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/_code/code_versions.csv

@@ -0,0 +1,31 @@
+dataset,design,unit,version_ran,sha256_ran,sha256_recorded_at_unit_end
+giroux2022,fewshot,draw0,v1,ca3804cffbaa2fcdbb067a1d62c0ab0f365493837c6ca217f910a5e96fe362f9,ca3804cffbaa2fcdbb067a1d62c0ab0f365493837c6ca217f910a5e96fe362f9
+giroux2022,fewshot,draw1,v1,ca3804cffbaa2fcdbb067a1d62c0ab0f365493837c6ca217f910a5e96fe362f9,ca3804cffbaa2fcdbb067a1d62c0ab0f365493837c6ca217f910a5e96fe362f9
+giroux2022,fewshot,draw2,v1,ca3804cffbaa2fcdbb067a1d62c0ab0f365493837c6ca217f910a5e96fe362f9,b65e022452d8fccbd2e9b349265d54d3833faf1876dbfd753cf0279678d02671
+giroux2022,fewshot,draw3,v1,ca3804cffbaa2fcdbb067a1d62c0ab0f365493837c6ca217f910a5e96fe362f9,b65e022452d8fccbd2e9b349265d54d3833faf1876dbfd753cf0279678d02671
+giroux2022,fewshot,draw4,v1,ca3804cffbaa2fcdbb067a1d62c0ab0f365493837c6ca217f910a5e96fe362f9,b65e022452d8fccbd2e9b349265d54d3833faf1876dbfd753cf0279678d02671
+giroux2022,pooled,pooled,v3,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef
+immicro,fewshot,draw0,v3,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef
+immicro,fewshot,draw1,v3,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef
+immicro,fewshot,draw2,v3,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef
+immicro,fewshot,draw3,v3,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef
+immicro,fewshot,draw4,v3,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef
+immicro,pooled,pooled,v3,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef
+imperial_eskd,fewshot,draw0,v3,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef
+imperial_eskd,fewshot,draw1,v3,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef
+imperial_eskd,fewshot,draw2,v3,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef
+imperial_eskd,fewshot,draw3,v3,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef
+imperial_eskd,fewshot,draw4,v3,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef
+imperial_eskd,pooled,pooled,v3,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef
+ji2025_chili,fewshot,draw0,v2,b65e022452d8fccbd2e9b349265d54d3833faf1876dbfd753cf0279678d02671,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef
+ji2025_chili,fewshot,draw1,v2,b65e022452d8fccbd2e9b349265d54d3833faf1876dbfd753cf0279678d02671,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef
+ji2025_chili,fewshot,draw2,v2,b65e022452d8fccbd2e9b349265d54d3833faf1876dbfd753cf0279678d02671,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef
+ji2025_chili,fewshot,draw3,v2,b65e022452d8fccbd2e9b349265d54d3833faf1876dbfd753cf0279678d02671,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef
+ji2025_chili,fewshot,draw4,v2,b65e022452d8fccbd2e9b349265d54d3833faf1876dbfd753cf0279678d02671,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef
+ji2025_chili,pooled,pooled,v3,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef
+ye2026_sepsis,fewshot,draw0,v1,ca3804cffbaa2fcdbb067a1d62c0ab0f365493837c6ca217f910a5e96fe362f9,b65e022452d8fccbd2e9b349265d54d3833faf1876dbfd753cf0279678d02671
