Archive 4 checkpoints (1-4)

paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/imperial_eskd/fewshot_n5/draw4/en.csv

@@ -0,0 +1,25 @@
+dataset,design,unit,set,cellset,distance,n_samples,n_cells_real,n_cells_gen,n_pcs,lb,ub,dif_mean,en,lb_exact,lb_queries,n_representative_rows,en_reps_at_lb,seconds
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,143,21382,21382,100,186.07049979167357,331.1483899805601,219.74832269112235,0.23213615014390812,True,"[21382, 21382]",,,15.0
+imperial_eskd,fewshot,draw4,real_R2,pc,l2,143,21382,21382,100,13.433339386055446,17.75778603696161,14.51965860207811,0.251204212634935,True,"[21382, 21382]",,,15.0
+imperial_eskd,fewshot,draw4,real_R2,all,sq,143,238914,238989,100,152.18021814184098,276.2673747315444,183.34830552389528,0.2511789957852945,False,"[20000, 20000]",,,71.7
+imperial_eskd,fewshot,draw4,real_R2,all,l2,143,238914,238989,100,12.154258136174768,16.34206710831664,13.298916801888401,0.27333115558234083,False,"[20000, 20000]",,,71.7
+imperial_eskd,fewshot,draw4,zs_raw,pc,sq,143,21382,21382,100,235.61377281727547,293.6637655525943,634.8568468173243,6.877573194891044,True,"[21382, 21382]",,,14.1
+imperial_eskd,fewshot,draw4,zs_raw,pc,l2,143,21382,21382,100,14.9348179148854,16.690325635170847,24.501827432034773,5.449710876574082,True,"[21382, 21382]",,,14.1
+imperial_eskd,fewshot,draw4,zs_raw,all,sq,143,477903,214500,100,172.29087850270935,247.04309373420023,484.85616959782965,4.181351550949701,False,"[20000, 20000]",,,65.7
+imperial_eskd,fewshot,draw4,zs_raw,all,l2,143,477903,214500,100,12.833287645468433,15.476728586820446,21.534174045066084,3.29150020470951,False,"[20000, 20000]",,,65.7
+imperial_eskd,fewshot,draw4,zs_cal,pc,sq,143,21382,21382,100,201.62391214203186,318.3027416068354,339.0040519229526,1.1774213060850238,True,"[21382, 21382]",,,14.8
+imperial_eskd,fewshot,draw4,zs_cal,pc,l2,143,21382,21382,100,13.975764731538343,17.416364563960514,18.097428749486753,1.1979492584718205,True,"[21382, 21382]",,,14.8
+imperial_eskd,fewshot,draw4,zs_cal,all,sq,143,477903,214500,100,159.8761158731852,256.1062810495225,276.5163270203421,1.212096133612772,False,"[20000, 20000]",,,68.8
+imperial_eskd,fewshot,draw4,zs_cal,all,l2,143,477903,214500,100,12.447246843203486,15.762280902796517,16.405003348000218,1.19388109854974,False,"[20000, 20000]",,,68.8
+imperial_eskd,fewshot,draw4,lora5,pc,sq,143,21382,21382,100,230.75980179577545,316.24906280653636,365.33228290254993,1.5741448635266042,True,"[21382, 21382]",,,14.6
+imperial_eskd,fewshot,draw4,lora5,pc,l2,143,21382,21382,100,14.910835196631732,17.35035451822663,18.797868255049277,1.5933602263401205,True,"[21382, 21382]",,,14.6
+imperial_eskd,fewshot,draw4,lora5,all,sq,143,477903,214500,100,175.85733097844337,255.66043994789428,292.76509279670495,1.4649524727540948,False,"[20000, 20000]",,,68.0
+imperial_eskd,fewshot,draw4,lora5,all,l2,143,477903,214500,100,12.999392657723746,15.741369597831913,16.87505323549837,1.4134548402225935,False,"[20000, 20000]",,,68.0
