Archive 4 checkpoints (1-4)

paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_contrast/imperial_eskd/fewshot_n5/draw0/cat.csv

@@ -0,0 +1,301 @@
+dataset,design,unit,arm,predictor,celltype,k,k_eff,cat_same_sign,cat_any_sign,chance_same_sign,chance_any_sign,G_both,pred_defined,n_tested_obs,n_tested_pred
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+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,broadcast:test_raw.npz@73567205,NK cell,500,500,0.33,0.332,0.045662100456621,0.091324200913242,5475,True,5572,5821
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,generated:scsemi5,DC,10,10,0.0,0.0,0.003360215053763441,0.006720430107526882,1488,True,5407,1488
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,generated:scsemi5,DC,20,20,0.0,0.0,0.006720430107526882,0.013440860215053764,1488,True,5407,1488
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,generated:scsemi5,DC,50,50,0.06,0.06,0.016801075268817203,0.033602150537634407,1488,True,5407,1488
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,generated:scsemi5,DC,100,100,0.07,0.08,0.033602150537634407,0.06720430107526881,1488,True,5407,1488
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,generated:scsemi5,DC,200,200,0.07,0.09,0.06720430107526881,0.13440860215053763,1488,True,5407,1488
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,generated:scsemi5,DC,500,500,0.078,0.144,0.16801075268817203,0.33602150537634407,1488,True,5407,1488
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,broadcast:test_raw.npz@73567205,DC,10,10,0.0,0.0,0.0009410878976096367,0.0018821757952192735,5313,True,5407,5821
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,broadcast:test_raw.npz@73567205,DC,20,20,0.0,0.0,0.0018821757952192735,0.003764351590438547,5313,True,5407,5821
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,broadcast:test_raw.npz@73567205,DC,50,50,0.14,0.14,0.004705439488048184,0.009410878976096368,5313,True,5407,5821
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,broadcast:test_raw.npz@73567205,DC,100,100,0.22,0.22,0.009410878976096368,0.018821757952192736,5313,True,5407,5821
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,broadcast:test_raw.npz@73567205,DC,200,200,0.265,0.265,0.018821757952192736,0.03764351590438547,5313,True,5407,5821
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,broadcast:test_raw.npz@73567205,DC,500,500,0.258,0.26,0.04705439488048184,0.09410878976096368,5313,True,5407,5821

paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_contrast/imperial_eskd/fewshot_n5/draw0/ceiling.csv

@@ -0,0 +1,51 @@
+dataset,design,unit,predictor,arm,celltype,n_genes,pearson_mean,pearson_sd,spearman_mean,spearman_sd,pearson_s20260926,spearman_s20260926,pearson_s20260927,spearman_s20260927,pearson_s20260928,spearman_s20260928,pearson_s20260929,spearman_s20260929,pearson_s20260930,spearman_s20260930,sb_reliability_pearson,noise_free_ceiling_pearson,sb_reliability_spearman,noise_free_ceiling_spearman,min_n_case_donors_A,min_n_control_donors_A,min_n_case_donors_B,min_n_control_donors_B,mean_n_cells_A,mean_n_cells_B,condition_sha256
+imperial_eskd,fewshot,fewshot_n5/draw0,split_half_A_vs_B,,T cell,3037.0,0.9721898871757324,0.0014090166790769801,0.885256497929055,0.0028196941555922272,0.9734486538304642,0.8867013029064484,0.9726671441062417,0.8865084529220705,0.970947965931022,0.8817031589771287,0.9734369255943744,0.8884374921182895,0.9704487464165598,0.8829320827213379,0.9858988665315118,0.9929244012166847,0.9391363975156749,0.9690905001679022,102.0,31.0,102.0,31.0,115389.0,115458.0,
+imperial_eskd,fewshot,fewshot_n5/draw0,split_half_A_vs_B,,B cell,3192.0,0.8353954844815503,0.005373127228844798,0.6012183613167978,0.0024234930084587646,0.8387223106082863,0.6014682315165525,0.8301085958588099,0.5975557896094952,0.8380695394316725,0.6032500391613272,0.8291623688294762,0.6003380328035436,0.8409146076795062,0.6034797134930708,0.9103165955728904,0.9541051281556401,0.7509511205234649,0.8665743594888237,102.0,31.0,102.0,31.0,22704.0,22762.0,
+imperial_eskd,fewshot,fewshot_n5/draw0,split_half_A_vs_B,,Monocyte,2882.0,0.9616852857831952,0.0013452209956048566,0.7792988871089079,0.006799836215784642,0.9619708933373776,0.7816714789190532,0.9595412787270335,0.7706640893505043,0.9621252529402202,0.7823572484171298,0.963219303119081,0.7876193018896467,0.9615697007922638,0.7741823169682062,0.9804684704042587,0.990186078676255,0.875961754098718,0.9359282846985222,101.0,31.0,101.0,31.0,34051.0,34119.0,
+imperial_eskd,fewshot,fewshot_n5/draw0,split_half_A_vs_B,,NK cell,2972.0,0.933863788217384,0.00151400972907299,0.7521185364658246,0.002415775378371906,0.9335812703426539,0.7539997710069375,0.9346223537851814,0.7518599889984755,0.9349897943001113,0.7525218496297665,0.9347893889558316,0.7540655188244233,0.9313361337031422,0.74814555386952,0.9658009978853891,0.9827517478414318,0.8585247182909361,0.9265660895429619,102.0,31.0,102.0,31.0,32423.0,32490.0,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:zs_raw,zs_raw,T cell,3037.0,0.6249766218048187,0.0026185024933983855,0.45428339446189947,0.0038484938529255107,0.6260528918952883,0.4574092446408153,0.6236738895487165,0.45181281705639315,0.6212864416135229,0.4487117298802963,0.6282162078022665,0.45708802020785916,0.6256536781642996,0.45639516052413365,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:zs_raw,zs_raw,B