diff --git a/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_confound_within_donormean.csv b/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_confound_within_donormean.csv
new file mode 100644
index 0000000000000000000000000000000000000000..02628c04278dbc8d969533c7d03a8d9fe4d09c5a
--- /dev/null
+++ b/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_confound_within_donormean.csv
@@ -0,0 +1,113 @@
+comparison,state,n_donors,ratio_donor_mean_scratch,ratio_donor_mean_pretrained,ratio_pooled_scratch,ratio_pooled_pretrained,D_donor_mean,D_ci_lo,D_ci_hi,verdict,D_pooled_pc,verdict_pooled
+5 pairs: scratch vs LoRA,C1Q-high monocyte (reference),17,0.809198,0.783898,1.00515,1.07489,-0.0458268,-0.484416,0.324327,not significant,-0.0963844,not significant
+5 pairs: scratch vs LoRA,Cycling T/NK,17,0.3994,1.12872,0.50825,1.15404,1.14941,-0.272407,2.09207,not significant,0.740746,not significant
+5 pairs: scratch vs LoRA,Cycling activated T (CD38/HLA-DR),17,0.354151,0.467047,0.403693,0.443262,0.399203,-0.236795,0.881148,not significant,0.134898,not significant
+5 pairs: scratch vs LoRA,Proliferating T (label),17,1.06157,2.08952,1.36629,2.48923,-0.976978,-1.26321,-0.0996879,scratch closer,-0.863321,scratch closer
+5 pairs: scratch vs LoRA,Plasmablast (label),17,0.957271,1.59545,1.12466,1.87444,-0.610964,-1.02146,0.24977,not significant,-0.735121,not significant
+5 pairs: scratch vs LoRA,Plasmablast (markers),17,0.33325,0.478957,0.349986,0.503011,0.52329,-0.0821797,0.994053,not significant,0.522342,not significant
+5 pairs: scratch vs LoRA,MS1 monocyte (IL1R2+),17,0.0910031,0.116342,0.0956144,0.151909,0.354379,-0.738067,0.926072,not significant,0.665476,not significant
+5 pairs: scratch vs LoRA,Cycling monocyte (Ye 2026),17,0.0494144,0.0962131,0.0613772,0.111874,0.961302,-0.559883,2.45635,not significant,0.845344,not significant
+5 pairs: scratch vs LoRA,ISG-high monocyte (positive control),17,0.26361,0.287782,0.324734,0.324813,0.126568,-1.43148,1.23931,not significant,-0.000246081,not significant
+5 pairs: scratch vs LoRA,ISG-high T,17,0.0791435,0.237716,0.145625,0.456853,1.58669,-0.078373,3.04303,not significant,1.63293,not significant
+5 pairs: scratch vs LoRA,DN2 / ABC B,17,1.26645,1.05875,1.63464,1.10691,0.258423,-0.416904,0.522691,not significant,0.562138,not significant
+5 pairs: scratch vs LoRA,HSPC,17,0.470615,0.941229,0.479321,0.958643,1,-0.615677,2.1612,not significant,0.973033,not significant
+5 pairs: scratch vs LoRA,Cytotoxic CD4 T,17,1.33435,1.62185,1.51594,1.79338,-0.281511,-0.715919,0.586523,not significant,-0.242407,not significant
+5 pairs: scratch vs LoRA,Granulocyte-like (LDG),17,0.0983292,0.0416649,0.128721,0.0545427,-1.23879,-2.09689,-0.328623,scratch closer,-1.23053,scratch closer
+5 pairs: scratch vs LoRA,Platelet signal in monocytes (negative control),17,0.693274,0.766921,0.59832,0.835598,0.145652,-0.360746,0.497479,not significant,0.481466,not significant
+5 pairs: scratch vs LoRA,AGGREGATE,null,null,null,null,null,0.236818,-0.0890696,0.476602,not significant,0.22378,not significant
+58 pairs: scratch vs LoRA,C1Q-high monocyte (reference),17,0.460759,0.753123,0.466973,1.05336,0.708872,-0.0900804,1.1537,not significant,1.01444,not significant
+58 pairs: scratch vs LoRA,Cycling T/NK,17,0.345931,0.867465,0.415901,0.931543,1.32632,0.313287,2.05799,pretrained closer,1.14745,pretrained closer
+58 pairs: scratch vs LoRA,Cycling activated T (CD38/HLA-DR),17,0.288226,0.424295,0.314981,0.408872,0.557869,-0.216205,1.10968,not significant,0.372211,not significant
+58 pairs: scratch vs LoRA,Proliferating T (label),17,0.893481,1.2455,1.12718,1.48979,-0.154235,-0.732824,0.731605,not significant,-0.400551,not significant
+58 pairs: scratch vs LoRA,Plasmablast (label),17,1.05545,2.95772,1.24001,3.47492,-1.48662,-2.25183,0.311997,not significant,-1.48393,not significant
+58 pairs: scratch vs LoRA,Plasmablast (markers),17,0.60902,0.990026,0.642013,1.0399,0.700977,-0.887846,0.936423,not significant,0.580247,not significant
+58 pairs: scratch vs LoRA,MS1 monocyte (IL1R2+),17,0.356483,0.215202,0.404617,0.205964,-0.728141,-1.09914,-0.163032,scratch closer,-0.972054,not significant
+58 pairs: scratch vs LoRA,Cycling monocyte (Ye 2026),17,0.0728091,0.0714572,0.0867531,0.0895574,-0.0270404,-1.35868,1.22334,not significant,0.0484442,not significant
+58 pairs: scratch vs LoRA,ISG-high monocyte (positive control),17,0.258445,0.351976,0.306379,0.435961,0.44562,-0.682685,1.18964,not significant,0.507772,not significant
+58 pairs: scratch vs LoRA,ISG-high T,17,0.088518,0.189243,0.169555,0.373078,1.0962,-0.219845,2.17431,not significant,1.12443,not significant
+58 pairs: scratch vs LoRA,DN2 / ABC B,17,0.673406,0.444947,0.633688,0.350657,-0.597843,-1.45031,0.227846,not significant,-0.849022,not significant
+58 pairs: scratch vs LoRA,HSPC,17,1.31855,0.567666,1.33828,0.573547,-0.41793,-2.29463,1.05879,not significant,-0.324538,not significant
+58 pairs: scratch vs LoRA,Cytotoxic CD4 T,17,0.699857,0.841974,0.800203,0.895231,0.266714,-0.213073,0.576552,not significant,0.161312,not significant
+58 pairs: scratch vs LoRA,Granulocyte-like (LDG),17,0.0323779,0.0287267,0.0430958,0.0382542,-0.17262,-1.03903,0.514925,not significant,-0.169463,not significant
+58 pairs: scratch vs LoRA,Platelet signal in monocytes (negative control),17,0.427032,0.501797,0.392348,0.547251,0.232759,-0.233507,0.703341,not significant,0.479526,not significant
+58 pairs: scratch vs LoRA,AGGREGATE,null,null,null,null,null,0.0825015,-0.304135,0.36677,not significant,0.0191519,not significant
+58 pairs: scratch vs full FT,C1Q-high monocyte (reference),17,0.460759,0.852324,0.466973,0.916807,0.88739,0.14412,1.26637,pretrained closer,0.969945,not significant
+58 pairs: scratch vs full FT,Cycling T/NK,17,0.345931,1.13853,0.415901,1.336,1.34427,0.165116,2.24926,pretrained closer,0.814966,not significant
+58 pairs: scratch vs full FT,Cycling activated T (CD38/HLA-DR),17,0.288226,0.525844,0.314981,0.578323,0.867435,0.246438,1.3664,pretrained closer,0.869821,pretrained closer
+58 pairs: scratch vs full FT,Proliferating T (label),17,0.893481,1.44288,1.12718,1.84558,-0.366462,-0.86931,0.785096,not significant,-0.708811,scratch closer
+58 pairs: scratch vs full FT,Plasmablast (label),17,1.05545,2.79204,1.24001,3.28027,-1.40346,-1.98696,0.108641,not significant,-1.40085,scratch closer
+58 pairs: scratch vs full FT,Plasmablast (markers),17,0.60902,1.09172,0.642013,1.15447,0.58883,-0.642233,1.06215,not significant,0.429526,not significant
+58 pairs: scratch vs full FT,MS1 monocyte (IL1R2+),17,0.356483,0.366443,0.404617,0.361097,0.0397586,-0.518991,0.668334,not significant,-0.163893,not significant
+58 pairs: scratch vs full FT,Cycling monocyte (Ye 2026),17,0.0728091,0.128259,0.0867531,0.113928,0.81687,-0.190507,1.907,not significant,0.385221,not significant
+58 pairs: scratch vs full FT,ISG-high monocyte (positive control),17,0.258445,0.424805,0.306379,0.576362,0.716943,-0.379272,1.44159,not significant,0.909549,not significant
+58 pairs: scratch vs full FT,ISG-high T,17,0.088518,0.236791,0.169555,0.449465,1.41957,-0.118094,2.65658,not significant,1.39275,not significant
+58 pairs: scratch vs full FT,DN2 / ABC B,17,0.673406,0.421002,0.633688,0.372326,-0.677651,-1.13134,0.0016554,not significant,-0.763931,not significant
+58 pairs: scratch vs full FT,HSPC,17,1.31855,0.765868,1.33828,0.782109,0.0141233,-1.10374,1.03639,not significant,0.111118,not significant
+58 pairs: scratch vs full FT,Cytotoxic CD4 T,17,0.699857,1.28262,0.800203,1.32217,0.155772,-0.641691,1.09378,not significant,-0.093794,not significant
+58 pairs: scratch vs full FT,Granulocyte-like (LDG),17,0.0323779,0.0308685,0.0430958,0.0413254,-0.0688773,-0.64808,0.506748,not significant,-0.0587304,not significant
+58 pairs: scratch vs full FT,Platelet signal in monocytes (negative control),17,0.427032,0.733131,0.392348,0.699329,0.779727,0.363253,1.26794,pretrained closer,0.83285,pretrained closer
+58 pairs: scratch vs full FT,AGGREGATE,null,null,null,null,null,0.278275,-0.0218225,0.600504,not significant,0.13718,not significant
+58 pairs + recipes: scratch vs LoRA,C1Q-high monocyte (reference),16,0.579832,0.501261,0.5325,0.625773,-0.210074,-1.09543,0.551329,not significant,0.231478,not significant
+58 pairs + recipes: scratch vs LoRA,Cycling T/NK,17,0.388756,0.853965,0.479032,0.987329,1.13531,0.209818,1.75519,pretrained closer,1.03136,not significant
+58 pairs + recipes: scratch vs LoRA,Cycling activated T (CD38/HLA-DR),17,0.257854,0.43589,0.278936,0.45704,0.757409,0.00219926,1.51326,pretrained closer,0.705079,not significant
+58 pairs + recipes: scratch vs LoRA,Proliferating T (label),17,0.784805,1.38471,0.977178,1.76032,-0.119986,-0.889944,0.931494,not significant,-0.790693,scratch closer
+58 pairs + recipes: scratch vs LoRA,Plasmablast (label),17,1.00023,1.9575,1.17513,2.29979,-0.968684,-1.50091,0.391807,not significant,-0.966525,not significant
+58 pairs + recipes: scratch vs LoRA,Plasmablast (markers),17,0.694428,0.673899,0.734132,0.710737,-0.043292,-0.88493,0.362547,not significant,-0.0467015,not significant
+58 pairs + recipes: scratch vs LoRA,MS1 monocyte (IL1R2+),16,0.375698,0.275034,0.4621,0.301019,-0.449964,-1.22189,0.333337,not significant,-0.617507,not significant
+58 pairs + recipes: scratch vs LoRA,Cycling monocyte (Ye 2026),16,0.0798923,0.103545,0.0869464,0.0962428,0.374135,-0.480603,1.18586,not significant,0.141031,not significant
+58 pairs + recipes: scratch vs LoRA,ISG-high monocyte (positive control),16,0.201126,0.464854,0.263355,0.597133,1.20868,-0.128803,2.1393,not significant,1.17732,not significant
+58 pairs + recipes: scratch vs LoRA,ISG-high T,17,0.10207,0.280481,0.183512,0.532931,1.45835,0.0660064,2.43432,pretrained closer,1.52359,pretrained closer