+ye2026_sepsis,fewshot,draw1,v1,ca3804cffbaa2fcdbb067a1d62c0ab0f365493837c6ca217f910a5e96fe362f9,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef
+ye2026_sepsis,fewshot,draw2,v1,ca3804cffbaa2fcdbb067a1d62c0ab0f365493837c6ca217f910a5e96fe362f9,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef
+ye2026_sepsis,fewshot,draw3,v1,ca3804cffbaa2fcdbb067a1d62c0ab0f365493837c6ca217f910a5e96fe362f9,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef
+ye2026_sepsis,fewshot,draw4,v1,ca3804cffbaa2fcdbb067a1d62c0ab0f365493837c6ca217f910a5e96fe362f9,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef
+ye2026_sepsis,pooled,pooled,v3,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef,4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef

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

@@ -0,0 +1,31 @@
+dataset,set,label,c2st_knn_auc,c2st_knn_auc_sd,c2st_knn_auc_n,c2st_knn_auc_undefined,c2st_rf_auc,c2st_rf_auc_sd,c2st_rf_auc_n,c2st_rf_auc_undefined,nn1_acc,nn1_acc_sd,nn1_acc_n,nn1_acc_undefined,mmd2_bw1,mmd2_bw1_sd,mmd2_bw1_n,mmd2_bw1_undefined,mmd2_sum,mmd2_sum_sd,mmd2_sum_n,mmd2_sum_undefined,en_all_sq,en_all_sq_sd,en_all_sq_n,en_all_sq_undefined,precision_k3,precision_k3_sd,precision_k3_n,precision_k3_undefined,coverage_k3,coverage_k3_sd,coverage_k3_n,coverage_k3_undefined,precision_k5,precision_k5_sd,precision_k5_n,precision_k5_undefined,coverage_k5,coverage_k5_sd,coverage_k5_n,coverage_k5_undefined,precision_k10,precision_k10_sd,precision_k10_n,precision_k10_undefined,coverage_k10,coverage_k10_sd,coverage_k10_n,coverage_k10_undefined
+immicro,control,Real vs real control,0.5015883420906488,0.0010791970944628677,5,0,0.49601133751975734,0.0016670979950449006,5,0,0.49752287581699345,0.0014058746045857245,5,0,-2.5839821051842903e-05,1.959774020047788e-06,5,0,-6.059343015317742e-05,4.718647635343104e-06,5,0,0.38156826499315144,0.01517105898711915,5,0,0.8349934640522877,0.0009433073191510155,5,0,0.9322745098039216,0.0017214500135315468,5,0,0.9073333333333332,0.0010623679881453065,5,0,0.9881699346405227,0.0005249143269349864,5,0,0.9654640522875816,0.0008453888969675502,5,0,0.9998169934640522,7.159771993533686e-05,5,0
+immicro,zs_raw,"Zero-shot, real bulk",0.9965519202016319,0.00023699794005692127,5,0,0.9983162715195009,0.00010401132577615322,5,0,0.9812418300653596,0.0005419321552867947,5,0,0.10258657608414615,0.0004686260835148781,5,0,0.2486519488028544,0.0010282917826880534,5,0,7.235668444048303,0.34460114858042584,5,0,0.3987058823529412,0.00859239759464447,5,0,0.08684967320261433,0.002756899623835626,5,0,0.520562091503268,0.0032724152825346197,5,0,0.12226143790849668,0.0027203207978623673,5,0,0.6772156862745098,0.0058304903271358885,5,0,0.1900130718954248,0.0037264647274865377,5,0
+immicro,zs_cal,Zero-shot + calibration,0.973164302191465,0.001673655866994116,5,0,0.9860123392712206,0.000685226116665357,5,0,0.9094183006535947,0.00270654533887907,5,0,0.043041693028167946,0.0024285448678747178,5,0,0.11985190883660983,0.006658227185827427,5,0,2.855381785620885,0.08450848108185252,5,0,0.7058300653594772,0.013960591538655821,5,0,0.3462222222222222,0.0034029008640027014,5,0,0.807437908496732,0.00818735397889861,5,0,0.42522875816993455,0.004729199675853761,5,0,0.903673202614379,0.005792782102805209,5,0,0.5352418300653594,0.008181220962448924,5,0