cell,3192.0,0.5955525135595516,0.018529687116379135,0.4278008451755816,0.012251811316906561,0.6133859210510779,0.44085782726957884,0.5674418268681228,0.4106596895050845,0.6039767917616017,0.4262844113871667,0.6062889788883479,0.4382868677637277,0.5866690492286079,0.42291542995235,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:zs_raw,zs_raw,Monocyte,2882.0,0.7563647132945588,0.004518467056046193,0.5454358145589158,0.0075063487690228345,0.7527843944349925,0.5388216575657254,0.7634174998867654,0.5526189096296663,0.7582434204259334,0.5530030342318922,0.7544824163505869,0.5369137591012583,0.7528958353745162,0.5458217122660365,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:zs_raw,zs_raw,NK cell,2972.0,0.609012279932607,0.003971131762515153,0.41543558178008794,0.003308953381712193,0.6123380534115821,0.41721485122996693,0.6104862504246307,0.41422259527596283,0.6055338417326456,0.41217336605259064,0.6126454443973592,0.42031083293833704,0.6040578096968172,0.4132562634035821,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:zs_pseudo,zs_pseudo,T cell,3037.0,0.6906842932064274,0.004003077396607445,0.29156741430102495,0.006215485060676882,0.685076414776382,0.282980384024232,0.6951105529508497,0.2937507484478994,0.6887789595010484,0.29674914189133955,0.6907007617561309,0.2872576223713638,0.6937547770477257,0.29709917477028996,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:zs_pseudo,zs_pseudo,B cell,3192.0,0.5518305284062339,0.013257788500036442,0.20947354410744526,0.008890222056892945,0.5642542679350532,0.21554149611475035,0.5344151298088669,0.1938580909331825,0.5558043086779294,0.21439054718905667,0.5630427720419368,0.21124837760669904,0.5416361635673831,0.21232920869353772,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:zs_pseudo,zs_pseudo,Monocyte,2882.0,0.7626246466610598,0.003542964445757887,0.5378490938401682,0.006620310952881049,0.7572397899998011,0.5286387296899435,0.7658159915509736,0.5342713721115155,0.7641110879569175,0.5406962956503335,0.7650481508275863,0.5459949115784635,0.7609082129700204,0.5396441601705848,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:zs_pseudo,zs_pseudo,NK cell,2972.0,0.7262847755858479,0.0014923360431849358,0.3949809988789181,0.01036087710220448,0.728355757298014,0.400780441482115,0.7262646810071551,0.37863158575463185,0.7255966092533997,0.40553869618222077,0.7243351838328117,0.3920625813974028,0.7268716465378587,0.3978916895782201,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:zs_cal,zs_cal,T cell,3037.0,0.7056930545593438,0.0030350359812259227,0.35612455005508037,0.004728168120920039,0.7013541987959273,0.34785584430295585,0.7085137213457993,0.3581799590566639,0.7039329243722654,0.3596379555066007,0.7064399707252266,0.3568274370674898,0.7082244575575005,0.35812155434169163,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:zs_cal,zs_cal,B cell,3192.0,0.5771753680126945,0.020870458422969137,0.26313947509495567,0.015218349045157826,0.5954829037989554,0.27664474268338507,0.5496546040158949,0.2551078862680832,0.5935887066383182,0.28226406028030604,0.586887475322427,0.2532075002571201,0.5602631502878773,0.2484731859858839,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:zs_cal,zs_cal,Monocyte,2882.0,0.7752376572688866,0.003636124809717851,0.542045885442654,0.006873740460863638,0.7694068117126002,0.5321057438020871,0.7772167337990659,0.5423687160595116,0.7758013672381069,0.5390342090789563,0.7790318816261333,0.549156224760913,0.7747314919685269,0.5475645335118017,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:zs_cal,zs_cal,NK cell,2972.0,0.7065831685116895,0.0017888341849222895,0.3802356495248388,0.009172974144593435,0.7075789886510735,0.38563765040232756,0.7088752288816662,0.37200644356500107,0.7066931101860275,0.3917445410826149,0.7055046715989136,0.3699985384208287,0.7042638432407664,0.38179107415342195,,,,,,,,,,,
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+imperial_eskd,fewshot,fewshot_n5/draw0,generated:lora5,lora5,B cell,3192.0,0.6867348364250343,0.012848793358213435,0.47650139280015386,0.012603462670124984,0.694130816900802,0.4846164163672005,0.6716685830468668,0.4623000701952555,0.6948818918278369,0.4865097450058995,0.6989901490388302,0.4859421105890358,0.6740027413108357,0.46313862184337806,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:lora5,lora5,Monocyte,2882.0,0.8046504598420879,0.0048621366622044635,0.6067735367150385,0.005045051028082893,0.799099024420562,0.6056661821268615,0.8116031576887013,0.6131689925238115,0.8072765489300187,0.6078833848792313,0.8021912927278166,0.5992166135829999,0.8030822754433407,0.6079325104622882,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:lora5,lora5,NK cell,2972.0,0.7689974460812685,0.005032575877068238,0.5393030468865383,0.010438167422563083,0.7730420129798652,0.5511091959060846,0.7729856827179333,0.5408511165483487,0.7624561978009938,0.5289560843457668,0.771797259332811,0.5473508127890802,0.7647060775747396,0.5282480248434109,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:scsemi5,scsemi5,T cell,3037.0,0.6406618744333541,0.009671437661355873,0.5513448477622529,0.0048129821800983515,0.6299311212643564,0.5589910704209834,0.644652465030338,0.5518181161767874,0.6504196633260156,0.5458429062378921,0.6476178551418726,0.5496663821935359,0.6306882674041872,0.5504057637820661,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:scsemi5,scsemi5,B