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,143,21382,21382,100,195.87427649873825,319.2890576970049,324.3943185731857,1.0413666890352393,True,"[21382, 21382]",,,14.6
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,l2,143,21382,21382,100,13.76970012705845,17.449059601299254,17.67035776432102,1.0601458391252814,True,"[21382, 21382]",,,14.6
+imperial_eskd,fewshot,draw4,zs_pseudo,all,sq,143,477903,214500,100,157.35927820283487,256.18977820523116,265.3499543386888,1.0926857208375504,False,"[20000, 20000]",,,68.2
+imperial_eskd,fewshot,draw4,zs_pseudo,all,l2,143,477903,214500,100,12.348855103168662,15.767549474946355,16.05734316275555,1.0847673574454406,False,"[20000, 20000]",,,68.2
+imperial_eskd,fewshot,draw4,scsemi5,pc,sq,143,21382,21382,100,152.98417501109475,318.8089018393185,436.0976628516417,1.7073056187441908,True,"[21382, 21382]",14.0,1.555061805607766,13.7
+imperial_eskd,fewshot,draw4,scsemi5,pc,l2,143,21382,21382,100,12.044474432309054,17.391036510000973,20.613547668123733,1.6027258472446093,True,"[21382, 21382]",14.0,1.4598076188278926,13.7
+imperial_eskd,fewshot,draw4,scsemi5,all,sq,143,477903,214500,100,126.74211979923028,254.26979123586673,385.4583961605819,2.028706973528468,False,"[20000, 20000]",14.0,1.8478031669717894,68.0
+imperial_eskd,fewshot,draw4,scsemi5,all,l2,143,477903,214500,100,10.951274692628111,15.680925699004153,19.39916339998118,1.7861547703973237,False,"[20000, 20000]",14.0,1.6268798227185814,68.0

paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/imperial_eskd/fewshot_n5/draw4/manifest.json

@@ -0,0 +1,222 @@
+{
+ "schema": "paired_ft_extra_metrics.v1",
+ "dataset": "imperial_eskd",
+ "design": "fewshot",
+ "unit": "draw4",
+ "written_utc": "2026-10-01T19:59:52.926591+00:00",
+ "command": [
+  "tools/extra_metrics.py",
+  "--design",
+  "fewshot",
+  "--dataset",
+  "imperial_eskd",
+  "--draws",
+  "0,1,2,3,4",
+  "--threads",
+  "6",
+  "--fetch-dir",
+  "/tmp/claude-1000/-home-sj-server-1/c8102cb0-e04f-4e04-adda-0728604e4435/scratchpad/fetch"
+ ],
+ "threads": 6,
+ "donors": [
+  "C20_1004",
+  "C20_1404",
+  "C21_1004",
+  "C21_1704",
+  "C21_2504",
+  "C23_2204",
+  "C31_1304",
+  "C31_2004",
+  "C31_2704",
+  "C34_1404",
+  "C34_2104",
+  "C34_2504",
+  "C40_1504",
+  "C40_2204",
+  "C40_0105",
+  "C42_1504",
+  "C42_2204",
+  "C42_2704",
+  "C58_1604",
+  "C58_2501",
+  "C58_2901",
+  "C58_0102",
+  "C58_0402",
+  "C58_1003",
+  "C60_2504",
+  "C63_1704",
+  "C63_2404",
+  "C63_2904",
+  "C65_1704",
+  "C65_2104",
+  "C65_2504",
+  "C69_1804",
+  "C82_2504",
+  "C85_2004",
+  "C93_2104",
+  "C93_2704",
+  "C93_0405",
+  "C101_0601",
+  "C101_1101",
+  "C101_1301",
+  "C101_1801",
+  "C101_2001",
+  "C101_2502",
+  "C103_2204",
+  "C104_2204",
+  "C106_2204",
+  "C108_2204",
+  "C108_1501",
+  "C108_1801",
+  "C108_2201",
+  "C113_0605",
+  "C123_2404",
+  "C123_2904",
+  "C123_0505",
+  "C124_2404",
+  "C124_2704",
+  "C124_0105",
+  "C126_2504",
+  "C126_3004",
+  "C126_0605",
+  "C127_2504",
+  "C127_0405",
