
73
+ ],
74
+ "ctrl": [
75
+ true,
76
+ true,
77
+ false,
78
+ false,
79
+ false
80
+ ],
81
+ "groups": [
82
+ "mild",
83
+ "mild",
84
+ "severe",
85
+ "severe",
86
+ "severe"
87
+ ]
88
+ },
89
+ "deg_definition": {
90
+ "enabled": true,
91
+ "score": "top-50 DEG overlap per cell type (benchmark total_top50_overlap, Welch backend)",
92
+ "source": "/home/sj_server_1/PBISC/immun-pbmc-fm/bulk2sc-paper/scripts/evaluate_generated_vs_truth.py",
93
+ "functions": [
94
+ "welch_bh_deg",
95
+ "top_deg_genes",
96
+ "jaccard"
97
+ ],
98
+ "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",
99
+ "top_n": 50,
100
+ "fdr": 0.05,
101
+ "n_genes": 5563,
102
+ "types": [
103
+ "T cell",
104
+ "B cell",
105
+ "Monocyte",
106
+ "NK cell",
107
+ "DC"
108
+ ],
109
+ "aggregates_source": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scoring_cache/giroux2022/deg_reference.npz",
110
+ "aggregates_sha256": "412c44bba7481b0b851c3b12e695f1b7ff662163e1f7849d3a64359dfce6d50e",
111
+ "aggregates_note": null,
112
+ "types_not_scored_observed": [],
113
+ "observed": {
114
+ "T cell": {
115
+ "n_significant": 0,
116
+ "n_tested": 5214,
117
+ "n_case_donors": 3,
118
+ "n_control_donors": 2,
119
+ "n_cells": 31931,
120
+ "top_list_size": 0
121
+ },
122
+ "B cell": {
123
+ "n_significant": 0,
124
+ "n_tested": 4837,
125
+ "n_case_donors": 3,
126
+ "n_control_donors": 2,
127
+ "n_cells": 4286,
128
+ "top_list_size": 0
129
+ },
130
+ "Monocyte": {
131
+ "n_significant": 0,
132
+ "n_tested": 5041,
133
+ "n_case_donors": 3,
134
+ "n_control_donors": 2,
135
+ "n_cells": 10458,
136
+ "top_list_size": 0
137
+ },
138
+ "NK cell": {
139
+ "n_significant": 0,
140
+ "n_tested": 4771,
141
+ "n_case_donors": 3,
142
+ "n_control_donors": 2,
143
+ "n_cells": 4819,
144
+ "top_list_size": 0
145
+ },
146
+ "DC": {
147
+ "n_significant": 0,
148
+ "n_tested": 4395,
149
+ "n_case_donors": 3,
150
+ "n_control_donors": 2,
151
+ "n_cells": 662,
152
+ "top_list_size": 0
153
+ }
154
+ },
155
+ "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"
156
+ },
157
+ "headline": {
158
+ "scsemi__raw": {
159
+ "comp_l1": 0.22919111610359066,
160
+ "comp_l1_obs_loo_null": 0.3003748601935042,
161
+ "precision": 1.0,
162
+ "coverage": 0.784,
163
+ "precision_dm": 0.6093333333333333,
164
+ "coverage_dm": 0.31466666666666665,
165
+ "pb_r_median": 0.6209535406481763,
166
+ "pb_top1": 0.4,
167
+ "mono_pct_gen": 28.48,
168
+ "mono_pct_obs": 21.40058441447641,
169
+ "median_umi_gen": 457.0,
170
+ "median_umi_obs": 516.0,
171
+ "contrast_mean_cp10k_r_gen": 0.3137232375638179,
172
+ "contrast_pseudobulk_log1p_cpm_r_gen": 0.1684027357871898,
173
+ "contrast_mean_cp10k_r_broadcast": 0.46773958182556896,
174
+ "contrast_pseudobulk_log1p_cpm_r_broadcast": 0.5582211795587435,
175
+ "deg_top50_T": 0,
176
+ "deg_top50_B": 0,
177
+ "deg_top50_Mono": 0,
178
+ "deg_top50_NK": 0,
179
+ "deg_top50_DC": 0,
180
+ "deg_top50_sum": 0,
181
+ "deg_top50_max": 0,
