Archive 4 checkpoints (1-4)

paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/verify_recompute_cross_spearman_diff.csv

@@ -0,0 +1,91 @@
+comparison,state,is_control,rho_scratch,rho_comparator,diff,ci_lo,ci_hi,verdict
+s162k vs r16,C1Q-high monocyte (reference),False,0.10043598760250892,0.01833193860876224,0.08210404899374668,-0.23260673012915722,0.3747805855420131,ns
+s162k vs r16,Cycling T/NK,False,-0.0540343591142522,-0.12782965207988436,0.07379529296563217,-0.22706886188060235,0.38532694711004933,ns
+s162k vs r16,Cycling activated T (CD38/HLA-DR),False,0.1632249749953246,-0.0823151553570747,0.2455401303523993,-0.023542468795533754,0.49133991500147856,ns
+s162k vs r16,Proliferating T (label),False,0.09308982468274968,0.06790526571459832,0.02518455896815136,-0.19429703090251013,0.2384498518031669,ns
+s162k vs r16,Plasmablast (label),False,0.315375882988043,0.3555008866488111,-0.0401250036607681,-0.22345377188792073,0.1524256502661955,ns
+s162k vs r16,Plasmablast (markers),False,0.5074007135682373,0.47759834944976387,0.02980236411847348,-0.16171218480056196,0.23774596713650614,ns
+s162k vs r16,MS1 monocyte (IL1R2+),False,0.5225207926313509,0.40014385460982327,0.1223769380215276,-0.061654557109607336,0.30538718392540704,ns
+s162k vs r16,Cycling monocyte (Ye 2026),False,0.0719522992896303,0.03377748831800565,0.03817481097162465,-0.26162109198938766,0.3329204996450166,ns
+s162k vs r16,ISG-high monocyte (positive control),True,0.4060209295931343,0.4219254903896237,-0.015904560796489386,-0.20114730427606645,0.1601356604471029,ns
+s162k vs r16,ISG-high T,False,0.383182908008798,0.5334285073517612,-0.15024559934296317,-0.35139748562266865,0.03961980869514949,ns
+s162k vs r16,DN2 / ABC B,False,0.10462683508313289,0.10903042463381012,-0.0044035895506772255,-0.2937266711336228,0.2889738570543258,ns
+s162k vs r16,HSPC,False,0.2750474577967008,0.06767279722261316,0.20737466057408765,-0.014396606321240981,0.4354290161966371,ns
+s162k vs r16,Cytotoxic CD4 T,False,0.4044710538546303,0.5410403942321702,-0.13656934037753993,-0.31813996178947485,0.04448937768019048,ns
+s162k vs r16,Granulocyte-like (LDG),False,0.18319623791935583,-0.06285102421788866,0.24604726213724448,-0.03797430428602233,0.5044330231536601,ns
+s162k vs r16,Platelet signal in monocytes (negative control),True,0.1593288067713077,0.14839958864531766,0.010929218125990042,-0.24816008043836968,0.275887578736466,ns
+s162k vs r64,C1Q-high monocyte (reference),False,0.10043598760250892,0.055012345650893385,0.04542364195161554,-0.23089660918999377,0.3227996561331444,ns
+s162k vs r64,Cycling T/NK,False,-0.0540343591142522,-0.15968333113169964,0.10564897201744744,-0.14327035885304326,0.3749786894720304,ns
+s162k vs r64,Cycling activated T (CD38/HLA-DR),False,0.1632249749953246,0.08429670983173067,0.07892826516359393,-0.21119088456108553,0.3427326032004637,ns
+s162k vs r64,Proliferating T (label),False,0.09308982468274968,0.13795317758141612,-0.04486335289866644,-0.26884562835400627,0.18485142353025724,ns
+s162k vs r64,Plasmablast (label),False,0.315375882988043,0.37519137857632284,-0.059815495588279866,-0.25588846210936833,0.1313780545219782,ns
+s162k vs r64,Plasmablast (markers),False,0.5074007135682373,0.4388444731118488,0.06855624045638853,-0.142061468304533,0.2994997819133376,ns
+s162k vs r64,MS1 monocyte (IL1R2+),False,0.5225207926313509,0.418718555995835,0.10380223663551585,-0.0827276189095354,0.30732593423721855,ns
+s162k vs r64,Cycling monocyte (Ye 2026),False,0.0719522992896303,0.09692232551674505,-0.02497002622711475,-0.3209653012092389,0.3037608820658832,ns
+s162k vs r64,ISG-high monocyte (positive control),True,0.4060209295931343,0.48656533097121946,-0.08054440137808516,-0.25942095443109137,0.0845573626818764,ns
+s162k vs r64,ISG-high T,False,0.383182908008798,0.513585064433802,-0.13040215642500402,-0.33030445995037166,0.06491315652865005,ns
+s162k vs r64,DN2 / ABC B,False,0.10462683508313289,0.31486762872563817,-0.21024079364250528,-0.48586581647504323,0.044700470437533245,ns
+s162k vs r64,HSPC,False,0.2750474577967008,0.09636977747707148,0.17867768031962933,-0.013514410750989704,0.3799143781934355,ns
+s162k vs r64,Cytotoxic CD4 T,False,0.4044710538546303,0.5814465540091031,-0.17697550015447278,-0.3823892143543064,0.03648772284505674,ns
+s162k vs r64,Granulocyte-like (LDG),False,0.18319623791935583,0.14283563308620756,0.04036060483314827,-0.20690980076827042,0.2888547466571699,ns
+s162k vs r64,Platelet signal in monocytes (negative control),True,0.1593288067713077,0.3568928448911638,-0.1975640381198561,-0.4214066522516026,-0.0009353646469626084,comparator_higher
+s162k vs full108k,C1Q-high monocyte (reference),False,0.10043598760250892,0.018448795221812152,0.08198719238069677,-0.13427899536730648,0.2996262568789615,ns
+s162k vs full108k,Cycling T/NK,False,-0.0540343591142522,-0.023242466665731678,-0.030791892448520524,-0.34451816875178304,0.27302228949470053,ns
+s162k vs full108k,Cycling activated T (CD38/HLA-DR),False,0.1632249749953246,0.03832239084742433,0.12490258414790026,-0.20952405145239744,0.42980165033526746,ns
+s162k vs full108k,Proliferating T (label),False,0.09308982468274968,0.03557901611007419,0.05751080857267549,-0.14723492571321073,0.2632564249069096,ns
+s162k vs full108k,Plasmablast (label),False,0.315375882988043,0.22785448873535893,0.08752139425268404,-0.11868495705672036,0.2862886846735603,ns
+s162k vs full108k,Plasmablast (markers),False,0.5074007135682373,0.3469220163427908,0.16047869722544655,-0.03978515619044657,0.3685049858314474,ns
+s162k vs full108k,MS1 monocyte (IL1R2+),False,0.5225207926313509,0.5045827422300466,0.01793805040130425,-0.18704425022252838,0.20973404014872166,ns
+s162k vs full108k,Cycling monocyte (Ye 2026),False,0.0719522992896303,0.3181446066410711,-0.24619230735144076,-0.5106967754049303,0.051154516733812036,ns
+s162k vs full108k,ISG-high monocyte (positive control),True,0.4060209295931343,0.45796784727095036,-0.05194691767781606,-0.2547387529323954,0.14764065900471093,ns
+s162k vs full108k,ISG-high T,False,0.383182908008798,0.47241714171750926,-0.08923423370871125,-0.29060076279298847,0.099821984939713,ns
+s162k vs full108k,DN2 / ABC B,False,0.10462683508313289,0.3903288195291378,-0.2857019844460049,-0.5502205522550163,-0.012889148498432833,comparator_higher
+s162k vs full108k,HSPC,False,0.2750474577967008,0.07030085169808331,0.2047466060986175,-0.042671160994458265,0.4442557141985308,ns
+s162k vs full108k,Cytotoxic CD4 T,False,0.4044710538546303,0.6157215644177935,-0.21125051056316319,-0.4219008171278875,-0.000803475113580742,comparator_higher
+s162k vs full108k,Granulocyte-like (LDG),False,0.18319623791935583,0.13495023062255224,0.04824600729680359,-0.22074433712397248,0.2975960342357922,ns
+s162k vs full108k,Platelet signal in monocytes (negative control),True,0.1593288067713077,0.26867036368168795,-0.10934155691038025,-0.3413848171177273,0.11646095900855158,ns
+s162k vs xcal,C1Q-high monocyte (reference),False,0.10043598760250892,0.11200068662846516,-0.011564699025956235,-0.27742869217399996,0.2578254868160575,ns
+s162k vs xcal,Cycling T/NK,False,-0.0540343591142522,0.1625998904478673,-0.2166342495621195,-0.4677505512438235,0.021365010311216178,ns
+s162k vs xcal,Cycling activated T (CD38/HLA-DR),False,0.1632249749953246,0.13389747294577423,0.02932750204955037,-0.2254348581999524,0.28224203864796976,ns
+s162k vs xcal,Proliferating T (label),False,0.09308982468274968,0.08145761690846956,0.011632207774280118,-0.20689101136317456,0.22877158284288154,ns
+s162k vs xcal,Plasmablast (label),False,0.315375882988043,0.41326432375254524,-0.09788844076450226,-0.283419712864371,0.10211342711526451,ns
+s162k vs xcal,Plasmablast (markers),False,0.5074007135682373,0.4886741718763075,0.018726541691929832,-0.1840367947873519,0.22332260704142234,ns
+s162k vs xcal,MS1 monocyte (IL1R2+),False,0.5225207926313509,0.6470298105841801,-0.1245090179528292,-0.32450545523914676,0.0434621840461908,ns
+s162k vs xcal,Cycling monocyte (Ye 2026),False,0.0719522992896303,0.4166828651083665,-0.3447305658187362,-0.6154408724134882,-0.060938098843707045,comparator_higher
+s162k vs xcal,ISG-high monocyte (positive control),True,0.4060209295931343,0.5012422082558489,-0.09522127866271457,-0.27898197065028724,0.07433407438335432,ns
+s162k vs xcal,ISG-high T,False,0.383182908008798,0.5523371840860498,-0.1691542760772518,-0.3475883368298726,-0.012465183323338624,comparator_higher
+s162k vs xcal,DN2 / ABC B,False,0.10462683508313289,-0.06334723274496683,0.1679740678280997,-0.15422878442195523,0.49098380523397855,ns
+s162k vs xcal,HSPC,False,0.2750474577967008,0.13294648357188787,0.14210097422481294,-0.08180634266230585,0.37173078057766723,ns
+s162k vs xcal,Cytotoxic CD4 T,False,0.4044710538546303,0.4900451791659197,-0.08557412531128944,-0.2984337580748362,0.14528591194352358,ns
+s162k vs xcal,Granulocyte-like (LDG),False,0.18319623791935583,0.30763203623377827,-0.12443579831442245,-0.3984532438057937,0.15835369860539494,ns
+s162k vs xcal,Platelet signal in monocytes (negative control),True,0.1593288067713077,0.2202232996169378,-0.06089449284563009,-0.31237482779236425,0.19114090480079943,ns
+s162k vs full20k,C1Q-high monocyte (reference),False,0.10043598760250892,0.08436641731903875,0.01606957028347017,-0.19654610443129122,0.22506787983989224,ns
+s162k vs full20k,Cycling T/NK,False,-0.0540343591142522,0.0955987578580098,-0.149633116972262,-0.43918579678417513,0.1386547744930983,ns
+s162k vs full20k,Cycling activated T (CD38/HLA-DR),False,0.1632249749953246,0.23246021801217004,-0.06923524301684544,-0.3285058377088442,0.193350891389053,ns
+s162k vs full20k,Proliferating T (label),False,0.09308982468274968,0.0744340444101552,0.01865578027259447,-0.18333760204561406,0.20395495204104827,ns
+s162k vs full20k,Plasmablast (label),False,0.315375882988043,0.3299244706562059,-0.014548587668162916,-0.2253737643431966,0.19977551272898653,ns
+s162k vs full20k,Plasmablast (markers),False,0.5074007135682373,0.4350889449149323,0.07231176865330508,-0.13503142611230085,0.2952222047543916,ns
+s162k vs full20k,MS1 monocyte (IL1R2+),False,0.5225207926313509,0.5426304960743793,-0.020109703443028426,-0.21291732597977198,0.16022637771433748,ns
+s162k vs full20k,Cycling monocyte (Ye 2026),False,0.0719522992896303,0.13765172027929437,-0.06569942098966407,-0.3604832150604184,0.24928362562686396,ns
+s162k vs full20k,ISG-high monocyte (positive control),True,0.4060209295931343,0.4317905517821625,-0.02576962218902823,-0.20732947938466478,0.14875970629355834,ns
+s162k vs full20k,ISG-high T,False,0.383182908008798,0.44291554689693147,-0.05973263888813346,-0.22762997887122569,0.10287289980287008,ns
+s162k vs full20k,DN2 / ABC B,False,0.10462683508313289,0.05917676531946926,0.04545006976366363,-0.2242145149790737,0.32792012606233784,ns
+s162k vs full20k,HSPC,False,0.2750474577967008,0.15716369223205343,0.11788376556464739,-0.13563796272754924,0.3795317683247653,ns
+s162k vs full20k,Cytotoxic CD4 T,False,0.4044710538546303,0.5690688314846367,-0.16459777763000644,-0.36194820911645337,0.04529775174628533,ns
+s162k vs full20k,Granulocyte-like (LDG),False,0.18319623791935583,0.0029172406103594533,0.18027899730899638,-0.1429836143952405,0.50454784143211,ns
+s162k vs full20k,Platelet signal in monocytes (negative control),True,0.1593288067713077,0.2180233583233635,-0.0586945515520558,-0.24805309344432033,0.1418158991372872,ns
+s162k vs own58,C1Q-high monocyte (reference),False,0.10043598760250892,0.21741983907777435,-0.11698385147526542,-0.3599251703120999,0.1454426097756864,ns
+s162k vs own58,Cycling T/NK,False,-0.0540343591142522,0.3321315547445843,-0.3861659138588365,-0.7091134600476046,-0.05236535761784913,comparator_higher
+s162k vs own58,Cycling activated T (CD38/HLA-DR),False,0.1632249749953246,0.17332615250928557,-0.010101177513960974,-0.32313379402494524,0.274165874461338,ns
+s162k vs own58,Proliferating T (label),False,0.09308982468274968,0.3863061258975033,-0.2932163012147536,-0.5631177616809641,-0.02202792514080316,comparator_higher
+s162k vs own58,Plasmablast (label),False,0.315375882988043,0.1953379552172448,0.12003792777079816,-0.11208292926928089,0.35269845379899706,ns
+s162k vs own58,Plasmablast (markers),False,0.5074007135682373,0.43301720669512606,0.0743835068731113,-0.14858784212167703,0.30155493873841266,ns
+s162k vs own58,MS1 monocyte (IL1R2+),False,0.5225207926313509,0.5714714592295743,-0.04895066659822345,-0.2837501553059905,0.1575693159780878,ns
+s162k vs own58,Cycling monocyte (Ye 2026),False,0.0719522992896303,0.1275635767997658,-0.05561127751013549,-0.3794472295204097,0.2842810049525246,ns
+s162k vs own58,ISG-high monocyte (positive control),True,0.4060209295931343,0.6008168876376291,-0.1947959580444948,-0.4668065055469874,0.06819822862176339,ns
+s162k vs own58,ISG-high T,False,0.383182908008798,0.698668481527157,-0.315485573518359,-0.5372425671231361,-0.08900952659268525,comparator_higher
+s162k vs own58,DN2 / ABC B,False,0.10462683508313289,0.4225398595679895,-0.3179130244848566,-0.5701172409720497,-0.0723427623244157,comparator_higher
+s162k vs own58,HSPC,False,0.2750474577967008,0.04933981769899803,0.22570764009770278,-0.058070114884895746,0.5174270432345162,ns
+s162k vs own58,Cytotoxic CD4 T,False,0.4044710538546303,0.6921551991756923,-0.28768414532106207,-0.5058380723682948,-0.06795585258974075,comparator_higher
+s162k vs own58,Granulocyte-like (LDG),False,0.18319623791935583,0.3780213328378721,-0.19482509491851627,-0.435770871795595,0.049160896640808874,ns
+s162k vs own58,Platelet signal in monocytes (negative control),True,0.1593288067713077,0.09975673079452245,0.05957207597678525,-0.1889225137339864,0.3086325208043568,ns

paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/verify_recompute_within_bootstrap.csv

@@ -0,0 +1,113 @@
+kind,comparison,scratch_arm,pretrained_arm,state,rare,ratio_scratch_pc0,ratio_pretrained_pc0,abs_log2_scratch,abs_log2_pretrained,D,D_ci_lo,D_ci_hi,D_bc_ci_lo,D_bc_ci_hi,D_bc_ties_lo,D_bc_ties_hi,boot_mean,boot_frac_below_est,n_finite,verdict_pct,verdict_bc
+main,5 pairs,scratch_n5__raw,lora_n5__raw,C1Q-high monocyte (reference),True,1.0051456341688145,1.0748895160897185,0.00902100806128997,0.10540537371407165,-0.09638436565278168,-0.40334494118252984,0.503738654466638,-0.7073174737551208,0.22454794614490026,-0.7073174737551208,0.22454794614490026,0.036532608530338816,0.285,2000,n.s.,n.s.
