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/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
+immicro,fewshot,draw4,real_R2,pc,sq,102,15300,15300,100,146.15478811019582,212.08366455526934,178.2159594737306,0.4862993742999018,True,"[15300, 15300]",,,13.2
+immicro,fewshot,draw4,real_R2,pc,l2,102,15300,15300,100,11.962794791453492,14.391592763892179,13.180515715680968,0.5013677292413077,True,"[15300, 15300]",,,13.2
+immicro,fewshot,draw4,real_R2,all,sq,102,187497,187553,100,125.60279481309618,172.98970066125293,144.44148650224292,0.3975505754588011,False,"[20000, 20000]",,,45.5
+immicro,fewshot,draw4,real_R2,all,l2,102,187497,187553,100,11.09085026245014,13.020831550436425,11.883681076531468,0.41079715073743395,False,"[20000, 20000]",,,45.5
+immicro,fewshot,draw4,zs_raw,pc,sq,102,15300,15300,100,177.7048087479486,184.46441442374496,403.2535705363353,33.367147819878454,True,"[15300, 15300]",,,13.7
+immicro,fewshot,draw4,zs_raw,pc,l2,102,15300,15300,100,12.964167883379442,13.40074276443441,19.468642774748226,14.89887571096841,True,"[15300, 15300]",,,13.7
+immicro,fewshot,draw4,zs_raw,all,sq,102,375050,153000,100,134.32180664781743,159.8954692817691,309.2765533222305,6.841208049805999,False,"[20000, 20000]",,,63.5
+immicro,fewshot,draw4,zs_raw,all,l2,102,375050,153000,100,11.375407238958221,12.517924808016812,17.22645975096934,5.121192592978907,False,"[20000, 20000]",,,63.5
+immicro,fewshot,draw4,zs_cal,pc,sq,102,15300,15300,100,157.07129316092994,199.27914435332875,278.75693274362794,2.883009585776125,True,"[15300, 15300]",,,8.8
+immicro,fewshot,draw4,zs_cal,pc,l2,102,15300,15300,100,12.319737025575444,13.948903612451021,16.379578246157397,2.4919742727893373,True,"[15300, 15300]",,,8.8
+immicro,fewshot,draw4,zs_cal,all,sq,102,375050,153000,100,127.71983520825727,164.48973572946755,228.69807823394245,2.7462201853779034,False,"[20000, 20000]",,,49.5
+immicro,fewshot,draw4,zs_cal,all,l2,102,375050,153000,100,11.14783773385536,12.700772658939472,14.91481724055197,2.425716265279163,False,"[20000, 20000]",,,49.5
+immicro,fewshot,draw4,lora5,pc,sq,102,15300,15300,100,150.364326526412,203.5031783597368,232.18304398748924,1.5397155685205548,True,"[15300, 15300]",,,13.8
+immicro,fewshot,draw4,lora5,pc,l2,102,15300,15300,100,12.100978758762972,14.098188391371062,15.04152854175166,1.4723290609953252,True,"[15300, 15300]",,,13.8
+immicro,fewshot,draw4,lora5,all,sq,102,375050,153000,100,125.57397035346756,166.65876759758626,191.28175583446867,1.599321157424166,False,"[20000, 20000]",,,61.0
+immicro,fewshot,draw4,lora5,all,l2,102,375050,153000,100,11.07527355016305,12.786006129622253,13.682979950125656,1.524321469803863,False,"[20000, 20000]",,,61.0
+immicro,fewshot,draw4,zs_pseudo,pc,sq,102,15300,15300,100,144.1186617417562,201.72020558519583,261.485570742081,2.0375653353897385,True,"[15300, 15300]",,,9.9
+immicro,fewshot,draw4,zs_pseudo,pc,l2,102,15300,15300,100,11.806312460784227,14.03355130076845,15.867909722112481,1.8236020261558594,True,"[15300, 15300]",,,9.9
+immicro,fewshot,draw4,zs_pseudo,all,sq,102,375050,153000,100,121.6748445861403,165.242284980116,217.69190808665047,2.2038720345340033,False,"[20000, 20000]",,,55.5
+immicro,fewshot,draw4,zs_pseudo,all,l2,102,375050,153000,100,10.883035942088817,12.729614284911666,14.552374448905733,1.9871014523042814,False,"[20000, 20000]",,,55.5