+58 pairs + recipes: scratch vs LoRA,DN2 / ABC B,17,0.470199,0.302942,0.459289,0.28267,-0.634231,-1.11094,-0.0840102,scratch closer,-0.696454,scratch closer
+58 pairs + recipes: scratch vs LoRA,HSPC,17,0.936374,0.694359,0.955911,0.710699,-0.431403,-1.80658,0.54105,not significant,-0.418616,not significant
+58 pairs + recipes: scratch vs LoRA,Cytotoxic CD4 T,17,1.05642,1.22858,1.18755,1.23372,-0.217803,-0.361637,0.623264,not significant,-0.055263,not significant
+58 pairs + recipes: scratch vs LoRA,Granulocyte-like (LDG),17,0.0438076,0.0189506,0.0585732,0.0252858,-1.20893,-2.21706,-0.368426,scratch closer,-1.19323,scratch closer
+58 pairs + recipes: scratch vs LoRA,Platelet signal in monocytes (negative control),16,0.503717,0.550325,0.445627,0.544771,0.12767,-0.425459,0.595124,not significant,0.289324,not significant
+58 pairs + recipes: scratch vs LoRA,AGGREGATE,null,null,null,null,null,-0.0430128,-0.328086,0.285335,not significant,-0.0886499,not significant
+ref: scratch 5 pairs vs zero-shot,C1Q-high monocyte (reference),17,0.809198,0.0188193,1.00515,0.024986,-5.42621,-6.7222,-4.46925,scratch closer,-5.25527,scratch closer
+ref: scratch 5 pairs vs zero-shot,Cycling T/NK,17,0.3994,2.21737,0.50825,2.51667,0.175246,-1.28334,1.80039,not significant,-0.381514,not significant
+ref: scratch 5 pairs vs zero-shot,Cycling activated T (CD38/HLA-DR),17,0.354151,0.622811,0.403693,0.64599,0.814432,0.125457,1.33663,pretrained closer,0.687241,pretrained closer
+ref: scratch 5 pairs vs zero-shot,Proliferating T (label),17,1.06157,3.40557,1.36629,3.87832,-1.6817,-2.06161,-0.740517,scratch closer,-1.5028,scratch closer
+ref: scratch 5 pairs vs zero-shot,Plasmablast (label),17,0.957271,1.2825,1.12466,1.50676,-0.295955,-1.08473,0.365557,not significant,-0.420788,not significant
+ref: scratch 5 pairs vs zero-shot,Plasmablast (markers),17,0.33325,0.718117,0.349986,0.781626,1.10761,0.0484587,1.59871,pretrained closer,1.15877,pretrained closer
+ref: scratch 5 pairs vs zero-shot,MS1 monocyte (IL1R2+),17,0.0910031,0.0593662,0.0956144,0.0838364,-0.616274,-1.67923,0.0507908,not significant,-0.189793,not significant
+ref: scratch 5 pairs vs zero-shot,Cycling monocyte (Ye 2026),17,0.0494144,0.0768146,0.0613772,0.0934457,0.63645,-1.04434,2.01485,not significant,0.59422,not significant
+ref: scratch 5 pairs vs zero-shot,ISG-high monocyte (positive control),17,0.26361,1.65633,0.324734,2.62664,1.19553,-1.64012,2.75774,not significant,0.22661,not significant
+ref: scratch 5 pairs vs zero-shot,ISG-high T,17,0.0791435,1.7666,0.145625,2.70515,2.83841,-0.365711,4.83021,not significant,1.31443,not significant
+ref: scratch 5 pairs vs zero-shot,DN2 / ABC B,17,1.26645,1.14014,1.63464,1.26791,0.151578,-0.479536,0.484331,not significant,0.366263,not significant
+ref: scratch 5 pairs vs zero-shot,HSPC,17,0.470615,0.839497,0.479321,0.88238,0.83498,-0.624214,2.18045,not significant,0.860574,not significant
+ref: scratch 5 pairs vs zero-shot,Cytotoxic CD4 T,17,1.33435,0.514059,1.51594,0.467215,-0.543862,-1.81293,1.23822,not significant,-0.459472,not significant
+ref: scratch 5 pairs vs zero-shot,Granulocyte-like (LDG),17,0.0983292,0.0963577,0.128721,0.139565,-0.0292199,-0.540069,0.929683,not significant,0.120737,not significant
+ref: scratch 5 pairs vs zero-shot,Platelet signal in monocytes (negative control),17,0.693274,0.306505,0.59832,0.359741,-1.17751,-1.70079,-0.763502,scratch closer,-0.733021,scratch closer
+ref: scratch 5 pairs vs zero-shot,AGGREGATE,null,null,null,null,null,-0.156501,-0.534518,0.122954,not significant,-0.239032,not significant
+ref: scratch 58 pairs vs zero-shot,C1Q-high monocyte (reference),17,0.460759,0.0188193,0.466973,0.024986,-4.61373,-5.82373,-3.74832,scratch closer,-4.17209,scratch closer
+ref: scratch 58 pairs vs zero-shot,Cycling T/NK,17,0.345931,2.21737,0.415901,2.51667,0.382597,-1.00172,1.82708,not significant,-0.0983106,not significant
+ref: scratch 58 pairs vs zero-shot,Cycling activated T (CD38/HLA-DR),17,0.288226,0.622811,0.314981,0.64599,1.1116,0.292588,1.76061,pretrained closer,1.04112,pretrained closer
+ref: scratch 58 pairs vs zero-shot,Proliferating T (label),17,0.893481,3.40557,1.12718,3.87832,-1.60541,-2.14314,-0.48868,scratch closer,-1.77913,scratch closer
+ref: scratch 58 pairs vs zero-shot,Plasmablast (label),17,1.05545,1.2825,1.24001,1.50676,-0.281094,-0.968423,0.383538,not significant,-0.280354,not significant
+ref: scratch 58 pairs vs zero-shot,Plasmablast (markers),17,0.60902,0.718117,0.642013,0.781626,0.237729,-0.569776,0.67029,not significant,0.284679,not significant
+ref: scratch 58 pairs vs zero-shot,MS1 monocyte (IL1R2+),17,0.356483,0.0593662,0.404617,0.0838364,-2.58612,-3.63063,-1.82201,scratch closer,-2.26777,scratch closer
+ref: scratch 58 pairs vs zero-shot,Cycling monocyte (Ye 2026),17,0.0728091,0.0768146,0.0867531,0.0934457,0.0772621,-1.5529,1.15595,not significant,0.0906723,not significant
+ref: scratch 58 pairs vs zero-shot,ISG-high monocyte (positive control),17,0.258445,1.65633,0.306379,2.62664,1.22408,-1.42375,2.41545,not significant,0.308419,not significant
+ref: scratch 58 pairs vs zero-shot,ISG-high T,17,0.088518,1.7666,0.169555,2.70515,2.67691,-0.479296,4.31746,not significant,1.09668,not significant
+ref: scratch 58 pairs vs zero-shot,DN2 / ABC B,17,0.673406,1.14014,0.633688,1.26791,0.381238,-0.754586,1.14679,not significant,0.307145,not significant
+ref: scratch 58 pairs vs zero-shot,HSPC,17,1.31855,0.839497,1.33828,0.88238,0.146554,-0.89485,1.05158,not significant,0.28445,not significant
+ref: scratch 58 pairs vs zero-shot,Cytotoxic CD4 T,17,0.699857,0.514059,0.800203,0.467215,-0.445128,-1.46754,0.383243,not significant,-0.748626,not significant
+ref: scratch 58 pairs vs zero-shot,Granulocyte-like (LDG),17,0.0323779,0.0963577,0.0430958,0.139565,1.57339,0.939755,2.54356,pretrained closer,1.68558,pretrained closer
+ref: scratch 58 pairs vs zero-shot,Platelet signal in monocytes (negative control),17,0.427032,0.306505,0.392348,0.359741,-0.478433,-1.02872,0.107595,not significant,-0.125732,not significant
+ref: scratch 58 pairs vs zero-shot,AGGREGATE,null,null,null,null,null,-0.226477,-0.661928,0.125509,not significant,-0.350458,scratch closer
+ref: scratch 58 + recipes vs zero-shot,C1Q-high monocyte (reference),16,0.579832,0.0189821,0.5325,0.024986,-4.93292,-6.12257,-4.07978,scratch closer,-4.36141,scratch closer
+ref: scratch 58 + recipes vs zero-shot,Cycling T/NK,17,0.388756,2.21737,0.479032,2.51667,0.214216,-1.09038,1.5005,not significant,-0.298235,not significant
+ref: scratch 58 + recipes vs zero-shot,Cycling activated T (CD38/HLA-DR),17,0.257854,0.622811,0.278936,0.64599,1.27224,0.350784,2.11778,pretrained closer,1.21407,pretrained closer
+ref: scratch 58 + recipes vs zero-shot,Proliferating T (label),17,0.784805,3.40557,0.977178,3.87832,-1.4183,-2.25091,-0.350871,scratch closer,-1.92919,scratch closer
+ref: scratch 58 + recipes vs zero-shot,Plasmablast (label),17,1.00023,1.2825,1.17513,1.50676,-0.358631,-1.01715,0.434737,not significant,-0.35766,not significant
+ref: scratch 58 + recipes vs zero-shot,Plasmablast (markers),17,0.694428,0.718117,0.734132,0.781626,0.0483928,-0.822402,0.443367,not significant,0.0914443,not significant
+ref: scratch 58 + recipes vs zero-shot,MS1 monocyte (IL1R2+),16,0.375698,0.0599652,0.4621,0.0838364,-2.64738,-3.85815,-1.64332,scratch closer,-2.45939,scratch closer
+ref: scratch 58 + recipes vs zero-shot,Cycling monocyte (Ye 2026),16,0.0798923,0.0793928,0.0869464,0.0934457,-0.00904752,-1.52483,0.96359,not significant,0.0819822,not significant
+ref: scratch 58 + recipes vs zero-shot,ISG-high monocyte (positive control),16,0.201126,1.61087,0.263355,2.62664,1.62599,-1.12234,2.96388,not significant,0.525138,not significant
+ref: scratch 58 + recipes vs zero-shot,ISG-high T,17,0.10207,1.7666,0.183512,2.70515,2.4714,-0.702434,3.98781,not significant,0.984085,not significant
+ref: scratch 58 + recipes vs zero-shot,DN2 / ABC B,17,0.470199,1.14014,0.459289,1.26791,0.899444,-0.345287,1.57921,not significant,0.768926,not significant
+ref: scratch 58 + recipes vs zero-shot,HSPC,17,0.936374,0.839497,0.955911,0.88238,-0.157558,-0.965528,0.650191,not significant,-0.109241,not significant
+ref: scratch 58 + recipes vs zero-shot,Cytotoxic CD4 T,17,1.05642,0.514059,1.18755,0.467215,-0.880807,-1.79739,0.654315,not significant,-0.80987,not significant
+ref: scratch 58 + recipes vs zero-shot,Granulocyte-like (LDG),17,0.0438076,0.0963577,0.0585732,0.139565,1.13722,0.477424,2.04347,pretrained closer,1.24752,pretrained closer
+ref: scratch 58 + recipes vs zero-shot,Platelet signal in monocytes (negative control),16,0.503717,0.343208,0.445627,0.359741,-0.553528,-0.990079,-0.065887,scratch closer,-0.309443,not significant
+ref: scratch 58 + recipes vs zero-shot,AGGREGATE,null,null,null,null,null,-0.335518,-0.741982,0.0148684,not significant,-0.456689,scratch closer
diff --git a/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_confound_within_folds.csv b/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_confound_within_folds.csv
new file mode 100644
index 0000000000000000000000000000000000000000..34653d96da29d83a21712ada42604c7384c0ebe0
--- /dev/null
+++ b/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_confound_within_folds.csv
@@ -0,0 +1,1004 @@
+source,arm,fold,state,n_donors,ratio_raw,log2_pc,obsthin_state,obs_parent,obs_top_donor_share,section,scratch_arm,lora_arm_pooled_csv,ratio_scratch,ratio_lora,D,D_ci_lo,D_ci_hi,verdict