+main,5 pairs,scratch_n5__raw,lora_n5__raw,Cycling T/NK,True,0.5082497711353814,1.1540403567864272,0.9565251286367816,0.21577914297711107,0.7407459856596705,-0.4335843856163559,1.7010584397129025,-0.38439126586779293,1.7165097061619867,-0.38439126586779293,1.7165097061619867,0.687984470564438,0.509,2000,n.s.,n.s.
+main,5 pairs,scratch_n5__raw,lora_n5__raw,Cycling activated T (CD38/HLA-DR),True,0.40369345204958,0.44326166310477844,1.2979527172913705,1.1630543118056853,0.1348984054856852,-0.37133135502498055,0.5678164057375715,-0.38821528272630856,0.5422643902318767,-0.38821528272630856,0.5422643902318767,0.13771174562626887,0.4835,2000,n.s.,n.s.
+main,5 pairs,scratch_n5__raw,lora_n5__raw,Proliferating T (label),True,1.3662885940822904,2.489230760285939,0.45397195066088286,1.317292949533843,-0.8633209988729602,-1.273426124454765,-0.45923905189985353,-1.2725743243850005,-0.4592326779777296,-1.2725743243850005,-0.4592326779777296,-0.8647629063887441,0.501,2000,scratch closer,scratch closer
+main,5 pairs,scratch_n5__raw,lora_n5__raw,Plasmablast (label),True,1.1246644758462045,1.8744407930770075,0.17310417364287203,0.9082248889887619,-0.7351207153458899,-1.1128940564059335,0.04245892693745224,-1.2350175638172833,-0.22311035866944687,-1.2349730270788861,-0.22253805574863172,-0.6190843643519136,0.3765,2000,n.s.,scratch closer
+main,5 pairs,scratch_n5__raw,lora_n5__raw,Plasmablast (markers),True,0.3499864638546936,0.5030108484838021,1.5117213374599365,0.9893791903316209,0.5223421471283156,-0.08200037352811988,0.9911329631590571,-0.0353574604054169,1.0250405554717195,-0.03385257074509574,1.0253416800343538,0.47905650232960784,0.539,2000,n.s.,n.s.
+main,5 pairs,scratch_n5__raw,lora_n5__raw,MS1 monocyte (IL1R2+),True,0.09561442013184888,0.15190911681437338,3.3815093752086307,2.716033761243444,0.6654756139651865,-0.45121555659765816,1.2260593437047718,-0.24728916663780587,1.2808931868226332,-0.24728916663780587,1.2808931868226332,0.5653693169891751,0.547,2000,n.s.,n.s.
+main,5 pairs,scratch_n5__raw,lora_n5__raw,Cycling monocyte (Ye 2026),True,0.06137719802742727,0.11187448392764256,3.9891407305520503,3.143796616496277,0.8453441140557731,-0.4831358413116413,2.226372851215401,-0.3451366761532045,2.3062230193378586,-0.3451366761532045,2.3062230193378586,0.8118938921543207,0.532,2000,n.s.,n.s.
+main,5 pairs,scratch_n5__raw,lora_n5__raw,ISG-high monocyte (positive control),False,0.3247342560721995,0.3248127739031553,1.6199280040111648,1.6201740853965938,-0.00024608138542903113,-1.306992101034704,1.0833728723503624,-1.239193882574206,1.1193102862133895,-1.239193882574206,1.1193102862133895,-0.06984959906368789,0.5215,2000,n.s.,n.s.
+main,5 pairs,scratch_n5__raw,lora_n5__raw,ISG-high T,True,0.14562499829930584,0.45685286771120903,2.754969621340759,1.1220443519051988,1.63292526943556,-0.1603939651742089,3.0408663361428254,-0.028569630443713263,3.1350964775354506,-0.028569630443713263,3.1350964775354506,1.531288853686231,0.5345,2000,n.s.,n.s.
+main,5 pairs,scratch_n5__raw,lora_n5__raw,DN2 / ABC B,True,1.6346401785938243,1.106914735930293,0.7119688249520701,0.14983043765029277,0.5621383873017773,-0.5026131994607549,0.8075359933114971,0.008250313413577001,0.9728412017135577,0.008250313413577001,0.9728412017135577,0.3624152865353897,0.6815,2000,n.s.,pretrained closer
+main,5 pairs,scratch_n5__raw,lora_n5__raw,HSPC,True,0.4793212885154062,0.9586425770308123,1.0116305970850585,0.03859764468532779,0.9730329523997308,-0.5799955807683735,1.9356754782070302,0.0733212574847484,2.967159661396958,0.0733212574847484,2.967159661396958,0.6455245038732813,0.704,2000,n.s.,pretrained closer
+main,5 pairs,scratch_n5__raw,lora_n5__raw,Cytotoxic CD4 T,True,1.515944802909604,1.7933794784589552,0.6030013352018585,0.845408723093089,-0.2424073878912305,-0.7487359238657371,0.60884390845494,-0.7908655749298188,0.5096447324879891,-0.7908655749298188,0.5096447324879891,-0.17652504213812684,0.4625,2000,n.s.,n.s.
+main,5 pairs,scratch_n5__raw,lora_n5__raw,Granulocyte-like (LDG),True,0.1287207829877513,0.05454270465582682,2.951735320720409,4.182267086866874,-1.230531766146465,-2.073124387057781,-0.3268809504107658,-2.0590364285489513,-0.3040958322791396,-2.0590364285489513,-0.3040958322791396,-1.247590519218068,0.5145,2000,scratch closer,scratch closer
+main,5 pairs,scratch_n5__raw,lora_n5__raw,Platelet signal in monocytes (negative control),False,0.5983200826787356,0.8355980769512282,0.7401129984448461,0.25864710962210685,0.4814658888227393,-0.020707245997372576,0.7474326036560309,0.05035117305521781,0.7695197296714701,0.05035117305521781,0.7695197296714701,0.42863873936653446,0.554,2000,n.s.,pretrained closer
+main,5 pairs,scratch_n5__raw,lora_n5__raw,MEAN13,True,,,1.5235578554472287,1.2997780368685843,0.22377981857864399,-0.07807423645532428,0.4055025835760699,0.009900032231026357,0.4582898047186889,0.009900032231026357,0.4582898047186889,0.18075494986093837,0.62,2000,n.s.,pretrained closer
+main,58 pairs vs LoRA,scratch_full__raw,real_lora__raw,C1Q-high monocyte (reference),True,0.46697322963386023,1.053362327674689,1.092206566310955,0.07776222229697864,1.0144443440139763,-0.2644976312582007,1.3425387936606266,0.3819934741707775,1.4671116254348935,0.3819934741707775,1.4671116254348935,0.7557753154177493,0.69,2000,n.s.,pretrained closer
+main,58 pairs vs LoRA,scratch_full__raw,real_lora__raw,Cycling T/NK,True,0.4159012861180642,0.9315431693091267,1.2397290098181035,0.092279374091396,1.1474496357267074,0.20029372692540598,1.7826469808355645,0.4761031250788061,2.078572464152223,0.4761031250788061,2.078572464152223,0.9901505909663636,0.64,2000,pretrained closer,pretrained closer
+main,58 pairs vs LoRA,scratch_full__raw,real_lora__raw,Cycling activated T (CD38/HLA-DR),True,0.31498120268484026,0.40887207028306877,1.6518301551840788,1.2796193451966085,0.37221080998747036,-0.3699066360852732,0.9577408383194574,-0.36609783405709245,0.9580374583005221,-0.36609783405709245,0.9580374583005221,0.3508862075820352,0.5015,2000,n.s.,n.s.
+main,58 pairs vs LoRA,scratch_full__raw,real_lora__raw,Proliferating T (label),True,1.127184984582887,1.4897925068632638,0.17764340189668182,0.5781946713117518,-0.40055126941507,-0.8151013272719655,0.20407495783315543,-1.0056124750540982,0.007930443702590498,-1.0056124750540982,0.007930443702590498,-0.3100724176077789,0.3595,2000,n.s.,n.s.
+main,58 pairs vs LoRA,scratch_full__raw,real_lora__raw,Plasmablast (label),True,1.2400146784970971,3.4749248548581444,0.313537878375785,1.7974704588656962,-1.4839325804899113,-2.2683758540881427,0.3443673101846472,-2.4571680992630522,0.022625173308194267,-2.4571680992630522,0.022625173308194267,-1.2036243137766358,0.407,2000,n.s.,n.s.
+main,58 pairs vs LoRA,scratch_full__raw,real_lora__raw,Plasmablast (markers),True,0.6420129193391261,1.0398975306960363,0.6376336624084676,0.057386767941059146,0.5802468944674085,-1.004564184545843,0.8828558649585746,0.16186702361434943,1.4821931782165187,0.16186702361434943,1.4821931782165187,0.07602372047885843,0.838,2000,n.s.,pretrained closer
+main,58 pairs vs LoRA,scratch_full__raw,real_lora__raw,MS1 monocyte (IL1R2+),True,0.4046166451994817,0.2059643894111682,1.303535236528828,2.275589533625532,-0.9720542970967039,-1.441552576635392,0.03495522040514784,-1.4916968580704821,-0.09781293896029276,-1.4916968580704821,-0.09781293896029276,-0.8757928674607641,0.4525,2000,n.s.,scratch closer
+main,58 pairs vs LoRA,scratch_full__raw,real_lora__raw,Cycling monocyte (Ye 2026),True,0.08675308999112698,0.08955739400390753,3.4855928780878807,3.4371486381309713,0.048444239956909385,-0.946967464912957,1.0703514066151243,-0.9265794271602291,1.1019047122221546,-0.9265794271602291,1.1019047122221546,0.05517695707430929,0.5065,2000,n.s.,n.s.
+main,58 pairs vs LoRA,scratch_full__raw,real_lora__raw,ISG-high monocyte (positive control),False,0.3063794142699106,0.43596055343120893,1.7017373242487772,1.1939654395903783,0.507771884658399,-0.45499972480338496,1.2615528837427308,-0.3887306243607593,1.2974851557315654,-0.3887306243607593,1.2974851557315654,0.44398058398915125,0.5275,2000,n.s.,n.s.
+main,58 pairs vs LoRA,scratch_full__raw,real_lora__raw,ISG-high T,True,0.16955509875374425,0.37307832659181567,2.5372229898086625,1.4127954270586411,1.1244275627500213,-0.2311471053349451,2.2289746571282327,-0.1795530096218007,2.277090861618176,-0.1795530096218007,2.277090861618176,1.0315702430796223,0.518,2000,n.s.,n.s.
+main,58 pairs vs LoRA,scratch_full__raw,real_lora__raw,DN2 / ABC B,True,0.6336882030608005,0.3506570213062786,0.6528510572516419,1.5018727492507005,-0.8490216919990585,-1.7771690347400295,0.023006929294094997,-1.7771690347400295,0.023006929294094997,-1.7771690347400295,0.023006929294094997,-0.8505541985326174,0.5,2000,n.s.,n.s.
+main,58 pairs vs LoRA,scratch_full__raw,real_lora__raw,HSPC,True,1.3382759622367466,0.5735468409586056,0.43550629912321,0.7600445099945972,-0.3245382108713872,-2.1210792925881425,0.986916513186777,-1.9934992532639355,1.0868020398429699,-1.9934992532639355,1.0868020398429699,-0.41035678735867326,0.523,2000,n.s.,n.s.
+main,58 pairs vs LoRA,scratch_full__raw,real_lora__raw,Cytotoxic CD4 T,True,0.8002029614840337,0.8952312048786762,0.3138473454034077,0.15253516639588288,0.16131217900752481,-0.23230354979720874,0.5375235938367285,-0.18025077671172637,0.6044817069483822,-0.18025077671172637,0.6044817069483822,0.13322451617918066,0.568,2000,n.s.,n.s.
+main,58 pairs vs LoRA,scratch_full__raw,real_lora__raw,Granulocyte-like (LDG),True,0.04309582014624032,0.03825416632609505,4.51657596158784,4.686038540283737,-0.16946257869589676,-1.0183954189978437,0.5074786552816878,-0.9488162006472907,0.5361939724753806,-0.9488162006472907,0.5361939724753806,-0.20337731441176982,0.519,2000,n.s.,n.s.
+main,58 pairs vs LoRA,scratch_full__raw,real_lora__raw,Platelet signal in monocytes (negative control),False,0.39234791520928114,0.5472505552637422,1.3474014714810132,0.8678752138091629,0.4795262576718503,-0.12498663758940733,0.912627418240465,-0.08893939818035604,0.9365797000889436,-0.08893939818035604,0.9365797000889436,0.4462351577645746,0.5225,2000,n.s.,n.s.
+main,58 pairs vs LoRA,scratch_full__raw,real_lora__raw,MEAN13,True,,,1.4121317262911954,1.3929798003418117,0.019151925949383884,-0.3497161225066392,0.2546273435529553,-0.23839251898477945,0.37911577233671034,-0.23839251898477945,0.37911577233671034,-0.03545925756693235,0.6295,2000,n.s.,n.s.