+  "C127_1105",
+  "C128_2504",
+  "C128_0405",
+  "C128_1105",
+  "C132_2804",
+  "C132_0205",
+  "C132_1105",
+  "C138_3004",
+  "C138_2301",
+  "C138_3001",
+  "C138_0202",
+  "C138_0402",
+  "C140_3004",
+  "C140_2801",
+  "C140_3001",
+  "C140_0202",
+  "C140_0402",
+  "C140_0602",
+  "C140_0902",
+  "C140_1103",
+  "C141_2001",
+  "C141_2201",
+  "C141_3001",
+  "C141_0202",
+  "C142_3004",
+  "C145_3004",
+  "C145_0701",
+  "C145_1201",
+  "C145_1401",
+  "C145_1901",
+  "C145_2301",
+  "C146_3004",
+  "C146_1201",
+  "C146_1401",
+  "C146_1601",
+  "C146_1901",
+  "C146_2301",
+  "C146_2701",
+  "C146_2502",
+  "C147_3004",
+  "C147_1401",
+  "C147_1901",
+  "C161_1105",
+  "C164_1105",
+  "C167_1205",
+  "C168_1205",
+  "C168_2001",
+  "C168_2301",
+  "C168_3001",
+  "C168_0202",
+  "C168_0403",
+  "C169_1205",
+  "C169_2001",
+  "C169_2301",
+  "C169_0202",
+  "C169_0403",
+  "C187_2605",
+  "C187_1201",
+  "C187_1401",
+  "C187_1901",
+  "C187_2301",
+  "C187_2502",
+  "C190_2605",
+  "C190_2901",
+  "C190_0102",
+  "C190_0302",
+  "C190_0502",
+  "C190_0802",
+  "C190_1002",
+  "C190_0903",
+  "C193_2605",
+  "C195_2605",
+  "C197_2605",
+  "C212_2705",
+  "C214_2705",
+  "C234_2805",
+  "C237_2805",
+  "C238_2905",
+  "C240_2905",
+  "C246_2905",
+  "C251_2905"
+ ],
+ "n_samples": 143,
+ "calls": {
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scores/imperial_eskd/fewshot_n5/draw4": {
+   "arms": [
+    "zs_raw",
+    "zs_cal",
+    "lora5",
+    "zs_pseudo"
+   ],
+   "summary_sha256": "736f2e6496030aa8c3bfe20eb1fbb2dfde654edf04f670e31fe71713e3db8017"
+  },
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scores/imperial_eskd/fewshot_n5/draw4_scsemi5": {
+   "arms": [
+    "scsemi5"
+   ],
+   "summary_sha256": "30257c9bc556c486c3a8ae89e0708211be976390c9e21e0d5c7a53ee2c5d243e"
+  }
+ },
+ "reference_sha256": "34b4caa3f8a60b46d5faf58f09cdaa5622bcce19e4c45d9902a711fead96375e",
+ "bandwidth_m": 26.313603208946517,
+ "params": {
+  "seed": 20261001,
+  "ks": [
+   3,
+   5,
+   10
+  ],
+  "knn_c2st_k": 5,
+  "rf_trees": 300,
+  "cv_folds": 5,
+  "bw_multiples": [
+   0.5,
+   1.0,
+   2.0
+  ],
+  "bw_max_cells": 4000,
+  "en_pcs": 100,
+  "en_lb_max_queries_all_cells": 20000,
+  "en_all_cells": true
+ },
+ "n_representative_rows": 14,
+ "fetched_from_server2": [
+  "/tmp/claude-1000/-home-sj-server-1/c8102cb0-e04f-4e04-adda-0728604e4435/scratchpad/fetch/generated/imperial_eskd/fewshot_n5/draw4/zs__cal.npz",
+  "/tmp/claude-1000/-home-sj-server-1/c8102cb0-e04f-4e04-adda-0728604e4435/scratchpad/fetch/generated/imperial_eskd/fewshot_n5/draw4/lora__raw.npz",
+  "/tmp/claude-1000/-home-sj-server-1/c8102cb0-e04f-4e04-adda-0728604e4435/scratchpad/fetch/generated/imperial_eskd/fewshot_n5/draw4/scsemi5__raw.npz"
+ ],
+ "code_sha256": {
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/tools/extra_metrics.py": "4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef",
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/tools/ft_common.py": "4a6366b0f22208cd58714fc0261b8840c643b9d4569704d560cfd93534cbc747",