+pooled cross-fitted CSV,lora_n10__raw,0,C1Q-high monocyte (reference),17,0.853787,-0.226139,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,0,Cycling T/NK,17,0.647727,-0.609751,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,0,Cycling activated T (CD38/HLA-DR),17,0.308032,-1.684,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,0,Proliferating T (label),17,1.64839,0.723877,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,0,Plasmablast (label),17,1.03815,0.058011,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,0,Plasmablast (markers),17,0.310784,-1.68249,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,0,MS1 monocyte (IL1R2+),17,0.260519,-1.93878,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,0,Cycling monocyte (Ye 2026),17,0.121601,-3.02185,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,0,ISG-high monocyte (positive control),17,0.285266,-1.80655,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,0,ISG-high T,17,0.513258,-0.955238,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,0,DN2 / ABC B,17,0.966755,-0.0441375,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,0,HSPC,17,1.06926,0.116125,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,0,Cytotoxic CD4 T,17,0.845459,-0.234729,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,0,Granulocyte-like (LDG),17,0.0402377,-4.61501,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,0,Platelet signal in monocytes (negative control),17,0.745497,-0.423046,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,0,MEAN |log2| over 13 rare,null,null,1.22386,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,1,C1Q-high monocyte (reference),17,0.140765,-2.81249,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,1,Cycling T/NK,17,0.153548,-2.67929,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,1,Cycling activated T (CD38/HLA-DR),17,0.0938758,-3.39117,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,1,Proliferating T (label),17,0.318521,-1.64338,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,1,Plasmablast (label),17,0.236814,-2.07139,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,1,Plasmablast (markers),17,0.0985085,-3.33834,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,1,MS1 monocyte (IL1R2+),17,0.207675,-2.26312,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,1,Cycling monocyte (Ye 2026),17,0.0673105,-3.79505,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,1,ISG-high monocyte (positive control),17,0.410644,-1.28271,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,1,ISG-high T,17,0.634079,-0.65518,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,1,DN2 / ABC B,17,0.124733,-2.98141,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,1,HSPC,17,0.431807,-1.15303,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,1,Cytotoxic CD4 T,17,0.783699,-0.345215,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,1,Granulocyte-like (LDG),17,0.0448831,-4.44238,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,1,Platelet signal in monocytes (negative control),17,0.406343,-1.29704,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,1,MEAN |log2| over 13 rare,null,null,2.42857,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,2,C1Q-high monocyte (reference),16,0.874514,-0.19152,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,2,Cycling T/NK,16,0.284778,-1.79745,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,2,Cycling activated T (CD38/HLA-DR),16,0.227297,-2.12519,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,2,Proliferating T (label),16,0.529307,-0.913094,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,2,Plasmablast (label),16,0.210742,-2.24121,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,2,Plasmablast (markers),16,0.18689,-2.41628,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,2,MS1 monocyte (IL1R2+),16,1.58001,0.660268,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,2,Cycling monocyte (Ye 2026),16,0.453019,-1.13581,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,2,ISG-high monocyte (positive control),16,0.66379,-0.59028,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,2,ISG-high T,16,0.320298,-1.63645,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,2,DN2 / ABC B,16,0.670185,-0.571115,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,2,HSPC,16,0.254572,-1.90027,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,2,Cytotoxic CD4 T,16,1.18427,0.249216,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,2,Granulocyte-like (LDG),16,0.0610022,-4.01222,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,2,Platelet signal in monocytes (negative control),16,0.480482,-1.05612,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,2,MEAN |log2| over 13 rare,null,null,1.52693,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,3,C1Q-high monocyte (reference),16,0.0345458,-4.76835,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,3,Cycling T/NK,16,0.166136,-2.56609,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,3,Cycling activated T (CD38/HLA-DR),16,0.139379,-2.82151,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,3,Proliferating T (label),16,0.453559,-1.13318,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,3,Plasmablast (label),16,1.19311,0.25671,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,3,Plasmablast (markers),16,0.289254,-1.78754,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,3,MS1 monocyte (IL1R2+),16,0.369476,-1.42881,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,3,Cycling monocyte (Ye 2026),16,0.0190101,-5.39619,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,3,ISG-high monocyte (positive control),16,0.493744,-1.01476,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,3,ISG-high T,16,0.232452,-2.09923,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,3,DN2 / ABC B,16,0.420115,-1.23803,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,3,HSPC,16,0.148004,-2.6449,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,3,Cytotoxic CD4 T,16,2.25039,1.17256,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,3,Granulocyte-like (LDG),16,0.0317872,-4.93821,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,3,Platelet signal in monocytes (negative control),16,0.257019,-1.95655,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,3,MEAN |log2| over 13 rare,null,null,2.48087,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,4,C1Q-high monocyte (reference),16,0.14688,-2.72129,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,4,Cycling T/NK,16,0.210485,-2.22871,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,4,Cycling activated T (CD38/HLA-DR),16,0.0982712,-3.3271,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,4,Proliferating T (label),16,0.458817,-1.11899,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,4,Plasmablast (label),16,0.142956,-2.79296,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,4,Plasmablast (markers),16,0.0796716,-3.64218,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,4,MS1 monocyte (IL1R2+),16,0.076585,-3.68329,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,4,Cycling monocyte (Ye 2026),16,0.0598006,-3.9653,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,4,ISG-high monocyte (positive control),16,0.466296,-1.09859,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,4,ISG-high T,16,0.457835,-1.12556,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,4,DN2 / ABC B,16,0.38129,-1.38118,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,4,HSPC,16,1.36751,0.465739,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,4,Cytotoxic CD4 T,16,1.56942,0.653103,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,4,Granulocyte-like (LDG),16,0.0495313,-4.29843,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,4,Platelet signal in monocytes (negative control),16,0.843635,-0.243893,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n10__raw,4,MEAN |log2| over 13 rare,null,null,2.41568,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,0,C1Q-high monocyte (reference),17,1.42354,0.510511,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,0,Cycling T/NK,17,1.60367,0.686958,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,0,Cycling activated T (CD38/HLA-DR),17,0.681001,-0.547838,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,0,Proliferating T (label),17,2.51682,1.33308,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,0,Plasmablast (label),17,5.16913,2.36992,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,0,Plasmablast (markers),17,1.27114,0.346772,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,0,MS1 monocyte (IL1R2+),17,0.232129,-2.10494,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,0,Cycling monocyte (Ye 2026),17,0.0842332,-3.54245,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,0,ISG-high monocyte (positive control),17,0.482747,-1.04885,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,0,ISG-high T,17,0.501736,-0.987842,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,0,DN2 / ABC B,17,0.59246,-0.748614,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,0,HSPC,17,1.7698,0.833395,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,0,Cytotoxic CD4 T,17,1.28777,0.36967,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,0,Granulocyte-like (LDG),17,0.0480179,-4.36414,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,0,Platelet signal in monocytes (negative control),17,0.630935,-0.663574,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,0,MEAN |log2| over 13 rare,null,null,1.44201,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,1,C1Q-high monocyte (reference),17,0.383952,-1.37577,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,1,Cycling T/NK,17,0.470983,-1.07914,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,1,Cycling activated T (CD38/HLA-DR),17,0.292854,-1.76504,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,1,Proliferating T (label),17,0.695674,-0.520429,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,1,Plasmablast (label),17,0.405631,-1.29793,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,1,Plasmablast (markers),17,0.17815,-2.4861,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,1,MS1 monocyte (IL1R2+),17,0.441126,-1.17886,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,1,Cycling monocyte (Ye 2026),17,0.101661,-3.23562,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,1,ISG-high monocyte (positive control),17,0.90794,-0.138835,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,1,ISG-high T,17,0.770259,-0.374966,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,1,DN2 / ABC B,17,0.151084,-2.70552,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,1,HSPC,17,0.506362,-0.932893,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,1,Cytotoxic CD4 T,17,0.99242,-0.00542892,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,1,Granulocyte-like (LDG),17,0.0754958,-3.70786,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,1,Platelet signal in monocytes (negative control),17,0.580069,-0.784324,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,1,MEAN |log2| over 13 rare,null,null,1.58966,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,2,C1Q-high monocyte (reference),16,0.781196,-0.354026,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n20__raw,2,Cycling T/NK,16,0.326874,-1.60058,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,lora_n20__raw,4,MEAN |log2| over 13 rare,null,null,1.58578,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,lora_n40__raw,0,Cycling activated T (CD38/HLA-DR),17,0.506202,-0.973562,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,lora_n40__raw,0,Plasmablast (label),17,3.49655,1.80641,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n40__raw,0,Plasmablast (markers),17,0.915774,-0.125911,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,lora_n40__raw,0,DN2 / ABC B,17,0.320022,-1.63138,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,lora_n40__raw,0,Platelet signal in monocytes (negative control),17,0.444838,-1.16695,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,lora_n40__raw,1,Cycling activated T (CD38/HLA-DR),17,0.411494,-1.27626,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,lora_n40__raw,1,Plasmablast (markers),17,0.204657,-2.28626,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,lora_n40__raw,1,DN2 / ABC B,17,0.173951,-2.50006,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,lora_n40__raw,1,Granulocyte-like (LDG),17,0.0592687,-4.05043,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,lora_n40__raw,1,MEAN |log2| over 13 rare,null,null,1.37241,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,lora_n40__raw,2,Cycling activated T (CD38/HLA-DR),16,0.248835,-1.99559,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,lora_n40__raw,2,Plasmablast (label),16,0.18822,-2.40361,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n40__raw,2,Plasmablast (markers),16,0.168781,-2.56298,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,lora_n40__raw,2,ISG-high monocyte (positive control),16,0.463546,-1.10791,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,lora_n40__raw,2,DN2 / ABC B,16,0.300553,-1.71859,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n40__raw,2,HSPC,16,0.534153,-0.871592,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,lora_n40__raw,2,Granulocyte-like (LDG),16,0.220011,-2.17834,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n40__raw,2,Platelet signal in monocytes (negative control),16,0.618901,-0.691272,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n40__raw,2,MEAN |log2| over 13 rare,null,null,1.39267,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,lora_n40__raw,3,Cycling activated T (CD38/HLA-DR),16,0.359213,-1.46818,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,lora_n40__raw,3,Plasmablast (label),16,1.27476,0.352042,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n40__raw,3,Plasmablast (markers),16,0.303219,-1.71963,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,lora_n40__raw,3,DN2 / ABC B,16,0.438387,-1.17627,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n40__raw,3,HSPC,16,0.441504,-1.14404,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n40__raw,3,Cytotoxic CD4 T,16,1.81244,0.861816,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n40__raw,3,Granulocyte-like (LDG),16,0.0666891,-3.88876,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n40__raw,3,Platelet signal in monocytes (negative control),16,0.391473,-1.35162,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n40__raw,3,MEAN |log2| over 13 rare,null,null,1.40216,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n40__raw,4,C1Q-high monocyte (reference),16,0.787064,-0.336194,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,lora_n40__raw,4,Cycling activated T (CD38/HLA-DR),16,0.23509,-2.08019,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n40__raw,4,Proliferating T (label),16,0.506115,-0.977578,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n40__raw,4,Plasmablast (label),16,0.52509,-0.926006,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n40__raw,4,Plasmablast (markers),16,0.271164,-1.88063,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n40__raw,4,MS1 monocyte (IL1R2+),16,0.73695,-0.43764,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n40__raw,4,Cycling monocyte (Ye 2026),16,0.106245,-3.16536,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n40__raw,4,ISG-high monocyte (positive control),16,0.50925,-0.971178,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,lora_n40__raw,4,ISG-high T,16,0.740782,-0.431941,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,lora_n5__raw,4,Plasmablast (markers),16,0.0699569,-3.82842,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,real_lora__raw,0,Cycling activated T (CD38/HLA-DR),17,0.39128,-1.34302,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,real_lora__raw,0,Plasmablast (label),17,3.47492,1.79747,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,real_lora__raw,0,Plasmablast (markers),17,0.96786,-0.0461674,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,real_lora__raw,0,DN2 / ABC B,17,0.364196,-1.44725,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,real_lora__raw,1,Plasmablast (label),17,0.522865,-0.932594,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,real_lora__raw,1,Plasmablast (markers),17,0.217866,-2.1962,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,real_lora__raw,1,MS1 monocyte (IL1R2+),17,0.716065,-0.480743,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,real_lora__raw,1,DN2 / ABC B,17,0.224543,-2.1393,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,real_lora__raw,1,Granulocyte-like (LDG),17,0.0417441,-4.54513,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,real_lora__raw,1,MEAN |log2| over 13 rare,null,null,1.4734,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,real_lora__raw,2,Cycling activated T (CD38/HLA-DR),16,0.205697,-2.26797,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,real_lora__raw,2,Plasmablast (label),16,0.234873,-2.08537,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,real_lora__raw,3,Plasmablast (markers),16,0.314586,-1.66662,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,real_lora__raw,3,DN2 / ABC B,16,0.545144,-0.863203,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,real_lora__raw,3,Cytotoxic CD4 T,16,2.06433,1.04847,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,real_lora__raw,3,Granulocyte-like (LDG),16,0.0511148,-4.26731,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,real_lora__raw,3,MEAN |log2| over 13 rare,null,null,1.4333,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,real_lora__raw,4,Cycling activated T (CD38/HLA-DR),16,0.209866,-2.24321,null,null,null,per fold,null,null,null,null,null,null,null,null
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+pooled cross-fitted CSV,real_lora__raw,4,Plasmablast (label),16,0.538836,-0.888821,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,real_lora__raw,4,Plasmablast (markers),16,0.241732,-2.04612,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,real_lora__raw,4,MS1 monocyte (IL1R2+),16,0.830693,-0.26557,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,real_lora__raw,4,Cycling monocyte (Ye 2026),16,0.121211,-2.99115,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,real_lora__raw,4,ISG-high monocyte (positive control),16,0.365694,-1.44834,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,real_lora__raw,4,ISG-high T,16,0.781489,-0.354859,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,real_lora__raw,4,DN2 / ABC B,16,0.20544,-2.26614,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,real_lora__raw,4,HSPC,16,0.404994,-1.24544,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,real_lora__raw,4,Cytotoxic CD4 T,16,1.6154,0.695127,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,real_lora__raw,4,Granulocyte-like (LDG),16,0.0822564,-3.58175,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,real_lora__raw,4,Platelet signal in monocytes (negative control),16,0.822824,-0.279728,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,real_lora__raw,4,MEAN |log2| over 13 rare,null,null,1.45446,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,0,C1Q-high monocyte (reference),17,0.0883566,-3.48156,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,0,Cycling T/NK,17,1.46141,0.553847,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,0,Cycling activated T (CD38/HLA-DR),17,0.56465,-0.816172,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,0,Proliferating T (label),17,1.45433,0.544355,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,0,Plasmablast (label),17,1.44909,0.537721,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,0,Plasmablast (markers),17,0.40756,-1.29245,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,0,MS1 monocyte (IL1R2+),17,0.545896,-0.872616,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,0,Cycling monocyte (Ye 2026),17,0.129978,-2.92821,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,0,ISG-high