+main,58 pairs vs full FT,scratch_full__raw,real_full__raw,C1Q-high monocyte (reference),True,0.46697322963386023,0.9168073770721404,1.092206566310955,0.12226176886827025,0.9699447974426848,-0.09868473199385874,1.2492042857727352,0.5344096248334103,1.484467354241685,0.5344096248334103,1.484467354241685,0.7541853782387807,0.717,2000,n.s.,pretrained closer
+main,58 pairs vs full FT,scratch_full__raw,real_full__raw,Cycling T/NK,True,0.4159012861180642,1.336003190869205,1.2397290098181035,0.4247630825947707,0.8149659272233328,-0.14237804961215828,1.868799958794884,-0.21337703215255124,1.8277317125057084,-0.21337703215255124,1.8277317125057084,0.8524572925187903,0.475,2000,n.s.,n.s.
+main,58 pairs vs full FT,scratch_full__raw,real_full__raw,Cycling activated T (CD38/HLA-DR),True,0.31498120268484026,0.5783226998371942,1.6518301551840788,0.7820091891728813,0.8698209660111975,0.2387230862423245,1.3948694641077908,0.15652148600684454,1.3720957679847683,0.15652148600684454,1.3720957679847683,0.8686828811840592,0.472,2000,pretrained closer,pretrained closer
+main,58 pairs vs full FT,scratch_full__raw,real_full__raw,Proliferating T (label),True,1.127184984582887,1.8455828362787796,0.17764340189668182,0.8864546803655543,-0.7088112784688725,-1.0306301016947128,-0.09694143142512351,-1.1551117056238511,-0.3158622443442204,-1.1551117056238511,-0.3158622443442204,-0.6228128765136858,0.3825,2000,scratch closer,scratch closer
+main,58 pairs vs full FT,scratch_full__raw,real_full__raw,Plasmablast (label),True,1.2400146784970971,3.2802713878847625,0.313537878375785,1.7143925705123042,-1.4008546921365193,-2.017565762894665,-0.13381039033541087,-2.201097226832301,-0.4164057401174407,-2.201097226832301,-0.4164057401174407,-1.2162602139780974,0.395,2000,scratch closer,scratch closer
+main,58 pairs vs full FT,scratch_full__raw,real_full__raw,Plasmablast (markers),True,0.6420129193391261,1.154474980392157,0.6376336624084676,0.20810743680379404,0.4295262256046736,-0.8657475279772928,1.009683927683646,-0.67824998396635,1.088617546623459,-0.67824998396635,1.088617546623459,0.28794473943737536,0.5535,2000,n.s.,n.s.
+main,58 pairs vs full FT,scratch_full__raw,real_full__raw,MS1 monocyte (IL1R2+),True,0.4046166451994817,0.3610970873786408,1.303535236528828,1.4674284055917057,-0.16389316906287776,-0.8080204962792746,0.8570150050284154,-0.8628680559468853,0.7743489186397251,-0.8628680559468853,0.7743489186397251,-0.06944168183252089,0.456,2000,n.s.,n.s.
+main,58 pairs vs full FT,scratch_full__raw,real_full__raw,Cycling monocyte (Ye 2026),True,0.08675308999112698,0.1139278671116505,3.4855928780878807,3.1003723147829336,0.38522056330494703,-0.4292317666723376,1.2852406747680627,-0.503187903692052,1.2282993578526669,-0.503187903692052,1.2282993578526669,0.4203226160845364,0.4705,2000,n.s.,n.s.
+main,58 pairs vs full FT,scratch_full__raw,real_full__raw,ISG-high monocyte (positive control),False,0.3063794142699106,0.576362156592154,1.7017373242487772,0.79218826656884,0.9095490576799372,-0.3033087096693419,1.7313983058944744,-0.2242692718524672,1.8229717161851466,-0.2242692718524672,1.8229717161851466,0.7808777921130032,0.539,2000,n.s.,n.s.
+main,58 pairs vs full FT,scratch_full__raw,real_full__raw,ISG-high T,True,0.16955509875374425,0.4494649314491809,2.5372229898086625,1.1444682593536046,1.3927547304550578,-0.22266490235817124,2.6639404609201933,-0.17370486327142945,2.7203586182894335,-0.17370486327142945,2.7203586182894335,1.2720077818205389,0.5195,2000,n.s.,n.s.
+main,58 pairs vs full FT,scratch_full__raw,real_full__raw,DN2 / ABC B,True,0.6336882030608005,0.3723257190531011,0.6528510572516419,1.4167819133206936,-0.7639308560690516,-1.3960959826234434,0.008289749140269096,-1.4319128704843718,-0.04734002641690783,-1.4319128704843718,-0.04734002641690783,-0.7228908383858786,0.467,2000,n.s.,scratch closer
+main,58 pairs vs full FT,scratch_full__raw,real_full__raw,HSPC,True,1.3382759622367466,0.7821093285799169,0.43550629912321,0.32438832386007854,0.11111797526313144,-1.0175212392815238,0.9971729320571884,-0.9427295985663501,1.0369504270860779,-0.9427295985663501,1.0369504270860779,0.05287266738981374,0.526,2000,n.s.,n.s.
+main,58 pairs vs full FT,scratch_full__raw,real_full__raw,Cytotoxic CD4 T,True,0.8002029614840337,1.3221656148316063,0.3138473454034077,0.40764138636390274,-0.09379404096049504,-0.6299532177064382,0.4771681280433422,-0.6471862818484886,0.4472706747860232,-0.6471862818484886,0.4472706747860232,-0.08194727973012658,0.4755,2000,n.s.,n.s.
+main,58 pairs vs full FT,scratch_full__raw,real_full__raw,Granulocyte-like (LDG),True,0.04309582014624032,0.04132542740531439,4.51657596158784,4.575306366894658,-0.058730405306818056,-0.6302063444543992,0.503024744268593,-0.6632581832725883,0.455495461667086,-0.6632581832725883,0.455495461667086,-0.05491123292133176,0.473,2000,n.s.,n.s.
+main,58 pairs vs full FT,scratch_full__raw,real_full__raw,Platelet signal in monocytes (negative control),False,0.39234791520928114,0.6993288763423428,1.3474014714810132,0.5145516028310502,0.832849868649963,0.44699518558850565,1.1893657487739446,0.44626316205852845,1.1882434453688366,0.44626316205852845,1.1882434453688366,0.8312549829146557,0.498,2000,pretrained closer,pretrained closer
+main,58 pairs vs full FT,scratch_full__raw,real_full__raw,MEAN13,True,,,1.4121317262911954,1.2749519768065503,0.13717974948464545,-0.13820508343417104,0.406414119140758,-0.12866592123224765,0.4125822905134507,-0.12866592123224765,0.4125822905134507,0.1338622487163272,0.51,2000,n.s.,n.s.
+main,recipes,scratch_recipe__raw,lora_recipe__raw,C1Q-high monocyte (reference),True,0.5324998918978538,0.6257734890436244,0.9028896969074673,0.6714113671465236,0.23147832976094374,-0.6444828041325054,0.7831020209592113,-0.6073466970231051,0.794214422586933,-0.6073466970231051,0.794214422586933,0.18575831349469665,0.5145,2000,n.s.,n.s.
+main,recipes,scratch_recipe__raw,lora_recipe__raw,Cycling T/NK,True,0.4790315538632604,0.9873293455925887,1.0398046975247495,0.008446228641690564,1.0313584688830588,-0.007737800903293942,1.5261565007422315,0.4827278439103896,1.8313136722739047,0.4827278439103896,1.8313136722739047,0.8451743688026268,0.6855,2000,n.s.,pretrained closer
+main,recipes,scratch_recipe__raw,lora_recipe__raw,Cycling activated T (CD38/HLA-DR),True,0.2789361146046564,0.4570400536740662,1.8247797024546708,1.1197004874448984,0.7050792150097724,-0.07540090978841459,1.4965074490393966,-0.12477041035497771,1.4294974184616491,-0.12477041035497771,1.4294974184616491,0.7203297702168359,0.4705,2000,n.s.,n.s.
+main,recipes,scratch_recipe__raw,lora_recipe__raw,Proliferating T (label),True,0.9771784814130091,1.7603168470614865,0.02758776786456594,0.8182810510004336,-0.7906932831358676,-1.0778472033559245,-0.08462973996059603,-1.3173045811071304,-0.48754928864075964,-1.3173045811071304,-0.48754928864075964,-0.6338954461968627,0.265,2000,scratch closer,scratch closer
+main,recipes,scratch_recipe__raw,lora_recipe__raw,Plasmablast (label),True,1.17513018950597,2.2997946653521746,0.23623215220833607,1.202757447657248,-0.966525295448912,-1.5399884127006007,0.3582787412709382,-1.6785458846540275,-0.01786568754639106,-1.6785458846540275,-0.01786568754639106,-0.7302836299854996,0.3635,2000,n.s.,scratch closer
+main,recipes,scratch_recipe__raw,lora_recipe__raw,Plasmablast (markers),True,0.7341320942359123,0.7107369395999605,0.4443984651394955,0.4911000119818695,-0.04670154684237399,-0.8876767403962907,0.3428566825586785,-0.6805165838634882,0.43852544898009865,-0.6805165838634882,0.43852544898009865,-0.1779726419176525,0.611,2000,n.s.,n.s.
+main,recipes,scratch_recipe__raw,lora_recipe__raw,MS1 monocyte (IL1R2+),True,0.4620999194245931,0.30101850212902564,1.1119122181527614,1.7294196028668427,-0.6175073847140813,-1.3786106739282946,0.3991309511710483,-1.438362354842759,0.353988164622771,-1.438362354842759,0.353988164622771,-0.5327111622798896,0.4635,2000,n.s.,n.s.
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+main,recipes,scratch_recipe__raw,lora_recipe__raw,DN2 / ABC B,True,0.4592885537544297,0.2826701429139615,1.1146315416413222,1.8110858367623632,-0.6964542951210411,-1.2062211206138205,-0.07741922116319098,-1.1951912135976595,-0.054564013475608915,-1.1951912135976595,-0.054564013475608915,-0.6967554191655174,0.5135,2000,scratch closer,scratch closer
+main,recipes,scratch_recipe__raw,lora_recipe__raw,HSPC,True,0.9559114015976762,0.7106993464052287,0.04181547840997659,0.4604317262145408,-0.41861624780456425,-1.7336393333007316,0.5314081445933891,-2.280477114998687,0.32664276637422485,-2.280477114998687,0.32664276637422485,-0.34261769932130154,0.3865,2000,n.s.,n.s.
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+main,recipes,scratch_recipe__raw,lora_recipe__raw,Platelet signal in monocytes (negative control),False,0.44562729303989046,0.5447707033729331,1.163690617859984,0.8743663623896047,0.2893242554703792,-0.25081033457283525,0.8483231666360467,-0.2836273801788074,0.8226290529461224,-0.2836273801788074,0.8226290529461224,0.2997307447874111,0.4795,2000,n.s.,n.s.
+main,recipes,scratch_recipe__raw,lora_recipe__raw,MEAN13,True,,,1.3059003116512335,1.3945501888561749,-0.0886498772049411,-0.3788160856925323,0.17775621997033475,-0.3964148220054587,0.16381799816109546,-0.3964148220054587,0.16381799816109546,-0.08320964939291783,0.473,2000,n.s.,n.s.
+reference,zs ref: 5 pairs,scratch_n5__raw,zs__raw,C1Q-high monocyte (reference),True,1.0051456341688145,0.024986006851680568,0.00902100806128997,5.264295752106644,-5.255274744045354,-6.310511570122583,-3.475066504666039,-7.138556179879469,-4.232957477709226,-7.138556179879469,-4.232957477709226,-4.95172025882437,0.327,2000,scratch closer,scratch closer
+reference,zs ref: 5 pairs,scratch_n5__raw,zs__raw,Cycling T/NK,True,0.5082497711353814,2.516671504743862,0.9565251286367816,1.3380396170130107,-0.38151448837622903,-1.641948424198815,1.0075389062494489,-1.7870364073451075,0.8509317581840162,-1.7870364073451075,0.8509317581840162,-0.2974464442021581,0.452,2000,n.s.,n.s.
+reference,zs ref: 5 pairs,scratch_n5__raw,zs__raw,Cycling activated T (CD38/HLA-DR),True,0.40369345204958,0.6459902023478262,1.2979527172913705,0.610712037696286,0.6872406795950845,0.026059099618054263,1.33906909118307,0.03718050906499697,1.3750431592064207,0.03718050906499697,1.3750431592064207,0.6696373696915954,0.514,2000,pretrained closer,pretrained closer
+reference,zs ref: 5 pairs,scratch_n5__raw,zs__raw,Proliferating T (label),True,1.3662885940822904,3.8783220133585097,0.45397195066088286,1.9567743100008108,-1.502802359339928,-2.158737164191941,-0.6052273392829112,-2.153565833951055,-0.5979212204067905,-2.153565833951055,-0.5979212204067905,-1.4721284511363062,0.503,2000,scratch closer,scratch closer
+reference,zs ref: 5 pairs,scratch_n5__raw,zs__raw,Plasmablast (label),True,1.1246644758462045,1.5067620221272868,0.17310417364287203,0.5938917604096052,-0.4207875867667332,-1.22967976154823,0.41354295517162726,-1.2782419632446869,0.3101345330132362,-1.2782419632446869,0.3101345330132362,-0.39167220858093094,0.467,2000,n.s.,n.s.
+reference,zs ref: 5 pairs,scratch_n5__raw,zs__raw,Plasmablast (markers),True,0.3499864638546936,0.7816259482779514,1.5117213374599365,0.35295421492208073,1.1587671225378557,0.08862238441535998,1.5507174251517357,0.4207168399766365,1.696536421648116,0.4207168399766365,1.696536421648116,0.9495670075500648,0.656,2000,pretrained closer,pretrained closer
+reference,zs ref: 5 pairs,scratch_n5__raw,zs__raw,MS1 monocyte (IL1R2+),True,0.09561442013184888,0.08383639960605643,3.3815093752086307,3.571302084898625,-0.1897927096899945,-1.6695840954031131,0.5031359831961522,-1.4882697836709569,0.5538840588085983,-1.4882697836709569,0.5538840588085983,-0.32570225857548313,0.5405,2000,n.s.,n.s.
+reference,zs ref: 5 pairs,scratch_n5__raw,zs__raw,Cycling monocyte (Ye 2026),True,0.06137719802742727,0.09344565062473276,3.9891407305520503,3.3949205632074344,0.5942201673446159,-0.6464648504572216,1.7971758757368592,-0.5891439530061876,1.8495573087950523,-0.5891439530061876,1.8495573087950523,0.545998832090674,0.5225,2000,n.s.,n.s.
+reference,zs ref: 5 pairs,scratch_n5__raw,zs__raw,ISG-high monocyte (positive control),False,0.3247342560721995,2.6266425058067813,1.6199280040111648,1.3933183327637648,0.22660967124739995,-2.0613498087938553,1.7514203152673138,-2.1767399417884583,1.6779296763606735,-2.1767399417884583,1.6779296763606735,0.17344876138134854,0.4765,2000,n.s.,n.s.
+reference,zs ref: 5 pairs,scratch_n5__raw,zs__raw,ISG-high T,True,0.14562499829930584,2.7051499684385774,2.754969621340759,1.4405380384287774,1.3144315829119815,-0.3792681009493812,2.853175655575483,-0.3996154718576998,2.8259178283520323,-0.3996154718576998,2.8259178283520323,1.3272026164292228,0.493,2000,n.s.,n.s.