cell,3192.0,0.4476766772310893,0.018606427295053414,0.3509778289630161,0.014644721467883638,0.4625484648703229,0.36346591580745596,0.43125902018472406,0.33654304707029564,0.4315788797732362,0.3372191150317948,0.471979118582048,0.3683416869452461,0.44101790274511526,0.34931937996028806,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:scsemi5,scsemi5,Monocyte,2882.0,0.4474342560984881,0.005963401132664143,0.21747550406569732,0.012897400738449109,0.44482498393928555,0.2149714459843031,0.4565218003302745,0.23207263403478026,0.4502870993705082,0.2268858734902907,0.44199951724177194,0.19877799124701537,0.44353787961060026,0.21466957557209718,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:scsemi5,scsemi5,NK cell,2972.0,0.5447901960701895,0.008648036134079854,0.36452113591737845,0.007528741559921385,0.5479658290579456,0.37250529530060716,0.5444850711935609,0.36361970676977384,0.5566527703174583,0.35435752496699807,0.5418803265291382,0.3712636682481568,0.5329669832528442,0.3608594843013565,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:all_usable_raw.npz@f0a2b659,,T cell,3037.0,0.6323744659808208,0.002761330248456792,0.2447641646563624,0.005005142213749973,0.6302104705812976,0.2385967354738486,0.6311378270979844,0.24018725637289431,0.6347737398214691,0.2494139163814413,0.6358776244129994,0.2485285151888477,0.6298726679903536,0.24709439986478016,,,,,,,,,,,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:all_usable_raw.npz@f0a2b659,,B cell,3192.0,0.5936974667709264,0.013723419501851002,0.27242975048233686,0.014450499062068451,0.60981862922351,0.2935435527126004,0.5770497664405364,0.26173075495681863,0.5997886763671653,0.2779289230322265,0.5999623831511972,0.25678711592093323,0.5818678786722232,0.27215840578910544,,,,,,,,,,,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:all_usable_raw.npz@f0a2b659,,Monocyte,2882.0,0.7565120116550774,0.004497981211996786,0.5560924307407834,0.003884273494026839,0.7552953103910393,0.5573470191298473,0.764310093901639,0.5566981593049124,0.7531340517354216,0.5498599005907329,0.7559338549258551,0.556041701740029,0.7538867473214326,0.5605153729383953,,,,,,,,,,,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:all_usable_raw.npz@f0a2b659,,NK cell,2972.0,0.6408718792172835,0.0021627159665175023,0.339529668194698,0.010336430995924826,0.6400386093278677,0.34010819839193906,0.6404356763882783,0.3226933022453593,0.6423599237712038,0.34665828793891906,0.6379709462612615,0.3390405253417006,0.6435542403378065,0.349148027055572,,,,,,,,,,,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:all_usable_pseudo.npz@df955ec1,,T cell,3037.0,0.8202258086801472,0.0033938806827385256,0.7343971914692397,0.0038204331020946333,0.8190568963287306,0.7356209477115683,0.8183731774549733,0.7286435225568273,0.824047272869822,0.7392623272313729,0.8234556955306003,0.7340640235713073,0.8161960012166097,0.7343951362751222,,,,,,,,,,,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:all_usable_pseudo.npz@df955ec1,,B cell,3192.0,0.7509590769519628,0.00990441809983139,0.6260135798767497,0.008508084178708096,0.7579257603112445,0.6264614660763992,0.7372542605390996,0.622911894943196,0.7545703768306992,0.6308098797293694,0.7608322255441037,0.6136633824185238,0.7442127615346673,0.63622127621626,,,,,,,,,,,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:all_usable_pseudo.npz@df955ec1,,Monocyte,2882.0,0.7686881890559648,0.003339192778983256,0.5383861559332546,0.005222804872601556,0.7709666360594762,0.5333343074799364,0.772563511326247,0.5449198244915606,0.7691562987766604,0.5425620160750677,0.7664373492698467,0.5374884145272283,0.7643171498475936,0.53362621709248,,,,,,,,,,,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:all_usable_pseudo.npz@df955ec1,,NK cell,2972.0,0.7760320630403574,0.0022084693583423066,0.6704087770818956,0.003990182092249531,0.7758300135833992,0.6768274226090821,0.7775067026500095,0.6665448888976051,0.7773861378341318,0.6678162282177019,0.7771693181240058,0.6710740266543579,0.7722681430102404,0.6697813190307313,,,,,,,,,,,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:test_cal.npz@eacdb3b9,,T cell,3037.0,0.6994192871613351,0.005071684821225274,0.4212800005912019,0.005249859071360579,0.6957488547969154,0.4180239563964479,0.6974032133715486,0.4138612069430751,0.7042738752530577,0.4244741494861226,0.7053777298896255,0.42681210639888706,0.6942927624955277,0.42322858373147665,,,,,,,,,,,eacdb3b9149348b218fa05478c545c655fb3011c853e9cee5bf5f84c011847fe
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:test_cal.npz@eacdb3b9,,B cell,3192.0,0.6411734335862121,0.015834883883495604,0.38121355784247835,0.015039762217267843,0.6559284744927768,0.40519609126950107,0.6273999358012813,0.3702486339812365,0.6425927208325667,0.3862783974524154,0.6571581478389386,0.36899064808979404,0.6227878889654976,0.3753540184194449,,,,,,,,,,,eacdb3b9149348b218fa05478c545c655fb3011c853e9cee5bf5f84c011847fe
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:test_cal.npz@eacdb3b9,,Monocyte,2882.0,0.7671332783503251,0.005314113335133029,0.5361223867855982,0.005620910709489133,0.7700274779477048,0.5345780392634061,0.7750530890688495,0.5445485344484413,0.7623141269772883,0.5316503166470002,0.7647129200179842,0.5310386840433841,0.7635587777397987,0.5387963595257595,,,,,,,,,,,eacdb3b9149348b218fa05478c545c655fb3011c853e9cee5bf5f84c011847fe