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/tools/score_ft.py": "ec5f40b4cea6d5062d0138f3b934abb6465e34cbfeac869c8a0906924c033aec",
+  "/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"
+ },
+ "seconds": 2024.8,
+ "max_abs_diff_k10_pooled": 0.0,
+ "extra_metrics_py_sha256_ran": "4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef",
+ "code_sha256_note": "code_sha256 was hashed when the unit finished; extra_metrics_py_sha256_ran is the file the process loaded at start (scores_extra/_code/). v1-v3 differ only in the collector and the per-unit lock; metric code identical (scores_extra/_code/README.md)"
+}

paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/imperial_eskd/fewshot_n5/draw4/metrics.csv

@@ -0,0 +1,25 @@
+dataset,design,unit,label,set,real_side,mode,n_real,n_gen,precision_k3,coverage_k3,density_k3,expected_coverage_identical_k3,precision_k5,coverage_k5,density_k5,expected_coverage_identical_k5,precision_k10,coverage_k10,density_k10,expected_coverage_identical_k10,c2st_knn_auc,c2st_knn_auc_sd,c2st_rf_auc,c2st_rf_auc_sd,nn1_acc,nn1_acc_real,nn1_acc_gen,mmd2_bw0.5,mmd2_bw1,mmd2_bw2,mmd2_sum,mmd_bandwidth_m,seconds
+imperial_eskd,fewshot,draw4,Real vs real control (held-out real cells),real_R2,R1,raw,21382,21382,0.8436067720512581,0.9209147881395566,1.3143921678670532,0.8750175383212199,0.91455429800767,0.9860630436816014,1.3001215976054625,0.9687609608099054,0.9695538303245721,0.9998129267608269,1.2846272565709476,0.9990246929856275,0.5022666842187196,0.005242284448135532,0.5595281622396987,0.004594176928884815,0.5025956411935273,0.42526424095033205,0.5799270414367225,3.850828879531365e-05,-6.293066118434609e-06,-3.833977512801567e-06,2.8381245164077473e-05,26.313603208946517,74.4
+imperial_eskd,fewshot,draw4,Real vs real control (held-out real cells),real_R2,R1,dm,21382,21382,0.8430455523337387,0.9181086895519596,1.3094191375923672,0.8750175383212199,0.914881676176223,0.9853147507249088,1.2970910111308576,0.9687609608099054,0.9684313908895332,0.999672621831447,1.2835141707978672,0.9990246929856275,0.503214494074183,0.004582883812377883,0.5591489438480783,0.0025590279495137807,0.5017771957721447,0.4253577775699186,0.5781966139743709,3.1484074138943274e-05,-7.984805926009031e-06,-4.03033559082111e-06,1.9468932622113133e-05,26.313603208946517,74.1
+imperial_eskd,fewshot,draw4,Real vs real control (out-of-sample: R2 vs R3),real_R3,R2,raw,20705,20705,,,,,,,,,,,,,0.49733192690105554,0.004680684411562014,0.49825817545619777,0.007352084043632745,0.496522579087177,0.49306930693069306,0.49997585124366095,-2.2435767835560227e-05,-1.5197878453498959e-05,-5.06575872560866e-06,-4.2699405014667846e-05,26.313603208946517,65.7
+imperial_eskd,fewshot,draw4,Real vs real control (out-of-sample: R2 vs R3),real_R3,R2,dm,20705,20705,,,,,,,,,,,,,0.4964458290794063,0.003306843999965205,0.4928631940004715,0.008294232022775896,0.4986959671576914,0.49500120743781695,0.5023907268775658,-2.2861666711337936e-05,-1.5169149227167722e-05,-5.043016632066966e-06,-4.307383257057262e-05,26.313603208946517,64.7
