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/immicro/fewshot_n5/draw2/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
+immicro,fewshot,draw2,real_R2,pc,sq,102,15300,15300,100,146.0280992253909,211.25400926727062,177.99744105458868,0.4901325532855144,True,"[15300, 15300]",,,12.9
+immicro,fewshot,draw2,real_R2,pc,l2,102,15300,15300,100,11.956171215640303,14.36524817753204,13.170729047688209,0.5041590000072763,True,"[15300, 15300]",,,12.9
+immicro,fewshot,draw2,real_R2,all,sq,102,187775,187830,100,125.66396349347502,176.92143490084678,144.32507894009035,0.3640662509140379,False,"[20000, 20000]",,,45.6
+immicro,fewshot,draw2,real_R2,all,l2,102,187775,187830,100,11.091849370275018,13.167825589776315,11.878269241134115,0.37881930605544956,False,"[20000, 20000]",,,45.6
+immicro,fewshot,draw2,zs_raw,pc,sq,102,15300,15300,100,178.12640405708737,183.77956621615326,403.7749097134563,39.915448965938474,True,"[15300, 15300]",,,9.8
+immicro,fewshot,draw2,zs_raw,pc,l2,102,15300,15300,100,12.977745303882292,13.380186963638199,19.48579049023785,16.171400322478775,True,"[15300, 15300]",,,9.8
+immicro,fewshot,draw2,zs_raw,all,sq,102,375605,153000,100,134.3784906663849,158.8806692550884,309.57607274318593,7.1502858997841985,False,"[20000, 20000]",,,52.8
+immicro,fewshot,draw2,zs_raw,all,l2,102,375605,153000,100,11.377108503906172,12.473000801249023,17.235158997400344,5.345461874034389,False,"[20000, 20000]",,,52.8
+immicro,fewshot,draw2,zs_cal,pc,sq,102,15300,15300,100,157.1107002287364,197.99242411130945,278.41581820826866,2.9672212044669153,True,"[15300, 15300]",,,9.8
+immicro,fewshot,draw2,zs_cal,pc,l2,102,15300,15300,100,12.31752620093048,13.903857509292337,16.350546552410435,2.5423569025090353,True,"[15300, 15300]",,,9.8
+immicro,fewshot,draw2,zs_cal,all,sq,102,375605,153000,100,127.92048786777319,163.44352902081025,227.82577500496686,2.8124080566973704,False,"[20000, 20000]",,,61.6
+immicro,fewshot,draw2,zs_cal,all,l2,102,375605,153000,100,11.153143607437347,12.654575013011744,14.881854130699839,2.4834371449929895,False,"[20000, 20000]",,,61.6
+immicro,fewshot,draw2,lora5,pc,sq,102,15300,15300,100,153.077252026479,202.35369302916197,231.09894168063502,1.5833466879214741,True,"[15300, 15300]",,,9.7
+immicro,fewshot,draw2,lora5,pc,l2,102,15300,15300,100,12.225400153492883,14.05972417893096,15.02560844109441,1.5265614192305945,True,"[15300, 15300]",,,9.7
+immicro,fewshot,draw2,lora5,all,sq,102,375605,153000,100,126.74736055076207,165.58102569894595,190.20571648478278,1.634106790895797,False,"[20000, 20000]",,,51.9
+immicro,fewshot,draw2,lora5,all,l2,102,375605,153000,100,11.136405456361947,12.73911982312959,13.656924627444475,1.572656502833949,False,"[20000, 20000]",,,51.9
+immicro,fewshot,draw2,zs_pseudo,pc,sq,102,15300,15300,100,144.16249405464046,200.9161079458638,260.81801839119004,2.0554730586872765,True,"[15300, 15300]",,,13.7
+immicro,fewshot,draw2,zs_pseudo,pc,l2,102,15300,15300,100,11.807699966905874,14.00731638807535,15.848938049617757,1.837246732574976,True,"[15300, 15300]",,,13.7
+immicro,fewshot,draw2,zs_pseudo,all,sq,102,375605,153000,100,121.44232583985843,164.26548207476552,217.10776908799875,2.233965257566865,False,"[20000, 20000]",,,59.8
+immicro,fewshot,draw2,zs_pseudo,all,l2,102,375605,153000,100,10.87350157797204,12.686486486360677,14.532601672156286,2.0182738848258905,False,"[20000, 20000]",,,59.8
+immicro,fewshot,draw2,scsemi5,pc,sq,102,15300,15300,100,108.95660670675952,200.91726109704516,366.64116046547406,2.802117443239239,True,"[15300, 15300]",5.0,2.6711773757981527,9.3