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:test_cal.npz@eacdb3b9,,NK cell,2972.0,0.6776639763237843,0.002153511488455044,0.4476815372498133,0.007660948966199909,0.6768429639570529,0.4540009897469132,0.6786909609889753,0.435020375359013,0.680942399558789,0.4477328493234165,0.6759612949469208,0.4481126178384174,0.6758822621671835,0.4535408539813062,,,,,,,,,,,eacdb3b9149348b218fa05478c545c655fb3011c853e9cee5bf5f84c011847fe
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:test_raw.npz@73567205,,T cell,3037.0,0.6323744659808208,0.002761330248456792,0.2447641646563624,0.005005142213749973,0.6302104705812976,0.2385967354738486,0.6311378270979844,0.24018725637289431,0.6347737398214691,0.2494139163814413,0.6358776244129994,0.2485285151888477,0.6298726679903536,0.24709439986478016,,,,,,,,,,,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:test_raw.npz@73567205,,B cell,3192.0,0.5936974667709264,0.013723419501851002,0.27242975048233686,0.014450499062068451,0.60981862922351,0.2935435527126004,0.5770497664405364,0.26173075495681863,0.5997886763671653,0.2779289230322265,0.5999623831511972,0.25678711592093323,0.5818678786722232,0.27215840578910544,,,,,,,,,,,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:test_raw.npz@73567205,,Monocyte,2882.0,0.7565120116550774,0.004497981211996786,0.5560924307407834,0.003884273494026839,0.7552953103910393,0.5573470191298473,0.764310093901639,0.5566981593049124,0.7531340517354216,0.5498599005907329,0.7559338549258551,0.556041701740029,0.7538867473214326,0.5605153729383953,,,,,,,,,,,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:test_raw.npz@73567205,,NK cell,2972.0,0.6408718792172835,0.0021627159665175023,0.339529668194698,0.010336430995924826,0.6400386093278677,0.34010819839193906,0.6404356763882783,0.3226933022453593,0.6423599237712038,0.34665828793891906,0.6379709462612615,0.3390405253417006,0.6435542403378065,0.349148027055572,,,,,,,,,,,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a
+imperial_eskd,fewshot,fewshot_n5/draw0,split_half_A_vs_B,,mean4,,0.9257836114144654,0.0010904000205106768,0.7544730707051464,0.00252690044868914,0.9269307820296955,0.755960196087248,0.9242348431193166,0.7516470802201364,0.9265331381507564,0.7549580740463381,0.9251519966246908,0.7576150864089758,0.926067297147868,0.7521849167630337,0.9606212325985125,0.9799918389725029,0.8561434976071984,0.9245398084745524,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:zs_raw,zs_raw,mean4,,0.646476532147884,0.004537991747881997,0.46073890899412123,0.002611504708789828,0.6511403151982352,0.46357589517652165,0.6412548666820589,0.45732850286677673,0.6472601238834259,0.46004313538798647,0.6504082618596401,0.4631498700027955,0.6423190931160603,0.45959714153652553,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:zs_pseudo,zs_pseudo,mean4,,0.6828560609648923,0.0022428486725691007,0.35846776278188913,0.005418582019406419,0.6837315575023126,0.3569852628277602,0.6804015888294613,0.35012794931180735,0.6835727413473238,0.3643436702282376,0.6857817171146164,0.3591408732384823,0.680792700030747,0.36174105830315817,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:zs_cal,zs_cal,mean4,,0.6911723120881537,0.004339696327229844,0.38538639002938224,0.004586985389363489,0.6934557257396391,0.3855609952976889,0.6860650720106065,0.3819157512373149,0.6950040271086795,0.3931701914871195,0.6944659998181751,0.3822974251265879,0.6868707357636678,0.3839875869981998,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:lora5,lora5,mean4,,0.7670832051044092,0.0032691894559308534,0.5783613745471998,0.006183668287540094,0.7693829062138654,0.5865642470846648,0.76563549233184,0.5746517497020931,0.7675901695123226,0.5778214104409651,0.7705380673815513,0.5820325992899112,0.7622693900824673,0.5707368662183653,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,generated:scsemi5,scsemi5,mean4,,0.5201407509582802,0.005119331271292225,0.3710798291770862,0.004244144897223272,0.5213175997829775,0.37748343187833744,0.5192295891847244,0.3710133760129093,0.5222346031968046,0.36607635493174395,0.5258692043737077,0.37201243215848856,0.5120527582531867,0.36881355090395196,,,,,,,,,,,
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:all_usable_raw.npz@f0a2b659,,mean4,,0.6558639559060271,0.002903063151173133,0.3532040035185452,0.005317472045535931,0.6588407548809286,0.3573988764270588,0.6532333409571095,0.34532736821999616,0.657514097923815,0.3559652569858299,0.6574362021878283,0.35009946454787766,0.6522953835804539,0.3572290514119632,,,,,,,,,,,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:all_usable_pseudo.npz@df955ec1,,mean4,,0.778976284432108,0.003430618851722054,0.6423014260902848,0.0023847582790672834,0.7809448265707126,0.6430610359692465,0.7764244129925824,0.6407550327222973,0.7812900215778283,0.645112612813378,0.7819736471171391,0.6390724617928543,0.7742485139022778,0.6435059871536484,,,,,,,,,,,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:test_cal.npz@eacdb3b9,,mean4,,0.6963474938554141,0.004665847092502473,0.446574370617273,0.004553003173019906,0.6996369427986124,0.4529497691690671,0.6946367998076637,0.4409196876829415,0.6975307806554254,0.4475339282272387,0.7008025231733672,0.44373851409262066,0.6891304228420019,0.4477299539144968,,,,,,,,,,,eacdb3b9149348b218fa05478c545c655fb3011c853e9cee5bf5f84c011847fe
+imperial_eskd,fewshot,fewshot_n5/draw0,broadcast:test_raw.npz@73567205,,mean4,,0.6558639559060271,0.002903063151173133,0.3532040035185452,0.005317472045535931,0.6588407548809286,0.3573988764270588,0.6532333409571095,0.34532736821999616,0.657514097923815,0.3559652569858299,0.6574362021878283,0.35009946454787766,0.6522953835804539,0.3572290514119632,,,,,,,,,,,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a

paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_contrast/imperial_eskd/fewshot_n5/draw0/contrast.csv

@@ -0,0 +1,51 @@
+dataset,design,unit,arm,celltype,statistic,label,n_genes,pearson_r_generated,spearman_r_generated,pearson_r_broadcast,spearman_r_broadcast,partial_r_generated_given_broadcast,r_generated_vs_broadcast,condition,condition_sha256,pearson_r_generated_scorer,pearson_r_broadcast_scorer,partial_r_generated_given_broadcast_scorer,r_generated_vs_broadcast_scorer
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_raw,T cell,mean_cp10k,"Zero-shot, real bulk",3037.0,0.6281385536557711,0.46262094814596333,0.6380552424293308,0.24814134398233612,0.4435567077446446,0.5308220100147722,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.6281385536557711,0.6380552424293308,0.4435567077446446,0.5308220100147722
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_raw,T cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3037.0,0.45597593104540346,0.29801977784233236,0.6369550836029715,0.45336156312336034,0.18208871314463138,0.5288246450562067,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.4559759310454034,0.6369550836029715,0.1820887131446313,0.5288246450562067
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_raw,B cell,mean_cp10k,"Zero-shot, real bulk",3192.0,0.6182728724710663,0.466072186034683,0.6193771360577306,0.2935165934236785,0.47762148933020204,0.46096434597824015,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.6182728724710663,0.6193771360577306,0.477621489330202,0.4609643459782401
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_raw,B cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",3192.0,0.3840222821327925,0.26884443697323385,0.481685993632798,0.3725621749552953,0.23982201232617084,0.39673943761504255,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.3840222821327925,0.481685993632798,0.2398220123261708,0.3967394376150425
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_raw,Monocyte,mean_cp10k,"Zero-shot, real bulk",2882.0,0.7637630226874398,0.571245321907809,0.7641972589048694,0.5830184865486101,0.49811842020273445,0.6986368941107302,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.7637630226874398,0.7641972589048694,0.4981184202027344,0.6986368941107302
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_raw,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, real bulk",2882.0,0.6790417649006262,0.5708183124301415,0.7195560908581415,0.5823646959127664,0.40331562791092784,0.6468623499127154,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.6790417649006262,0.7195560908581415,0.4033156279109278,0.6468623499127154
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_raw,NK cell,mean_cp10k,"Zero-shot, real bulk",2972.0,0.6146864771245488,0.43057368194198864,0.6484527334122577,0.34979808662004325,0.38443626701080647,0.5804162131809426,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.6146864771245488,0.6484527334122577,0.3844362670108064,0.5804162131809426
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_raw,NK cell,pseudobulk_log1p_cpm,"Zero-shot, real bulk",2972.0,0.44176753501883664,0.33964513463348206,0.5900041444062439,0.4299657836195479,0.21418105077809915,0.493897494624856,all_usable_raw.npz@f0a2b659,f0a2b659a4596ce745beab389dfd02e39cc318bf8552ffa6561d91d74e12ed7e,0.4417675350188366,0.5900041444062439,0.2141810507780991,0.493897494624856
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_pseudo,T cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3037.0,0.6932481749764985,0.2936879368079499,0.8272807718150931,0.7552465594243065,0.3712223012468104,0.6454345468340961,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.6932481749764985,0.8272807718150931,0.3712223012468104,0.6454345468340961
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_pseudo,T cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3037.0,0.568814666823226,0.3743351162788468,0.7751412809610733,0.6731142183902493,0.20708130426437454,0.5986188927771882,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.568814666823226,0.7751412809610733,0.2070813042643745,0.5986188927771882
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_pseudo,B cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",3192.0,0.5751036442793876,0.22816040620333033,0.7773889539085876,0.6790212347134774,0.21102604891157709,0.6036591473170086,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.5751036442793876,0.7773889539085876,0.211026048911577,0.6036591473170086
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_pseudo,B cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",3192.0,0.4682902594733739,0.37746391575346305,0.5296883396608674,0.4577776569208034,0.31723203697980906,0.42403083542964687,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.4682902594733739,0.5296883396608674,0.317232036979809,0.4240308354296468
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_pseudo,Monocyte,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",2882.0,0.770150613236247,0.5630336189603712,0.7774414481220562,0.5613936302789765,0.4881123743046797,0.7142414117459345,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.770150613236247,0.7774414481220562,0.4881123743046797,0.7142414117459345