182
+ "deg_top50_sum_4type": 0,
183
+ "deg_top50_sum_broadcast": 0,
184
+ "seconds": 3.7
185
+ }
186
+ },
187
+ "per_arm": {
188
+ "scsemi__raw": {
189
+ "arm": "scsemi__raw",
190
+ "npz": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/generated/giroux2022/fold1/scsemi__raw.npz",
191
+ "npz_sha256": "db8978f980ccc7c8d52ab1b428da340d9d09648cc4767a42b234a80a73f6a7df",
192
+ "receipt_verified": true,
193
+ "generation": {
194
+ "checkpoint": null,
195
+ "checkpoint_sha256": null,
196
+ "input_condition_path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/data/giroux2022/fold1/test_raw.npz",
197
+ "input_condition_sha256": "8bf4424b2aa1eada997a9c82f320efa6498530fdabd95e330555c0bd201a5d51",
198
+ "seed": 20260927,
199
+ "steps": null,
200
+ "support_readout": "upstream (values <= 10 normalized units zeroed by fast_semi)",
201
+ "weights": null
202
+ },
203
+ "condition_for_broadcast": {
204
+ "path": "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/data/giroux2022/fold1/test_raw.npz",
205
+ "sha256": "8bf4424b2aa1eada997a9c82f320efa6498530fdabd95e330555c0bd201a5d51"
206
+ },
207
+ "poisson": {
208
+ "seed": 20260916,
209
+ "rule": "whole NPZ, rows in NPZ order",
210
+ "nnz_whole_npz": 828461,
211
+ "median_library_whole_npz_panel": 457.0,
212
+ "n_rows_whole_npz": 7500
213
+ },
214
+ "annotation": {
215
+ "model_pt_sha256": "bf3655899e5abee435340fc008656c4a17342da0f30b70cfd43de8e9223e1930",
216
+ "zero_padded_model_genes": 0,
217
+ "label_counts": {
218
+ "T cell": 3877,
219
+ "Monocyte": 2136,
220
+ "NK cell": 761,
221
+ "B cell": 416,
222
+ "Other": 278,
223
+ "DC": 32
224
+ },
225
+ "mean_l2_max_prob": 0.8291328593512376,
226
+ "predict_seconds": 2.9
227
+ },
228
+ "n_donors": 5,
229
+ "n_generated_cells": 7500,
230
+ "composition": {
231
+ "l1_mean": 0.22919111610359066,
232
+ "l1_median": 0.1880190326064746,
233
+ "l1_obs_loo_null_mean": 0.3003748601935042,
234
+ "l1_generated_loo_mean_vs_observed_mean": 0.364889132028811,
235
+ "composition_top1": 0.8,
236
+ "mean_fraction_generated": {
237
+ "T cell": 0.516933,
238
+ "B cell": 0.055467,
239
+ "Monocyte": 0.2848,
240
+ "NK cell": 0.101467,
241
+ "DC": 0.004267,
242
+ "Other": 0.037067
243
+ },
244
+ "mean_fraction_observed": {
245
+ "T cell": 0.566782,
246
+ "B cell": 0.069647,
247
+ "Monocyte": 0.214006,
248
+ "NK cell": 0.085167,
249
+ "DC": 0.011584,
250
+ "Other": 0.052815
251
+ }
252
+ },
253
+ "pseudobulk": {
254
+ "n_genes": 5563,
255
+ "r_median": 0.6209535406481763,
256
+ "r_mean": 0.6195991501323022,
257
+ "top1": 0.4,
258
+ "n_top1": 2,
259
+ "own_rank_median": 2.0,
260
+ "chance_top1": 0.2
261
+ },
262
+ "precision_coverage": {
263
+ "precision": 1.0,
264
+ "coverage": 0.784,
265
+ "density": 2.8234666666666666,
266
+ "n_query": 750,
267
+ "n_reference": 750
268
+ },
269
+ "precision_coverage_depth_matched": {
270
+ "precision": 0.6093333333333333,
271
+ "coverage": 0.31466666666666665,