+immicro,fewshot,draw2,scsemi5,pc,l2,102,15300,15300,100,10.126969147613018,13.99074322362841,18.895963660310073,2.2695412154481573,True,"[15300, 15300]",5.0,2.163487887623477,9.3
+immicro,fewshot,draw2,scsemi5,all,sq,102,375605,153000,100,97.69374366738668,162.1857041711573,336.2348884007596,3.6987733489575993,False,"[20000, 20000]",5.0,3.525933472838086,56.1
+immicro,fewshot,draw2,scsemi5,all,l2,102,375605,153000,100,9.547143204312686,12.594819808313593,18.075744457246834,2.7983944365153546,False,"[20000, 20000]",5.0,2.6676283413510857,56.1

paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/immicro/fewshot_n5/draw2/manifest.json

@@ -0,0 +1,179 @@
+{
+ "schema": "paired_ft_extra_metrics.v1",
+ "dataset": "immicro",
+ "design": "fewshot",
+ "unit": "draw2",
+ "written_utc": "2026-10-01T17:16:17.689376+00:00",
+ "command": [
+  "tools/extra_metrics.py",
+  "--design",
+  "fewshot",
+  "--dataset",
+  "immicro",
+  "--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": [
+  "HS1",
+  "HS2",
+  "HS3",
+  "HS4",
+  "HS6",
+  "HS7",
+  "HS8",
+  "HS9",
+  "HS10",
+  "HS11",
+  "HS12",
+  "HS13",
+  "HS14",
+  "HS15",
+  "HS16",
+  "HS17",
+  "HS18",
+  "HS19",
+  "HS20",
+  "HS21",
+  "HS23",
+  "HS24",
+  "HS26",
+  "HS27",
+  "HS28",
+  "HS29",
+  "HS30",
+  "HS31",
+  "HS32",
+  "HS34",
+  "HS35",
+  "HS36",
+  "HS37",
+  "HS38",
+  "HS39",
+  "HS40",
+  "HS41",
+  "HS42",
+  "HS43",
+  "HS45",
+  "HS46",
+  "HS47",
+  "HS49",
+  "HS50",
+  "HS51",
+  "HS52",
+  "HS53",
+  "HS54",
+  "HS56",
+  "HS57",
+  "HS58",
+  "HS59",
+  "HS60",
+  "HS61",
+  "HS62",
+  "HS63",
+  "HS64",
+  "HS65",
+  "HS66",
+  "HS67",
+  "HS68",
+  "HS69",
+  "HS70",
+  "HS71",
+  "HS72",
+  "HS73",
+  "HS74",
+  "HS75",
+  "HS76",
+  "HS77",
+  "HS78",
+  "HS79",
+  "HS80",
+  "HS81",
+  "HS82",
+  "HS83",
+  "HS84",
+  "HS85",
+  "HS86",
+  "HS87",
+  "HS88",
+  "HS89",
+  "HS90",
+  "HS92",
+  "HS93",
+  "HS94",
+  "HS95",
+  "HS96",
+  "HS97",
+  "HS98",
+  "HS100",
+  "HS101",
+  "HS102",
+  "HS103",
+  "HS104",
+  "HS105",
+  "HS106",
+  "HS107",
+  "HS108",
+  "HS109",
+  "HS110",
+  "HS111"
+ ],
+ "n_samples": 102,
+ "calls": {
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scores/immicro/fewshot_n5/draw2": {
+   "arms": [
+    "zs_raw",
+    "zs_cal",
+    "lora5",
+    "zs_pseudo"
+   ],
+   "summary_sha256": "2e1338430c46ede5cf96c9ace9007d5599163482e9bcfb542f5a6a4db318e057"
+  },
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scores/immicro/fewshot_n5/draw2_scsemi5": {
+   "arms": [
+    "scsemi5"
+   ],
+   "summary_sha256": "bb643949fd13b795b38d6684981a333271f9fe8162ee9833f2c11982657cdbf3"
+  }
+ },
+ "reference_sha256": "c5e2547be3ec3b12cb0c0b404a49e14a046ae59d40be70427f98f083a76bce17",
+ "bandwidth_m": 21.532005871800457,
+ "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": 5,
+ "fetched_from_server2": [
+  "/tmp/claude-1000/-home-sj-server-1/c8102cb0-e04f-4e04-adda-0728604e4435/scratchpad/fetch/generated/immicro/fewshot_n5/draw2/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": 1421.0,
+ "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/immicro/fewshot_n5/draw2/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