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_pseudo,Monocyte,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",2882.0,0.6404432009594029,0.5066237530398889,0.6437439804978479,0.4886317398467633,0.4137952009717996,0.6021558714284803,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.6404432009594029,0.6437439804978479,0.4137952009717996,0.6021558714284803
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_pseudo,NK cell,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",2972.0,0.7377385416804231,0.4146749837171996,0.7867511088123267,0.7070901004330516,0.5135620657963836,0.6222948343236635,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.7377385416804231,0.7867511088123267,0.5135620657963836,0.6222948343236635
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_pseudo,NK cell,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",2972.0,0.5307412328165417,0.3703387773171367,0.734696344202472,0.6340444425139958,0.2433266079142642,0.5321729786790065,all_usable_pseudo.npz@df955ec1,df955ec13ab46cc784fca41230058be72bebe5d7b879c520854d1638a715cfaa,0.5307412328165417,0.734696344202472,0.2433266079142642,0.5321729786790065
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_cal,T cell,mean_cp10k,Zero-shot + calibration,3037.0,0.708898672941278,0.3615430862673133,0.7050602150518361,0.4312629629975306,0.4435949439726502,0.6771242027828857,test_cal.npz@eacdb3b9,eacdb3b9149348b218fa05478c545c655fb3011c853e9cee5bf5f84c011847fe,0.708898672941278,0.7050602150518361,0.4435949439726502,0.6771242027828857
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_cal,T cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3037.0,0.5474772183895561,0.35111359387067514,0.6426243577311316,0.46762167029837426,0.22633174453909863,0.6459408087750202,test_cal.npz@eacdb3b9,eacdb3b9149348b218fa05478c545c655fb3011c853e9cee5bf5f84c011847fe,0.5474772183895561,0.6426243577311316,0.2263317445390986,0.6459408087750202
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_cal,B cell,mean_cp10k,Zero-shot + calibration,3192.0,0.6018854598721616,0.2845954502523013,0.6670741137515517,0.41289434230746125,0.32768999250621833,0.6131865085827469,test_cal.npz@eacdb3b9,eacdb3b9149348b218fa05478c545c655fb3011c853e9cee5bf5f84c011847fe,0.6018854598721616,0.6670741137515517,0.3276899925062183,0.6131865085827469
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_cal,B cell,pseudobulk_log1p_cpm,Zero-shot + calibration,3192.0,0.4397824282251752,0.3444637245338139,0.4872596484921312,0.3708234037629451,0.26527014994501846,0.4874587534032873,test_cal.npz@eacdb3b9,eacdb3b9149348b218fa05478c545c655fb3011c853e9cee5bf5f84c011847fe,0.4397824282251752,0.4872596484921312,0.2652701499450184,0.4874587534032873
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_cal,Monocyte,mean_cp10k,Zero-shot + calibration,2882.0,0.7830656599781917,0.5664974698573929,0.774998706729442,0.5604381578231596,0.5142004694756593,0.7189867605071216,test_cal.npz@eacdb3b9,eacdb3b9149348b218fa05478c545c655fb3011c853e9cee5bf5f84c011847fe,0.7830656599781917,0.774998706729442,0.5142004694756593,0.7189867605071216
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_cal,Monocyte,pseudobulk_log1p_cpm,Zero-shot + calibration,2882.0,0.6592235992040391,0.49971816618009346,0.7225200723937559,0.586638399067309,0.352043107747161,0.6590443294672069,test_cal.npz@eacdb3b9,eacdb3b9149348b218fa05478c545c655fb3011c853e9cee5bf5f84c011847fe,0.6592235992040391,0.7225200723937559,0.352043107747161,0.6590443294672069
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_cal,NK cell,mean_cp10k,Zero-shot + calibration,2972.0,0.7158776374030483,0.3926701179898668,0.6877112815845359,0.4668066341355477,0.47499951689984204,0.6676518693765572,test_cal.npz@eacdb3b9,eacdb3b9149348b218fa05478c545c655fb3011c853e9cee5bf5f84c011847fe,0.7158776374030483,0.6877112815845359,0.474999516899842,0.6676518693765572
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_cal,NK cell,pseudobulk_log1p_cpm,Zero-shot + calibration,2972.0,0.5067506304383199,0.36010118905917676,0.5966930486219696,0.439320233087088,0.25902539689363335,0.5608596908916861,test_cal.npz@eacdb3b9,eacdb3b9149348b218fa05478c545c655fb3011c853e9cee5bf5f84c011847fe,0.5067506304383199,0.5966930486219696,0.2590253968936333,0.5608596908916861
+imperial_eskd,fewshot,fewshot_n5/draw0,lora5,T cell,mean_cp10k,"LoRA, 5 donors",3037.0,0.8142843730190665,0.7115465051791598,0.6380552424293308,0.24814134398233612,0.7490324574410632,0.486427497945546,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.8142843730190665,0.6380552424293308,0.7490324574410632,0.486427497945546
+imperial_eskd,fewshot,fewshot_n5/draw0,lora5,T cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3037.0,0.7327554158013161,0.6461895471134163,0.6369550836029715,0.45336156312336034,0.6272764026100071,0.487569541352058,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.7327554158013161,0.6369550836029715,0.6272764026100071,0.487569541352058
+imperial_eskd,fewshot,fewshot_n5/draw0,lora5,B cell,mean_cp10k,"LoRA, 5 donors",3192.0,0.7163325618485334,0.516358460979283,0.6193771360577306,0.2935165934236785,0.6109321680898723,0.4751469693871862,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.7163325618485334,0.6193771360577306,0.6109321680898723,0.4751469693871862
+imperial_eskd,fewshot,fewshot_n5/draw0,lora5,B cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",3192.0,0.3875559223967441,0.2799209215053215,0.481685993632798,0.3725621749552953,0.29336911549704575,0.29452193321718906,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.3875559223967441,0.481685993632798,0.2933691154970457,0.294521933217189