+reference,zs ref: 5 pairs,scratch_n5__raw,zs__raw,DN2 / ABC B,True,1.6346401785938243,1.2679060676290732,0.7119688249520701,0.34570588068003405,0.3662629442720361,-0.42652348468817064,0.7074185769573208,-0.09535116616356944,0.8364492811300177,-0.09535116616356944,0.8364492811300177,0.23917622392118096,0.6515,2000,n.s.,n.s.
+reference,zs ref: 5 pairs,scratch_n5__raw,zs__raw,HSPC,True,0.4793212885154062,0.8823797553209318,1.0116305970850585,0.15105672097451692,0.8605738761105416,-0.5778549629217309,1.9749365696981902,-0.15006302337733424,2.721127633821799,-0.15006302337733424,2.721127633821799,0.6500437586573087,0.6445,2000,n.s.,n.s.
+reference,zs ref: 5 pairs,scratch_n5__raw,zs__raw,Cytotoxic CD4 T,True,1.515944802909604,0.46721520602117617,0.6030013352018585,1.0624738233875328,-0.4594724881856743,-1.542936447417097,1.1969029966296003,-1.5970734271418914,1.0296525927834121,-1.5970734271418914,1.0296525927834121,-0.34465935006789883,0.471,2000,n.s.,n.s.
+reference,zs ref: 5 pairs,scratch_n5__raw,zs__raw,Granulocyte-like (LDG),True,0.1287207829877513,0.13956527995516477,2.951735320720409,2.8309982697596556,0.12073705096075349,-0.4553476348466619,0.9526460830148397,-0.6122104175971763,0.729343489736695,-0.6122104175971763,0.729343489736695,0.21389312979920527,0.399,2000,n.s.,n.s.
+reference,zs ref: 5 pairs,scratch_n5__raw,zs__raw,Platelet signal in monocytes (negative control),False,0.5983200826787356,0.35974109523337044,0.7401129984448461,1.4731335307526636,-0.7330205323078175,-1.1736695647305462,-0.37842332532655015,-1.1031669631758656,-0.30087610011786436,-1.1031669631758656,-0.30087610011786436,-0.7686174966290403,0.5625,2000,scratch closer,scratch closer
+reference,zs ref: 5 pairs,scratch_n5__raw,zs__raw,MEAN13,True,,,1.5235578554472287,1.7625894671911548,-0.23903161174392654,-0.5149824208963285,0.0050070773684960735,-0.5073594781275004,0.008090462158418502,-0.5073594781275004,0.008090462158418502,-0.24521615640368424,0.5095,2000,n.s.,n.s.
+reference,zs ref: 58 pairs,scratch_full__raw,zs__raw,C1Q-high monocyte (reference),True,0.46697322963386023,0.024986006851680568,1.092206566310955,5.264295752106644,-4.17208918579569,-5.388852906508035,-3.184345065660119,-5.23414998643083,-3.0935083251281354,-5.23414998643083,-3.0935083251281354,-4.231214099819553,0.537,2000,scratch closer,scratch closer
+reference,zs ref: 58 pairs,scratch_full__raw,zs__raw,Cycling T/NK,True,0.4159012861180642,2.516671504743862,1.2397290098181035,1.3380396170130107,-0.09831060719490714,-1.1693733251847964,1.0944158155974884,-1.334588172221734,0.9734570106786008,-1.334588172221734,0.9734570106786008,-0.03195689525789404,0.45,2000,n.s.,n.s.
+reference,zs ref: 58 pairs,scratch_full__raw,zs__raw,Cycling activated T (CD38/HLA-DR),True,0.31498120268484026,0.6459902023478262,1.6518301551840788,0.610712037696286,1.0411181174877928,0.062102770373590056,1.9196944361782495,0.07390395115825454,1.9259045186436763,0.07390395115825454,1.9259045186436763,1.0163554528958276,0.505,2000,pretrained closer,pretrained closer
+reference,zs ref: 58 pairs,scratch_full__raw,zs__raw,Proliferating T (label),True,1.127184984582887,3.8783220133585097,0.17764340189668182,1.9567743100008108,-1.779130908104129,-2.4574992189357867,-0.7855704449532447,-2.619558432917782,-1.0173140730671637,-2.619558432917782,-1.0173140730671637,-1.6695800544540633,0.4095,2000,scratch closer,scratch closer
+reference,zs ref: 58 pairs,scratch_full__raw,zs__raw,Plasmablast (label),True,1.2400146784970971,1.5067620221272868,0.313537878375785,0.5938917604096052,-0.2803538820338202,-0.9563423482607974,0.4385415631226697,-0.9639755118212345,0.43016023080963284,-0.9639755118212345,0.43016023080963284,-0.27427229906941697,0.4955,2000,n.s.,n.s.
+reference,zs ref: 58 pairs,scratch_full__raw,zs__raw,Plasmablast (markers),True,0.6420129193391261,0.7816259482779514,0.6376336624084676,0.35295421492208073,0.2846794474863869,-0.565470355216131,0.6784250825150286,-0.24878548669933076,0.9454930570625032,-0.24878548669933076,0.9454930570625032,0.11466135017661623,0.6785,2000,n.s.,n.s.
+reference,zs ref: 58 pairs,scratch_full__raw,zs__raw,MS1 monocyte (IL1R2+),True,0.4046166451994817,0.08383639960605643,1.303535236528828,3.571302084898625,-2.2677668483697975,-3.6258752798092173,-0.9028575268141015,-3.5986855423086856,-0.8941613526375851,-3.5986855423086856,-0.8941613526375851,-2.274166945875392,0.5035,2000,scratch closer,scratch closer
+reference,zs ref: 58 pairs,scratch_full__raw,zs__raw,Cycling monocyte (Ye 2026),True,0.08675308999112698,0.09344565062473276,3.4855928780878807,3.3949205632074344,0.09067231488044625,-1.2706255348617261,1.1543542330216985,-1.1518426952718155,1.1978596168994393,-1.1518426952718155,1.1978596168994393,0.02586057758051094,0.52,2000,n.s.,n.s.
+reference,zs ref: 58 pairs,scratch_full__raw,zs__raw,ISG-high monocyte (positive control),False,0.3063794142699106,2.6266425058067813,1.7017373242487772,1.3933183327637648,0.3084189914850124,-1.7136261169831928,1.4953153046554273,-1.7563577633085152,1.46770415756168,-1.7563577633085152,1.46770415756168,0.23469559722498007,0.491,2000,n.s.,n.s.
+reference,zs ref: 58 pairs,scratch_full__raw,zs__raw,ISG-high T,True,0.16955509875374425,2.7051499684385774,2.5372229898086625,1.4405380384287774,1.096684951379885,-0.4325658428272975,2.3739874822189337,-0.6171834271243305,2.2819256186078833,-0.6171834271243305,2.2819256186078833,1.11296191651922,0.466,2000,n.s.,n.s.
+reference,zs ref: 58 pairs,scratch_full__raw,zs__raw,DN2 / ABC B,True,0.6336882030608005,1.2679060676290732,0.6528510572516419,0.34570588068003405,0.3071451765716079,-1.0240830803056946,1.172095032804001,-0.8850564617822912,1.2644990229841406,-0.8850564617822912,1.2644990229841406,0.17154903227010773,0.5505,2000,n.s.,n.s.
+reference,zs ref: 58 pairs,scratch_full__raw,zs__raw,HSPC,True,1.3382759622367466,0.8823797553209318,0.43550629912321,0.15105672097451692,0.2844495781486931,-0.8962871301716717,1.0108625623619931,-0.4494490518669984,1.3153071966346521,-0.4494490518669984,1.3153071966346521,0.10310282267225086,0.6545,2000,n.s.,n.s.
+reference,zs ref: 58 pairs,scratch_full__raw,zs__raw,Cytotoxic CD4 T,True,0.8002029614840337,0.46721520602117617,0.3138473454034077,1.0624738233875328,-0.7486264779841252,-1.580550144510306,0.0919568430215901,-1.6823269172897672,-0.0043456993269225435,-1.6823269172897672,-0.0043456993269225435,-0.7078671562127812,0.4505,2000,n.s.,scratch closer
+reference,zs ref: 58 pairs,scratch_full__raw,zs__raw,Granulocyte-like (LDG),True,0.04309582014624032,0.13956527995516477,4.51657596158784,2.8309982697596556,1.6855776918281844,1.0372647177023973,2.5564755342383774,0.9170566869854405,2.398034051272798,0.9170566869854405,2.398034051272798,1.7687113961167216,0.421,2000,pretrained closer,pretrained closer
+reference,zs ref: 58 pairs,scratch_full__raw,zs__raw,Platelet signal in monocytes (negative control),False,0.39234791520928114,0.35974109523337044,1.3474014714810132,1.4731335307526636,-0.12573205927165043,-0.6562227633156449,0.3316278039057193,-0.5988555136496237,0.3708479486320428,-0.5988555136496237,0.3708479486320428,-0.14912166942473493,0.538,2000,n.s.,n.s.
+reference,zs ref: 58 pairs,scratch_full__raw,zs__raw,MEAN13,True,,,1.4121317262911954,1.7625894671911548,-0.3504577408999594,-0.6603229818164712,-0.12844372516156985,-0.6188296277373491,-0.10131015596121877,-0.6188296277373491,-0.10131015596121877,-0.37506576172752654,0.5515,2000,scratch closer,scratch closer
+reference,zs ref: recipes,scratch_recipe__raw,zs__raw,C1Q-high monocyte (reference),True,0.5324998918978538,0.024986006851680568,0.9028896969074673,5.264295752106644,-4.361406055199177,-5.587016847941273,-3.564586731594687,-5.516041450441582,-3.5177287497832745,-5.516041450441582,-3.5177287497832745,-4.442191847618133,0.525,2000,scratch closer,scratch closer
+reference,zs ref: recipes,scratch_recipe__raw,zs__raw,Cycling T/NK,True,0.4790315538632604,2.516671504743862,1.0398046975247495,1.3380396170130107,-0.2982349194882612,-1.3369141755246827,0.8645088446853028,-1.5639953861083493,0.699805459196337,-1.5639953861083493,0.699805459196337,-0.22886637992390968,0.4475,2000,n.s.,n.s.
+reference,zs ref: recipes,scratch_recipe__raw,zs__raw,Cycling activated T (CD38/HLA-DR),True,0.2789361146046564,0.6459902023478262,1.8247797024546708,0.610712037696286,1.2140676647583848,0.207049346778857,2.213198399446233,0.2672903747353911,2.239554350397512,0.2672903747353911,2.239554350397512,1.2079311314719443,0.5145,2000,pretrained closer,pretrained closer
+reference,zs ref: recipes,scratch_recipe__raw,zs__raw,Proliferating T (label),True,0.9771784814130091,3.8783220133585097,0.02758776786456594,1.9567743100008108,-1.9291865421362449,-2.5234695214903105,-0.8456550442826185,-2.725303508607825,-1.2339554230194698,-2.725303508607825,-1.2339554230194698,-1.747458366142667,0.349,2000,scratch closer,scratch closer
+reference,zs ref: recipes,scratch_recipe__raw,zs__raw,Plasmablast (label),True,1.17513018950597,1.5067620221272868,0.23623215220833607,0.5938917604096052,-0.3576596082012692,-1.0235571423475254,0.5041867550169095,-1.0918272253835162,0.3955989486087795,-1.0918272253835162,0.3955989486087795,-0.29628904157221,0.4495,2000,n.s.,n.s.
+reference,zs ref: recipes,scratch_recipe__raw,zs__raw,Plasmablast (markers),True,0.7341320942359123,0.7816259482779514,0.4443984651394955,0.35295421492208073,0.09144425021741476,-0.7818050288455137,0.4295894739256253,-0.436432286818932,0.563909785518649,-0.436432286818932,0.563909785518649,-0.08346819071756734,0.673,2000,n.s.,n.s.
+reference,zs ref: recipes,scratch_recipe__raw,zs__raw,MS1 monocyte (IL1R2+),True,0.4620999194245931,0.08383639960605643,1.1119122181527614,3.571302084898625,-2.459389866745864,-3.8275881621233157,-1.0035130655838087,-3.8275881621233157,-1.0035130655838087,-3.8275881621233157,-1.0035130655838087,-2.450390630345938,0.5,2000,scratch closer,scratch closer
+reference,zs ref: recipes,scratch_recipe__raw,zs__raw,Cycling monocyte (Ye 2026),True,0.08694635964093152,0.09344565062473276,3.4769028014177517,3.3949205632074344,0.08198223821031725,-1.139658026795916,0.9393233533847734,-1.0472834540546059,0.991696564374488,-1.0472834540546059,0.991696564374488,-0.005313435751269996,0.5315,2000,n.s.,n.s.
+reference,zs ref: recipes,scratch_recipe__raw,zs__raw,ISG-high monocyte (positive control),False,0.26335511798906963,2.6266425058067813,1.9184559542969353,1.3933183327637648,0.5251376215331705,-1.791319154507202,2.016455692687122,-1.9922636780494478,1.9332695222208813,-1.9922636780494478,1.9332695222208813,0.48304948067650216,0.4725,2000,n.s.,n.s.
+reference,zs ref: recipes,scratch_recipe__raw,zs__raw,ISG-high T,True,0.18351157692603404,2.7051499684385774,2.424623288254455,1.4405380384287774,0.9840852498256776,-0.5006235922137228,2.3141881752800812,-0.5883652854941581,2.2652314566136993,-0.5883652854941581,2.2652314566136993,0.9778833172717082,0.487,2000,n.s.,n.s.
+reference,zs ref: recipes,scratch_recipe__raw,zs__raw,DN2 / ABC B,True,0.4592885537544297,1.2679060676290732,1.1146315416413222,0.34570588068003405,0.7689256609612881,-0.7707344113178834,1.6097369148007865,-0.6264072064642712,1.7130325248275673,-0.6264072064642712,1.7130325248275673,0.6008929889602658,0.547,2000,n.s.,n.s.
+reference,zs ref: recipes,scratch_recipe__raw,zs__raw,HSPC,True,0.9559114015976762,0.8823797553209318,0.04181547840997659,0.15105672097451692,-0.10924124256454032,-0.9079121270161741,0.5488761415591559,-1.0602482773421569,0.4700718704285357,-1.0602482773421569,0.4700718704285357,-0.09960837649712366,0.439,2000,n.s.,n.s.
+reference,zs ref: recipes,scratch_recipe__raw,zs__raw,Cytotoxic CD4 T,True,1.1875538020086083,0.46721520602117617,0.25260408868501844,1.0624738233875328,-0.8098697347025143,-1.719919681204133,0.4122178416385448,-1.818599406223932,0.2293895197418723,-1.818599406223932,0.2293895197418723,-0.7229304668948358,0.456,2000,n.s.,n.s.
+reference,zs ref: recipes,scratch_recipe__raw,zs__raw,Granulocyte-like (LDG),True,0.05857322880866494,0.13956527995516477,4.078522152805467,2.8309982697596556,1.2475238830458117,0.5595230688677877,2.1009309171461545,0.40505149023511405,1.9468538499791097,0.40505149023511405,1.9468538499791097,1.3299020798016772,0.4225,2000,pretrained closer,pretrained closer
+reference,zs ref: recipes,scratch_recipe__raw,zs__raw,Platelet signal in monocytes (negative control),False,0.44562729303989046,0.35974109523337044,1.163690617859984,1.4731335307526636,-0.30944291289267967,-0.9432987272360522,0.284428167553096,-0.9303689156867887,0.2877783756342141,-0.9303689156867887,0.2877783756342141,-0.31494953186514457,0.5035,2000,n.s.,n.s.