+immicro,scsemi5,"scSemiProfiler, 5 donors",0.9987987974710583,0.00017182971490038086,5,0,0.999937190824042,1.3458158440198928e-05,5,0,0.996202614379085,0.00022092083374064057,5,0,0.1864967997399248,0.009178423475135524,5,0,0.49906645615429895,0.024089792909983473,5,0,3.6491250377853675,0.04612343056784612,5,0,0.23554248366013067,0.025170502350170838,5,0,0.019307189542483623,0.0010645772821222576,5,0,0.3333725490196079,0.03359237421829201,5,0,0.025098039215686218,0.0014131861640810004,5,0,0.518,0.035964244564493625,5,0,0.03583006535947708,0.0022200104333230785,5,0
+immicro,lora5,"LoRA, 5 donors",0.9426631445170661,0.003005481215759705,5,0,0.9596509846640181,0.0020246991812706418,5,0,0.8388039215686275,0.007539945880876009,5,0,0.02308364625776772,0.004525051331970215,5,0,0.06769672607898795,0.012674800799281894,5,0,1.5471619724014112,0.07648888351554925,5,0,0.797372549019608,0.016950385316875084,5,0,0.5640130718954248,0.03946063478503179,5,0,0.8823006535947713,0.011614638386695008,5,0,0.6712679738562092,0.0451440893996493,5,0,0.9520784313725489,0.0050427282757012915,5,0,0.7924705882352941,0.04691575474252078,5,0
+immicro,zs_pseudo,"Zero-shot, sc pseudobulk input (ref.)",0.9670011128198555,0.0006074731126092523,5,0,0.9888839121705327,0.0004719279783473119,5,0,0.9053267973856209,0.0006889924392911357,5,0,0.04460268692314924,0.00031301761891942305,5,0,0.13248633229299775,0.0008391516126238497,5,0,2.2564194974565446,0.05213746548870493,5,0,0.7920130718954248,0.005017249922772447,5,0,0.3571241830065359,0.002603326309366564,5,0,0.8705098039215686,0.0028125087513688005,5,0,0.42926797385620913,0.002822742567681382,5,0,0.9384052287581699,0.0010942589768240245,5,0,0.5310849673202614,0.003640704751326921,5,0
+ye2026_sepsis,control,Real vs real control,0.5005311707051966,0.0014190321342801885,5,0,0.49523375124154345,0.004391867927512293,5,0,0.5027186147186147,0.0013972024940278602,5,0,-3.899090683505691e-05,3.7156309391000335e-06,5,0,-0.0001134515661701875,8.942713636190731e-06,5,0,0.09983597510512557,0.0035554294860196275,5,0,0.8738181818181818,0.0019043683182498681,5,0,0.9247272727272726,0.0015422438668219803,5,0,0.9384935064935064,0.0012937857913432227,5,0,0.9864935064935066,0.0014435785281846731,5,0,0.9811948051948052,0.0005916657857408973,5,0,0.9997402597402598,0.00012244273267302406,5,0
+ye2026_sepsis,zs_raw,"Zero-shot, real bulk",0.9973616461460617,0.00011663356104909133,5,0,0.998920893536478,8.503230775838866e-05,5,0,0.9899740259740261,0.00022200660441488895,5,0,0.19142357534684046,0.0034729808536219913,5,0,0.4279850478016149,0.006416752781439769,5,0,5.159909052957623,0.24005397839073617,5,0,0.3182337662337662,0.03621566471563307,5,0,0.03392207792207788,0.0008964279899944422,5,0,0.4353766233766233,0.029564126792425864,5,0,0.04799999999999996,0.0006079130625642138,5,0,0.6252813852813853,0.012144689693575033,5,0,0.0761385281385281,0.0009555241323858693,5,0