+imperial_eskd,fewshot,draw4,"Zero-shot, real bulk",zs_raw,R1,raw,21382,21382,0.22336544757272472,0.04920026190253484,0.10808156393227948,0.8750175383212199,0.3180245065943317,0.07146197736413806,0.1095968571695819,0.9687609608099054,0.5148723225142643,0.11617248152651763,0.1257646618651202,0.9990246929856275,0.9954664202927421,0.0007020766885890941,0.9974706835157475,0.00041012946575502387,0.9798194743241979,0.9784865774950894,0.9811523711533066,0.166646264950415,0.23980380498215004,0.10684898741401572,0.5132990573465808,26.313603208946517,55.9
+imperial_eskd,fewshot,draw4,"Zero-shot, real bulk",zs_raw,R1,dm,21382,21382,0.2699934524366289,0.06879618370592087,0.13559691952732825,0.8750175383212199,0.379150687494154,0.09844729211486297,0.13540361051351604,0.9687609608099054,0.5869890562155083,0.15629969132915536,0.14847535310073895,0.9990246929856275,0.9942596091735517,0.000737312824308034,0.9963820657619861,0.0003426590129454639,0.9735291366570012,0.9713777944065102,0.9756804789074923,0.1507003077267807,0.2216549201057434,0.09874338859317655,0.4710986164257006,26.313603208946517,52.6
+imperial_eskd,fewshot,draw4,"Zero-shot, real bulk",zs_raw,R2,raw,21382,21382,,,,,,,,,,,,,0.9954352926472774,0.0006068397228209744,0.9976163171396699,0.0002786748203397321,0.9801936208025442,0.9825554204471051,0.9778318211579834,0.17129431368405337,0.24088912539390195,0.10666340432062138,0.5188468433985767,26.313603208946517,48.4
+imperial_eskd,fewshot,draw4,"Zero-shot, real bulk",zs_raw,R2,dm,21382,21382,,,,,,,,,,,,,0.9942887046104136,0.0006092646815894046,0.9965090678433356,0.0003060925581838081,0.972430081376859,0.9750257225703863,0.9698344401833318,0.15433925070752438,0.22209089075371413,0.09834651512796677,0.4747766565892053,26.313603208946517,47.3
+imperial_eskd,fewshot,draw4,Zero-shot + calibration,zs_cal,R1,raw,21382,21382,0.5848377139650173,0.3763445889065569,0.5977769463411592,0.8750175383212199,0.7029276961930596,0.48671780001870735,0.6150126274436442,0.9687609608099054,0.8331306706575624,0.6329623047423066,0.651852025067814,0.9990246929856275,0.9570889526503368,0.002592051179241199,0.9662763475658138,0.001133206275608598,0.8710363857450192,0.8145636516696286,0.9275091198204097,0.03564799136273461,0.019477367529389333,0.0061086228018907285,0.06123398169401467,26.313603208946517,50.6
+imperial_eskd,fewshot,draw4,Zero-shot + calibration,zs_cal,R1,dm,21382,21382,0.6334767561500327,0.40852118604433635,0.7273095750319584,0.8750175383212199,0.7416518567018988,0.5206715929286315,0.7414180151529324,0.9687609608099054,0.8549714713310261,0.6724347582078384,0.7744645028528668,0.9990246929856275,0.9499505329946336,0.0016579788941309289,0.965400605661876,0.0017225117285528115,0.8588298568889721,0.7934243756430642,0.9242353381348798,0.037417390986703214,0.02148667628068024,0.0068885625494079505,0.0657926298167914,26.313603208946517,51.8