+reference,zs ref: recipes,scratch_recipe__raw,zs__raw,MEAN13,True,,,1.3059003116512335,1.7625894671911548,-0.4566891555399213,-0.7293302355410954,-0.23849045111631267,-0.7476006685633257,-0.2505333779235612,-0.7476006685633257,-0.2505333779235612,-0.4584544013813892,0.473,2000,scratch closer,scratch closer

paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/verify_recompute_within_contrast_counts.csv

@@ -0,0 +1,9 @@
+arm,flat,kept,reversed_strong,reversed_weak,n
+zs__raw,0,21,1,3,25
+lora_n5__raw,0,23,2,0,25
+scratch_n5__raw,1,17,3,4,25
+real_lora__raw,0,20,0,5,25
+real_full__raw,0,20,0,5,25
+scratch_full__raw,0,19,0,6,25
+lora_recipe__raw,0,23,0,2,25
+scratch_recipe__raw,0,16,0,9,25

paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/verify_recompute_within_contrasts.csv

@@ -0,0 +1,361 @@
+arm,state,contrast,n_a,n_b,obs_diff,gen_diff,eligible,min_abs_obs_diff,obs_sign,kept,loss_type,gen_over_obs_diff
+zs__raw,C1Q-high monocyte (reference),adult sepsis vs adult HC,9,2,4.276060882946521,0.10972386455777829,True,4.624190267718834,1.0,True,kept,0.025660033278611893
+zs__raw,C1Q-high monocyte (reference),paediatric sepsis vs paediatric HC,3,1,8.399192490605433,0.08635578583765112,True,9.01996194833378,1.0,True,kept,0.010281439070986977
+zs__raw,C1Q-high monocyte (reference),all sepsis vs all controls,12,5,5.370945335680511,0.011724282840666372,True,5.7663825593883855,1.0,True,kept,0.002182908614388435
+zs__raw,Cycling T/NK,adult sepsis vs adult HC,9,2,0.1438951733669122,0.38433209723033307,False,0.14508348582176506,1.0,True,kept,2.6709172256274427
+zs__raw,Cycling T/NK,paediatric sepsis vs paediatric HC,3,1,0.17490783674668123,0.8179069872466934,False,0.2046612128146713,1.0,True,kept,4.67621692921208
+zs__raw,Cycling T/NK,all sepsis vs all controls,12,5,0.15787003931581567,0.4653521323141081,False,0.13975012690423605,1.0,True,kept,2.9476912423083714
+zs__raw,Cycling activated T (CD38/HLA-DR),adult sepsis vs adult HC,9,2,0.2058388803918536,0.3555034324742354,False,0.03024964168266342,1.0,True,kept,1.7270956380906597
+zs__raw,Cycling activated T (CD38/HLA-DR),paediatric sepsis vs paediatric HC,3,1,0.31449179375112585,0.6067194397651688,False,0.19080241194747027,1.0,True,kept,1.9292059501091412
+zs__raw,Cycling activated T (CD38/HLA-DR),all sepsis vs all controls,12,5,0.3234088457052525,0.4032214346262101,False,0.3218838308472096,1.0,True,kept,1.2467854234070546
+zs__raw,Proliferating T (label),adult sepsis vs adult HC,9,2,-0.5088118686492611,2.9251174850322874,True,0.5088118686492611,-1.0,False,reversed_strong,-5.748917557284138
+zs__raw,Proliferating T (label),paediatric sepsis vs paediatric HC,3,1,0.29157305456183036,4.362209127727407,False,0.29157305456183036,1.0,True,kept,14.960947383436512
+zs__raw,Proliferating T (label),all sepsis vs all controls,12,5,-0.02070309219468469,3.03662138949861,False,0.02070309219468469,-1.0,False,reversed_strong,-146.67477500188267
+zs__raw,Plasmablast (label),adult sepsis vs adult HC,9,2,0.5740491259895562,0.6481481481481481,True,0.5740491259895562,1.0,True,kept,1.1290813256284622
+zs__raw,Plasmablast (label),paediatric sepsis vs paediatric HC,3,1,0.7582490640969721,2.422222222222222,True,0.7582490640969721,1.0,True,kept,3.1944941799657074
+zs__raw,Plasmablast (label),all sepsis vs all controls,12,5,0.5634910591100524,1.0100000000000002,True,0.5634910591100524,1.0,True,kept,1.792397561010356
+zs__raw,Plasmablast (markers),adult sepsis vs adult HC,9,2,0.6152296922736753,0.6814814814814815,True,0.6366074122109222,1.0,True,kept,1.1076862674864774
+zs__raw,Plasmablast (markers),paediatric sepsis vs paediatric HC,3,1,0.891776008788554,2.2222222222222223,True,1.2018554367570173,1.0,True,kept,2.491906263817337
+zs__raw,Plasmablast (markers),all sepsis vs all controls,12,5,0.653321498966696,0.9833333333333335,True,0.8621475829142105,1.0,True,kept,1.5051293044673866
+zs__raw,MS1 monocyte (IL1R2+),adult sepsis vs adult HC,9,2,23.820320743644707,1.348318979614286,True,30.252469541186553,1.0,True,kept,0.05660372898102219
+zs__raw,MS1 monocyte (IL1R2+),paediatric sepsis vs paediatric HC,3,1,31.17260391180388,1.670009471279737,True,37.56930287384914,1.0,True,kept,0.05357298594639917
+zs__raw,MS1 monocyte (IL1R2+),all sepsis vs all controls,12,5,25.60541962341093,1.3960680825809213,True,31.987663455361794,1.0,True,kept,0.054522366870508224
+zs__raw,Cycling monocyte (Ye 2026),adult sepsis vs adult HC,9,2,2.810096066975927,-0.032846230855452296,True,4.358788991998614,1.0,False,reversed_weak,-0.011688650520335991
+zs__raw,Cycling monocyte (Ye 2026),paediatric sepsis vs paediatric HC,3,1,7.867454763226328,0.6044905008635578,True,10.10349110468969,1.0,True,kept,0.0768343154242256
+zs__raw,Cycling monocyte (Ye 2026),all sepsis vs all controls,12,5,3.7995773214453705,0.22461879319579556,True,5.274053384832444,1.0,True,kept,0.05911678436651735
+zs__raw,ISG-high monocyte (positive control),adult sepsis vs adult HC,9,2,1.8117381698539106,9.443101537315531,,,,True,kept,5.212177838079646
+zs__raw,ISG-high monocyte (positive control),paediatric sepsis vs paediatric HC,3,1,8.142922313556813,9.756098880260721,,,,True,kept,1.1981078173886293
+zs__raw,ISG-high monocyte (positive control),all sepsis vs all controls,12,5,4.932815633999692,8.037221781434473,,,,True,kept,1.62933755846002
+zs__raw,ISG-high T,adult sepsis vs adult HC,9,2,-0.04618419742329116,1.2558791406048482,False,0.4459470789413076,1.0,False,reversed_strong,-27.192832411795806
+zs__raw,ISG-high T,paediatric sepsis vs paediatric HC,3,1,0.40382769941220165,0.05343137222422312,True,1.336497901642753,1.0,True,kept,0.13231230126609955
+zs__raw,ISG-high T,all sepsis vs all controls,12,5,0.24090276094205865,0.24767612425318342,True,1.1600267418694281,1.0,True,kept,1.0281165864792803
+zs__raw,DN2 / ABC B,adult sepsis vs adult HC,9,2,-2.1754699498999814,0.4064388319044383,True,2.859719600992,-1.0,False,reversed_weak,-0.18682806072459174
+zs__raw,DN2 / ABC B,paediatric sepsis vs paediatric HC,3,1,4.43406640608162,0.6308694120969989,True,5.031013533574927,1.0,True,kept,0.142277844831489
+zs__raw,DN2 / ABC B,all sepsis vs all controls,12,5,-0.011690962229468305,0.11189913964592169,False,0.24239892715704414,-1.0,False,reversed_weak,-9.571422561255744
+zs__raw,HSPC,adult sepsis vs adult HC,9,2,-0.030889264668384542,0.07777777777777778,False,0.03828238475701211,-1.0,False,reversed_weak,-2.5179549792709723
+zs__raw,HSPC,paediatric sepsis vs paediatric HC,3,1,0.0874031095253155,0.022222222222222223,False,0.0874031095253155,1.0,True,kept,0.25424978977190466
+zs__raw,HSPC,all sepsis vs all controls,12,5,0.0032510957400729984,0.03555555555555556,False,0.006412849901588025,-1.0,True,kept,10.9364836960345
+zs__raw,Cytotoxic CD4 T,adult sepsis vs adult HC,9,2,-2.342748051507301,-0.7717893849621273,True,3.0496548209163503,-1.0,True,kept,0.3294376381897173
+zs__raw,Cytotoxic CD4 T,paediatric sepsis vs paediatric HC,3,1,0.22362255335907968,0.10224948875255624,False,0.22362255335907968,1.0,True,kept,0.45724139724122614
+zs__raw,Cytotoxic CD4 T,all sepsis vs all controls,12,5,-0.5208595912603435,-0.32542097814410953,True,0.8519177539185641,-1.0,True,kept,0.6247767797779746
+zs__raw,Granulocyte-like (LDG),adult sepsis vs adult HC,9,2,3.2592418873875095,0.05185185185185187,True,3.6999283284419806,1.0,True,kept,0.01590917570509455
+zs__raw,Granulocyte-like (LDG),paediatric sepsis vs paediatric HC,3,1,1.6633778025312644,0.11111111111111112,True,3.1271940079296017,1.0,True,kept,0.06679848134442247
+zs__raw,Granulocyte-like (LDG),all sepsis vs all controls,12,5,2.7577868519954656,-0.026666666666666672,True,3.3200407039391204,1.0,False,reversed_weak,-0.009669589456259587
+zs__raw,Platelet signal in monocytes (negative control),adult sepsis vs adult HC,9,2,2.1784072973101942,1.7756678322534694,,,,True,kept,0.815122054744303
+zs__raw,Platelet signal in monocytes (negative control),paediatric sepsis vs paediatric HC,3,1,6.485093383119645,1.597605015545554,,,,True,kept,0.2463503485861954
+zs__raw,Platelet signal in monocytes (negative control),all sepsis vs all controls,12,5,2.7529814379274793,1.0624983804261552,,,,True,kept,0.38594462199717317
+lora_n5__raw,C1Q-high monocyte (reference),adult sepsis vs adult HC,9,2,4.715573896039681,-0.7223694214816145,True,4.624190267718834,1.0,False,reversed_strong,-0.15318801855449407
+lora_n5__raw,C1Q-high monocyte (reference),paediatric sepsis vs paediatric HC,3,1,9.480948542306855,3.95486619086493,True,9.01996194833378,1.0,True,kept,0.4171382402527683
+lora_n5__raw,C1Q-high monocyte (reference),all sepsis vs all controls,12,5,5.966295747721721,1.1057377547661682,True,5.7663825593883855,1.0,True,kept,0.18533069789381515
+lora_n5__raw,Cycling T/NK,adult sepsis vs adult HC,9,2,0.1633988208747068,0.40466895596911867,False,0.14508348582176506,1.0,True,kept,2.4765720695097078
+lora_n5__raw,Cycling T/NK,paediatric sepsis vs paediatric HC,3,1,0.23546670925385782,0.4352820542857443,False,0.2046612128146713,1.0,True,kept,1.8485927614356072
+lora_n5__raw,Cycling T/NK,all sepsis vs all controls,12,5,0.15831231459580364,0.3330208334028,False,0.13975012690423605,1.0,True,kept,2.1035687227052096
+lora_n5__raw,Cycling activated T (CD38/HLA-DR),adult sepsis vs adult HC,9,2,0.04694054127410574,0.5020488334438216,False,0.03024964168266342,1.0,True,kept,10.695420628239997
+lora_n5__raw,Cycling activated T (CD38/HLA-DR),paediatric sepsis vs paediatric HC,3,1,0.24459054274501457,0.5707924778551466,False,0.19080241194747027,1.0,True,kept,2.3336653635467717
+lora_n5__raw,Cycling activated T (CD38/HLA-DR),all sepsis vs all controls,12,5,0.3395363720626423,0.35605454005636644,False,0.3218838308472096,1.0,True,kept,1.0486491856332747
+lora_n5__raw,Proliferating T (label),adult sepsis vs adult HC,9,2,-0.5088118686492611,0.6309474136368451,True,0.5088118686492611,-1.0,False,reversed_strong,-1.2400406761576068
+lora_n5__raw,Proliferating T (label),paediatric sepsis vs paediatric HC,3,1,0.29157305456183036,0.8857334495818008,False,0.29157305456183036,1.0,True,kept,3.037775390160321
+lora_n5__raw,Proliferating T (label),all sepsis vs all controls,12,5,-0.02070309219468469,0.5551944415848009,False,0.02070309219468469,-1.0,False,reversed_strong,-26.816981558307578
+lora_n5__raw,Plasmablast (label),adult sepsis vs adult HC,9,2,0.5740491259895562,0.9037037037037037,True,0.5740491259895562,1.0,True,kept,1.5742619625905414
+lora_n5__raw,Plasmablast (label),paediatric sepsis vs paediatric HC,3,1,0.7582490640969721,1.6222222222222225,True,0.7582490640969721,1.0,True,kept,2.1394318819953826
+lora_n5__raw,Plasmablast (label),all sepsis vs all controls,12,5,0.5634910591100524,0.9533333333333334,True,0.5634910591100524,1.0,True,kept,1.691834001481722
+lora_n5__raw,Plasmablast (markers),adult sepsis vs adult HC,9,2,0.6913637797713146,1.1407407407407408,True,0.6366074122109222,1.0,True,kept,1.6499862649994026
+lora_n5__raw,Plasmablast (markers),paediatric sepsis vs paediatric HC,3,1,1.5050099445385818,1.8000000000000003,True,1.2018554367570173,1.0,True,kept,1.1960053862314237
+lora_n5__raw,Plasmablast (markers),all sepsis vs all controls,12,5,0.9948492508518445,1.1455555555555557,True,0.8621475829142105,1.0,True,kept,1.1514865740459352
+lora_n5__raw,MS1 monocyte (IL1R2+),adult sepsis vs adult HC,9,2,33.531819926700265,3.5220653487478764,True,30.252469541186553,1.0,True,kept,0.10503651028924242
+lora_n5__raw,MS1 monocyte (IL1R2+),paediatric sepsis vs paediatric HC,3,1,40.50224183733485,5.144391418158556,True,37.56930287384914,1.0,True,kept,0.1270149795366752
+lora_n5__raw,MS1 monocyte (IL1R2+),all sepsis vs all controls,12,5,35.08500483878219,3.6082325851565704,True,31.987663455361794,1.0,True,kept,0.10284258479474712
+lora_n5__raw,Cycling monocyte (Ye 2026),adult sepsis vs adult HC,9,2,5.222755615482493,0.16427151551469327,True,4.358788991998614,1.0,True,kept,0.03145303506595673
+lora_n5__raw,Cycling monocyte (Ye 2026),paediatric sepsis vs paediatric HC,3,1,11.331226610494712,1.5096002347701265,True,10.10349110468969,1.0,True,kept,0.13322478551192074
+lora_n5__raw,Cycling monocyte (Ye 2026),all sepsis vs all controls,12,5,6.134825924107242,0.4173180071061471,True,5.274053384832444,1.0,True,kept,0.06802442518642067
+lora_n5__raw,ISG-high monocyte (positive control),adult sepsis vs adult HC,9,2,-8.562608877084871,5.712331956925833,,,,False,reversed_strong,-0.6671251763248339