monocyte (positive control),17,0.799756,-0.321473,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,0,ISG-high T,17,0.624749,-0.672759,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,0,DN2 / ABC B,17,0.27329,-1.85351,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,0,HSPC,17,4.20328,2.07269,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,0,Cytotoxic CD4 T,17,1.78461,0.838795,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,0,Granulocyte-like (LDG),17,0.0185445,-5.7112,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,0,Platelet signal in monocytes (negative control),17,0.322548,-1.6308,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,0,MEAN |log2| over 13 rare,null,null,1.70584,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,1,C1Q-high monocyte (reference),17,0.0369314,-4.70066,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,1,Cycling T/NK,17,0.623849,-0.67563,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,1,Cycling activated T (CD38/HLA-DR),17,0.290192,-1.77814,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,1,Proliferating T (label),17,0.651215,-0.61546,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,1,Plasmablast (label),17,0.279018,-1.83586,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,1,Plasmablast (markers),17,0.119885,-3.05616,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,1,MS1 monocyte (IL1R2+),17,0.404777,-1.30268,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,1,Cycling monocyte (Ye 2026),17,0.194721,-2.3266,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,1,ISG-high monocyte (positive control),17,0.626682,-0.673388,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,1,ISG-high T,17,0.840415,-0.249366,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,1,DN2 / ABC B,17,0.112413,-3.12627,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,1,HSPC,17,2.2981,1.20704,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,1,Cytotoxic CD4 T,17,1.56484,0.64887,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,1,Granulocyte-like (LDG),17,0.0104681,-6.44066,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,1,Platelet signal in monocytes (negative control),17,0.257996,-1.95097,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,1,MEAN |log2| over 13 rare,null,null,2.15103,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,2,C1Q-high monocyte (reference),16,0.0318299,-4.91511,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,2,Cycling T/NK,16,0.755277,-0.399857,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,2,Cycling activated T (CD38/HLA-DR),16,0.416392,-1.25742,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,2,Proliferating T (label),16,0.654998,-0.606407,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,2,Plasmablast (label),16,0.278308,-1.84133,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,2,Plasmablast (markers),16,0.198044,-2.33298,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,2,MS1 monocyte (IL1R2+),16,0.314083,-1.6685,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,2,Cycling monocyte (Ye 2026),16,0.123964,-2.98735,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,2,ISG-high monocyte (positive control),16,0.806894,-0.308878,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,2,ISG-high T,16,0.384949,-1.37225,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,2,DN2 / ABC B,16,0.14063,-2.80118,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,2,HSPC,16,1.34126,0.434175,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,2,Cytotoxic CD4 T,16,1.59261,0.674423,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,2,Granulocyte-like (LDG),16,0.0386362,-4.66024,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,2,Platelet signal in monocytes (negative control),16,0.217031,-2.20095,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,2,MEAN |log2| over 13 rare,null,null,1.99625,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,3,C1Q-high monocyte (reference),16,0.0559085,-4.13742,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,3,Cycling T/NK,16,0.620121,-0.681572,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,3,Cycling activated T (CD38/HLA-DR),16,0.393033,-1.33699,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,3,Proliferating T (label),16,0.822686,-0.275874,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,3,Plasmablast (label),16,0.698625,-0.513486,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,3,Plasmablast (markers),16,0.175193,-2.50969,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,3,MS1 monocyte (IL1R2+),16,0.611081,-0.708768,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,3,Cycling monocyte (Ye 2026),16,0.116183,-3.07918,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,3,ISG-high monocyte (positive control),16,0.409882,-1.28486,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,3,ISG-high T,16,0.142132,-2.80156,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,3,DN2 / ABC B,16,0.262516,-1.91129,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,3,HSPC,16,1.64338,0.72332,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,3,Cytotoxic CD4 T,16,2.20037,1.14118,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,3,Granulocyte-like (LDG),16,0.033153,-4.88103,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,3,Platelet signal in monocytes (negative control),16,0.205997,-2.27731,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,3,MEAN |log2| over 13 rare,null,null,1.9001,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,4,C1Q-high monocyte (reference),16,0.0893714,-3.41499,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,4,Cycling T/NK,16,0.554808,-0.843063,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,4,Cycling activated T (CD38/HLA-DR),16,0.227455,-2.12782,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,4,Proliferating T (label),16,0.482203,-1.04732,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,4,Plasmablast (label),16,0.453612,-1.13652,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,4,Plasmablast (markers),16,0.188147,-2.40706,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,4,MS1 monocyte (IL1R2+),16,0.309988,-1.68437,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,4,Cycling monocyte (Ye 2026),16,0.101058,-3.2491,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,4,ISG-high monocyte (positive control),16,0.844809,-0.242301,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,4,ISG-high T,16,0.715612,-0.48181,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,4,DN2 / ABC B,16,0.178134,-2.46985,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,4,HSPC,16,2.06179,1.05118,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,4,Cytotoxic CD4 T,16,1.7041,0.771448,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,4,Granulocyte-like (LDG),16,0.0368365,-4.71578,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,4,Platelet signal in monocytes (negative control),16,0.375559,-1.4095,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__pseudo,4,MEAN |log2| over 13 rare,null,null,1.95387,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,0,C1Q-high monocyte (reference),17,0.025208,-5.25154,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,0,Cycling T/NK,17,2.50314,1.33028,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,0,Cycling activated T (CD38/HLA-DR),17,0.673915,-0.549744,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,0,Proliferating T (label),17,3.87832,1.95677,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,0,Plasmablast (label),17,1.50676,0.593892,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,0,Plasmablast (markers),17,0.775872,-0.363611,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,0,MS1 monocyte (IL1R2+),17,0.0828102,-3.58907,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,0,Cycling monocyte (Ye 2026),17,0.0936344,-3.39201,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,0,ISG-high monocyte (positive control),17,2.61022,1.38427,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,0,ISG-high T,17,2.63944,1.40513,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,0,DN2 / ABC B,17,1.5061,0.593856,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,0,HSPC,17,0.85321,-0.199352,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,0,Cytotoxic CD4 T,17,0.472744,-1.04553,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,0,Granulocyte-like (LDG),17,0.141036,-2.81588,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,0,Platelet signal in monocytes (negative control),17,0.353918,-1.49668,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,0,MEAN |log2| over 13 rare,null,null,1.7759,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,1,C1Q-high monocyte (reference),17,0.0255533,-5.23649,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,1,Cycling T/NK,17,0.536593,-0.884625,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,1,Cycling activated T (CD38/HLA-DR),17,0.19309,-2.34484,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,1,Proliferating T (label),17,1.6812,0.751184,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,1,Plasmablast (label),17,0.22509,-2.14427,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,1,Plasmablast (markers),17,0.147141,-2.75896,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,1,MS1 monocyte (IL1R2+),17,0.0638477,-3.95737,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,1,Cycling monocyte (Ye 2026),17,0.0986863,-3.27358,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,1,ISG-high monocyte (positive control),17,1.3274,0.408782,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,1,ISG-high T,17,2.17648,1.1239,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,1,DN2 / ABC