+immicro,fewshot,draw2,Real vs real control (held-out real cells),real_R2,R1,raw,15300,15300,0.8337254901960784,0.9313725490196079,1.445751633986928,0.8750245102043823,0.9057516339869282,0.9879738562091503,1.4236601307189543,0.9687653176260699,0.964640522875817,0.9998039215686274,1.4017516339869283,0.9990251917843544,0.5065257913622967,0.009579052636669465,0.5847212930924004,0.007928162709312857,0.49879084967320264,0.3971895424836601,0.600392156862745,0.0001911712675242705,3.313120935977132e-05,2.165293853106931e-06,0.00022646777073714874,21.532005871800457,50.8
+immicro,fewshot,draw2,Real vs real control (held-out real cells),real_R2,R1,dm,15300,15300,0.8320915032679739,0.9296078431372549,1.42400871459695,0.8750245102043823,0.9041830065359477,0.9864705882352941,1.4074509803921569,0.9687653176260699,0.9622875816993464,0.9995424836601308,1.3853006535947712,0.9990251917843544,0.5069841407151096,0.009831415902411838,0.5803724849416891,0.005369509683717105,0.4965032679738562,0.3988888888888889,0.5941176470588235,0.0001791862749193074,3.069605367933548e-05,1.2900576691343701e-06,0.00021117238626777723,21.532005871800457,49.4
+immicro,fewshot,draw2,Real vs real control (out-of-sample: R2 vs R3),real_R3,R2,raw,15300,15300,,,,,,,,,,,,,0.4999127685932761,0.0057998691062581325,0.49767822205134776,0.008961919952505676,0.4961111111111111,0.4930718954248366,0.49915032679738564,-2.0702268706207505e-05,-2.3857403636862173e-05,-9.624189674761752e-06,-5.418386201783143e-05,21.532005871800457,41.5
+immicro,fewshot,draw2,Real vs real control (out-of-sample: R2 vs R3),real_R3,R2,dm,15300,15300,,,,,,,,,,,,,0.5008786791405015,0.0039005971149413876,0.4976683326925542,0.006732669578893989,0.49627450980392157,0.49130718954248365,0.5012418300653595,-2.6367965636153734e-05,-2.753616472372933e-05,-1.0910831819588296e-05,-6.481496217947136e-05,21.532005871800457,42.1
+immicro,fewshot,draw2,"Zero-shot, real bulk",zs_raw,R1,raw,15300,15300,0.3835294117647059,0.08320261437908497,0.2267755991285403,0.8750245102043823,0.516797385620915,0.11784313725490196,0.22771241830065359,0.9687653176260699,0.668235294117647,0.18490196078431373,0.2204575163398693,0.9990251917843544,0.9953295954547396,0.0002097578304146986,0.9981438015293265,0.00029637809998492293,0.9785294117647059,0.9615032679738562,0.9955555555555555,0.09961764596910858,0.10130198595863527,0.04129335548887014,0.24221298741661398,21.532005871800457,36.2
+immicro,fewshot,draw2,"Zero-shot, real bulk",zs_raw,R1,dm,15300,15300,0.38601307189542483,0.09542483660130718,0.2310457516339869,0.8750245102043823,0.5104575163398692,0.13359477124183006,0.22716339869281046,0.9687653176260699,0.6630718954248366,0.2084967320261438,0.2195359477124183,0.9990251917843544,0.9947149386987911,0.0005060754536189512,0.9979283181682259,0.00040408963027108516,0.9756862745098039,0.9568627450980393,0.9945098039215686,0.09226313714571441,0.09567168328980569,0.03907064679812278,0.22700546723364287,21.532005871800457,34.8
+immicro,fewshot,draw2,"Zero-shot, real bulk",zs_raw,R2,raw,15300,15300,,,,,,,,,,,,,0.9967995215515402,0.0011425884307217956,0.9983254731086333,0.00034372851478731137,0.9815359477124183,0.970392156862745,0.9926797385620915,0.1053934686185039,0.1033379561329073,0.0416693287830987,0.2504007535345099,21.532005871800457,35.7
+immicro,fewshot,draw2,"Zero-shot, real bulk",zs_raw,R2,dm,15300,15300,,,,,,,,,,,,,0.9962950360972276,0.000936374244965146,0.9982059037122474,0.00029237281213375044,0.9787254901960785,0.9662091503267974,0.9912418300653595,0.09634479776893068,0.0971821047271143,0.039359343152473025,0.232886245648518,21.532005871800457,32.0
