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/ye2026_sepsis/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
+ye2026_sepsis,fewshot,draw4,real_R2,pc,sq,77,11550,11550,100,155.30931458581898,309.3416701763926,186.4342533902026,0.20206753759655147,True,"[11550, 11550]",,,12.1
+ye2026_sepsis,fewshot,draw4,real_R2,pc,l2,77,11550,11550,100,12.17825085937637,16.886689852181227,13.20299634328462,0.2176401744769767,True,"[11550, 11550]",,,12.1
+ye2026_sepsis,fewshot,draw4,real_R2,all,sq,77,272286,272329,100,124.55660746880048,213.75424429732934,133.2798657661566,0.09779696646140393,False,"[20000, 20000]",,,83.8
+ye2026_sepsis,fewshot,draw4,real_R2,all,l2,77,272286,272329,100,10.929112839667921,14.233331951288877,11.274109192476482,0.1044108581041757,False,"[20000, 20000]",,,83.8
+ye2026_sepsis,fewshot,draw4,zs_raw,pc,sq,77,11550,11550,100,239.9827985975652,269.1093967514115,631.9584647528911,13.457653519470949,True,"[11550, 11550]",,,9.3
+ye2026_sepsis,fewshot,draw4,zs_raw,pc,l2,77,11550,11550,100,14.807700990963273,15.688831191425521,24.581410727494873,11.092242362597752,True,"[11550, 11550]",,,9.3
+ye2026_sepsis,fewshot,draw4,zs_raw,all,sq,77,544615,115500,100,140.80188997929034,197.18387574154602,443.9573998655296,5.3768150551586915,False,"[20000, 20000]",,,81.1
+ye2026_sepsis,fewshot,draw4,zs_raw,all,l2,77,544615,115500,100,11.52065793415215,13.713647506344815,20.81074735812377,4.236267030984057,False,"[20000, 20000]",,,81.1
+ye2026_sepsis,fewshot,draw4,zs_cal,pc,sq,77,11550,11550,100,172.51905616836925,296.7868762584937,341.18063226934066,1.3572425747764039,True,"[11550, 11550]",,,9.9
+ye2026_sepsis,fewshot,draw4,zs_cal,pc,l2,77,11550,11550,100,12.83270691367797,16.55513323016704,18.03883924673263,1.3985857315679506,True,"[11550, 11550]",,,9.9
+ye2026_sepsis,fewshot,draw4,zs_cal,all,sq,77,544615,115500,100,127.7106206615928,201.41164953106406,272.20464124376525,1.9605427875108723,False,"[20000, 20000]",,,79.7
+ye2026_sepsis,fewshot,draw4,zs_cal,all,l2,77,544615,115500,100,11.065201001147129,13.869281532657547,16.199372210235953,1.8309642506320252,False,"[20000, 20000]",,,79.7
+ye2026_sepsis,fewshot,draw4,lora5,pc,sq,77,11550,11550,100,192.09044885873874,296.0408376987372,317.3615343544293,1.205104539709891,True,"[11550, 11550]",,,10.7
+ye2026_sepsis,fewshot,draw4,lora5,pc,l2,77,11550,11550,100,13.514126048893713,16.533734722055883,17.367660066087566,1.276170005551874,True,"[11550, 11550]",,,10.7
+ye2026_sepsis,fewshot,draw4,lora5,all,sq,77,544615,115500,100,133.8179841159471,201.5253193100664,235.5121602061658,1.5019668961813062,False,"[20000, 20000]",,,83.6
+ye2026_sepsis,fewshot,draw4,lora5,all,l2,77,544615,115500,100,11.304744744586316,13.871733329681891,15.043460329539869,1.4564597624863809,False,"[20000, 20000]",,,83.6
+ye2026_sepsis,fewshot,draw4,zs_pseudo,pc,sq,77,11550,11550,100,170.1831249913709,297.82833045625307,311.685425935941,1.1085594670729744,True,"[11550, 11550]",,,9.9
+ye2026_sepsis,fewshot,draw4,zs_pseudo,pc,l2,77,11550,11550,100,12.747960501301462,16.59061988442121,17.30304894106886,1.185400001826144,True,"[11550, 11550]",,,10.0
+ye2026_sepsis,fewshot,draw4,zs_pseudo,all,sq,77,544615,115500,100,127.26366432487487,201.59233665747414,251.7143959788161,1.6743300767846394,False,"[20000, 20000]",,,85.3
+ye2026_sepsis,fewshot,draw4,zs_pseudo,all,l2,77,544615,115500,100,11.044451062002711,13.874522901848936,15.621779719950872,1.6173895635797273,False,"[20000, 20000]",,,85.3
