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/giroux2022/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
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+giroux2022,fewshot,draw4,real_R2,pc,l2,10,1500,1500,100,21.10386554140946,24.33514820537183,22.086058896361468,0.3039639230285077,True,"[1500, 1500]",,,3.5
+giroux2022,fewshot,draw4,real_R2,all,sq,10,50664,50672,100,280.1857389336442,357.04102441001044,293.4915631528395,0.173128290874503,False,"[20000, 20000]",,,16.5
+giroux2022,fewshot,draw4,real_R2,all,l2,10,50664,50672,100,16.442954115076127,18.611521975665607,16.81114982525026,0.1697874974841914,False,"[20000, 20000]",,,16.5
+giroux2022,fewshot,draw4,zs_raw,pc,sq,10,1500,1500,100,477.51463306836706,539.9739908382212,965.721904804955,7.816399162083925,True,"[1500, 1500]",,,6.0
+giroux2022,fewshot,draw4,zs_raw,pc,l2,10,1500,1500,100,21.390672306363335,22.896642705582266,30.758695283680687,6.220589051535183,True,"[1500, 1500]",,,6.0
+giroux2022,fewshot,draw4,zs_raw,all,sq,10,101336,15000,100,271.5185917965797,365.2516152307222,623.9663990512679,3.7601241733370574,False,"[20000, 20000]",,,19.9
+giroux2022,fewshot,draw4,zs_raw,all,l2,10,101336,15000,100,16.206382170890173,18.861599018920657,24.76008247194553,3.2214695788029863,False,"[20000, 20000]",,,19.9
+giroux2022,fewshot,draw4,zs_cal,pc,sq,10,1500,1500,100,484.2605383873953,591.8311241173085,648.0147985842146,1.522295886795405,True,"[1500, 1500]",,,4.2
+giroux2022,fewshot,draw4,zs_cal,pc,l2,10,1500,1500,100,21.571037295535056,23.99690215779701,25.05151685123631,1.4347376104272953,True,"[1500, 1500]",,,4.2
+giroux2022,fewshot,draw4,zs_cal,all,sq,10,101336,15000,100,281.7695827230049,368.6428229810783,432.1316649666851,1.730821617761708,False,"[20000, 20000]",,,18.2
+giroux2022,fewshot,draw4,zs_cal,all,l2,10,101336,15000,100,16.50088569220302,18.946319672671468,20.49061660348817,1.6315021968087962,False,"[20000, 20000]",,,18.2
+giroux2022,fewshot,draw4,lora5,pc,sq,10,1500,1500,100,496.2263543918276,595.7680272381091,618.4206831661928,1.2275695724248616,True,"[1500, 1500]",,,4.0
+giroux2022,fewshot,draw4,lora5,pc,l2,10,1500,1500,100,21.90472300014713,24.058620979598135,24.540653996418065,1.2237956585774745,True,"[1500, 1500]",,,4.0
+giroux2022,fewshot,draw4,lora5,all,sq,10,101336,15000,100,285.6996641356516,369.41201112449164,396.05501298097363,1.3182684850543473,False,"[20000, 20000]",,,19.1
+giroux2022,fewshot,draw4,lora5,all,l2,10,101336,15000,100,16.61987360997703,18.959644815516395,19.664641934866513,1.3013102809715116,False,"[20000, 20000]",,,19.1
+giroux2022,fewshot,draw4,zs_pseudo,pc,sq,10,1500,1500,100,476.64477448458723,609.5578814999917,621.2568096282696,1.0880193713846595,True,"[1500, 1500]",,,3.3
+giroux2022,fewshot,draw4,zs_pseudo,pc,l2,10,1500,1500,100,21.4333720957731,24.34550312554399,24.566382013555312,1.0758478536004275,True,"[1500, 1500]",,,3.3
+giroux2022,fewshot,draw4,zs_pseudo,all,sq,10,101336,15000,100,283.4101766752166,369.24948828838507,423.9568114128081,1.6373224819294856,False,"[20000, 20000]",,,18.2
+giroux2022,fewshot,draw4,zs_pseudo,all,l2,10,101336,15000,100,16.551575003794092,18.96005380610908,20.308851547828265,1.5600205990697298,False,"[20000, 20000]",,,18.2
+giroux2022,fewshot,draw4,scsemi5,pc,sq,10,1500,1500,100,392.62912034614027,651.3903223526556,709.9458554496366,1.2262917803864066,True,"[1500, 1500]",14.0,0.5109549084943361,3.7
+giroux2022,fewshot,draw4,scsemi5,pc,l2,10,1500,1500,100,19.0828652879996,25.12696194669438,26.292906100838813,1.1929062720178634,True,"[1500, 1500]",14.0,0.49704428000744305,3.7