+immicro,fewshot,draw2,Zero-shot + calibration,zs_cal,R1,raw,15300,15300,0.6970588235294117,0.3515032679738562,1.0785185185185184,0.8750245102043823,0.7998692810457516,0.43209150326797385,1.0921437908496732,0.9687653176260699,0.8967320261437909,0.5460130718954248,1.0944117647058822,0.9990251917843544,0.9654481930026912,0.0031261406643006127,0.9852849651843307,0.0007461037926266093,0.8926797385620915,0.8011111111111111,0.9842483660130719,0.05577011360674261,0.03851775370730515,0.014071516250651728,0.10835938356469949,21.532005871800457,36.3
+immicro,fewshot,draw2,Zero-shot + calibration,zs_cal,R1,dm,15300,15300,0.7942483660130719,0.5492156862745098,1.9475599128540306,0.8750245102043823,0.8708496732026144,0.6545751633986928,1.9531372549019608,0.9687653176260699,0.9366013071895425,0.7792156862745098,1.9364248366013073,0.9990251917843544,0.9353544470075612,0.004374761233194463,0.9754211841599385,0.002560058821724799,0.8286274509803921,0.678562091503268,0.9786928104575163,0.041126559951732033,0.02531331245087909,0.008765775858422975,0.0752056482610341,21.532005871800457,36.2
+immicro,fewshot,draw2,Zero-shot + calibration,zs_cal,R2,raw,15300,15300,,,,,,,,,,,,,0.9717620466487249,0.0008303738132152279,0.9852459630911188,0.0007945055513854533,0.9065686274509804,0.8373202614379085,0.9758169934640523,0.0552559493321787,0.03880201809495731,0.014310315143226449,0.10836828257036246,21.532005871800457,31.3
+immicro,fewshot,draw2,Zero-shot + calibration,zs_cal,R2,dm,15300,15300,,,,,,,,,,,,,0.9424009996155324,0.003320301492403363,0.9747008415566663,0.0014442168695111698,0.8409803921568627,0.7081045751633986,0.9738562091503268,0.04006067589106466,0.025286106308983758,0.008842264675013034,0.07418904687506145,21.532005871800457,34.4
+immicro,fewshot,draw2,"LoRA, 5 donors",lora5,R1,raw,15300,15300,0.7756209150326797,0.5463398692810457,1.2853376906318081,0.8750245102043823,0.8677777777777778,0.6584313725490196,1.315751633986928,0.9687653176260699,0.9458823529411765,0.7860784313725491,1.3478627450980392,0.9990251917843544,0.9406819492502884,0.0036402984890322194,0.9633925306506044,0.0011835492939761094,0.8308823529411765,0.6941830065359477,0.9675816993464053,0.035165676995101036,0.021699726640359795,0.007396136815021936,0.06426154045048277,21.532005871800457,41.8
+immicro,fewshot,draw2,"LoRA, 5 donors",lora5,R1,dm,15300,15300,0.8871895424836601,0.817843137254902,2.839433551198257,0.8750245102043823,0.9367973856209151,0.9061437908496732,2.8028235294117647,0.9687653176260699,0.9760130718954249,0.9693464052287581,2.770986928104575,0.9990251917843544,0.8670796381733521,0.004130921016867579,0.9376918706480414,0.0039261831545737745,0.7176143790849673,0.46980392156862744,0.9654248366013072,0.019892070857278232,0.010373950628393525,0.003287693814153947,0.033553715299825704,21.532005871800457,41.1
+immicro,fewshot,draw2,"LoRA, 5 donors",lora5,R2,raw,15300,15300,,,,,,,,,,,,,0.9474463454227007,0.003019607138822294,0.9592497330086719,0.0012210374494587227,0.8447712418300654,0.744313725490196,0.9452287581699347,0.03390471991602345,0.021758493397288303,0.007587792836989404,0.06325100615030116,21.532005871800457,30.1
+immicro,fewshot,draw2,"LoRA, 5 donors",lora5,R2,dm,15300,15300,,,,,,,,,,,,,0.8744970524157376,0.0020879450935514547,0.9314083899354948,0.0016372431183262774,0.727875816993464,0.5060130718954249,0.9497385620915033,0.018576290750197177,0.010312091418211322,0.0033669722485827336,0.03225535441699123,21.532005871800457,32.3