+ye2026_sepsis,fewshot,draw4,scsemi5,pc,sq,77,11550,11550,100,123.01623195849523,293.46880328012674,492.68237522528904,2.1687331578545734,True,"[11550, 11550]",5.0,2.036493331156124,9.3
+ye2026_sepsis,fewshot,draw4,scsemi5,pc,l2,77,11550,11550,100,10.678957674718227,16.373833008216558,21.833479100745556,1.95869457587848,True,"[11550, 11550]",5.0,1.8392619797883285,9.3
+ye2026_sepsis,fewshot,draw4,scsemi5,all,sq,77,544615,115500,100,110.62785824438978,198.719644245738,442.41299609665293,3.766357261131988,False,"[20000, 20000]",5.0,3.5367013305751596,86.1
+ye2026_sepsis,fewshot,draw4,scsemi5,all,l2,77,544615,115500,100,10.186981674324537,13.74730015861621,20.67155827244046,2.944842334856972,False,"[20000, 20000]",5.0,2.765278777853498,86.1

paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/ye2026_sepsis/fewshot_n5/draw4/manifest.json

@@ -0,0 +1,152 @@
+{
+ "schema": "paired_ft_extra_metrics.v1",
+ "dataset": "ye2026_sepsis",
+ "design": "fewshot",
+ "unit": "draw4",
+ "written_utc": "2026-10-01T16:52:24.672196+00:00",
+ "command": [
+  "tools/extra_metrics.py",
+  "--design",
+  "fewshot",
+  "--dataset",
+  "ye2026_sepsis",
+  "--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": [
+  "Abd-PS04",
+  "Abd-PS05",
+  "Abd-PS07",
+  "Abd-PS19",
+  "Abd-PS20",
+  "Abd-PS23",
+  "Abd-PS27",
+  "Abd-S103",
+  "Abd-S120",
+  "Abd-S123",
+  "Abd-S156",
+  "Abd-S39",
+  "Abd-S42",
+  "Abd-S47",
+  "Abd-S51",
+  "Abd-S54",
+  "Abd-S57",
+  "Abd-S66",
+  "Abd-S79",
+  "Abd-S83",
+  "Abd-S98",
+  "HC01",
+  "HC05",
+  "HC07",
+  "HC09",
+  "HC12",
+  "HC13",
+  "HC16",
+  "IC10",
+  "IC15",
+  "IC16",
+  "IC19",
+  "IC22",
+  "PHC01",
+  "PHC02",
+  "PHC03",
+  "PHC05",
+  "PIC01",
+  "PIC02",
+  "PIC04",
+  "PIC05",
+  "Res-PS02",
+  "Res-PS03",
+  "Res-PS12",
+  "Res-PS16",
+  "Res-PS21",
+  "Res-PS25",
+  "Res-PS26",
+  "Res-S10",
+  "Res-S125",
+  "Res-S127",
+  "Res-S136",
+  "Res-S139",
+  "Res-S146",
+  "Res-S149",
+  "Res-S150",
+  "Res-S164",
+  "Res-S166",
+  "Res-S174",
+  "Res-S177",
+  "Res-S184",
+  "Res-S19",
+  "Res-S26",
+  "Res-S40",
+  "Res-S77",
+  "Res-S87",
+  "Skin-S140",
+  "Skin-S152",
+  "Skin-S38",
+  "Skin-S43",
+  "Skin-S52",
+  "Skin-S74",
+  "Uri-S134",
+  "Uri-S147",
+  "Uri-S157",
+  "Uri-S20",
+  "Uri-S93"
+ ],
+ "n_samples": 77,
+ "calls": {
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/fewshot_n5/draw4": {
+   "arms": [
+    "zs_raw",
+    "zs_cal",
+    "lora5",
+    "zs_pseudo"
+   ],
+   "summary_sha256": "97e26b0fdd2a9616eb412c85848620d3b0b13d228572601d587346e6b5dbe827"
+  },
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scores/ye2026_sepsis/fewshot_n5/draw4_scsemi5": {
+   "arms": [
+    "scsemi5"
+   ],
+   "summary_sha256": "6fdde5fa7b7666551649b670e98e14fb210647eee4bc5936357e41f6433a6129"
+  }
+ },
+ "reference_sha256": "bac12da8a241652cb75100a1b082b2be56806c9bf2fd20ce6f927f19683ea5b8",
+ "bandwidth_m": 27.82667328158684,
+ "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": 1308.9,
+ "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/ye2026_sepsis/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
+ye2026_sepsis,fewshot,draw4,Real vs real control (held-out real cells),real_R2,R1,raw,11550,11550,0.8730735930735931,0.9232900432900433,1.343896103896104,0.8750324682351671,0.9374891774891775,0.9863203463203464,1.3265454545454545,0.9687702904505108,0.9806926406926407,0.9997402597402597,1.3077229437229438,0.9990257609379009,0.515187777590375,0.0053962735531301815,0.5946101085062123,0.003119260231140606,0.5060606060606061,0.41783549783549784,0.5942857142857143,0.00010640162574421241,1.4265804671564908e-05,-4.2571677076885805e-06,0.00011641026270808874,27.82667328158684,33.8