+giroux2022,fewshot,draw4,scsemi5,all,sq,10,101336,15000,100,269.9976686768795,368.38143842812985,565.3819515825173,3.0023680089965636,False,"[20000, 20000]",14.0,1.2509866704152348,20.3
+giroux2022,fewshot,draw4,scsemi5,all,l2,10,101336,15000,100,16.13796790179535,18.929868035599096,23.497947532638914,2.636190149400568,False,"[20000, 20000]",14.0,1.0984125622502365,20.3

paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/giroux2022/fewshot_n5/draw4/en_per_sample.csv

@@ -0,0 +1,241 @@
+dataset,design,unit,set,cellset,distance,donor,n_real,n_gen,partner,dif,en_i
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+giroux2022,fewshot,draw4,scsemi5,all,sq,7085CA_d14,11887,1500,180E1A_d7,556.1940972993074,2.908980102572159
+giroux2022,fewshot,draw4,scsemi5,all,sq,B85D75_d0,11441,1500,180E1A_d14,568.0127228828331,3.029107900209996
+giroux2022,fewshot,draw4,scsemi5,all,sq,B85D75_d7,12328,1500,450905_d14,520.2041564220183,2.543168333331311
+giroux2022,fewshot,draw4,scsemi5,all,sq,180E1A_d0,7157,1500,450905_d0,602.2225330492367,3.37682592578371
+giroux2022,fewshot,draw4,scsemi5,all,sq,180E1A_d7,10591,1500,7085CA_d0,616.2304094514996,3.5192058776566637
+giroux2022,fewshot,draw4,scsemi5,all,sq,180E1A_d14,12511,1500,7085CA_d0,585.0899444649872,3.2026855301923747
+giroux2022,fewshot,draw4,scsemi5,all,l2,450905_d0,5914,1500,B85D75_d0,23.137485790412896,2.5070803227768925
+giroux2022,fewshot,draw4,scsemi5,all,l2,450905_d14,7407,1500,B85D75_d0,23.807737126498953,2.7471502765588323
+giroux2022,fewshot,draw4,scsemi5,all,l2,7085CA_d0,12585,1500,B85D75_d7,22.794993279637655,2.384406697517732
+giroux2022,fewshot,draw4,scsemi5,all,l2,7085CA_d7,9515,1500,B85D75_d0,23.030171588373644,2.4686426291287873
+giroux2022,fewshot,draw4,scsemi5,all,l2,7085CA_d14,11887,1500,180E1A_d7,23.314840200932743,2.570604948307898
+giroux2022,fewshot,draw4,scsemi5,all,l2,B85D75_d0,11441,1500,180E1A_d14,23.603738950212428,2.6740824136304426
+giroux2022,fewshot,draw4,scsemi5,all,l2,B85D75_d7,12328,1500,450905_d14,22.57321706797662,2.3049711156443644
+giroux2022,fewshot,draw4,scsemi5,all,l2,180E1A_d0,7157,1500,450905_d0,24.22878967118194,2.8979624562585893
+giroux2022,fewshot,draw4,scsemi5,all,l2,180E1A_d7,10591,1500,7085CA_d0,24.526386286782355,3.0045553146481776
+giroux2022,fewshot,draw4,scsemi5,all,l2,180E1A_d14,12511,1500,7085CA_d0,23.96211536437992,2.8024453195339682

paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/giroux2022/fewshot_n5/draw4/manifest.json

@@ -0,0 +1,85 @@
+{
+ "schema": "paired_ft_extra_metrics.v1",
+ "dataset": "giroux2022",
+ "design": "fewshot",
+ "unit": "draw4",
+ "written_utc": "2026-10-01T15:21:56.807549+00:00",
+ "command": [
+  "tools/extra_metrics.py",
+  "--design",
+  "fewshot",
+  "--dataset",
+  "giroux2022",
+  "--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": [
+  "450905_d0",
+  "450905_d14",
+  "7085CA_d0",
+  "7085CA_d7",
+  "7085CA_d14",
+  "B85D75_d0",
+  "B85D75_d7",
+  "180E1A_d0",
+  "180E1A_d7",
+  "180E1A_d14"
+ ],
+ "n_samples": 10,
+ "calls": {
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scores/giroux2022/fewshot_n5/draw4": {
+   "arms": [
+    "zs_raw",
+    "zs_cal",
+    "lora5",
+    "zs_pseudo"
+   ],
+   "summary_sha256": "8b118af7ecc1e0483bb0fb67065625193353f6a87be8bd255d0f490fcc61cbe6"
+  },
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scores/giroux2022/fewshot_n5/draw4_scsemi5": {
+   "arms": [
+    "scsemi5"