+immicro,fewshot,draw4,scsemi5,pc,sq,102,15300,15300,100,109.01554319765951,202.1102208585784,364.92852999607146,2.748954002832797,True,"[15300, 15300]",5.0,2.6204982083079003,10.0
+immicro,fewshot,draw4,scsemi5,pc,l2,102,15300,15300,100,10.120742548451313,14.029460436417367,18.84132089655048,2.231058520479978,True,"[15300, 15300]",5.0,2.126803449429512,10.0
+immicro,fewshot,draw4,scsemi5,all,sq,102,375050,153000,100,98.27572295619659,163.10426952926312,332.6000105645534,3.6145232308155495,False,"[20000, 20000]",5.0,3.4456202761045427,61.4
+immicro,fewshot,draw4,scsemi5,all,l2,102,375050,153000,100,9.573399744549235,12.636905956461463,17.967044772353876,2.7398818370814926,False,"[20000, 20000]",5.0,2.611849975535628,61.4

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

@@ -0,0 +1,177 @@
+{
+ "schema": "paired_ft_extra_metrics.v1",
+ "dataset": "immicro",
+ "design": "fewshot",
+ "unit": "draw4",
+ "written_utc": "2026-10-01T18:04:09.244404+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",
+  "HS20",
+  "HS21",
+  "HS23",
+  "HS24",
+  "HS26",
+  "HS27",
+  "HS28",
+  "HS29",
+  "HS30",
+  "HS31",
+  "HS32",
+  "HS34",
+  "HS35",
+  "HS36",
+  "HS37",
+  "HS38",
+  "HS39",
+  "HS40",
+  "HS41",
+  "HS42",
+  "HS43",
+  "HS44",
+  "HS45",
+  "HS46",
+  "HS47",
+  "HS48",
+  "HS49",
+  "HS50",
+  "HS51",
+  "HS53",
+  "HS54",
+  "HS55",
+  "HS56",
+  "HS57",
+  "HS58",
+  "HS59",
+  "HS60",
+  "HS61",
+  "HS62",
+  "HS63",
+  "HS64",
+  "HS65",
+  "HS66",
+  "HS67",
+  "HS68",
+  "HS69",
+  "HS70",
+  "HS71",
+  "HS72",
+  "HS73",
+  "HS74",
+  "HS75",
+  "HS77",
+  "HS78",
+  "HS79",
+  "HS80",
+  "HS81",
+  "HS82",
+  "HS83",
+  "HS85",
+  "HS86",
+  "HS87",
+  "HS88",
+  "HS89",
+  "HS90",
+  "HS91",
+  "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/draw4": {
+   "arms": [
+    "zs_raw",
+    "zs_cal",
+    "lora5",
+    "zs_pseudo"
+   ],
+   "summary_sha256": "e5a43f38b699adb79a7213a7adf4f427abf92f92cb1db030107ec93afbb5343a"
+  },
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scores/immicro/fewshot_n5/draw4_scsemi5": {
+   "arms": [
+    "scsemi5"
+   ],
+   "summary_sha256": "e7260f6fead712ef85873c732b239a3f093206f236020f135d8328b43145e6e8"
+  }
+ },
+ "reference_sha256": "c5e2547be3ec3b12cb0c0b404a49e14a046ae59d40be70427f98f083a76bce17",
+ "bandwidth_m": 21.505107236089593,
+ "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": [],
+ "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": 1427.8,
+ "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/immicro/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
+immicro,fewshot,draw4,Real vs real control (held-out real cells),real_R2,R1,raw,15300,15300,0.8360130718954248,0.9304575163398693,1.4461220043572984,0.8750245102043823,0.9081045751633987,0.987516339869281,1.428483660130719,0.9687653176260699,0.9650326797385621,0.9999346405228758,1.4022875816993463,0.9990251917843544,0.5079390832585757,0.012334107100380314,0.5828693237643642,0.006450852813445352,0.4995751633986928,0.3952941176470588,0.6038562091503268,0.00019736143292764519,3.1433190371688013e-05,3.6857368335141416e-07,0.00022916319698268461,21.505107236089593,48.8