+imperial_eskd,fewshot,draw4,Zero-shot + calibration,zs_cal,R2,raw,21382,21382,,,,,,,,,,,,,0.9604963709994874,0.0026482294920000832,0.9665356840792043,0.0017230426183413505,0.875689832569451,0.8464128706388551,0.9049667945000468,0.03487165654820923,0.019287412853133068,0.0060929432089762425,0.06025201261031854,26.313603208946517,44.6
+imperial_eskd,fewshot,draw4,Zero-shot + calibration,zs_cal,R2,dm,21382,21382,,,,,,,,,,,,,0.9516472336878445,0.0030282256774069086,0.965411358304116,0.0016110418946550797,0.8641614442054064,0.8165746889907399,0.911748199420073,0.03709342501848972,0.021470380552998547,0.006913484557505178,0.06547729012899345,26.313603208946517,46.3
+imperial_eskd,fewshot,draw4,"LoRA, 5 donors",lora5,R1,raw,21382,21382,0.5747825273594612,0.39533252268263025,0.5612664858292021,0.8750175383212199,0.6976428771864185,0.49583762042839774,0.5709942942662052,0.9687609608099054,0.8319146946029371,0.6369376110747358,0.5847862688242447,0.9990246929856275,0.9300182446178888,0.002586995056820457,0.9314212732629562,0.003132376506957416,0.8260452717238799,0.7992704143672248,0.8528201290805351,0.03410291745597205,0.021847234869654786,0.0071360272974014816,0.06308617962302832,26.313603208946517,50.5
+imperial_eskd,fewshot,draw4,"LoRA, 5 donors",lora5,R1,dm,21382,21382,0.6081751005518661,0.49976615845103356,0.6520905434477599,0.8750175383212199,0.723412215882518,0.631372182209335,0.6636329623047423,0.9687609608099054,0.8529136657001216,0.789589374240015,0.6836825367131232,0.9990246929856275,0.8999466495306623,0.003235034024394546,0.9145376766811608,0.002936390748636986,0.782924890094472,0.7470302123281265,0.8188195678608176,0.021526454610131418,0.013155847241526075,0.004279660075099168,0.03896196192675666,26.313603208946517,50.6
+imperial_eskd,fewshot,draw4,"LoRA, 5 donors",lora5,R2,raw,21382,21382,,,,,,,,,,,,,0.931645953573506,0.0018620817007588097,0.9303319822605568,0.0034145234421205416,0.8226078009540735,0.8371059769899916,0.8081096249181554,0.03399656985247401,0.021819646338947063,0.00713967387446468,0.06295589006588576,26.313603208946517,45.3
+imperial_eskd,fewshot,draw4,"LoRA, 5 donors",lora5,R2,dm,21382,21382,,,,,,,,,,,,,0.9008239490149974,0.003314416996621708,0.9150325925641184,0.0015798646381130048,0.7798381816481152,0.7755121129922364,0.7841642503039941,0.02177808413136706,0.013381118172347106,0.004360305165870937,0.0395195074695851,26.313603208946517,45.4
+imperial_eskd,fewshot,draw4,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R1,raw,21382,21382,0.5776821625666448,0.41441399307829013,0.615954229414149,0.8750175383212199,0.6958656814142737,0.53474885417641,0.6357403423440278,0.9687609608099054,0.835702927696193,0.6989523898606305,0.6710083247591432,0.9990246929856275,0.9565314618403138,0.0015937312874500832,0.966495378407393,0.0012453841462093393,0.8642082125151997,0.8024038911233748,0.9260125339070246,0.02809873999668322,0.017529559502750702,0.0058219718177590085,0.05145027131719293,26.313603208946517,50.7