+   ],
+   "summary_sha256": "70479cb91e4013abd286e91d071bce857abd9a571208351155efaf7b7aef7299"
+  }
+ },
+ "reference_sha256": "dd0152f7bde41da80e1c71dabf54ee561982f36dc99a336b65fca419880a1593",
+ "bandwidth_m": 33.23811743858371,
+ "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": [],
+ "code_sha256": {
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/tools/extra_metrics.py": "b65e022452d8fccbd2e9b349265d54d3833faf1876dbfd753cf0279678d02671",
+  "/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": 222.1,
+ "max_abs_diff_k10_pooled": 0.0,
+ "extra_metrics_py_sha256_ran": "ca3804cffbaa2fcdbb067a1d62c0ab0f365493837c6ca217f910a5e96fe362f9",
+ "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/giroux2022/fewshot_n5/draw4/metrics.csv

@@ -0,0 +1,25 @@
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+giroux2022,fewshot,draw4,Real vs real control (held-out real cells),real_R2,R1,raw,1500,1500,0.9913333333333333,0.9953333333333333,9.568444444444445,0.8752500416388379,0.9966666666666667,0.9993333333333333,8.1936,0.9689061456595542,0.9993333333333333,1.0,6.356199999999999,0.9990412398016404,0.5953166666666666,0.021553706965406618,0.9382733333333333,0.001601814172110867,0.5313333333333333,0.10733333333333334,0.9553333333333334,0.012309189050867975,0.0022653859154808664,0.00017912066567515872,0.014753695632024,33.23811743858371,3.3
+giroux2022,fewshot,draw4,Real vs real control (held-out real cells),real_R2,R1,dm,1500,1500,0.994,0.996,9.426,0.8752500416388379,0.9966666666666667,1.0,8.016266666666667,0.9689061456595542,0.9986666666666667,1.0,6.2948,0.9990412398016404,0.5856111111111112,0.03025299597448327,0.9331111111111111,0.005139474441114013,0.5333333333333333,0.11066666666666666,0.956,0.01177762360945278,0.002160067519765496,0.00018430627473331462,0.014121997403951592,33.23811743858371,3.6
+giroux2022,fewshot,draw4,Real vs real control (out-of-sample: R2 vs R3),real_R3,R2,raw,1500,1500,,,,,,,,,,,,,0.49808555555555556,0.018615939920826007,0.5103300000000001,0.01097626409379765,0.5013333333333333,0.5086666666666667,0.494,4.205459477613083e-05,-1.2772836386565345e-05,-8.691084957934692e-06,2.059067343163079e-05,33.23811743858371,2.8
+giroux2022,fewshot,draw4,Real vs real control (out-of-sample: R2 vs R3),real_R3,R2,dm,1500,1500,,,,,,,,,,,,,0.49815333333333334,0.019701231239333202,0.5053188888888889,0.010042806220878858,0.496,0.49933333333333335,0.49266666666666664,3.744516179327029e-05,6.275416672751888e-06,-3.227533302840868e-07,4.339782513573809e-05,33.23811743858371,2.7
+giroux2022,fewshot,draw4,"Zero-shot, real bulk",zs_raw,R1,raw,1500,1500,0.8493333333333334,0.35933333333333334,2.374,0.8752500416388379,0.92,0.43333333333333335,2.0549333333333335,0.9689061456595542,0.982,0.5493333333333333,1.6270666666666667,0.9990412398016404,0.9533755555555556,0.005110807056173441,0.9958955555555556,0.0023393355340226006,0.8893333333333333,0.7813333333333333,0.9973333333333333,0.13171748405288142,0.09735820789062455,0.03403903912215833,0.2631147310656643,33.23811743858371,2.6
+giroux2022,fewshot,draw4,"Zero-shot, real bulk",zs_raw,R1,dm,1500,1500,0.9173333333333333,0.45266666666666666,5.288888888888889,0.8752500416388379,0.9633333333333334,0.534,4.611466666666667,0.9689061456595542,0.9946666666666667,0.6613333333333333,3.744266666666667,0.9990412398016404,0.9032522222222223,0.009102178548072347,0.9969366666666666,0.0017688081011702156,0.847,0.6946666666666667,0.9993333333333333,0.09300120507073928,0.05858078365666053,0.019378331759153822,0.17096032048655363,33.23811743858371,2.8