+immicro,fewshot,draw4,Real vs real control (held-out real cells),real_R2,R1,dm,15300,15300,0.8325490196078431,0.9293464052287582,1.4436165577342048,0.8750245102043823,0.9033986928104575,0.9876470588235294,1.4183790849673203,0.9687653176260699,0.962875816993464,0.9997385620915032,1.3883006535947713,0.9990251917843544,0.5070692682301678,0.01307477503773884,0.577727337776069,0.006243957319376742,0.5029084967320261,0.4031372549019608,0.6026797385620914,0.00018287612014850074,2.859537895782971e-05,-2.233469948986766e-07,0.00021124815211143178,21.505107236089593,48.2
+immicro,fewshot,draw4,Real vs real control (out-of-sample: R2 vs R3),real_R3,R2,raw,15300,15300,,,,,,,,,,,,,0.5010856721773677,0.006180421235402174,0.4937715088213935,0.008655074643069844,0.4966013071895425,0.49137254901960786,0.5018300653594772,-2.618875271359622e-05,-2.6908821216142798e-05,-1.0734994792427344e-05,-6.383256872216636e-05,21.505107236089593,41.9
+immicro,fewshot,draw4,Real vs real control (out-of-sample: R2 vs R3),real_R3,R2,dm,15300,15300,,,,,,,,,,,,,0.5022954419240463,0.005359792011157537,0.49419962407621004,0.008198765280830297,0.49859477124183005,0.49633986928104573,0.5008496732026144,-3.0271307546958504e-05,-2.9423249349180836e-05,-1.1578104842424608e-05,-7.127266173856395e-05,21.505107236089593,43.8
+immicro,fewshot,draw4,"Zero-shot, real bulk",zs_raw,R1,raw,15300,15300,0.4016339869281046,0.08790849673202615,0.24047930283224403,0.8750245102043823,0.524640522875817,0.12326797385620915,0.23660130718954248,0.9687653176260699,0.6826143790849674,0.19032679738562092,0.2352549019607843,0.9990251917843544,0.9952677282241872,0.0006531385840896745,0.9981455209534793,0.00030969152089404053,0.9781699346405229,0.9613071895424836,0.9950326797385621,0.09852712333615254,0.10030744455141472,0.0409251911885371,0.23975975907610436,21.505107236089593,32.1
+immicro,fewshot,draw4,"Zero-shot, real bulk",zs_raw,R1,dm,15300,15300,0.40712418300653597,0.0988235294117647,0.2383442265795207,0.8750245102043823,0.5254901960784314,0.1376470588235294,0.23401307189542483,0.9687653176260699,0.6816339869281046,0.2141830065359477,0.22724836601307188,0.9990251917843544,0.9952665107437311,0.00079849353029369,0.9980080631381092,0.00026269170698963243,0.974967320261438,0.9565359477124183,0.9933986928104576,0.09124504654111457,0.09471487162484737,0.038710295246849435,0.22467021341281138,21.505107236089593,32.7
+immicro,fewshot,draw4,"Zero-shot, real bulk",zs_raw,R2,raw,15300,15300,,,,,,,,,,,,,0.9966337199367764,0.0013638649459331645,0.9982265368020846,0.00036793554639438363,0.9820588235294118,0.9713071895424836,0.9928104575163399,0.10453460653236296,0.10259536486321996,0.04139302529025124,0.24852299668583416,21.505107236089593,32.8
+immicro,fewshot,draw4,"Zero-shot, real bulk",zs_raw,R2,dm,15300,15300,,,,,,,,,,,,,0.9966075120680081,0.0007513312603014124,0.9981136421889018,0.00039202074661873323,0.9779411764705882,0.9643790849673203,0.9915032679738562,0.09528874802262519,0.09631212383185239,0.039044506161707515,0.2306453780161851,21.505107236089593,30.5
+immicro,fewshot,draw4,Zero-shot + calibration,zs_cal,R1,raw,15300,15300,0.7176470588235294,0.3445098039215686,1.152156862745098,0.8750245102043823,0.8143137254901961,0.42130718954248364,1.1526666666666667,0.9687653176260699,0.9087581699346405,0.5276470588235294,1.1396666666666666,0.9990251917843544,0.9648502071852706,0.0009624953240230137,0.985498024264172,0.0009736906343343576,0.8955228758169934,0.8058823529411765,0.9851633986928104,0.06304882208408008,0.04406093034140812,0.016046264846932612,0.12315601727242081,21.505107236089593,37.3