B,17,1.14571,0.200278,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,1,HSPC,17,0.411109,-1.21095,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,1,Cytotoxic CD4 T,17,0.288404,-1.74467,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,1,Granulocyte-like (LDG),17,0.379425,-1.38862,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,1,Platelet signal in monocytes (negative control),17,0.303088,-1.71956,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,1,MEAN |log2| over 13 rare,null,null,2.07844,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,2,C1Q-high monocyte (reference),16,0.0346653,-4.81347,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,2,Cycling T/NK,16,0.802457,-0.308012,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,2,Cycling activated T (CD38/HLA-DR),16,0.460648,-1.10197,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,2,Proliferating T (label),16,1.70039,0.767802,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,2,Plasmablast (label),16,0.283134,-1.8166,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,2,Plasmablast (markers),16,0.28336,-1.81629,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,2,MS1 monocyte (IL1R2+),16,0.0760897,-3.70736,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,2,Cycling monocyte (Ye 2026),16,0.137002,-2.84795,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,2,ISG-high monocyte (positive control),16,1.84748,0.885629,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,2,ISG-high T,16,2.44037,1.2896,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,2,DN2 / ABC B,16,1.33477,0.420621,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,2,HSPC,16,0.672377,-0.543712,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,2,Cytotoxic CD4 T,16,0.495957,-0.978063,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,2,Granulocyte-like (LDG),16,0.235847,-2.07072,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,2,Platelet signal in monocytes (negative control),16,0.20195,-2.3044,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,2,MEAN |log2| over 13 rare,null,null,1.7294,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,3,C1Q-high monocyte (reference),16,0.019103,-5.65995,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,3,Cycling T/NK,16,0.721075,-0.460612,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,3,Cycling activated T (CD38/HLA-DR),16,0.484709,-1.02593,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,3,Proliferating T (label),16,2.94068,1.55754,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,3,Plasmablast (label),16,0.467262,-1.09146,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,3,Plasmablast (markers),16,0.263913,-1.91739,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,3,MS1 monocyte (IL1R2+),16,0.174818,-2.50857,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,3,Cycling monocyte (Ye 2026),16,0.0859879,-3.50572,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,3,ISG-high monocyte (positive control),16,2.6156,1.38696,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,3,ISG-high T,16,2.38176,1.25459,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,3,DN2 / ABC B,16,2.14357,1.10461,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,3,HSPC,16,0.449116,-1.1125,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,3,Cytotoxic CD4 T,16,0.670221,-0.53388,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,3,Granulocyte-like (LDG),16,0.274544,-1.85591,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,3,Platelet signal in monocytes (negative control),16,0.220674,-2.17807,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,3,MEAN |log2| over 13 rare,null,null,1.81451,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,4,C1Q-high monocyte (reference),16,0.024938,-5.18953,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,4,Cycling T/NK,16,0.683933,-0.536279,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,4,Cycling activated T (CD38/HLA-DR),16,0.273922,-1.84797,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,4,Proliferating T (label),16,1.35448,0.44013,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,4,Plasmablast (label),16,0.258421,-1.94496,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,4,Plasmablast (markers),16,0.198955,-2.32456,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,4,MS1 monocyte (IL1R2+),16,0.0721126,-3.77483,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,4,Cycling monocyte (Ye 2026),16,0.0684352,-3.80689,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,4,ISG-high monocyte (positive control),16,1.37584,0.460539,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,4,ISG-high T,16,1.19192,0.254682,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,4,DN2 / ABC B,16,1.62465,0.703132,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,4,HSPC,16,0.307377,-1.60899,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,4,Cytotoxic CD4 T,16,0.394868,-1.3006,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,4,Granulocyte-like (LDG),16,0.317546,-1.64277,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,4,Platelet signal in monocytes (negative control),16,0.338443,-1.55999,null,null,null,per fold,null,null,null,null,null,null,null,null
+pooled cross-fitted CSV,zs__raw,4,MEAN |log2| over 13 rare,null,null,1.95195,null,null,null,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),0,C1Q-high monocyte (reference),17,null,null,1767,31471,0.321449,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),1,C1Q-high monocyte (reference),17,null,null,1351,21940,0.478164,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),2,C1Q-high monocyte (reference),16,null,null,1400,19357,0.537143,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),3,C1Q-high monocyte (reference),16,null,null,1535,19536,0.439739,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),4,C1Q-high monocyte (reference),16,null,null,542,18965,0.321033,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),0,Cycling T/NK,17,null,null,288,71619,0.125,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),1,Cycling T/NK,17,null,null,1025,78595,0.325854,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),2,Cycling T/NK,16,null,null,773,70906,0.353169,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),3,Cycling T/NK,16,null,null,610,56533,0.545902,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),4,Cycling T/NK,16,null,null,765,68296,0.51634,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),0,Cycling activated T (CD38/HLA-DR),17,null,null,674,61162,0.114243,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),1,Cycling activated T (CD38/HLA-DR),17,null,null,1730,67325,0.293642,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),2,Cycling activated T (CD38/HLA-DR),16,null,null,1137,62381,0.289358,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),3,Cycling activated T (CD38/HLA-DR),16,null,null,767,48746,0.400261,per fold,null,null,null,null,null,null,null,null
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+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),1,Cycling monocyte (Ye 2026),17,null,null,428,21940,0.21028,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),2,Cycling monocyte (Ye 2026),16,null,null,879,19357,0.646189,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),3,Cycling monocyte (Ye 2026),16,null,null,668,19536,0.432635,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),4,Cycling monocyte (Ye 2026),16,null,null,605,18965,0.403306,per fold,null,null,null,null,null,null,null,null
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+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),2,DN2 / ABC B,16,null,null,749,16254,0.196262,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),3,DN2 / ABC B,16,null,null,596,20084,0.293624,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),4,DN2 / ABC B,16,null,null,848,21119,0.1875,per fold,null,null,null,null,null,null,null,null
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+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),3,Granulocyte-like (LDG),16,null,null,2633,104195,0.267755,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),4,Granulocyte-like (LDG),16,null,null,1862,114871,0.186896,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),0,HSPC,17,null,null,140,131629,0.15,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),1,HSPC,17,null,null,129,128129,0.24031,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),2,HSPC,16,null,null,161,110654,0.161491,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),3,HSPC,16,null,null,176,104195,0.375,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),4,HSPC,16,null,null,130,114871,0.376923,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),0,ISG-high T,17,null,null,860,61162,0.265116,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),1,ISG-high T,17,null,null,2451,67325,0.750306,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),2,ISG-high T,16,null,null,1620,62381,0.257407,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),3,ISG-high T,16,null,null,1750,48746,0.450857,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),4,ISG-high T,16,null,null,3962,58503,0.755427,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),0,ISG-high monocyte (positive control),17,null,null,3597,31471,0.240756,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),1,ISG-high monocyte (positive control),17,null,null,5129,21940,0.447261,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),2,ISG-high monocyte (positive control),16,null,null,3988,19357,0.369609,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),3,ISG-high monocyte (positive control),16,null,null,2481,19536,0.26844,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),4,ISG-high monocyte (positive