272
+ "density": 0.24359999999999998,
273
+ "detected_median_before": {
274
+ "R1": 275.0,
275
+ "Q": 107.0
276
+ },
277
+ "detected_median_after": {
278
+ "R1": 107.0,
279
+ "Q": 107.0
280
+ }
281
+ },
282
+ "monocyte_pct": {
283
+ "generated_mean_over_donors": 28.48,
284
+ "observed_mean_over_donors": 21.40058441447641,
285
+ "generated_pooled_cells": 28.48
286
+ },
287
+ "median_umi_per_cell_scoring_genes": {
288
+ "generated_pooled": 457.0,
289
+ "observed_pooled": 516.0,
290
+ "generated_mean_of_donor_medians": 456.6000061035156,
291
+ "observed_mean_of_donor_medians": 535.6
292
+ },
293
+ "contrast": {
294
+ "mean_cp10k": {
295
+ "per_type": {
296
+ "T cell": {
297
+ "r_generated": 0.2667264058651374,
298
+ "r_broadcast": 0.528509024489436,
299
+ "partial_r_generated_given_broadcast": 0.11566127428187073,
300
+ "r_generated_vs_broadcast": 0.32925292262737976,
301
+ "n_genes": 2985
302
+ },
303
+ "B cell": {
304
+ "r_generated": 0.21767572884923297,
305
+ "r_broadcast": 0.35854189316410323,
306
+ "partial_r_generated_given_broadcast": 0.15070883348451244,
307
+ "r_generated_vs_broadcast": 0.22476227679962898,
308
+ "n_genes": 3129
309
+ },
310
+ "Monocyte": {
311
+ "r_generated": 0.4379521400527092,
312
+ "r_broadcast": 0.5462520370780479,
313
+ "partial_r_generated_given_broadcast": 0.2653501096938211,
314
+ "r_generated_vs_broadcast": 0.43545651283908604,
315
+ "n_genes": 3041
316
+ },
317
+ "NK cell": {
318
+ "r_generated": 0.33253867548819216,
319
+ "r_broadcast": 0.43765537257068865,
320
+ "partial_r_generated_given_broadcast": 0.2117779631969251,
321
+ "r_generated_vs_broadcast": 0.35268898924376524,
322
+ "n_genes": 3022
323
+ }
324
+ },
325
+ "mean_r_generated": 0.3137232375638179,
326
+ "mean_r_broadcast": 0.46773958182556896,
327
+ "mean_partial_r": 0.18587454516428234
328
+ },
329
+ "pseudobulk_log1p_cpm": {
330
+ "per_type": {
331
+ "T cell": {
332
+ "r_generated": 0.18914889889902736,
333
+ "r_broadcast": 0.6227164841016278,
334
+ "partial_r_generated_given_broadcast": 0.03749250618756679,
335
+ "r_generated_vs_broadcast": 0.2582363004355871,
336
+ "n_genes": 2985
337
+ },
338
+ "B cell": {
339
+ "r_generated": 0.05617735312669878,
340
+ "r_broadcast": 0.47877242045896884,
341
+ "partial_r_generated_given_broadcast": -0.010212826063768214,
342
+ "r_generated_vs_broadcast": 0.13589007549900847,
343
+ "n_genes": 3129
344
+ },
345
+ "Monocyte": {
346
+ "r_generated": 0.262273579415812,
347
+ "r_broadcast": 0.5795633967312784,
348
+ "partial_r_generated_given_broadcast": 0.13354408045604896,
349
+ "r_generated_vs_broadcast": 0.27183014034341585,
350
+ "n_genes": 3041
351
+ },
352
+ "NK cell": {
353
+ "r_generated": 0.16601111170722113,
354
+ "r_broadcast": 0.5518324169430986,
355
+ "partial_r_generated_given_broadcast": 0.03649079050207227,
356
+ "r_generated_vs_broadcast": 0.24740387835019306,
357
+ "n_genes": 3022
358
+ }
359
+ },
360