+immicro,fewshot,draw4,Zero-shot + calibration,zs_cal,R1,dm,15300,15300,0.8031372549019608,0.5596078431372549,2.126906318082789,0.8750245102043823,0.8778431372549019,0.6683660130718955,2.136862745098039,0.9687653176260699,0.9418300653594771,0.7896732026143791,2.1134313725490195,0.9990251917843544,0.9292512815583749,0.0019603318623141416,0.9747155154000599,0.0015459700826401742,0.8248039215686275,0.6720261437908497,0.9775816993464053,0.044018761485180524,0.027046639368020653,0.009307763861104101,0.08037316471430528,21.505107236089593,39.7
+immicro,fewshot,draw4,Zero-shot + calibration,zs_cal,R2,raw,15300,15300,,,,,,,,,,,,,0.9728713315391516,0.0025792032317236042,0.9857428125934471,0.0008574723682976829,0.9087908496732026,0.8402614379084967,0.9773202614379085,0.062322843239482395,0.044188902354148185,0.01623767256829156,0.12274941816192214,21.505107236089593,33.8
+immicro,fewshot,draw4,Zero-shot + calibration,zs_cal,R2,dm,15300,15300,,,,,,,,,,,,,0.9372357960613439,0.001847360770925563,0.974618373275236,0.001276629944460306,0.8375163398692811,0.7015686274509804,0.9734640522875817,0.04292775980212743,0.027039836747808632,0.009394950928371282,0.07936254747830734,21.505107236089593,32.9
+immicro,fewshot,draw4,"LoRA, 5 donors",lora5,R1,raw,15300,15300,0.7996732026143791,0.5186274509803922,1.5388235294117647,0.8750245102043823,0.8805882352941177,0.6155555555555555,1.5498300653594772,0.9687653176260699,0.9508496732026144,0.7309803921568627,1.5518235294117646,0.9990251917843544,0.9338910248195139,0.002681462253300318,0.9649827523602033,0.0017774827841021297,0.8339542483660131,0.6976470588235294,0.9702614379084967,0.044551645843500964,0.02705754132072058,0.009047226709292255,0.0806564138735138,21.505107236089593,37.1
+immicro,fewshot,draw4,"LoRA, 5 donors",lora5,R1,dm,15300,15300,0.883921568627451,0.7945098039215687,3.1246840958605664,0.8750245102043823,0.933921568627451,0.8883660130718954,3.1058039215686275,0.9687653176260699,0.974640522875817,0.9569934640522876,3.042313725490196,0.9990251917843544,0.8692307339057628,0.0033987256119171754,0.9426179674484173,0.002187525970256862,0.7265032679738562,0.4873856209150327,0.9656209150326798,0.02502797035844534,0.012585283045052575,0.0038687764962852533,0.04148202989978317,21.505107236089593,40.4
+immicro,fewshot,draw4,"LoRA, 5 donors",lora5,R2,raw,15300,15300,,,,,,,,,,,,,0.9432946302704088,0.003878283985741123,0.9616392092784828,0.0031065402654484077,0.8481045751633987,0.7445098039215686,0.9516993464052288,0.04328000929965614,0.026930957055150584,0.009159664109092525,0.07937063046389925,21.505107236089593,31.9
+immicro,fewshot,draw4,"LoRA, 5 donors",lora5,R2,dm,15300,15300,,,,,,,,,,,,,0.8758133410226836,0.004536565645810048,0.9384422978341664,0.0027289046503652893,0.7381699346405228,0.5208496732026143,0.9554901960784313,0.023425001295162118,0.012340030513146472,0.0038895620089378635,0.03965459381724645,21.505107236089593,34.3