+ye2026_sepsis,zs_cal,Zero-shot + calibration,0.9844805682052435,0.0012743632931976189,5,0,0.9879224602237591,0.0017670824524589892,5,0,0.9402857142857144,0.005639564594689536,5,0,0.04041003638771516,0.012531171357462137,5,0,0.12419228811519449,0.034318557981195125,5,0,1.9498092837958403,0.1495144491559879,5,0,0.6028051948051948,0.008942637483738794,5,0,0.220051948051948,0.025711122577178672,5,0,0.752,0.010487561357899003,5,0,0.2977142857142857,0.03405826651325043,5,0,0.8991861471861473,0.00460610942915893,5,0,0.4279134199134199,0.04637996729371743,5,0
+ye2026_sepsis,scsemi5,"scSemiProfiler, 5 donors",0.9978260677273665,0.0005679908208685201,5,0,0.9996200520979741,0.000125075023988996,5,0,0.9920086580086579,0.0016135634134738562,5,0,0.1665651365979218,0.02966049482854211,5,0,0.4743203946188161,0.09395808621129324,5,0,3.8303477562993153,0.3474420489845847,5,0,0.4081038961038961,0.05660744179187619,5,0,0.040103896103896065,0.006711045854910258,5,0,0.5408138528138527,0.06253038391155803,5,0,0.056017316017315966,0.008836472391005946,5,0,0.7277922077922078,0.06161409677153633,5,0,0.07974025974025974,0.010306121985111306,5,0
+ye2026_sepsis,lora5,"LoRA, 5 donors",0.9358854481737598,0.009826225068817328,5,0,0.9416453664661457,0.006746728967820636,5,0,0.8398354978354978,0.017173422617724306,5,0,0.020963889148478944,0.007273367024255868,5,0,0.06062393166082077,0.018685069521001803,5,0,1.4608556438541447,0.12132163358148129,5,0,0.648969696969697,0.034545649838330875,5,0,0.419012987012987,0.0427789570604757,5,0,0.7775064935064935,0.029313426958583688,5,0,0.5355497835497836,0.04464786565109405,5,0,0.9057662337662338,0.02033513554598499,5,0,0.6941471861471861,0.042285558285270544,5,0
+ye2026_sepsis,zs_pseudo,"Zero-shot, sc pseudobulk input (ref.)",0.9796873259496637,0.0007497445865409563,5,0,0.9838271321751841,0.0006132283765917126,5,0,0.9285714285714285,0.000808145225220549,5,0,0.028487703208142878,0.0005849918117591984,5,0,0.08860177347979761,0.0016969265771799274,5,0,1.619660491637185,0.05484788466007059,5,0,0.6436190476190475,0.0077450230847161015,5,0,0.2662164502164502,0.0032310732483090136,5,0,0.7873593073593075,0.003832085883347297,5,0,0.35690043290043294,0.005914883861053137,5,0,0.9183376623376625,0.001713542188663815,5,0,0.4981991341991342,0.008281510873606119,5,0
+imperial_eskd,control,Real vs real control,0.49770166712880765,0.0029234390450805442,5,0,0.501339059331708,0.004170442028355159,5,0,0.49876805279272574,0.0017764423934875692,5,0,-1.3297979512616465e-05,5.022472131234144e-06,5,0,-3.5262497169630255e-05,1.2996578197735047e-05,5,0,0.2598043229793495,0.010171393703116312,5,0,0.8418538703385678,0.0015463648867597574,5,0,0.9193390330507583,0.001537876740214635,5,0,0.9146850826956714,0.000931918742544704,5,0,0.9850838864313453,0.000698453327291585,5,0,0.9690951374066102,0.00040700683870818224,5,0,0.9998037461976805,1.921458056525468e-05,5,0
+imperial_eskd,zs_raw,"Zero-shot, real bulk",0.9952620509620663,0.00010301227404740808,5,0,0.9975914955304337,0.00010499964562300806,5,0,0.9807371995218093,0.0006210417135773867,5,0,0.24253752889116212,0.00415276170658825,5,0,0.519762479361748,0.007826803245673442,5,0,4.27729857760622,0.14822359812071714,5,0,0.22108953377559012,0.014736739324135056,5,0,0.049178696635406395,0.001215322455711727,5,0,0.31433646977986773,0.013895910590461935,5,0,0.07104861460602596,0.0017420359833652153,5,0,0.5003266560672143,0.015872787323397024,5,0,0.11364081395340268,0.003921006329687103,5,0