+imperial_eskd,fewshot,fewshot_n5/draw0,lora5,Monocyte,mean_cp10k,"LoRA, 5 donors",2882.0,0.810939856544121,0.6297953510027333,0.7641972589048694,0.5830184865486101,0.606179659708118,0.6916694944805181,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.810939856544121,0.7641972589048694,0.606179659708118,0.6916694944805181
+imperial_eskd,fewshot,fewshot_n5/draw0,lora5,Monocyte,pseudobulk_log1p_cpm,"LoRA, 5 donors",2882.0,0.7011881389239699,0.6134756820208939,0.7195560908581415,0.5823646959127664,0.4497933892161478,0.6414574939804643,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.7011881389239699,0.7195560908581415,0.4497933892161478,0.6414574939804643
+imperial_eskd,fewshot,fewshot_n5/draw0,lora5,NK cell,mean_cp10k,"LoRA, 5 donors",2972.0,0.7780336720217669,0.5657150702006963,0.6484527334122577,0.34979808662004325,0.6628434444741691,0.5498942738445963,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.7780336720217669,0.6484527334122577,0.6628434444741691,0.5498942738445963
+imperial_eskd,fewshot,fewshot_n5/draw0,lora5,NK cell,pseudobulk_log1p_cpm,"LoRA, 5 donors",2972.0,0.5883932268437426,0.4568004371821879,0.5900041444062439,0.4299657836195479,0.4254769721072644,0.48956730947562954,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.5883932268437426,0.5900041444062439,0.4254769721072644,0.4895673094756295
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,T cell,mean_cp10k,"scSemiProfiler, 5 donors",3037.0,0.6432820528577752,0.5653868557035324,0.6380552424293308,0.24814134398233612,0.6015693693356956,0.3205357917556685,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.6432820528577752,0.6380552424293308,0.6015693693356956,0.3205357917556685
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,T cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3037.0,0.37648491470346623,0.3222751464049366,0.6369550836029715,0.45336156312336034,0.33131503698676756,0.19802283383174954,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.3764849147034662,0.6369550836029715,0.3313150369867675,0.1980228338317495
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,B cell,mean_cp10k,"scSemiProfiler, 5 donors",3192.0,0.4581211715055202,0.3701761231734328,0.6193771360577306,0.2935165934236785,0.40554344609590326,0.2407154006314707,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.4581211715055202,0.6193771360577306,0.4055434460959032,0.2407154006314707
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,B cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",3192.0,0.06367163577755029,0.04425072496314173,0.481685993632798,0.3725621749552953,0.011737880373556088,0.11096178589794711,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.0636716357775502,0.481685993632798,0.011737880373556,0.1109617858979471
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,Monocyte,mean_cp10k,"scSemiProfiler, 5 donors",2882.0,0.44869799966007173,0.2201479509691339,0.7641972589048694,0.5830184865486101,0.2645232061812276,0.3807037835219869,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.4486979996600717,0.7641972589048694,0.2645232061812276,0.3807037835219869
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,Monocyte,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",2882.0,0.3216868493274088,0.26054991114061876,0.7195560908581415,0.5823646959127664,0.12660475512526442,0.33180009568243285,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.3216868493274088,0.7195560908581415,0.1266047551252644,0.3318000956824328
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,NK cell,mean_cp10k,"scSemiProfiler, 5 donors",2972.0,0.5587663376540312,0.3773570831051245,0.6484527334122577,0.34979808662004325,0.47698705082912557,0.33385880456125966,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.5587663376540312,0.6484527334122577,0.4769870508291255,0.3338588045612596
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,NK cell,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",2972.0,0.2539128903950635,0.2027345147086197,0.5900041444062439,0.4299657836195479,0.16813063545325813,0.20517160093000134,test_raw.npz@73567205,735672055b9222e45379a85fb0de4994028d33943ba220f048c7b6eafca65e0a,0.2539128903950635,0.5900041444062439,0.1681306354532581,0.2051716009300013
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_raw,mean4,mean_cp10k,"Zero-shot, real bulk",,0.6562152314847065,0.48262803450761094,0.6675205927010471,0.368618627643667,0.4509332210720969,0.5677098658211713,,,0.6562152314847065,0.6675205927010471,0.4509332210720968,0.5677098658211713
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_raw,mean4,pseudobulk_log1p_cpm,"Zero-shot, real bulk",,0.4902018782744147,0.3693319154697975,0.6070503281250388,0.4595635544027425,0.25985185103995734,0.5165809818022051,,,0.4902018782744147,0.6070503281250388,0.2598518510399572,0.5165809818022051
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_pseudo,mean4,mean_cp10k,"Zero-shot, sc pseudobulk input (reference)",,0.694060243543139,0.3748892364222127,0.792215570664516,0.675687881212453,0.39598069756486276,0.6464074850551758,,,0.694060243543139,0.792215570664516,0.39598069756486265,0.6464074850551758
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_pseudo,mean4,pseudobulk_log1p_cpm,"Zero-shot, sc pseudobulk input (reference)",,0.5520723400181362,0.40719039059733386,0.6708174863305651,0.563392014417953,0.29535878753256184,0.5392446445785805,,,0.5520723400181362,0.6708174863305651,0.29535878753256184,0.5392446445785805