+ye2026_sepsis,fewshot,draw4,Real vs real control (held-out real cells),real_R2,R1,dm,11550,11550,0.8677056277056278,0.9256277056277056,1.3341991341991342,0.8750324682351671,0.9348051948051948,0.9862337662337662,1.3143030303030303,0.9687702904505108,0.9794805194805195,0.9998268398268398,1.302865800865801,0.9990257609379009,0.5090376492194675,0.007559064453103984,0.595297989168119,0.003571870861446085,0.5036796536796537,0.4162770562770563,0.5910822510822511,0.00010460450032334645,1.4164742226263627e-05,-4.969612207306184e-06,0.00011379963034230389,27.82667328158684,35.1
+ye2026_sepsis,fewshot,draw4,Real vs real control (out-of-sample: R2 vs R3),real_R3,R2,raw,11550,11550,,,,,,,,,,,,,0.49975047319203164,0.0039381828111575475,0.49281679503757425,0.01120715597306584,0.5017748917748918,0.49705627705627703,0.5064935064935064,-6.30326922835267e-05,-3.9835239048269244e-05,-1.3536960939752873e-05,-0.00011640489227154882,27.82667328158684,28.3
+ye2026_sepsis,fewshot,draw4,Real vs real control (out-of-sample: R2 vs R3),real_R3,R2,dm,11550,11550,,,,,,,,,,,,,0.49734744476302917,0.0054872638297803755,0.4934464871347988,0.009973369630694362,0.4976190476190476,0.489004329004329,0.5062337662337663,-6.680888699639453e-05,-4.1288141783724086e-05,-1.3720039674591789e-05,-0.00012181706845471041,27.82667328158684,28.8
+ye2026_sepsis,fewshot,draw4,"Zero-shot, real bulk",zs_raw,R1,raw,11550,11550,0.3142857142857143,0.032640692640692644,0.17835497835497835,0.8750324682351671,0.43246753246753245,0.047792207792207796,0.19660606060606062,0.9687702904505108,0.6254545454545455,0.07688311688311689,0.23335064935064934,0.9990257609379009,0.9969160622926856,0.0007390882769034621,0.9989896366260004,0.00024176754571809944,0.9892207792207792,0.9849350649350649,0.9935064935064936,0.1487519045402383,0.1840542377318689,0.07747052909381491,0.4102766713659221,27.82667328158684,24.1
+ye2026_sepsis,fewshot,draw4,"Zero-shot, real bulk",zs_raw,R1,dm,11550,11550,0.2922077922077922,0.03272727272727273,0.16051948051948053,0.8750324682351671,0.4069264069264069,0.0451948051948052,0.1693160173160173,0.9687702904505108,0.6037229437229438,0.07056277056277056,0.19636363636363635,0.9990257609379009,0.9967336444219562,0.0011907800956234055,0.9988445681302822,0.00023499449895843266,0.9894372294372294,0.9861471861471861,0.9927272727272727,0.15491570602977695,0.18619285032739452,0.07715208988654543,0.4182606462437169,27.82667328158684,27.3
+ye2026_sepsis,fewshot,draw4,"Zero-shot, real bulk",zs_raw,R2,raw,11550,11550,,,,,,,,,,,,,0.9973694271096868,0.000564844257769004,0.9989141882648378,0.0003004018854093859,0.9898268398268398,0.9880519480519481,0.9916017316017316,0.15463742273146694,0.18645576794817753,0.07795957407943743,0.41905276475908193,27.82667328158684,19.4
+ye2026_sepsis,fewshot,draw4,"Zero-shot, real bulk",zs_raw,R2,dm,11550,11550,,,,,,,,,,,,,0.9972317048031334,0.0005319536832954216,0.9988208804182829,0.0002885383827601414,0.9887012987012987,0.9874458874458875,0.9899567099567099,0.16036069085857935,0.1885228920060419,0.07764169410256905,0.4265252769671903,27.82667328158684,21.5