+imperial_eskd,fewshot,draw4,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R1,dm,21382,21382,0.6606023758301375,0.4529978486577495,0.8190845882829795,0.8750175383212199,0.7727527827144327,0.5733794780656627,0.8393227948741933,0.9687609608099054,0.8823777008698905,0.7303806940417173,0.8640304929379852,0.9990246929856275,0.9460860554558124,0.002513183944088281,0.9668576709594664,0.0016530407198607096,0.850341408661491,0.7697596108876625,0.9309232064353195,0.03048698313967796,0.01892659382600348,0.006243071558175828,0.055656648523857266,26.313603208946517,51.8
+imperial_eskd,fewshot,draw4,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R2,raw,21382,21382,,,,,,,,,,,,,0.9595237587404183,0.002693784404260806,0.9662736645212094,0.0011955667717746018,0.869352726592461,0.8302310354503788,0.9084744177345431,0.02739219995426162,0.017338451705999347,0.005799723300164761,0.05053037496042573,26.313603208946517,45.0
+imperial_eskd,fewshot,draw4,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R2,dm,21382,21382,,,,,,,,,,,,,0.9489985730253118,0.0031317147870596478,0.96686949049153,0.0008859966506579374,0.8568188195678608,0.7940791319801702,0.9195585071555514,0.03016866083474168,0.01891837246699013,0.006273340076563549,0.05536037337829536,26.313603208946517,46.3
+imperial_eskd,fewshot,draw4,"scSemiProfiler, 5 donors",scsemi5,R1,raw,21382,21382,0.11472266392292582,0.023384154896642036,0.043260686558787766,0.8750175383212199,0.19039378916845945,0.035777756991862315,0.04798428584790946,0.9687609608099054,0.3236834720793191,0.05691703301842672,0.049242353381348795,0.9990246929856275,0.9991570499363552,0.00010742705438674008,0.9996692842744889,0.00013331400311033593,0.9949957908521186,0.9912075577588626,0.9987840239453746,0.21218241980362762,0.14438491819820665,0.048645841358130104,0.40521317935996437,26.313603208946517,53.0
+imperial_eskd,fewshot,draw4,"scSemiProfiler, 5 donors",scsemi5,R1,dm,21382,21382,0.16658871948367787,0.053923861191656534,0.09006017522526737,0.8750175383212199,0.24745112711626602,0.07819661397437097,0.0996539145075297,0.9687609608099054,0.369609952296324,0.12795809559442523,0.10799738097465157,0.9990246929856275,0.9973664806032986,0.0004723415303787642,0.9993238199243504,0.00021382620934684218,0.9880273126929193,0.9779721260873632,0.9980824992984754,0.19632736687658098,0.13061897909742326,0.04354753642087772,0.37049388239488196,26.313603208946517,52.4
+imperial_eskd,fewshot,draw4,"scSemiProfiler, 5 donors",scsemi5,R2,raw,21382,21382,,,,,,,,,,,,,0.9992712474472718,0.00037379605717233856,0.9997099750326541,0.00012439468980902016,0.9959779253577775,0.9934992049387336,0.9984566457768216,0.21312259224501617,0.14432046022097111,0.048613413348124634,0.4060564658141119,26.313603208946517,48.0
+imperial_eskd,fewshot,draw4,"scSemiProfiler, 5 donors",scsemi5,R2,dm,21382,21382,,,,,,,,,,,,,0.9975228433788391,0.00043960534256909237,0.9992681837893779,0.00022387692157537005,0.9885417641006454,0.9788607239734356,0.9982228042278553,0.19593437796168123,0.13057281516867936,0.043635366518323115,0.3701425596486837,26.313603208946517,47.8