+giroux2022,fewshot,draw4,"Zero-shot, real bulk",zs_raw,R2,raw,1500,1500,,,,,,,,,,,,,0.9909244444444443,0.004846813258774477,0.9962466666666667,0.0016727048030135338,0.9683333333333334,0.964,0.9726666666666667,0.15275971294032914,0.10427330639941834,0.03525786858310398,0.29229088792285146,33.23811743858371,2.6
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+giroux2022,fewshot,draw4,Zero-shot + calibration,zs_cal,R1,raw,1500,1500,0.9886666666666667,0.8146666666666667,4.889111111111112,0.8752500416388379,0.9973333333333333,0.894,4.488,0.9689061456595542,1.0,0.9686666666666667,3.955533333333333,0.9990412398016404,0.8367333333333333,0.012560400368117543,0.9762477777777777,0.004846236926284038,0.704,0.41933333333333334,0.9886666666666667,0.058120928487260914,0.02357732680714264,0.006317809576999567,0.08801606487140312,33.23811743858371,2.8
+giroux2022,fewshot,draw4,Zero-shot + calibration,zs_cal,R1,dm,1500,1500,0.962,0.8006666666666666,3.7351111111111113,0.8752500416388379,0.9826666666666667,0.8966666666666666,3.531733333333333,0.9689061456595542,0.996,0.9733333333333334,3.2267333333333332,0.9990412398016404,0.8507266666666666,0.014805647487727941,0.9616888888888889,0.006550147251195605,0.7166666666666667,0.4553333333333333,0.978,0.04980107077027951,0.022803191798409284,0.00667895046842637,0.07928321303711516,33.23811743858371,3.0
+giroux2022,fewshot,draw4,Zero-shot + calibration,zs_cal,R2,raw,1500,1500,,,,,,,,,,,,,0.9352155555555555,0.008278755907907661,0.9434311111111111,0.009991702267258136,0.8423333333333334,0.8406666666666667,0.844,0.0451682389647714,0.02107402263442748,0.006225710150039365,0.07246797174923825,33.23811743858371,2.7
+giroux2022,fewshot,draw4,Zero-shot + calibration,zs_cal,R2,dm,1500,1500,,,,,,,,,,,,,0.9239322222222223,0.009431134739210123,0.93283,0.00713277364540215,0.8286666666666667,0.8273333333333334,0.83,0.04620426910981157,0.02257743932812062,0.006774295364560645,0.07555600380249283,33.23811743858371,2.6
+giroux2022,fewshot,draw4,"LoRA, 5 donors",lora5,R1,raw,1500,1500,0.9906666666666667,0.8906666666666667,7.178,0.8752500416388379,0.9953333333333333,0.9386666666666666,6.455466666666666,0.9689061456595542,0.9993333333333333,0.9766666666666667,5.468666666666667,0.9990412398016404,0.7840088888888888,0.017161348780772096,0.9650222222222222,0.008733788332789833,0.6556666666666666,0.32466666666666666,0.9866666666666667,0.04598827378372233,0.01465124905063897,0.0031196671787017127,0.06375919001306302,33.23811743858371,3.4
+giroux2022,fewshot,draw4,"LoRA, 5 donors",lora5,R1,dm,1500,1500,0.966,0.9233333333333333,4.573999999999999,0.8752500416388379,0.9853333333333333,0.9706666666666667,4.3356,0.9689061456595542,0.9966666666666667,0.9933333333333333,3.8352666666666666,0.9990412398016404,0.7462466666666666,0.01791438986394822,0.9323066666666667,0.01260853461198915,0.632,0.30333333333333334,0.9606666666666667,0.023876567958203254,0.009080583575091339,0.002435228097748654,0.03539237963104325,33.23811743858371,3.1
+giroux2022,fewshot,draw4,"LoRA, 5 donors",lora5,R2,raw,1500,1500,,,,,,,,,,,,,0.8782977777777778,0.012664088797135287,0.8868522222222224,0.017405564244421013,0.7656666666666667,0.7713333333333333,0.76,0.021035619077557466,0.009824977973427629,0.0028832436772645575,0.03374384072824965,33.23811743858371,2.7
+giroux2022,fewshot,draw4,"LoRA, 5 donors",lora5,R2,dm,1500,1500,,,,,,,,,,,,,0.8151977777777777,0.006007358656239089,0.8708277777777778,0.013170607122502377,0.7103333333333334,0.7246666666666667,0.696,0.0167932490410464,0.008708023018499267,0.002672450100152046,0.02817372215969771,33.23811743858371,2.6