+ye2026_sepsis,fewshot,draw4,Zero-shot + calibration,zs_cal,R1,raw,11550,11550,0.5958441558441558,0.22917748917748917,0.4552092352092352,0.8750324682351671,0.7427705627705627,0.30857142857142855,0.47998268398268396,0.9687702904505108,0.8943722943722944,0.4464069264069264,0.5113506493506493,0.9990257609379009,0.9824497292029758,0.0019057839163190567,0.9862059369202225,0.0017192021537519558,0.9345021645021645,0.8993073593073593,0.9696969696969697,0.0577567075037313,0.030791934274127408,0.009295786085853353,0.09784442786371206,27.82667328158684,26.1
+ye2026_sepsis,fewshot,draw4,Zero-shot + calibration,zs_cal,R1,dm,11550,11550,0.656969696969697,0.40484848484848485,0.7306493506493507,0.8750324682351671,0.7905627705627706,0.5244155844155844,0.778978354978355,0.9687702904505108,0.9178354978354978,0.6819047619047619,0.8197662337662338,0.9990257609379009,0.9567134986225895,0.0025309373329665116,0.9697581004853733,0.001816604112525834,0.873982683982684,0.804069264069264,0.9438961038961039,0.039429645069950836,0.0228236941609119,0.007653881188305345,0.06990722041916808,27.82667328158684,27.0
+ye2026_sepsis,fewshot,draw4,Zero-shot + calibration,zs_cal,R2,raw,11550,11550,,,,,,,,,,,,,0.9844221435130525,0.0008445515485264398,0.9870088079308859,0.0006471209249820545,0.9391774891774892,0.9225108225108225,0.9558441558441558,0.055975003466329276,0.030181930386716127,0.009227452335920594,0.095384386188966,27.82667328158684,22.2
+ye2026_sepsis,fewshot,draw4,Zero-shot + calibration,zs_cal,R2,dm,11550,11550,,,,,,,,,,,,,0.9602758381589551,0.0016164762473932527,0.9722139015385768,0.0010627612285686126,0.8826839826839827,0.8296103896103896,0.9357575757575758,0.03876862089337607,0.022505905721671216,0.007552073246771096,0.06882659986181838,27.82667328158684,21.7
+ye2026_sepsis,fewshot,draw4,"LoRA, 5 donors",lora5,R1,raw,11550,11550,0.6115151515151516,0.4097835497835498,0.5707647907647907,0.8750324682351671,0.7468398268398269,0.5280519480519481,0.5990995670995671,0.9687702904505108,0.8835497835497835,0.687012987012987,0.6417662337662338,0.9990257609379009,0.9341502220722999,0.0036563066639493107,0.939203931710425,0.003953363278474776,0.8382251082251082,0.8064069264069265,0.8700432900432901,0.021436747465927164,0.012731655752229676,0.00390917498966914,0.03807757820782598,27.82667328158684,23.4
+ye2026_sepsis,fewshot,draw4,"LoRA, 5 donors",lora5,R1,dm,11550,11550,0.6668398268398268,0.5882251082251082,0.864098124098124,0.8750324682351671,0.7780952380952381,0.725021645021645,0.8866320346320347,0.9687702904505108,0.8947186147186147,0.8708225108225108,0.9132727272727272,0.9990257609379009,0.8734760592942411,0.004522853338418495,0.904312344221435,0.00506120718681359,0.7672727272727272,0.7016450216450216,0.8329004329004329,0.011405999747516993,0.006796487291100606,0.0022624392823176187,0.020464926320935217,27.82667328158684,24.2
+ye2026_sepsis,fewshot,draw4,"LoRA, 5 donors",lora5,R2,raw,11550,11550,,,,,,,,,,,,,0.9326189539176551,0.0035502265242670183,0.9357857236558533,0.0013706525125302877,0.8321645021645022,0.8425974025974026,0.8217316017316018,0.02001494041719798,0.012249869227517474,0.00387388345955908,0.03613869310427453,27.82667328158684,21.0
+ye2026_sepsis,fewshot,draw4,"LoRA, 5 donors",lora5,R2,dm,11550,11550,,,,,,,,,,,,,0.8678580798710669,0.006074775612490027,0.9006156743689211,0.0035360436711331018,0.7636796536796536,0.7287445887445887,0.7986147186147187,0.010691607132123415,0.006450490176215684,0.002163283763062074,0.019305381071401173,27.82667328158684,22.0