control),16,null,null,3517,18965,0.468297,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),0,MS1 monocyte (IL1R2+),17,null,null,7118,31471,0.275358,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),1,MS1 monocyte (IL1R2+),17,null,null,3203,21940,0.490478,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),2,MS1 monocyte (IL1R2+),16,null,null,3434,19357,0.451369,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),3,MS1 monocyte (IL1R2+),16,null,null,1549,19536,0.326017,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),4,MS1 monocyte (IL1R2+),16,null,null,2044,18965,0.379159,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),0,Plasmablast (label),17,null,null,716,131629,0.177374,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),1,Plasmablast (label),17,null,null,2143,128129,0.383108,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),2,Plasmablast (label),16,null,null,2866,110654,0.690509,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),3,Plasmablast (label),16,null,null,957,104195,0.719958,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),4,Plasmablast (label),16,null,null,1741,114871,0.340034,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),0,Plasmablast (markers),17,null,null,3248,131629,0.126232,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),1,Plasmablast (markers),17,null,null,6942,128129,0.321809,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),2,Plasmablast (markers),16,null,null,5014,110654,0.530315,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),3,Plasmablast (markers),16,null,null,4982,104195,0.586511,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),4,Plasmablast (markers),16,null,null,5643,114871,0.338295,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),0,Platelet signal in monocytes (negative control),17,null,null,5596,31471,0.20461,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),1,Platelet signal in monocytes (negative control),17,null,null,3128,21940,0.243606,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),2,Platelet signal in monocytes (negative control),16,null,null,3923,19357,0.32781,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),3,Platelet signal in monocytes (negative control),16,null,null,4847,19536,0.329276,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),4,Platelet signal in monocytes (negative control),16,null,null,2612,18965,0.213629,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),0,Proliferating T (label),17,null,null,444,61162,0.175676,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),1,Proliferating T (label),17,null,null,1451,67325,0.346657,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),2,Proliferating T (label),16,null,null,1119,62381,0.436104,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),3,Proliferating T (label),16,null,null,597,48746,0.383585,per fold,null,null,null,null,null,null,null,null
+"pooled cross-fitted CSV, observed side",observed (thinned to real_lora),4,Proliferating T (label),16,null,null,1182,58503,0.427242,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,zs__raw,0,MEAN |log2| over 13 rare,null,null,1.76259,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,zs__raw,0,C1Q-high monocyte (reference),17,0.024986,-5.2643,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,zs__raw,0,Cycling T/NK,17,2.51667,1.33804,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,zs__raw,0,Cycling activated T (CD38/HLA-DR),17,0.64599,-0.610712,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,zs__raw,0,Proliferating T (label),17,3.87832,1.95677,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,zs__raw,0,Plasmablast (label),17,1.50676,0.593892,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,zs__raw,0,Plasmablast (markers),17,0.781626,-0.352954,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,zs__raw,0,MS1 monocyte (IL1R2+),17,0.0838364,-3.5713,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,zs__raw,0,Cycling monocyte (Ye 2026),17,0.0934457,-3.39492,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,zs__raw,0,ISG-high monocyte (positive control),17,2.62664,1.39332,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,zs__raw,0,ISG-high T,17,2.70515,1.44054,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,zs__raw,0,DN2 / ABC B,17,1.26791,0.345706,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,zs__raw,0,HSPC,17,0.88238,-0.151057,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,zs__raw,0,Cytotoxic CD4 T,17,0.467215,-1.06247,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,zs__raw,0,Granulocyte-like (LDG),17,0.139565,-2.831,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,zs__raw,0,Platelet signal in monocytes (negative control),17,0.359741,-1.47313,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_n5__raw,0,MEAN |log2| over 13 rare,null,null,1.29978,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_n5__raw,0,C1Q-high monocyte (reference),17,1.07489,0.105405,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_n5__raw,0,Cycling T/NK,17,1.15404,0.215779,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_n5__raw,0,Cycling activated T (CD38/HLA-DR),17,0.443262,-1.16305,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_n5__raw,0,Proliferating T (label),17,2.48923,1.31729,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_n5__raw,0,Plasmablast (label),17,1.87444,0.908225,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_n5__raw,0,Plasmablast (markers),17,0.503011,-0.989379,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_n5__raw,0,MS1 monocyte (IL1R2+),17,0.151909,-2.71603,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_n5__raw,0,Cycling monocyte (Ye 2026),17,0.111874,-3.1438,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_n5__raw,0,ISG-high monocyte (positive control),17,0.324813,-1.62017,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_n5__raw,0,ISG-high T,17,0.456853,-1.12204,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_n5__raw,0,DN2 / ABC B,17,1.10691,0.14983,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_n5__raw,0,HSPC,17,0.958643,-0.0385976,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_n5__raw,0,Cytotoxic CD4 T,17,1.79338,0.845409,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_n5__raw,0,Granulocyte-like (LDG),17,0.0545427,-4.18227,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_n5__raw,0,Platelet signal in monocytes (negative control),17,0.835598,-0.258647,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_n5__raw,0,MEAN |log2| over 13 rare,null,null,1.52356,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_n5__raw,0,C1Q-high monocyte (reference),17,1.00515,0.00902101,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_n5__raw,0,Cycling T/NK,17,0.50825,-0.956525,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_n5__raw,0,Cycling activated T (CD38/HLA-DR),17,0.403693,-1.29795,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_n5__raw,0,Proliferating T (label),17,1.36629,0.453972,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_n5__raw,0,Plasmablast (label),17,1.12466,0.173104,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_n5__raw,0,Plasmablast (markers),17,0.349986,-1.51172,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_n5__raw,0,MS1 monocyte (IL1R2+),17,0.0956144,-3.38151,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_n5__raw,0,Cycling monocyte (Ye 2026),17,0.0613772,-3.98914,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_n5__raw,0,ISG-high monocyte (positive control),17,0.324734,-1.61993,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_n5__raw,0,ISG-high T,17,0.145625,-2.75497,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_n5__raw,0,DN2 / ABC B,17,1.63464,0.711969,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_n5__raw,0,HSPC,17,0.479321,-1.01163,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_n5__raw,0,Cytotoxic CD4 T,17,1.51594,0.603001,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_n5__raw,0,Granulocyte-like (LDG),17,0.128721,-2.95174,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_n5__raw,0,Platelet signal in monocytes (negative control),17,0.59832,-0.740113,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_lora__raw,0,MEAN |log2| over 13 rare,null,null,1.39298,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_lora__raw,0,C1Q-high monocyte (reference),17,1.05336,0.0777622,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_lora__raw,0,Cycling T/NK,17,0.931543,-0.0922794,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_lora__raw,0,Cycling activated T (CD38/HLA-DR),17,0.408872,-1.27962,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_lora__raw,0,Proliferating T (label),17,1.48979,0.578195,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_lora__raw,0,Plasmablast (label),17,3.47492,1.79747,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_lora__raw,0,Plasmablast (markers),17,1.0399,0.0573868,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_lora__raw,0,MS1 monocyte (IL1R2+),17,0.205964,-2.27559,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_lora__raw,0,Cycling monocyte (Ye 2026),17,0.0895574,-3.43715,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_lora__raw,0,ISG-high monocyte (positive control),17,0.435961,-1.19397,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_lora__raw,0,ISG-high T,17,0.373078,-1.4128,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_lora__raw,0,DN2 / ABC B,17,0.350657,-1.50187,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_lora__raw,0,HSPC,17,0.573547,-0.760045,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_lora__raw,0,Cytotoxic CD4 T,17,0.895231,-0.152535,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_lora__raw,0,Granulocyte-like (LDG),17,0.0382542,-4.68604,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_lora__raw,0,Platelet