+imperial_eskd,zs_cal,Zero-shot + calibration,0.9607881822940001,0.002746239559310739,5,0,0.9673345727247412,0.002121070324489588,5,0,0.876779522688218,0.004727033809956674,5,0,0.02180142877412414,0.002101739282114406,5,0,0.06730271586468489,0.006204431446970714,5,0,1.2162007313575134,0.02340376352111267,5,0,0.5980484946951833,0.01622077008386315,5,0,0.37457135330745267,0.005689024847656358,5,0,0.718660661255867,0.013666001998755744,5,0,0.48566978711271497,0.005913711556508793,5,0,0.8451037867924857,0.008883292870671085,5,0,0.6339180871965486,0.006066301655668186,5,0
+imperial_eskd,scsemi5,"scSemiProfiler, 5 donors",0.9991135560144331,0.0001910805732753983,5,0,0.9997617678778271,7.81147069228164e-05,5,0,0.9953594899226506,0.0012837339578467167,5,0,0.13717196400796566,0.007922846825396368,5,0,0.37409628836467346,0.02775610773833206,5,0,2.0393560420614802,0.07377971230850365,5,0,0.11693793104232704,0.025565249480414932,5,0,0.025340106344862924,0.005257812524336847,5,0,0.18638525247173693,0.02854392037841558,5,0,0.03717249624487192,0.007267062107711517,5,0,0.32997929622172606,0.029236558565825223,5,0,0.05947661542294193,0.01069883679619517,5,0
+imperial_eskd,lora5,"LoRA, 5 donors",0.9179704256681773,0.010729213042448405,5,0,0.9156109143305219,0.011613421404563696,5,0,0.8044672469765866,0.016174572846709364,5,0,0.015608831715295719,0.005152003644393952,5,0,0.044271144332401036,0.014666367882781703,5,0,1.2819532821831063,0.15888964270150505,5,0,0.6095083672440949,0.030489571537999447,5,0,0.4696946799249101,0.0638976072489472,5,0,0.7262634400038982,0.027932639355242792,5,0,0.588930119183649,0.07948282774094427,5,0,0.8526555082490841,0.018485744988222922,5,0,0.7369160522416359,0.08495580274690079,5,0
+imperial_eskd,zs_pseudo,"Zero-shot, sc pseudobulk input (ref.)",0.959338565055198,0.0007058396223572243,5,0,0.9660436309187895,0.00109347415733164,5,0,0.8702240375823079,0.0014032925141207844,5,0,0.01735349105210416,0.0002099000771099003,5,0,0.050346449398656276,0.000465164067603927,5,0,1.1048900139123798,0.01827616622829539,5,0,0.5833468514099938,0.004472067549556735,5,0,0.4191259921567177,0.005770487144721431,5,0,0.7047729289358677,0.006177323346620245,5,0,0.5407598576834023,0.005688901090100192,5,0,0.84034181732409,0.004524941289361806,5,0,0.703285365750953,0.006627674550888253,5,0
+giroux2022,control,Real vs real control,0.4954886804407713,0.005427195537822436,5,0,0.49581384006734003,0.01638651499757575,5,0,0.5056080808080808,0.011309528647144873,5,0,-1.884483778815682e-05,8.578068381852559e-05,5,0,-3.3157691389484314e-06,0.00029614421217447686,5,0,0.14514792039005864,0.0336016699728753,5,0,0.991090909090909,0.0025094861348803226,5,0,0.9927272727272726,0.0036082244590042787,5,0,0.9966141414141413,0.0015799348929279055,5,0,0.9989939393939394,0.0012593816897937121,5,0,0.999159595959596,0.0005210789901229514,5,0,1.0,0.0,5,0