+immicro,fewshot,draw2,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R1,raw,15300,15300,0.7860784313725491,0.3552941176470588,1.601677559912854,0.8750245102043823,0.8660130718954249,0.4296732026143791,1.616888888888889,0.9687653176260699,0.937124183006536,0.5312418300653595,1.605483660130719,0.9990251917843544,0.959030618565509,0.004726693886788642,0.9895108932461874,0.0012816448330930856,0.890686274509804,0.7916339869281046,0.9897385620915032,0.07415428928568624,0.04483770044740698,0.015644372335068768,0.13463636206816199,21.532005871800457,38.2
+immicro,fewshot,draw2,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R1,dm,15300,15300,0.8697385620915032,0.5362745098039216,2.914052287581699,0.8750245102043823,0.9230065359477124,0.6325490196078432,2.910549019607843,0.9687653176260699,0.9648366013071895,0.7510457516339869,2.8254117647058825,0.9990251917843544,0.9280735187321116,0.0030483016474034132,0.9830748857277115,0.002370353311551338,0.8326143790849673,0.6788888888888889,0.9863398692810458,0.0573355412731989,0.03057137635852869,0.010055393238012966,0.09796231086974055,21.532005871800457,38.4
+immicro,fewshot,draw2,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R2,raw,15300,15300,,,,,,,,,,,,,0.967460058097313,0.0010017120533640555,0.9894083365372293,0.0009695114935673623,0.9061764705882352,0.8273856209150326,0.984967320261438,0.07221651312484423,0.04472589465288479,0.01581241169878389,0.1327548194765129,21.532005871800457,32.1
+immicro,fewshot,draw2,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R2,dm,15300,15300,,,,,,,,,,,,,0.936410536545773,0.002159309712412964,0.9821962599854757,0.0006559633783155023,0.8430065359477125,0.7044444444444444,0.9815686274509804,0.055036615956683965,0.030172803421152805,0.01005158422376451,0.09526100360160128,21.532005871800457,34.2
+immicro,fewshot,draw2,"scSemiProfiler, 5 donors",scsemi5,R1,raw,15300,15300,0.26973856209150326,0.0196078431372549,0.12283224400871462,0.8750245102043823,0.3826143790849673,0.02522875816993464,0.12190849673202615,0.9687653176260699,0.5677777777777778,0.03607843137254902,0.11969934640522877,0.9990251917843544,0.9978607052842925,0.0006014362787774587,0.9999441667734631,2.0588324374107137e-05,0.9945424836601308,0.9895424836601308,0.9995424836601308,0.23605686492642414,0.18152235498034264,0.06640411262271173,0.4839833325294785,21.532005871800457,34.4
+immicro,fewshot,draw2,"scSemiProfiler, 5 donors",scsemi5,R1,dm,15300,15300,0.6416339869281046,0.16058823529411764,0.7917864923747276,0.8750245102043823,0.7334640522875817,0.20869281045751634,0.785202614379085,0.9687653176260699,0.8305882352941176,0.29398692810457516,0.7787908496732026,0.9990251917843544,0.9855637041308899,0.0011068001765723854,0.9996596501345636,7.19715464719823e-05,0.9591176470588235,0.9187581699346405,0.9994771241830065,0.12889986718495838,0.08618255887771564,0.02915474633860282,0.24423717240127685,21.532005871800457,37.8
+immicro,fewshot,draw2,"scSemiProfiler, 5 donors",scsemi5,R2,raw,15300,15300,,,,,,,,,,,,,0.9986795356486822,0.0006903487786986638,0.999949463881413,2.3571073516880373e-05,0.9960130718954249,0.9926143790849673,0.9994117647058823,0.24065012316251777,0.18299804543042186,0.06685466312441446,0.4905028317173541,21.532005871800457,34.0
+immicro,fewshot,draw2,"scSemiProfiler, 5 donors",scsemi5,R2,dm,15300,15300,,,,,,,,,,,,,0.9866472190183263,0.001329210714190718,0.9996278247682515,7.173342423822354e-05,0.961078431372549,0.9224183006535948,0.9997385620915032,0.12845184366105927,0.08587271803811758,0.029050767954107215,0.24337532965328407,21.532005871800457,34.7