+ye2026_sepsis,fewshot,draw4,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R1,raw,11550,11550,0.6403463203463203,0.2645887445887446,0.5332467532467532,0.8750324682351671,0.7838961038961039,0.3530735930735931,0.5684848484848485,0.9687702904505108,0.9179220779220779,0.49454545454545457,0.612095238095238,0.9990257609379009,0.9780955566799723,0.0026620423022189615,0.9827758850096512,0.0016274325525055268,0.9210822510822511,0.8793939393939394,0.9627705627705627,0.05391204917837228,0.029469208098806376,0.008953188752596875,0.09233444602977553,27.82667328158684,25.4
+ye2026_sepsis,fewshot,draw4,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R1,dm,11550,11550,0.7094372294372294,0.4636363636363636,0.8812409812409813,0.8750324682351671,0.8261471861471862,0.586926406926407,0.913887445887446,0.9687702904505108,0.934978354978355,0.7446753246753247,0.9761731601731602,0.9990257609379009,0.9463514739229024,0.0035318464121763325,0.9648081370289162,0.002269033867714943,0.8570995670995671,0.7714285714285715,0.9427705627705628,0.0340852154884701,0.01977573233192431,0.0066430997659359114,0.06050404758633032,27.82667328158684,23.7
+ye2026_sepsis,fewshot,draw4,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R2,raw,11550,11550,,,,,,,,,,,,,0.9805914619291244,0.0011512146137940742,0.9839247952624577,0.0012653828454065267,0.9297402597402598,0.9084848484848485,0.950995670995671,0.05243374316015631,0.029036189254762146,0.008940225936187707,0.09041015835110616,27.82667328158684,22.2
+ye2026_sepsis,fewshot,draw4,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R2,dm,11550,11550,,,,,,,,,,,,,0.9492056932966024,0.002735860623520021,0.965844436948333,0.002756417920743144,0.8639393939393939,0.799047619047619,0.9288311688311688,0.033504301246000456,0.019588063069970296,0.006589906051861716,0.05968227036783247,27.82667328158684,23.3
+ye2026_sepsis,fewshot,draw4,"scSemiProfiler, 5 donors",scsemi5,R1,raw,11550,11550,0.34476190476190477,0.040952380952380955,0.16473304473304473,0.8750324682351671,0.48008658008658006,0.05818181818181818,0.168987012987013,0.9687702904505108,0.6630303030303031,0.08190476190476191,0.17412987012987013,0.9990257609379009,0.9974277281160399,0.00045101111921805825,0.999547965742771,0.00010041247305350361,0.9897402597402597,0.9825108225108226,0.996969696969697,0.22126828842559987,0.14917393829184467,0.05019613477616813,0.42063836149361267,27.82667328158684,23.2
+ye2026_sepsis,fewshot,draw4,"scSemiProfiler, 5 donors",scsemi5,R1,dm,11550,11550,0.1825974025974026,0.07056277056277056,0.09696969696969697,0.8750324682351671,0.2788744588744589,0.10034632034632035,0.10941991341991342,0.9687702904505108,0.42363636363636364,0.1618181818181818,0.12026839826839826,0.9990257609379009,0.9960614306328592,0.0007195277891846192,0.9990052660182531,9.657557099092804e-05,0.9831168831168832,0.9722077922077922,0.994025974025974,0.14794139527478356,0.09230684941099732,0.0307395701276707,0.2709878148134516,27.82667328158684,25.6
+ye2026_sepsis,fewshot,draw4,"scSemiProfiler, 5 donors",scsemi5,R2,raw,11550,11550,,,,,,,,,,,,,0.9978664005547122,0.0008131033643608319,0.9995807799703904,4.964463010272483e-05,0.9913419913419913,0.987012987012987,0.9956709956709957,0.22359418912402768,0.15000393854340976,0.05047563662540866,0.4240737642928461,27.82667328158684,20.4
+ye2026_sepsis,fewshot,draw4,"scSemiProfiler, 5 donors",scsemi5,R2,dm,11550,11550,,,,,,,,,,,,,0.9959457468937989,0.0007524422320075618,0.9989569910608871,0.00018686629557198846,0.9821645021645021,0.970995670995671,0.9933333333333333,0.14833916254942847,0.09182010488884118,0.03041402340190924,0.2705732908401789,27.82667328158684,22.0