+giroux2022,zs_raw,"Zero-shot, real bulk",0.9934374590347923,0.002415056002576388,5,0,0.9959805215794306,0.000985247446602649,5,0,0.9708777777777777,0.004372720156047684,5,0,0.10388693795998785,0.008851357331169612,5,0,0.286749543324472,0.020043255740426483,5,0,5.264157176164854,0.8743383328327682,5,0,0.859620202020202,0.01443184023081289,5,0,0.29950303030303027,0.042730010658033175,5,0,0.9258363636363637,0.008516919906959377,5,0,0.36326464646464646,0.053299653813348474,5,0,0.9801434343434344,0.00901113256766455,5,0,0.47209090909090906,0.06846266736531077,5,0
+giroux2022,zs_cal,Zero-shot + calibration,0.9419044956637078,0.006801333797694533,5,0,0.9473997779818386,0.0047310997363121795,5,0,0.8614575757575758,0.011403145458795725,5,0,0.02573400637958758,0.004186585319062849,5,0,0.0837518149842673,0.011742578103915087,5,0,2.7161757046768416,0.5866850356420364,5,0,0.9580040404040405,0.0185552085878384,5,0,0.78,0.024727309863311404,5,0,0.9809838383838383,0.010054797317043554,5,0,0.8640323232323232,0.020873715255617403,5,0,0.9959252525252523,0.0037251068136887615,5,0,0.9440363636363637,0.014409121180225103,5,0
+giroux2022,scsemi5,"scSemiProfiler, 5 donors",0.9971854810223446,0.0005162800236599935,5,0,0.9988510507091114,0.0005416834064540069,5,0,0.9866454545454545,0.001896471035241952,5,0,0.07434480690244424,0.00839702754530916,5,0,0.22096391737532314,0.02545642221376777,5,0,3.794670204395217,0.573476545693111,5,0,0.8813333333333333,0.016055688212186437,5,0,0.37255151515151513,0.024305622169658186,5,0,0.951319191919192,0.010861431621460695,5,0,0.46842020202020196,0.02508758009113472,5,0,0.9924464646464646,0.0038442299976814477,5,0,0.6068080808080808,0.025139468130245837,5,0
+giroux2022,lora5,"LoRA, 5 donors",0.8926265360167329,0.009041498375380866,5,0,0.9046062091623304,0.010025203104214505,5,0,0.7925646464646465,0.016074510530241906,5,0,0.01780760469788378,0.005261866371374237,5,0,0.05839564508967406,0.015477701277646205,5,0,1.9897254765982215,0.41289083748676997,5,0,0.9834222222222223,0.0044639516804792,5,0,0.8295111111111112,0.03608199970885057,5,0,0.9947434343434344,0.0013010634282314539,5,0,0.9033636363636364,0.021906240646149547,5,0,0.9996242424242425,0.00034390935658454443,5,0,0.9610181818181818,0.009704296474463235,5,0
+giroux2022,zs_pseudo,"Zero-shot, sc pseudobulk input (ref.)",0.930563645087236,0.0022027103310352683,5,0,0.9404759552086522,0.004343867027535474,5,0,0.8386424242424242,0.006788501053728592,5,0,0.021523346362868078,0.002027825897476681,5,0,0.07382564132652793,0.00668857595874765,5,0,2.2185932914938795,0.3706409005728038,5,0,0.9743454545454545,0.012511034615257488,5,0,0.7703959595959596,0.013896960739827456,5,0,0.9882181818181819,0.007711820557335287,5,0,0.848868686868687,0.011417215997812258,5,0,0.9965757575757574,0.002972169657027741,5,0,0.9278464646464647,0.008219648171277532,5,0
+ji2025_chili,control,Real vs real control,0.4908534283800862,0.005633796888131174,5,0,0.489344810660019,0.011416440231018557,5,0,0.49498290598290595,0.004812315877415487,5,0,-2.7692874800472193e-06,9.79346920795726e-05,5,0,-2.6118234916025342e-05,0.0002479998897199514,5,0,0.07343317593395839,0.023026834018834826,5,0,0.9724676923076924,0.00494921798988225,5,0,0.9802991452991453,0.003830567468761511,5,0,0.9889246153846154,0.002597932976963547,5,0,0.9978429059829059,0.0008598937122046119,5,0,0.9968271794871795,0.0005823606994131072,5,0,1.0,0.0,5,0