+lora_n5__raw,ISG-high monocyte (positive control),paediatric sepsis vs paediatric HC,3,1,17.88322166919658,1.5095793492347027,,,,True,kept,0.08441316543287707
+lora_n5__raw,ISG-high monocyte (positive control),all sepsis vs all controls,12,5,1.881905279379918,3.9177109349760775,,,,True,kept,2.0817790235792053
+lora_n5__raw,ISG-high T,adult sepsis vs adult HC,9,2,0.4526079476226159,0.8908009621426299,False,0.4459470789413076,1.0,True,kept,1.9681513919976035
+lora_n5__raw,ISG-high T,paediatric sepsis vs paediatric HC,3,1,1.7015856254311426,0.30824606412359284,True,1.336497901642753,1.0,True,kept,0.18115224971149507
+lora_n5__raw,ISG-high T,all sepsis vs all controls,12,5,1.366251710065567,0.6634134062977118,True,1.1600267418694281,1.0,True,kept,0.4855718762583466
+lora_n5__raw,DN2 / ABC B,adult sepsis vs adult HC,9,2,-3.163704148200882,-0.6940432549463429,True,2.859719600992,-1.0,True,kept,0.2193767882312977
+lora_n5__raw,DN2 / ABC B,paediatric sepsis vs paediatric HC,3,1,5.321056953166782,1.9078994286497835,True,5.031013533574927,1.0,True,kept,0.35855647579834926
+lora_n5__raw,DN2 / ABC B,all sepsis vs all controls,12,5,-0.4100989111231561,1.3034650888354502,False,0.24239892715704414,-1.0,False,reversed_strong,-3.1784163612275695
+lora_n5__raw,HSPC,adult sepsis vs adult HC,9,2,-0.046869385533229085,0.1703703703703704,False,0.03828238475701211,-1.0,False,reversed_weak,-3.635003284811203
+lora_n5__raw,HSPC,paediatric sepsis vs paediatric HC,3,1,0.10468761699911051,0.022222222222222223,False,0.0874031095253155,1.0,True,kept,0.2122717362303799
+lora_n5__raw,HSPC,all sepsis vs all controls,12,5,-0.009880556880348307,0.10666666666666666,False,0.006412849901588025,-1.0,False,reversed_weak,-10.795612834213701
+lora_n5__raw,Cytotoxic CD4 T,adult sepsis vs adult HC,9,2,-3.1106666437074013,-3.9567767701670427,True,3.0496548209163503,-1.0,True,kept,1.2720028287734546
+lora_n5__raw,Cytotoxic CD4 T,paediatric sepsis vs paediatric HC,3,1,0.22362255335907968,0.2063064049231058,False,0.22362255335907968,1.0,True,kept,0.9225652861222426
+lora_n5__raw,Cytotoxic CD4 T,all sepsis vs all controls,12,5,-0.8748157457669141,-1.2754335339028118,True,0.8519177539185641,-1.0,True,kept,1.457945333145202
+lora_n5__raw,Granulocyte-like (LDG),adult sepsis vs adult HC,9,2,3.760942459845782,0.06296296296296294,True,3.6999283284419806,1.0,True,kept,0.016741272602597793
+lora_n5__raw,Granulocyte-like (LDG),paediatric sepsis vs paediatric HC,3,1,3.7127097855629048,0.13333333333333333,True,3.1271940079296017,1.0,True,kept,0.035912673231774814
+lora_n5__raw,Granulocyte-like (LDG),all sepsis vs all controls,12,5,3.4343706226313433,0.032222222222222235,True,3.3200407039391204,1.0,True,kept,0.009382278665525691
+lora_n5__raw,Platelet signal in monocytes (negative control),adult sepsis vs adult HC,9,2,-0.24370249479202855,9.83592766387684,,,,False,reversed_strong,-40.36038971316501
+lora_n5__raw,Platelet signal in monocytes (negative control),paediatric sepsis vs paediatric HC,3,1,12.09844975079112,8.161551750624914,,,,True,kept,0.6745948380775999
+lora_n5__raw,Platelet signal in monocytes (negative control),all sepsis vs all controls,12,5,0.26424593692304654,6.328881845910033,,,,True,kept,23.950725296310324
+scratch_n5__raw,C1Q-high monocyte (reference),adult sepsis vs adult HC,9,2,4.713627648496958,0.2055581115048124,True,4.624190267718834,1.0,True,kept,0.04360932318664565
+scratch_n5__raw,C1Q-high monocyte (reference),paediatric sepsis vs paediatric HC,3,1,9.585906954123178,2.3520582230733957,True,9.01996194833378,1.0,True,kept,0.245366268870543
+scratch_n5__raw,C1Q-high monocyte (reference),all sepsis vs all controls,12,5,5.964655088524543,-0.009567184117558192,True,5.7663825593883855,1.0,False,reversed_weak,-0.0016039794381345854
+scratch_n5__raw,Cycling T/NK,adult sepsis vs adult HC,9,2,0.1633988208747068,-0.10161000486206156,False,0.14508348582176506,1.0,False,reversed_weak,-0.6218527423767365
+scratch_n5__raw,Cycling T/NK,paediatric sepsis vs paediatric HC,3,1,0.23546670925385782,0.3097066717024053,False,0.2046612128146713,1.0,True,kept,1.3152885717212321
+scratch_n5__raw,Cycling T/NK,all sepsis vs all controls,12,5,0.15831231459580364,0.044709410187648124,False,0.13975012690423605,1.0,True,kept,0.28241271250311967
+scratch_n5__raw,Cycling activated T (CD38/HLA-DR),adult sepsis vs adult HC,9,2,0.04694054127410574,0.026671734002621628,False,0.03024964168266342,1.0,True,kept,0.5682025234194479
+scratch_n5__raw,Cycling activated T (CD38/HLA-DR),paediatric sepsis vs paediatric HC,3,1,0.24459054274501457,0.31241474620494236,False,0.19080241194747027,1.0,True,kept,1.2772969171201132
+scratch_n5__raw,Cycling activated T (CD38/HLA-DR),all sepsis vs all controls,12,5,0.3395363720626423,0.09075981165467539,False,0.3218838308472096,1.0,True,kept,0.26730512287482056
+scratch_n5__raw,Proliferating T (label),adult sepsis vs adult HC,9,2,-0.5088118686492611,-0.34859593784717324,True,0.5088118686492611,-1.0,True,kept,0.6851175440788914
+scratch_n5__raw,Proliferating T (label),paediatric sepsis vs paediatric HC,3,1,0.29157305456183036,0.4407155868034055,False,0.29157305456183036,1.0,True,kept,1.5115099969223948
+scratch_n5__raw,Proliferating T (label),all sepsis vs all controls,12,5,-0.02070309219468469,-0.43051716665630135,False,0.02070309219468469,-1.0,True,kept,20.794824396658594
+scratch_n5__raw,Plasmablast (label),adult sepsis vs adult HC,9,2,0.5740491259895562,-0.014814814814814725,True,0.5740491259895562,1.0,False,reversed_weak,-0.025807573157221837
+scratch_n5__raw,Plasmablast (label),paediatric sepsis vs paediatric HC,3,1,0.7582490640969721,0.5555555555555556,True,0.7582490640969721,1.0,True,kept,0.7326821513682816
+scratch_n5__raw,Plasmablast (label),all sepsis vs all controls,12,5,0.5634910591100524,0.16777777777777791,True,0.5634910591100524,1.0,True,kept,0.2977470095847788
+scratch_n5__raw,Plasmablast (markers),adult sepsis vs adult HC,9,2,0.6913637797713146,0.06666666666666665,True,0.6366074122109222,1.0,True,kept,0.09642776873373128
+scratch_n5__raw,Plasmablast (markers),paediatric sepsis vs paediatric HC,3,1,1.5050099445385818,0.4666666666666667,True,1.2018554367570173,1.0,True,kept,0.3100754705044432
+scratch_n5__raw,Plasmablast (markers),all sepsis vs all controls,12,5,0.9948492508518445,0.1499999999999998,True,0.8621475829142105,1.0,True,kept,0.1507766125084394
+scratch_n5__raw,MS1 monocyte (IL1R2+),adult sepsis vs adult HC,9,2,32.50386738011677,1.5002479371846578,True,30.252469541186553,1.0,True,kept,0.046155982598624176
+scratch_n5__raw,MS1 monocyte (IL1R2+),paediatric sepsis vs paediatric HC,3,1,39.64585234518889,3.738000273576541,True,37.56930287384914,1.0,True,kept,0.09428477513941393
+scratch_n5__raw,MS1 monocyte (IL1R2+),all sepsis vs all controls,12,5,34.09475090366733,1.7853759377982144,True,31.987663455361794,1.0,True,kept,0.05236512631644345
+scratch_n5__raw,Cycling monocyte (Ye 2026),adult sepsis vs adult HC,9,2,4.684089096470446,0.19321569069504166,True,4.358788991998614,1.0,True,kept,0.04124936283569702
+scratch_n5__raw,Cycling monocyte (Ye 2026),paediatric sepsis vs paediatric HC,3,1,10.754501604595287,0.0,True,10.10349110468969,1.0,False,flat,0.0
+scratch_n5__raw,Cycling monocyte (Ye 2026),all sepsis vs all controls,12,5,5.614054769933272,-0.04954193222090464,True,5.274053384832444,1.0,False,reversed_weak,-0.008824625738642997
+scratch_n5__raw,ISG-high monocyte (positive control),adult sepsis vs adult HC,9,2,-6.853831828065044,3.000232617946978,,,,False,reversed_strong,-0.4377452924452621
+scratch_n5__raw,ISG-high monocyte (positive control),paediatric sepsis vs paediatric HC,3,1,15.805772116152841,4.26483060640727,,,,True,kept,0.2698274133693722
+scratch_n5__raw,ISG-high monocyte (positive control),all sepsis vs all controls,12,5,2.2615841088446604,3.2728650993939468,,,,True,kept,1.44715603836901
+scratch_n5__raw,ISG-high T,adult sepsis vs adult HC,9,2,0.4526079476226159,-0.12393317863385768,False,0.4459470789413076,1.0,False,reversed_weak,-0.2738201555779861
+scratch_n5__raw,ISG-high T,paediatric sepsis vs paediatric HC,3,1,1.7015856254311426,0.31456984246169734,True,1.336497901642753,1.0,True,kept,0.1848686529553825
+scratch_n5__raw,ISG-high T,all sepsis vs all controls,12,5,1.366251710065567,-0.03319857549583932,True,1.1600267418694281,1.0,False,reversed_weak,-0.024299018439469043
+scratch_n5__raw,DN2 / ABC B,adult sepsis vs adult HC,9,2,-3.163704148200882,4.739600797578298,True,2.859719600992,-1.0,False,reversed_strong,-1.498117578495318
+scratch_n5__raw,DN2 / ABC B,paediatric sepsis vs paediatric HC,3,1,5.321056953166782,3.0953658972982643,True,5.031013533574927,1.0,True,kept,0.5817201214988093
+scratch_n5__raw,DN2 / ABC B,all sepsis vs all controls,12,5,-0.4100989111231561,3.6784635020253695,False,0.24239892715704414,-1.0,False,reversed_strong,-8.969698290470946
+scratch_n5__raw,HSPC,adult sepsis vs adult HC,9,2,-0.046869385533229085,-0.037037037037037035,False,0.03828238475701211,-1.0,True,kept,0.7902181053937396
+scratch_n5__raw,HSPC,paediatric sepsis vs paediatric HC,3,1,0.10468761699911051,0.06666666666666667,False,0.0874031095253155,1.0,True,kept,0.6368152086911397
+scratch_n5__raw,HSPC,all sepsis vs all controls,12,5,-0.009880556880348307,-0.04111111111111111,False,0.006412849901588025,-1.0,True,kept,4.160809113186531
+scratch_n5__raw,Cytotoxic CD4 T,adult sepsis vs adult HC,9,2,-3.1106666437074013,1.696692324257283,True,3.0496548209163503,-1.0,False,reversed_strong,-0.545443314438575
+scratch_n5__raw,Cytotoxic CD4 T,paediatric sepsis vs paediatric HC,3,1,0.22362255335907968,0.23749902422170344,False,0.22362255335907968,1.0,True,kept,1.0620530919363118
+scratch_n5__raw,Cytotoxic CD4 T,all sepsis vs all controls,12,5,-0.8748157457669141,0.9982204311819871,True,0.8519177539185641,-1.0,False,reversed_strong,-1.14106363084136
+scratch_n5__raw,Granulocyte-like (LDG),adult sepsis vs adult HC,9,2,3.760942459845782,0.32592592592592595,True,3.6999283284419806,1.0,True,kept,0.08666070523697685
+scratch_n5__raw,Granulocyte-like (LDG),paediatric sepsis vs paediatric HC,3,1,3.7127097855629048,0.022222222222222227,True,3.1271940079296017,1.0,True,kept,0.005985445538629137
+scratch_n5__raw,Granulocyte-like (LDG),all sepsis vs all controls,12,5,3.4343706226313433,0.24,True,3.3200407039391204,1.0,True,kept,0.0698817997156396
+scratch_n5__raw,Platelet signal in monocytes (negative control),adult sepsis vs adult HC,9,2,0.4518618417832698,-1.1602293537206272,,,,False,reversed_strong,-2.5676639327228643
+scratch_n5__raw,Platelet signal in monocytes (negative control),paediatric sepsis vs paediatric HC,3,1,11.737878555182677,-1.9490323372733798,,,,False,reversed_strong,-0.1660463880343024
+scratch_n5__raw,Platelet signal in monocytes (negative control),all sepsis vs all controls,12,5,0.9438757161225304,-0.7308333369674251,,,,False,reversed_strong,-0.7742897973577605
+real_lora__raw,C1Q-high monocyte (reference),adult sepsis vs adult HC,9,2,4.68956691360172,3.9727031287832326,True,4.624190267718834,1.0,True,kept,0.8471364631264179
+real_lora__raw,C1Q-high monocyte (reference),paediatric sepsis vs paediatric HC,3,1,9.191185510769156,6.167992214503843,True,9.01996194833378,1.0,True,kept,0.6710768928857884
+real_lora__raw,C1Q-high monocyte (reference),all sepsis vs all controls,12,5,5.847336012770039,4.3176482892900925,True,5.7663825593883855,1.0,True,kept,0.7383957891013531
+real_lora__raw,Cycling T/NK,adult sepsis vs adult HC,9,2,0.14891773609901204,-0.051115179423509294,False,0.14508348582176506,1.0,False,reversed_weak,-0.3432444030006202
+real_lora__raw,Cycling T/NK,paediatric sepsis vs paediatric HC,3,1,0.2046612128146713,0.33976390730187034,False,0.2046612128146713,1.0,True,kept,1.6601284758804775
+real_lora__raw,Cycling T/NK,all sepsis vs all controls,12,5,0.13975012690423605,0.1410773894638221,False,0.13975012690423605,1.0,True,kept,1.009497397884265
+real_lora__raw,Cycling activated T (CD38/HLA-DR),adult sepsis vs adult HC,9,2,0.060171879501353276,0.12850501127699038,False,0.03024964168266342,1.0,True,kept,2.1356323309478853
+real_lora__raw,Cycling activated T (CD38/HLA-DR),paediatric sepsis vs paediatric HC,3,1,0.32136008059239674,0.6875963770203886,False,0.19080241194747027,1.0,True,kept,2.139644649555944