+ "mean_r_generated": 0.1684027357871898,
361
+ "mean_r_broadcast": 0.5582211795587435,
362
+ "mean_partial_r": 0.04932863777047995
363
+ }
364
+ },
365
+ "deg_top50": {
366
+ "types_scored": [
367
+ "T cell",
368
+ "B cell",
369
+ "Monocyte",
370
+ "NK cell",
371
+ "DC"
372
+ ],
373
+ "types_not_scored": {},
374
+ "per_type": {
375
+ "T cell": {
376
+ "deg_scored": true,
377
+ "top50_overlap": 0,
378
+ "top50_jaccard": null,
379
+ "obs_top_list_size": 0,
380
+ "gen_top_list_size": 0,
381
+ "top50_overlap_broadcast": 0,
382
+ "top50_jaccard_broadcast": null,
383
+ "n_cells_obs": 31931,
384
+ "n_cells_gen": 3877
385
+ },
386
+ "B cell": {
387
+ "deg_scored": true,
388
+ "top50_overlap": 0,
389
+ "top50_jaccard": null,
390
+ "obs_top_list_size": 0,
391
+ "gen_top_list_size": 0,
392
+ "top50_overlap_broadcast": 0,
393
+ "top50_jaccard_broadcast": null,
394
+ "n_cells_obs": 4286,
395
+ "n_cells_gen": 416
396
+ },
397
+ "Monocyte": {
398
+ "deg_scored": true,
399
+ "top50_overlap": 0,
400
+ "top50_jaccard": null,
401
+ "obs_top_list_size": 0,
402
+ "gen_top_list_size": 0,
403
+ "top50_overlap_broadcast": 0,
404
+ "top50_jaccard_broadcast": null,
405
+ "n_cells_obs": 10458,
406
+ "n_cells_gen": 2136
407
+ },
408
+ "NK cell": {
409
+ "deg_scored": true,
410
+ "top50_overlap": 0,
411
+ "top50_jaccard": null,
412
+ "obs_top_list_size": 0,
413
+ "gen_top_list_size": 0,
414
+ "top50_overlap_broadcast": 0,
415
+ "top50_jaccard_broadcast": null,
416
+ "n_cells_obs": 4819,
417
+ "n_cells_gen": 761
418
+ },
419
+ "DC": {
420
+ "deg_scored": true,
421
+ "top50_overlap": 0,
422
+ "top50_jaccard": null,
423
+ "obs_top_list_size": 0,
424
+ "gen_top_list_size": 0,
425
+ "top50_overlap_broadcast": 0,
426
+ "top50_jaccard_broadcast": null,
427
+ "n_cells_obs": 662,
428
+ "n_cells_gen": 32
429
+ }
430
+ },
431
+ "sum": 0,
432
+ "sum_4type": 0,
433
+ "max": 0,
434
+ "mean": 0.0,
435
+ "sum_broadcast": 0,
436
+ "sum_broadcast_4type": 0,
437
+ "broadcast_n_significant": 0,
438
+ "seconds": 0.01
439
+ },
440
+ "seconds": 3.7
441
+ }
442
+ },
443
+ "code_sha256": {
444
+ "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/tools/score_ft.py": "ec5f40b4cea6d5062d0138f3b934abb6465e34cbfeac869c8a0906924c033aec",
445
+ "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/tools/ft_common.py": "4a6366b0f22208cd58714fc0261b8840c643b9d4569704d560cfd93534cbc747",
446
+ "/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",
447
+ "/home/sj_server_1/PBISC/immun-pbmc-fm/bulk2sc-paper/scripts/evaluate_generated_vs_truth.py": "48b12d794782b840838853e93e0fc55fab00532c4b3698f4588e926b985d2881",
448
+ "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/utility_studies_final6k_20260925/immicro/tools/immicro_common.py": "c5c30e917148cc5e664e91ea30c11bbdff9b6d1f53a3e0a13e16b1917eff37e9",
449
+ "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/aifi_scanvi_rebuild_20260916/predict_scanvi.py": "482ee5dcf4d72b54bc36cbb6dcff62e5030bc7afc46cb5fb01eca73a82ee45a5",