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_cal,mean4,mean_cp10k,Zero-shot + calibration,,0.7024318575486699,0.4013265310917186,0.7087110792793414,0.4678505243159248,0.44012123071359244,0.6692373353123279,,,0.7024318575486699,0.7087110792793414,0.44012123071359244,0.6692373353123279
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_cal,mean4,pseudobulk_log1p_cpm,Zero-shot + calibration,,0.5383084690642725,0.3888491684109398,0.6122742818097471,0.4661009265539291,0.27566759978122785,0.5883258956343,,,0.5383084690642725,0.6122742818097471,0.27566759978122785,0.5883258956343
+imperial_eskd,fewshot,fewshot_n5/draw0,lora5,mean4,mean_cp10k,"LoRA, 5 donors",,0.7798976158583719,0.6058538468404681,0.6675205927010471,0.368618627643667,0.6572469324283057,0.5507845589144617,,,0.7798976158583719,0.6675205927010471,0.6572469324283057,0.5507845589144617
+imperial_eskd,fewshot,fewshot_n5/draw0,lora5,mean4,pseudobulk_log1p_cpm,"LoRA, 5 donors",,0.6024731759914432,0.4990966469554549,0.6070503281250388,0.4595635544027425,0.44897896985761626,0.47827906950633525,,,0.6024731759914432,0.6070503281250388,0.44897896985761626,0.4782790695063352
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,mean4,mean_cp10k,"scSemiProfiler, 5 donors",,0.5272168904193496,0.38326700323780594,0.6675205927010471,0.368618627643667,0.43715576811048806,0.31895344511759643,,,0.5272168904193496,0.6675205927010471,0.43715576811048806,0.31895344511759643
+imperial_eskd,fewshot,fewshot_n5/draw0,scsemi5,mean4,pseudobulk_log1p_cpm,"scSemiProfiler, 5 donors",,0.2539390725508722,0.2074525743043292,0.6070503281250388,0.4595635544027425,0.15944707698471156,0.21148907908553272,,,0.25393907255087217,0.6070503281250388,0.1594470769847115,0.21148907908553266

paper-releases/pbisc-diffusion/updates/20261002T085943Z-deck-restructure-contrast-metrics-zeroshot-len/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_contrast/imperial_eskd/fewshot_n5/draw0/deg_limma.csv

@@ -0,0 +1,76 @@
+dataset,design,unit,arm,celltype,method,deg_scored,pred_defined,overlap,overlap_scorer,obs_list_size,gen_list_size,n_sig_obs,n_sig_gen,n_tested_obs,n_tested_gen,G_both,chance_overlap,broadcast_overlap,broadcast_overlap_scorer,broadcast_list_size,n_sig_broadcast,n_tested_broadcast,G_both_broadcast,broadcast_chance_overlap,condition
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_raw,T cell,welch,True,True,29,29.0,50,50,1029,1360,5744,4903,4880,0.5122950819672131,14,14.0,50,2247,5821,5643,0.4430267588162325,all_usable_raw.npz@f0a2b659
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_raw,B cell,welch,True,True,22,22.0,50,50,306,549,5637,4287,4267,0.5858917272088118,11,11.0,50,2247,5821,5538,0.4514265077645359,all_usable_raw.npz@f0a2b659
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_raw,Monocyte,welch,True,True,30,30.0,50,50,778,1422,5602,4973,4916,0.5085435313262815,21,21.0,50,2247,5821,5505,0.45413260672116257,all_usable_raw.npz@f0a2b659
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_raw,NK cell,welch,True,True,22,22.0,50,50,411,946,5572,4452,4430,0.5643340857787811,13,13.0,50,2247,5821,5475,0.45662100456621,all_usable_raw.npz@f0a2b659
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_raw,DC,welch,True,True,9,9.0,50,50,489,407,5407,3995,3975,0.6289308176100629,12,12.0,50,2247,5821,5313,0.47054394880481837,all_usable_raw.npz@f0a2b659
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_pseudo,T cell,welch,True,True,30,30.0,50,50,1029,714,5744,4766,4754,0.5258729490954985,23,23.0,50,1985,5846,5744,0.4352367688022284,all_usable_pseudo.npz@df955ec1
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_pseudo,B cell,welch,True,True,21,21.0,50,50,306,409,5637,4021,4017,0.6223549912870301,20,20.0,50,1985,5846,5637,0.4434983147064041,all_usable_pseudo.npz@df955ec1
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_pseudo,Monocyte,welch,True,True,23,23.0,50,50,778,726,5602,4283,4275,0.5847953216374269,27,27.0,50,1985,5846,5602,0.4462691895751517,all_usable_pseudo.npz@df955ec1
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_pseudo,NK cell,welch,True,True,21,21.0,50,50,411,368,5572,4151,4144,0.6032818532818532,23,23.0,50,1985,5846,5572,0.4486719310839914,all_usable_pseudo.npz@df955ec1
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_pseudo,DC,welch,True,True,8,8.0,50,50,489,139,5407,3608,3601,0.6942515967786725,19,19.0,50,1985,5846,5407,0.4623636027371925,all_usable_pseudo.npz@df955ec1
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_cal,T cell,welch,True,True,26,26.0,50,50,1029,1191,5744,4760,4745,0.5268703898840885,18,18.0,50,2201,5821,5643,0.4430267588162325,test_cal.npz@eacdb3b9
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_cal,B cell,welch,True,True,22,22.0,50,50,306,360,5637,3969,3963,0.6308352258390109,16,16.0,50,2201,5821,5538,0.4514265077645359,test_cal.npz@eacdb3b9
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_cal,Monocyte,welch,True,True,27,27.0,50,50,778,1071,5602,4503,4483,0.5576622797233995,21,21.0,50,2201,5821,5505,0.45413260672116257,test_cal.npz@eacdb3b9
+imperial_eskd,fewshot,fewshot_n5/draw0,zs_cal,NK cell,welch,True,True,19,19.0,50,50,411,559,5572,4115,4110,0.6082725060827251,17,17.0,50,2201,5821,5475,0.45662100456621,test_cal.npz@eacdb3b9
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