+real_lora__raw,Cycling activated T (CD38/HLA-DR),all sepsis vs all controls,12,5,0.3494242275166737,0.34087224057977655,False,0.3218838308472096,1.0,True,kept,0.9755254894668428
+real_lora__raw,Proliferating T (label),adult sepsis vs adult HC,9,2,-0.5088118686492611,-0.13830397327134625,True,0.5088118686492611,-1.0,True,kept,0.271817506219933
+real_lora__raw,Proliferating T (label),paediatric sepsis vs paediatric HC,3,1,0.29157305456183036,0.5367704314056743,False,0.29157305456183036,1.0,True,kept,1.8409466272949029
+real_lora__raw,Proliferating T (label),all sepsis vs all controls,12,5,-0.02070309219468469,0.2709854609379758,False,0.02070309219468469,-1.0,False,reversed_weak,-13.089129797120286
+real_lora__raw,Plasmablast (label),adult sepsis vs adult HC,9,2,0.5740491259895562,1.2666666666666666,True,0.5740491259895562,1.0,True,kept,2.2065475049424803
+real_lora__raw,Plasmablast (label),paediatric sepsis vs paediatric HC,3,1,0.7582490640969721,5.688888888888889,True,0.7582490640969721,1.0,True,kept,7.502665230011203
+real_lora__raw,Plasmablast (label),all sepsis vs all controls,12,5,0.5634910591100524,2.2622222222222224,True,0.5634910591100524,1.0,True,kept,4.014655043143107
+real_lora__raw,Plasmablast (markers),adult sepsis vs adult HC,9,2,0.6480028908603268,1.5555555555555554,True,0.6366074122109222,1.0,True,kept,2.4005379875548214
+real_lora__raw,Plasmablast (markers),paediatric sepsis vs paediatric HC,3,1,1.2377923512978612,6.466666666666667,True,1.2018554367570173,1.0,True,kept,5.224355005818366
+real_lora__raw,Plasmablast (markers),all sepsis vs all controls,12,5,0.8621475829142105,2.6466666666666665,True,0.8621475829142105,1.0,True,kept,3.069853374430939
+real_lora__raw,MS1 monocyte (IL1R2+),adult sepsis vs adult HC,9,2,31.059621483244136,7.35736594602518,True,30.252469541186553,1.0,True,kept,0.23687880259565586
+real_lora__raw,MS1 monocyte (IL1R2+),paediatric sepsis vs paediatric HC,3,1,38.099731977164296,4.948152622571228,True,37.56930287384914,1.0,True,kept,0.12987368587099207
+real_lora__raw,MS1 monocyte (IL1R2+),all sepsis vs all controls,12,5,32.697355560044535,5.697712992564229,True,31.987663455361794,1.0,True,kept,0.1742560795811485
+real_lora__raw,Cycling monocyte (Ye 2026),adult sepsis vs adult HC,9,2,4.376229598902141,-0.08656324834168758,True,4.358788991998614,1.0,False,reversed_weak,-0.019780326051312205
+real_lora__raw,Cycling monocyte (Ye 2026),paediatric sepsis vs paediatric HC,3,1,10.422366217741217,0.7634484378670425,True,10.10349110468969,1.0,True,kept,0.07325097026119473
+real_lora__raw,Cycling monocyte (Ye 2026),all sepsis vs all controls,12,5,5.324993698572323,-0.11324443593921157,True,5.274053384832444,1.0,False,reversed_weak,-0.021266585905927626
+real_lora__raw,ISG-high monocyte (positive control),adult sepsis vs adult HC,9,2,-4.904734306160284,1.929927815737556,,,,False,reversed_strong,-0.3934826425385756
+real_lora__raw,ISG-high monocyte (positive control),paediatric sepsis vs paediatric HC,3,1,14.628325807918639,2.726042260925982,,,,True,kept,0.18635367414706572
+real_lora__raw,ISG-high monocyte (positive control),all sepsis vs all controls,12,5,2.986479938844031,2.2646049873071163,,,,True,kept,0.758285685382394
+real_lora__raw,ISG-high T,adult sepsis vs adult HC,9,2,0.4618228483042297,0.09158674694833924,False,0.4459470789413076,1.0,True,kept,0.19831575523956255
+real_lora__raw,ISG-high T,paediatric sepsis vs paediatric HC,3,1,1.516984261983759,-0.042725690486464685,True,1.336497901642753,1.0,False,reversed_weak,-0.02816488711002996
+real_lora__raw,ISG-high T,all sepsis vs all controls,12,5,1.2788129122601821,0.07104028260687828,True,1.1600267418694281,1.0,True,kept,0.055551740153546955
+real_lora__raw,DN2 / ABC B,adult sepsis vs adult HC,9,2,-3.1122318172329972,-3.953318551799647,True,2.859719600992,-1.0,True,kept,1.2702519554968235
+real_lora__raw,DN2 / ABC B,paediatric sepsis vs paediatric HC,3,1,5.268543623428087,0.1399487960731578,True,5.031013533574927,1.0,True,kept,0.02656308955113049
+real_lora__raw,DN2 / ABC B,all sepsis vs all controls,12,5,-0.34182113262256575,-0.8343374898885827,False,0.24239892715704414,-1.0,True,kept,2.4408598833175326
+real_lora__raw,HSPC,adult sepsis vs adult HC,9,2,-0.04797704732648886,-0.2518518518518518,False,0.03828238475701211,-1.0,True,kept,5.249423753362175
+real_lora__raw,HSPC,paediatric sepsis vs paediatric HC,3,1,0.10468761699911051,-0.04444444444444444,False,0.0874031095253155,1.0,False,reversed_weak,-0.42454347246075974
+real_lora__raw,HSPC,all sepsis vs all controls,12,5,-0.009245678551214012,-0.14333333333333334,False,0.006412849901588025,-1.0,True,kept,15.502738121315371
+real_lora__raw,Cytotoxic CD4 T,adult sepsis vs adult HC,9,2,-3.1106666437074013,-3.540045838618018,True,3.0496548209163503,-1.0,True,kept,1.1380344614487097
+real_lora__raw,Cytotoxic CD4 T,paediatric sepsis vs paediatric HC,3,1,0.22362255335907968,0.14184397163120568,False,0.22362255335907968,1.0,True,kept,0.6343008319176159
+real_lora__raw,Cytotoxic CD4 T,all sepsis vs all controls,12,5,-0.8748157457669141,-1.2792732803544156,True,0.8519177539185641,-1.0,True,kept,1.462334539066773
+real_lora__raw,Granulocyte-like (LDG),adult sepsis vs adult HC,9,2,3.780483910417151,-0.21481481481481485,True,3.6999283284419806,1.0,False,reversed_weak,-0.05682204180869308
+real_lora__raw,Granulocyte-like (LDG),paediatric sepsis vs paediatric HC,3,1,3.445619306485858,0.1111111111111111,True,3.1271940079296017,1.0,True,kept,0.032247065397492176
+real_lora__raw,Granulocyte-like (LDG),all sepsis vs all controls,12,5,3.4184689147489555,-0.029999999999999985,True,3.3200407039391204,1.0,False,reversed_weak,-0.00877585865138783
+real_lora__raw,Platelet signal in monocytes (negative control),adult sepsis vs adult HC,9,2,0.9591285608649773,-0.02474044606940673,,,,False,reversed_weak,-0.025794713116555394
+real_lora__raw,Platelet signal in monocytes (negative control),paediatric sepsis vs paediatric HC,3,1,11.502452357798381,0.9429846639148964,,,,True,kept,0.08198118406250784
+real_lora__raw,Platelet signal in monocytes (negative control),all sepsis vs all controls,12,5,1.8014236211952799,-0.6738526269219243,,,,False,reversed_strong,-0.374066720894228
+real_full__raw,C1Q-high monocyte (reference),adult sepsis vs adult HC,9,2,4.624190267718834,4.006112573240748,True,4.624190267718834,1.0,True,kept,0.8663381784281573
+real_full__raw,C1Q-high monocyte (reference),paediatric sepsis vs paediatric HC,3,1,9.01996194833378,6.640474221119383,True,9.01996194833378,1.0,True,kept,0.7361975869916003
+real_full__raw,C1Q-high monocyte (reference),all sepsis vs all controls,12,5,5.7663825593883855,4.451464640813844,True,5.7663825593883855,1.0,True,kept,0.7719683172193125
+real_full__raw,Cycling T/NK,adult sepsis vs adult HC,9,2,0.15032669504915708,0.15567521084436398,False,0.14508348582176506,1.0,True,kept,1.0355792814673264
+real_full__raw,Cycling T/NK,paediatric sepsis vs paediatric HC,3,1,0.24932864438000146,0.49341381030722803,False,0.2046612128146713,1.0,True,kept,1.9789696107087347
+real_full__raw,Cycling T/NK,all sepsis vs all controls,12,5,0.14609202727881299,0.14430170842138235,False,0.13975012690423605,1.0,True,kept,0.987745266522903
+real_full__raw,Cycling activated T (CD38/HLA-DR),adult sepsis vs adult HC,9,2,0.03024964168266342,0.11669545481151888,False,0.03024964168266342,1.0,True,kept,3.857746681290411
+real_full__raw,Cycling activated T (CD38/HLA-DR),paediatric sepsis vs paediatric HC,3,1,0.28875707445600396,0.6974970116332913,False,0.19080241194747027,1.0,True,kept,2.4155148854701545
+real_full__raw,Cycling activated T (CD38/HLA-DR),all sepsis vs all controls,12,5,0.32853996167192534,0.26307339073372155,False,0.3218838308472096,1.0,True,kept,0.8007348311449015
+real_full__raw,Proliferating T (label),adult sepsis vs adult HC,9,2,-0.5088118686492611,0.0014323770158382043,True,0.5088118686492611,-1.0,False,reversed_weak,-0.0028151407309753296
+real_full__raw,Proliferating T (label),paediatric sepsis vs paediatric HC,3,1,0.29157305456183036,0.7554005290379442,False,0.29157305456183036,1.0,True,kept,2.590776195602655
+real_full__raw,Proliferating T (label),all sepsis vs all controls,12,5,-0.02070309219468469,0.16045297747273612,False,0.02070309219468469,-1.0,False,reversed_weak,-7.750193834036579
+real_full__raw,Plasmablast (label),adult sepsis vs adult HC,9,2,0.5740491259895562,1.5444444444444443,True,0.5740491259895562,1.0,True,kept,2.6904395016403924
+real_full__raw,Plasmablast (label),paediatric sepsis vs paediatric HC,3,1,0.7582490640969721,4.28888888888889,True,0.7582490640969721,1.0,True,kept,5.656306208563135
+real_full__raw,Plasmablast (label),all sepsis vs all controls,12,5,0.5634910591100524,2.0555555555555554,True,0.5634910591100524,1.0,True,kept,3.6478938260386773
+real_full__raw,Plasmablast (markers),adult sepsis vs adult HC,9,2,0.7115131743554026,1.9222222222222223,True,0.6366074122109222,1.0,True,kept,2.7015975128832506
+real_full__raw,Plasmablast (markers),paediatric sepsis vs paediatric HC,3,1,1.2018554367570173,4.777777777777779,True,1.2018554367570173,1.0,True,kept,3.9753348295113766
+real_full__raw,Plasmablast (markers),all sepsis vs all controls,12,5,0.9074118001305798,2.344444444444444,True,0.8621475829142105,1.0,True,kept,2.583660961987788
+real_full__raw,MS1 monocyte (IL1R2+),adult sepsis vs adult HC,9,2,30.252469541186553,11.478967003599427,True,30.252469541186553,1.0,True,kept,0.37943900705268513
+real_full__raw,MS1 monocyte (IL1R2+),paediatric sepsis vs paediatric HC,3,1,37.85813865288483,10.66170388751034,True,37.56930287384914,1.0,True,kept,0.28162250620047075
+real_full__raw,MS1 monocyte (IL1R2+),all sepsis vs all controls,12,5,32.02290219196204,10.245395140347247,True,31.987663455361794,1.0,True,kept,0.3199396194302123
+real_full__raw,Cycling monocyte (Ye 2026),adult sepsis vs adult HC,9,2,4.373083406353647,0.38866249416603116,True,4.358788991998614,1.0,True,kept,0.08887607622606601
+real_full__raw,Cycling monocyte (Ye 2026),paediatric sepsis vs paediatric HC,3,1,10.139257930884236,1.5763716570168185,True,10.10349110468969,1.0,True,kept,0.1554720934966238
+real_full__raw,Cycling monocyte (Ye 2026),all sepsis vs all controls,12,5,5.275190442460001,0.5066416327598441,True,5.274053384832444,1.0,True,kept,0.09604233975742112
+real_full__raw,ISG-high monocyte (positive control),adult sepsis vs adult HC,9,2,-4.59844497069172,5.132152598321337,,,,False,reversed_strong,-1.116062632266171
+real_full__raw,ISG-high monocyte (positive control),paediatric sepsis vs paediatric HC,3,1,14.05627695238122,0.9603063064381936,,,,True,kept,0.06831868137569044
+real_full__raw,ISG-high monocyte (positive control),all sepsis vs all controls,12,5,3.023366044665467,3.646800173331128,,,,True,kept,1.2062053087371507
+real_full__raw,ISG-high T,adult sepsis vs adult HC,9,2,0.47687819288772815,0.5644191541648612,False,0.4459470789413076,1.0,True,kept,1.1835709046518361
+real_full__raw,ISG-high T,paediatric sepsis vs paediatric HC,3,1,1.336497901642753,-0.06308694932727094,True,1.336497901642753,1.0,False,reversed_weak,-0.04720317873281191
+real_full__raw,ISG-high T,all sepsis vs all controls,12,5,1.1600267418694281,0.31299376731348466,True,1.1600267418694281,1.0,True,kept,0.2698159930426113
+real_full__raw,DN2 / ABC B,adult sepsis vs adult HC,9,2,-3.163000875438786,-3.3703668373146916,True,2.859719600992,-1.0,True,kept,1.0655598812779774
+real_full__raw,DN2 / ABC B,paediatric sepsis vs paediatric HC,3,1,5.28381300530831,-0.4164608513663903,True,5.031013533574927,1.0,False,reversed_weak,-0.07881824185450899
+real_full__raw,DN2 / ABC B,all sepsis vs all controls,12,5,-0.4067685731346167,-1.2016973573451588,False,0.24239892715704414,-1.0,True,kept,2.954253196319242
+real_full__raw,HSPC,adult sepsis vs adult HC,9,2,-0.03828238475701211,-0.1,False,0.03828238475701211,-1.0,True,kept,2.612167466439854
+real_full__raw,HSPC,paediatric sepsis vs paediatric HC,3,1,0.0874031095253155,-0.1111111111111111,False,0.0874031095253155,1.0,False,reversed_weak,-1.271248948859523
+real_full__raw,HSPC,all sepsis vs all controls,12,5,-0.008079338863529503,-0.0777777777777778,False,0.006412849901588025,-1.0,True,kept,9.626750293748684
+real_full__raw,Cytotoxic CD4 T,adult sepsis vs adult HC,9,2,-3.1106666437074013,-4.942021239012726,True,3.0496548209163503,-1.0,True,kept,1.5887338005215024