450
+ "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/aifi_scanvi_rebuild_20260916/poisson_readout.py": "8bfa080942fbcdc89ae23b276524a1a83266fb8cbc56b9af279e50f82e6cde38"
451
+ },
452
+ "seconds": 4.1
453
+ }
paper-releases/pbisc-diffusion/updates/20261008T022410Z-deconv-scsemi-deck/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores/giroux2022/scsemi_cv_20261002/fold2/arms/scsemi__raw/deg_top50_lists.csv ADDED
@@ -0,0 +1,60 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ celltype,source,rank,gene_id
2
+ T cell,observed,1,ENSG00000067048
3
+ T cell,observed,2,ENSG00000183878
4
+ T cell,observed,3,ENSG00000012817
5
+ T cell,observed,4,ENSG00000114374
6
+ T cell,observed,5,ENSG00000067646
7
+ T cell,observed,6,ENSG00000204677
8
+ T cell,observed,7,ENSG00000237541
9
+ T cell,observed,8,ENSG00000066382
10
+ T cell,observed,9,ENSG00000166796
11
+ T cell,observed,10,ENSG00000022556
12
+ T cell,observed,11,ENSG00000248905
13
+ T cell,observed,12,ENSG00000165246
14
+ T cell,observed,13,ENSG00000164756
15
+ T cell,observed,14,ENSG00000041515
16
+ T cell,observed,15,ENSG00000185304
17
+ T cell,observed,16,ENSG00000106565
18
+ T cell,observed,17,ENSG00000036448
19
+ T cell,observed,18,ENSG00000155970
20
+ T cell,observed,19,ENSG00000167768
21
+ T cell,observed,20,ENSG00000130508
22
+ T cell,observed,21,ENSG00000167414
23
+ T cell,observed,22,ENSG00000163421
24
+ T cell,observed,23,ENSG00000111666
25
+ T cell,observed,24,ENSG00000179909
26
+ T cell,observed,25,ENSG00000120645
27
+ T cell,observed,26,ENSG00000115523
28
+ T cell,observed,27,ENSG00000135205
29
+ T cell,observed,28,ENSG00000158747
30
+ T cell,observed,29,ENSG00000010030
31
+ T cell,observed,30,ENSG00000131686
32
+ T cell,observed,31,ENSG00000160321
33
+ T cell,observed,32,ENSG00000144935
34
+ T cell,observed,33,ENSG00000177570
35
+ T cell,observed,34,ENSG00000172785
36
+ T cell,observed,35,ENSG00000115896
37
+ T cell,observed,36,ENSG00000082397
38
+ T cell,observed,37,ENSG00000170160
39
+ T cell,observed,38,ENSG00000138463
40
+ T cell,observed,39,ENSG00000250312
41
+ T cell,observed,40,ENSG00000065833
42
+ T cell,observed,41,ENSG00000151150
43
+ T cell,observed,42,ENSG00000162594
44
+ T cell,observed,43,ENSG00000123219
45
+ T cell,observed,44,ENSG00000166444
46
+ T cell,observed,45,ENSG00000161835
47
+ T cell,observed,46,ENSG00000109320
48
+ T cell,observed,47,ENSG00000126821
49
+ T cell,observed,48,ENSG00000151773
50
+ T cell,observed,49,ENSG00000185760
51
+ T cell,observed,50,ENSG00000154229
52
+ Monocyte,observed,1,ENSG00000183878
53
+ Monocyte,observed,2,ENSG00000012817
54
+ Monocyte,observed,3,ENSG00000114374
55
+ Monocyte,observed,4,ENSG00000106565
56
+ Monocyte,observed,5,ENSG00000158623
57
+ NK cell,observed,1,ENSG00000166435
58
+ NK cell,observed,2,ENSG00000163453
59
+ NK cell,observed,3,ENSG00000184903
60
+ all (input bulk),broadcast,1,ENSG00000183878