+immicro,fewshot,draw4,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R1,raw,15300,15300,0.7964052287581699,0.3535947712418301,1.6688453159041394,0.8750245102043823,0.872483660130719,0.42444444444444446,1.6677254901960783,0.9687653176260699,0.9384313725490196,0.5252287581699346,1.6566993464052289,0.9990251917843544,0.9587099726600881,0.0013529630973845182,0.9887621214062967,0.0006872019210902527,0.891078431372549,0.7916339869281046,0.9905228758169935,0.07478499889236612,0.04521394095006093,0.015778152279082303,0.13577709212150935,21.505107236089593,40.9
+immicro,fewshot,draw4,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R1,dm,15300,15300,0.8687581699346405,0.5327450980392157,2.9360348583877993,0.8750245102043823,0.9208496732026143,0.6278431372549019,2.925516339869281,0.9687653176260699,0.965359477124183,0.749281045751634,2.893006535947712,0.9990251917843544,0.9279596202315348,0.00256800773338233,0.9823252061173054,0.0015315846189366455,0.8324509803921568,0.6784313725490196,0.9864705882352941,0.05745217016432874,0.03061244040472677,0.010069250906153737,0.09813386147520925,21.505107236089593,38.9
+immicro,fewshot,draw4,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R2,raw,15300,15300,,,,,,,,,,,,,0.9675416720064932,0.0029567655751714245,0.9887039172967663,0.0009545552860737823,0.9058496732026143,0.8265359477124183,0.9851633986928104,0.0727227730019126,0.04492189244798195,0.01587371277673877,0.13351837822663332,21.505107236089593,33.3
+immicro,fewshot,draw4,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R2,dm,15300,15300,,,,,,,,,,,,,0.9371937502669914,0.001694126895292918,0.9824514930155068,0.0014919296985041767,0.8433660130718954,0.7052287581699347,0.9815032679738562,0.0552559641193448,0.030181570402265212,0.010044561266281837,0.09548209578789185,21.505107236089593,34.7
+immicro,fewshot,draw4,"scSemiProfiler, 5 donors",scsemi5,R1,raw,15300,15300,0.23555555555555555,0.018235294117647058,0.10106753812636166,0.8750245102043823,0.3322222222222222,0.02366013071895425,0.09952941176470588,0.9687653176260699,0.5295424836601307,0.033594771241830065,0.10293464052287582,0.9990251917843544,0.9983093788713742,0.000610707986602473,0.9999135588876072,5.110416840359896e-05,0.9954575163398692,0.9911764705882353,0.9997385620915032,0.23217672191115407,0.18368520910239639,0.06761261872912261,0.48347454974267307,21.505107236089593,35.4
+immicro,fewshot,draw4,"scSemiProfiler, 5 donors",scsemi5,R1,dm,15300,15300,0.6162745098039216,0.1388235294117647,0.6506318082788671,0.8750245102043823,0.7254248366013072,0.18183006535947713,0.6593464052287581,0.9687653176260699,0.8352287581699347,0.255359477124183,0.6463137254901961,0.9990251917843544,0.9885618779102054,0.0019068387378881164,0.9996713016361228,0.00012156094703744767,0.9648366013071895,0.930326797385621,0.9993464052287582,0.13466982678042244,0.09444815580100929,0.03243308475461726,0.261551067336049,21.505107236089593,39.9
+immicro,fewshot,draw4,"scSemiProfiler, 5 donors",scsemi5,R2,raw,15300,15300,,,,,,,,,,,,,0.9989647785039942,0.0006512481924209156,0.9999246550472041,3.14995232878647e-05,0.9963725490196078,0.9930718954248366,0.9996732026143791,0.23703619318173724,0.18505247153694682,0.06796958808728171,0.49005825280596577,21.505107236089593,32.3
+immicro,fewshot,draw4,"scSemiProfiler, 5 donors",scsemi5,R2,dm,15300,15300,,,,,,,,,,,,,0.9883812208979453,0.0013879692562983304,0.9996543423469607,0.00014995863751641572,0.9682352941176471,0.9369281045751634,0.9995424836601308,0.13494891420947197,0.09448070163612843,0.03240891178034522,0.2618385276259456,21.505107236089593,38.0