+real_full__raw,Cytotoxic CD4 T,paediatric sepsis vs paediatric HC,3,1,0.22362255335907968,0.5021384377958803,False,0.22362255335907968,1.0,True,kept,2.2454731432637587
+real_full__raw,Cytotoxic CD4 T,all sepsis vs all controls,12,5,-0.8748157457669141,-1.4131046832092464,True,0.8519177539185641,-1.0,True,kept,1.6153169282183382
+real_full__raw,Granulocyte-like (LDG),adult sepsis vs adult HC,9,2,3.8048003972146818,-0.12222222222222223,True,3.6999283284419806,1.0,False,reversed_weak,-0.03212316270564297
+real_full__raw,Granulocyte-like (LDG),paediatric sepsis vs paediatric HC,3,1,3.1590580962086543,0.08888888888888889,True,3.1271940079296017,1.0,True,kept,0.028137782269838263
+real_full__raw,Granulocyte-like (LDG),all sepsis vs all controls,12,5,3.3550791145100822,-0.08111111111111112,True,3.3200407039391204,1.0,False,reversed_weak,-0.024175618023527648
+real_full__raw,Platelet signal in monocytes (negative control),adult sepsis vs adult HC,9,2,1.5800751808075457,3.8755777291528,,,,True,kept,2.4527805867895904
+real_full__raw,Platelet signal in monocytes (negative control),paediatric sepsis vs paediatric HC,3,1,10.3913747013159,6.520759983506201,,,,True,kept,0.6275165866822656
+real_full__raw,Platelet signal in monocytes (negative control),all sepsis vs all controls,12,5,2.0261984111930538,2.5449579114595338,,,,True,kept,1.2560260127541147
+scratch_full__raw,C1Q-high monocyte (reference),adult sepsis vs adult HC,9,2,4.718865242679902,2.778204403550676,True,4.624190267718834,1.0,True,kept,0.5887441706160906
+scratch_full__raw,C1Q-high monocyte (reference),paediatric sepsis vs paediatric HC,3,1,9.49880734762468,3.728383309535142,True,9.01996194833378,1.0,True,kept,0.3925106777186591
+scratch_full__raw,C1Q-high monocyte (reference),all sepsis vs all controls,12,5,5.934616818976749,2.262182329510348,True,5.7663825593883855,1.0,True,kept,0.38118422781344713
+scratch_full__raw,Cycling T/NK,adult sepsis vs adult HC,9,2,0.14508348582176506,-0.1480482677452512,False,0.14508348582176506,1.0,False,reversed_weak,-1.0204350061393506
+scratch_full__raw,Cycling T/NK,paediatric sepsis vs paediatric HC,3,1,0.21935197232693815,-0.20474610426502957,False,0.2046612128146713,1.0,False,reversed_weak,-0.933413554904631
+scratch_full__raw,Cycling T/NK,all sepsis vs all controls,12,5,0.1466947790442809,-0.1138842506569632,False,0.13975012690423605,1.0,False,reversed_weak,-0.7763347230141462
+scratch_full__raw,Cycling activated T (CD38/HLA-DR),adult sepsis vs adult HC,9,2,0.10545681037046406,-0.07411509701127195,False,0.03024964168266342,1.0,False,reversed_weak,-0.7028004806034777
+scratch_full__raw,Cycling activated T (CD38/HLA-DR),paediatric sepsis vs paediatric HC,3,1,0.30329812809533163,-0.2193203235815825,False,0.19080241194747027,1.0,False,reversed_weak,-0.723117959741072
+scratch_full__raw,Cycling activated T (CD38/HLA-DR),all sepsis vs all controls,12,5,0.3769979283923237,-0.06778514631186594,False,0.3218838308472096,1.0,False,reversed_weak,-0.17980243711399171
+scratch_full__raw,Proliferating T (label),adult sepsis vs adult HC,9,2,-0.5088118686492611,-0.6298054943230668,True,0.5088118686492611,-1.0,True,kept,1.2377963902355629
+scratch_full__raw,Proliferating T (label),paediatric sepsis vs paediatric HC,3,1,0.29157305456183036,-0.3345403708487509,False,0.29157305456183036,1.0,False,reversed_weak,-1.147363810251571
+scratch_full__raw,Proliferating T (label),all sepsis vs all controls,12,5,-0.02070309219468469,-0.23882356992662013,False,0.02070309219468469,-1.0,True,kept,11.535647316874513
+scratch_full__raw,Plasmablast (label),adult sepsis vs adult HC,9,2,0.5740491259895562,0.4148148148148148,True,0.5740491259895562,1.0,True,kept,0.7226120484022157
+scratch_full__raw,Plasmablast (label),paediatric sepsis vs paediatric HC,3,1,0.7582490640969721,1.177777777777778,True,0.7582490640969721,1.0,True,kept,1.5532861609007573
+scratch_full__raw,Plasmablast (label),all sepsis vs all controls,12,5,0.5634910591100524,0.16222222222222238,True,0.5634910591100524,1.0,True,kept,0.2878878370819716
+scratch_full__raw,Plasmablast (markers),adult sepsis vs adult HC,9,2,0.7038196622858801,0.6851851851851851,True,0.6366074122109222,1.0,True,kept,0.973523790113829
+scratch_full__raw,Plasmablast (markers),paediatric sepsis vs paediatric HC,3,1,1.283439908544901,1.688888888888889,True,1.2018554367570173,1.0,True,kept,1.3159080356194202
+scratch_full__raw,Plasmablast (markers),all sepsis vs all controls,12,5,0.890978388396328,0.39111111111111097,True,0.8621475829142105,1.0,True,kept,0.43896812336275837
+scratch_full__raw,MS1 monocyte (IL1R2+),adult sepsis vs adult HC,9,2,31.728801806134303,13.525240015630988,True,30.252469541186553,1.0,True,kept,0.42627641908041036
+scratch_full__raw,MS1 monocyte (IL1R2+),paediatric sepsis vs paediatric HC,3,1,38.969416672994384,7.263148287468503,True,37.56930287384914,1.0,True,kept,0.18638072898078123
+scratch_full__raw,MS1 monocyte (IL1R2+),all sepsis vs all controls,12,5,33.40198024180847,11.67702291346785,True,31.987663455361794,1.0,True,kept,0.34959073770279037
+scratch_full__raw,Cycling monocyte (Ye 2026),adult sepsis vs adult HC,9,2,4.693075315948169,0.004388261338218458,True,4.358788991998614,1.0,True,kept,0.0009350502693417507
+scratch_full__raw,Cycling monocyte (Ye 2026),paediatric sepsis vs paediatric HC,3,1,10.62084234269377,-0.20586607007178287,True,10.10349110468969,1.0,False,reversed_weak,-0.01938321494936803
+scratch_full__raw,Cycling monocyte (Ye 2026),all sepsis vs all controls,12,5,5.603313747415422,-0.03897188903441373,True,5.274053384832444,1.0,False,reversed_weak,-0.006955150254149138
+scratch_full__raw,ISG-high monocyte (positive control),adult sepsis vs adult HC,9,2,-6.292552634601151,-2.309625295240593,,,,True,kept,0.3670410768660955
+scratch_full__raw,ISG-high monocyte (positive control),paediatric sepsis vs paediatric HC,3,1,15.71383081350232,-3.3120992699750134,,,,False,reversed_strong,-0.21077605513793923
+scratch_full__raw,ISG-high monocyte (positive control),all sepsis vs all controls,12,5,2.522848137130799,-2.0774135562998706,,,,False,reversed_strong,-0.8234397963654225
+scratch_full__raw,ISG-high T,adult sepsis vs adult HC,9,2,0.4506794895193198,-0.30098010478663506,False,0.4459470789413076,1.0,False,reversed_weak,-0.6678362601050488
+scratch_full__raw,ISG-high T,paediatric sepsis vs paediatric HC,3,1,1.5564695026040418,-0.3080276732029549,True,1.336497901642753,1.0,False,reversed_weak,-0.19790151537669776
+scratch_full__raw,ISG-high T,all sepsis vs all controls,12,5,1.305277280046335,-0.1656938161585183,True,1.1600267418694281,1.0,False,reversed_weak,-0.12694146959536173
+scratch_full__raw,DN2 / ABC B,adult sepsis vs adult HC,9,2,-2.859719600992,-5.54439317809923,True,2.859719600992,-1.0,True,kept,1.9387890953280704
+scratch_full__raw,DN2 / ABC B,paediatric sepsis vs paediatric HC,3,1,5.031013533574927,0.07714953244244072,True,5.031013533574927,1.0,True,kept,0.015334789287998588
+scratch_full__raw,DN2 / ABC B,all sepsis vs all controls,12,5,-0.24239892715704414,-2.5718197395785736,False,0.24239892715704414,-1.0,True,kept,10.609864365910978
+scratch_full__raw,HSPC,adult sepsis vs adult HC,9,2,-0.04968709874698907,0.048148148148148134,False,0.03828238475701211,-1.0,False,reversed_weak,-0.9690271592093271
+scratch_full__raw,HSPC,paediatric sepsis vs paediatric HC,3,1,0.0915781262253823,0.022222222222222227,False,0.0874031095253155,1.0,True,kept,0.24265862535264443
+scratch_full__raw,HSPC,all sepsis vs all controls,12,5,-0.013819203448816472,-0.013333333333333336,False,0.006412849901588025,-1.0,True,kept,0.9648409463481235
+scratch_full__raw,Cytotoxic CD4 T,adult sepsis vs adult HC,9,2,-3.1106666437074013,-2.5687895255689805,True,3.0496548209163503,-1.0,True,kept,0.8258003250735371
+scratch_full__raw,Cytotoxic CD4 T,paediatric sepsis vs paediatric HC,3,1,0.22362255335907968,0.3147784126207115,False,0.22362255335907968,1.0,True,kept,1.407632673414918
+scratch_full__raw,Cytotoxic CD4 T,all sepsis vs all controls,12,5,-0.8748157457669141,-1.1183238765374788,True,0.8519177539185641,-1.0,True,kept,1.2783536212612308
+scratch_full__raw,Granulocyte-like (LDG),adult sepsis vs adult HC,9,2,3.6999283284419806,-0.12962962962962965,True,3.6999283284419806,1.0,False,reversed_weak,-0.035035713701031604
+scratch_full__raw,Granulocyte-like (LDG),paediatric sepsis vs paediatric HC,3,1,3.2515027965070087,0.19999999999999998,True,3.1271940079296017,1.0,True,kept,0.06151001937161301
+scratch_full__raw,Granulocyte-like (LDG),all sepsis vs all controls,12,5,3.3444840036116634,-0.045555555555555544,True,3.3200407039391204,1.0,False,reversed_weak,-0.013621101343693291
+scratch_full__raw,Platelet signal in monocytes (negative control),adult sepsis vs adult HC,9,2,0.5899499915067388,0.08371603444706643,,,,True,kept,0.14190361158113549
+scratch_full__raw,Platelet signal in monocytes (negative control),paediatric sepsis vs paediatric HC,3,1,10.416404328410083,7.545598299875609,,,,True,kept,0.724395680311244
+scratch_full__raw,Platelet signal in monocytes (negative control),all sepsis vs all controls,12,5,1.028583805771822,-0.2145184409397647,,,,False,reversed_weak,-0.20855708570950693
+lora_recipe__raw,C1Q-high monocyte (reference),adult sepsis vs adult HC,9,2,4.685189212836743,1.0384989158099471,True,4.624190267718834,1.0,True,kept,0.22165570452621416
+lora_recipe__raw,C1Q-high monocyte (reference),paediatric sepsis vs paediatric HC,3,1,9.563400401731174,3.962252737281471,True,9.01996194833378,1.0,True,kept,0.41431421574320165
+lora_recipe__raw,C1Q-high monocyte (reference),all sepsis vs all controls,12,5,5.9260054669794195,1.8793297959888817,True,5.7663825593883855,1.0,True,kept,0.3171326463434409
+lora_recipe__raw,Cycling T/NK,adult sepsis vs adult HC,9,2,0.15767164228889036,-0.062677332272366,False,0.14508348582176506,1.0,False,reversed_weak,-0.3975181038422042
+lora_recipe__raw,Cycling T/NK,paediatric sepsis vs paediatric HC,3,1,0.26319057950614505,0.6106610715227203,False,0.2046612128146713,1.0,True,kept,2.3202238950519214
+lora_recipe__raw,Cycling T/NK,all sepsis vs all controls,12,5,0.17068354211540182,0.14531134654237376,False,0.13975012690423605,1.0,True,kept,0.8513494900646396
+lora_recipe__raw,Cycling activated T (CD38/HLA-DR),adult sepsis vs adult HC,9,2,0.0683266061411072,0.11073020616225426,False,0.03024964168266342,1.0,True,kept,1.6206015843019588
+lora_recipe__raw,Cycling activated T (CD38/HLA-DR),paediatric sepsis vs paediatric HC,3,1,0.2270704928680486,0.7082909359746672,False,0.19080241194747027,1.0,True,kept,3.119255729921093
+lora_recipe__raw,Cycling activated T (CD38/HLA-DR),all sepsis vs all controls,12,5,0.3218838308472096,0.32086323544460355,False,0.3218838308472096,1.0,True,kept,0.9968293051567088
+lora_recipe__raw,Proliferating T (label),adult sepsis vs adult HC,9,2,-0.5088118686492611,-0.474444914081227,True,0.5088118686492611,-1.0,True,kept,0.9324564604609799
+lora_recipe__raw,Proliferating T (label),paediatric sepsis vs paediatric HC,3,1,0.29157305456183036,0.6399974093418039,False,0.29157305456183036,1.0,True,kept,2.1949813239895506
+lora_recipe__raw,Proliferating T (label),all sepsis vs all controls,12,5,-0.02070309219468469,0.04734630505052828,False,0.02070309219468469,-1.0,False,reversed_weak,-2.2869194903495607
+lora_recipe__raw,Plasmablast (label),adult sepsis vs adult HC,9,2,0.5740491259895562,1.0037037037037038,True,0.5740491259895562,1.0,True,kept,1.74846308140179
+lora_recipe__raw,Plasmablast (label),paediatric sepsis vs paediatric HC,3,1,0.7582490640969721,3.444444444444444,True,0.7582490640969721,1.0,True,kept,4.542629338483345
+lora_recipe__raw,Plasmablast (label),all sepsis vs all controls,12,5,0.5634910591100524,1.488888888888889,True,0.5634910591100524,1.0,True,kept,2.6422582307523395
+lora_recipe__raw,Plasmablast (markers),adult sepsis vs adult HC,9,2,0.6366074122109222,1.1185185185185185,True,0.6366074122109222,1.0,True,kept,1.756998892981674
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+lora_recipe__raw,Platelet signal in monocytes (negative control),adult sepsis vs adult HC,9,2,0.5426511526887552,2.898154409844789,,,,True,kept,5.340732062366159
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+scratch_recipe__raw,Platelet signal in monocytes (negative control),adult sepsis vs adult HC,9,2,0.505865862762942,0.2272974576428899,,,,True,kept,0.4493235744381622
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