+ji2025_chili,zs_raw,"Zero-shot, real bulk",0.9988421242227336,0.0005277511344620694,5,0,0.9995088789977353,0.0001257189576572341,5,0,0.9957894017094017,0.001180878282840237,5,0,0.27337632670375733,0.0038435549620758087,5,0,0.6915208183426153,0.008128185725740289,5,0,32.98626164774615,15.866232950586497,5,0,0.41167829059829064,0.038771109377298066,5,0,0.03084068376068374,0.0012784704408502071,5,0,0.557951452991453,0.07692447943260841,5,0,0.04197042735042732,0.001555282168142997,5,0,0.798819658119658,0.014600636258435586,5,0,0.065779829059829,0.00455595649363766,5,0
+ji2025_chili,zs_cal,Zero-shot + calibration,0.998129182065527,0.0003769399714206128,5,0,0.9992900560048215,0.00015913139479952846,5,0,0.9921615384615384,0.0009818638101838713,5,0,0.13823828395435606,0.008278729880151691,5,0,0.400159030903796,0.02181199543451595,5,0,10.388742502061799,2.365591668189397,5,0,0.40913658119658114,0.030921431476210015,5,0,0.056917777777777755,0.008238131551174229,5,0,0.5557659829059829,0.05128070626583736,5,0,0.07556735042735038,0.010573293453021835,5,0,0.7824435897435897,0.027470084499438892,5,0,0.11442290598290594,0.01396770680426316,5,0
+ji2025_chili,scsemi5,"scSemiProfiler, 5 donors",0.9963610019354958,0.00095466128857857,5,0,0.9992176802922055,0.00012747528185120808,5,0,0.9906328205128206,0.0026107137778738267,5,0,0.1526827373072154,0.007790900749291908,5,0,0.4520315078796019,0.026683387932233196,5,0,4.267713831460827,0.4678869188778305,5,0,0.5574823931623932,0.07404330479243997,5,0,0.08054837606837602,0.01578532930377835,5,0,0.6845936752136753,0.07636463932977353,5,0,0.10511162393162388,0.018640322308100563,5,0,0.8400916239316241,0.05376270393660656,5,0,0.14532188034188032,0.020646967306775427,5,0
+ji2025_chili,lora5,"LoRA, 5 donors",0.954896961531887,0.014663075293031937,5,0,0.9561856884206297,0.010587134439558278,5,0,0.8735362393162394,0.025732546975525242,5,0,0.04083307049624782,0.02113538213069383,5,0,0.12757507056462067,0.06445426273054644,5,0,2.6035661124797014,1.0984100690154266,5,0,0.8494806837606838,0.05386981857407082,5,0,0.4776011965811966,0.11575302143261512,5,0,0.9215680341880341,0.03385356851141356,5,0,0.5789758974358975,0.1259082754694451,5,0,0.9777637606837608,0.009741607115726093,5,0,0.7072699145299145,0.11860752785168044,5,0
+ji2025_chili,zs_pseudo,"Zero-shot, sc pseudobulk input (ref.)",0.9618221451417197,0.003399177187383751,5,0,0.9796321595558478,0.0029978458687429563,5,0,0.8960706837606838,0.005622490687121925,5,0,0.02559407987444718,0.0009172499690872049,5,0,0.08479034156774137,0.002875777814940697,5,0,1.6560864678356217,0.14636249835713533,5,0,0.9099810256410257,0.017542932366130488,5,0,0.493565811965812,0.013975508669609482,5,0,0.9578003418803418,0.007935052530401908,5,0,0.5913613675213675,0.017570789485510618,5,0,0.9881294017094016,0.00337709383971633,5,0,0.7181523076923078,0.020750346242051538,5,0