+giroux2022,fewshot,draw4,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R1,raw,1500,1500,0.9926666666666667,0.7773333333333333,6.059333333333334,0.8752500416388379,0.9993333333333333,0.856,5.505866666666667,0.9689061456595542,1.0,0.9266666666666666,4.737733333333333,0.9990412398016404,0.8369855555555556,0.008604130324557806,0.9781355555555556,0.0032175986943720194,0.7233333333333334,0.4573333333333333,0.9893333333333333,0.0659678907803507,0.025582936600864192,0.006572555244569012,0.0981233826257839,33.23811743858371,3.1
+giroux2022,fewshot,draw4,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R1,dm,1500,1500,0.9686666666666667,0.8213333333333334,3.7071111111111112,0.8752500416388379,0.9906666666666667,0.8973333333333333,3.570133333333333,0.9689061456595542,0.9986666666666667,0.9606666666666667,3.2529333333333335,0.9990412398016404,0.8195244444444445,0.01638067666188534,0.9440922222222221,0.009284558899087116,0.6883333333333334,0.41,0.9666666666666667,0.04446358610636869,0.02179946846534353,0.006559743144838759,0.07282279771655098,33.23811743858371,2.9
+giroux2022,fewshot,draw4,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R2,raw,1500,1500,,,,,,,,,,,,,0.9296,0.0025016506896126597,0.9417155555555556,0.008178239532555394,0.8453333333333334,0.824,0.8666666666666667,0.04498313433488055,0.02073880772224701,0.006064992804742486,0.07178693486187004,33.23811743858371,2.6
+giroux2022,fewshot,draw4,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R2,dm,1500,1500,,,,,,,,,,,,,0.87137,0.007559157229790318,0.9111566666666666,0.007686526612067706,0.774,0.7466666666666667,0.8013333333333333,0.04233657088522835,0.021194402668135215,0.006406763222978951,0.06993773677634252,33.23811743858371,2.6
+giroux2022,fewshot,draw4,"scSemiProfiler, 5 donors",scsemi5,R1,raw,1500,1500,0.8813333333333333,0.4126666666666667,1.3,0.8752500416388379,0.958,0.504,1.3158666666666667,0.9689061456595542,0.996,0.6313333333333333,1.2738666666666667,0.9990412398016404,0.9657455555555554,0.011729651016247768,0.9992988888888888,0.0003536712220881427,0.8956666666666667,0.792,0.9993333333333333,0.12034188360363313,0.07783753951886907,0.025590181251974764,0.22376960437447696,33.23811743858371,2.4
+giroux2022,fewshot,draw4,"scSemiProfiler, 5 donors",scsemi5,R1,dm,1500,1500,0.26266666666666666,0.10066666666666667,0.1557777777777778,0.8752500416388379,0.35533333333333333,0.14733333333333334,0.17186666666666667,0.9689061456595542,0.48933333333333334,0.246,0.18233333333333332,0.9990412398016404,0.9934088888888889,0.0020866218490039044,0.9992655555555554,0.0004928094064758713,0.974,0.9506666666666667,0.9973333333333333,0.1628821422991803,0.09894398576100683,0.03147385188273555,0.2932999799429227,33.23811743858371,2.6
+giroux2022,fewshot,draw4,"scSemiProfiler, 5 donors",scsemi5,R2,raw,1500,1500,,,,,,,,,,,,,0.9979666666666667,0.0013600392605081328,0.9995011111111112,0.0003178680912844197,0.989,0.9833333333333333,0.9946666666666667,0.1229715159756471,0.07615891847371103,0.024767651411210956,0.22389808586056908,33.23811743858371,2.5
+giroux2022,fewshot,draw4,"scSemiProfiler, 5 donors",scsemi5,R2,dm,1500,1500,,,,,,,,,,,,,0.9984955555555555,0.001444665581363149,0.9995577777777779,0.00038519275277465193,0.9856666666666667,0.9753333333333334,0.996,0.1853228987819181,0.10179576341659824,0.031427061464680994,0.31854572366319733,33.23811743858371,2.5