signal in monocytes (negative control),17,0.547251,-0.867875,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_full__raw,0,MEAN |log2| over 13 rare,null,null,1.27495,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_full__raw,0,C1Q-high monocyte (reference),17,0.916807,-0.122262,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_full__raw,0,Cycling T/NK,17,1.336,0.424763,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_full__raw,0,Cycling activated T (CD38/HLA-DR),17,0.578323,-0.782009,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_full__raw,0,Proliferating T (label),17,1.84558,0.886455,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_full__raw,0,Plasmablast (label),17,3.28027,1.71439,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_full__raw,0,Plasmablast (markers),17,1.15447,0.208107,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_full__raw,0,MS1 monocyte (IL1R2+),17,0.361097,-1.46743,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_full__raw,0,Cycling monocyte (Ye 2026),17,0.113928,-3.10037,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_full__raw,0,ISG-high monocyte (positive control),17,0.576362,-0.792188,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_full__raw,0,ISG-high T,17,0.449465,-1.14447,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_full__raw,0,DN2 / ABC B,17,0.372326,-1.41678,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_full__raw,0,HSPC,17,0.782109,-0.324388,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_full__raw,0,Cytotoxic CD4 T,17,1.32217,0.407641,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_full__raw,0,Granulocyte-like (LDG),17,0.0413254,-4.57531,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,real_full__raw,0,Platelet signal in monocytes (negative control),17,0.699329,-0.514552,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_full__raw,0,MEAN |log2| over 13 rare,null,null,1.41213,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_full__raw,0,C1Q-high monocyte (reference),17,0.466973,-1.09221,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_full__raw,0,Cycling T/NK,17,0.415901,-1.23973,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_full__raw,0,Cycling activated T (CD38/HLA-DR),17,0.314981,-1.65183,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_full__raw,0,Proliferating T (label),17,1.12718,0.177643,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_full__raw,0,Plasmablast (label),17,1.24001,0.313538,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_full__raw,0,Plasmablast (markers),17,0.642013,-0.637634,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_full__raw,0,MS1 monocyte (IL1R2+),17,0.404617,-1.30354,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_full__raw,0,Cycling monocyte (Ye 2026),17,0.0867531,-3.48559,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_full__raw,0,ISG-high monocyte (positive control),17,0.306379,-1.70174,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_full__raw,0,ISG-high T,17,0.169555,-2.53722,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_full__raw,0,DN2 / ABC B,17,0.633688,-0.652851,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_full__raw,0,HSPC,17,1.33828,0.435506,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_full__raw,0,Cytotoxic CD4 T,17,0.800203,-0.313847,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_full__raw,0,Granulocyte-like (LDG),17,0.0430958,-4.51658,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_full__raw,0,Platelet signal in monocytes (negative control),17,0.392348,-1.3474,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_recipe__raw,0,MEAN |log2| over 13 rare,null,null,1.39455,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_recipe__raw,0,C1Q-high monocyte (reference),17,0.625773,-0.671411,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_recipe__raw,0,Cycling T/NK,17,0.987329,-0.00844623,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_recipe__raw,0,Cycling activated T (CD38/HLA-DR),17,0.45704,-1.1197,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_recipe__raw,0,Proliferating T (label),17,1.76032,0.818281,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_recipe__raw,0,Plasmablast (label),17,2.29979,1.20276,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_recipe__raw,0,Plasmablast (markers),17,0.710737,-0.4911,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_recipe__raw,0,MS1 monocyte (IL1R2+),17,0.301019,-1.72942,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_recipe__raw,0,Cycling monocyte (Ye 2026),17,0.0962428,-3.33587,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_recipe__raw,0,ISG-high monocyte (positive control),17,0.597133,-0.741134,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_recipe__raw,0,ISG-high T,17,0.532931,-0.901032,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_recipe__raw,0,DN2 / ABC B,17,0.28267,-1.81109,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_recipe__raw,0,HSPC,17,0.710699,-0.460432,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_recipe__raw,0,Cytotoxic CD4 T,17,1.23372,0.307867,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_recipe__raw,0,Granulocyte-like (LDG),17,0.0252858,-5.27175,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,lora_recipe__raw,0,Platelet signal in monocytes (negative control),17,0.544771,-0.874366,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_recipe__raw,0,MEAN |log2| over 13 rare,null,null,1.3059,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_recipe__raw,0,C1Q-high monocyte (reference),17,0.5325,-0.90289,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_recipe__raw,0,Cycling T/NK,17,0.479032,-1.0398,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_recipe__raw,0,Cycling activated T (CD38/HLA-DR),17,0.278936,-1.82478,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_recipe__raw,0,Proliferating T (label),17,0.977178,-0.0275878,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_recipe__raw,0,Plasmablast (label),17,1.17513,0.236232,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_recipe__raw,0,Plasmablast (markers),17,0.734132,-0.444398,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_recipe__raw,0,MS1 monocyte (IL1R2+),17,0.4621,-1.11191,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_recipe__raw,0,Cycling monocyte (Ye 2026),17,0.0869464,-3.4769,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_recipe__raw,0,ISG-high monocyte (positive control),17,0.263355,-1.91846,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_recipe__raw,0,ISG-high T,17,0.183512,-2.42462,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_recipe__raw,0,DN2 / ABC B,17,0.459289,-1.11463,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_recipe__raw,0,HSPC,17,0.955911,-0.0418155,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_recipe__raw,0,Cytotoxic CD4 T,17,1.18755,0.252604,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_recipe__raw,0,Granulocyte-like (LDG),17,0.0585732,-4.07852,null,null,null,per fold,null,null,null,null,null,null,null,null
+fold0 CSV,scratch_recipe__raw,0,Platelet signal in monocytes (negative control),17,0.445627,-1.16369,null,null,null,per fold,null,null,null,null,null,null,null,null
+null,null,null,C1Q-high monocyte (reference),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n5__raw,1.00515,1.11402,-0.147958,-0.441693,0.518125,not significant
+null,null,null,Cycling T/NK,null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n5__raw,0.50825,1.18701,0.700175,-0.472841,1.70275,not significant
+null,null,null,Cycling activated T (CD38/HLA-DR),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n5__raw,0.403693,0.473976,0.23148,-0.277382,0.665557,not significant
+null,null,null,Proliferating T (label),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n5__raw,1.36629,2.48923,-0.863321,-1.27343,-0.459239,scratch closer
+null,null,null,Plasmablast (label),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n5__raw,1.12466,1.87444,-0.735121,-1.11289,0.0424589,not significant
+null,null,null,Plasmablast (markers),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n5__raw,0.349986,0.559503,0.675875,0.0740968,1.13616,pretrained closer
+null,null,null,MS1 monocyte (IL1R2+),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n5__raw,0.0956144,0.159019,0.731464,-0.340583,1.27895,not significant
+null,null,null,Cycling monocyte (Ye 2026),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n5__raw,0.0613772,0.124683,1.00168,-0.263036,2.34845,not significant
+null,null,null,ISG-high monocyte (positive control),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n5__raw,0.324734,0.379657,0.224814,-1.04244,1.25326,not significant
+null,null,null,ISG-high T,null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n5__raw,0.145625,0.515301,1.80651,0.0149799,3.2315,pretrained closer
+null,null,null,DN2 / ABC B,null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n5__raw,1.63464,1.18013,0.469789,-0.420153,0.713362,not significant
+null,null,null,HSPC,null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n5__raw,0.479321,0.986838,1.00856,-0.589237,1.94317,not significant
+null,null,null,Cytotoxic CD4 T,null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n5__raw,1.51594,1.84245,-0.281306,-0.792944,0.574286,not significant
+null,null,null,Granulocyte-like (LDG),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n5__raw,0.128721,0.0590609,-1.11573,-1.92622,-0.246291,scratch closer
+null,null,null,Platelet signal in monocytes (negative control),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n5__raw,0.59832,0.97846,0.70915,0.129098,0.84596,pretrained closer
+null,null,null,AGGREGATE,null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n5__raw,null,null,0.267854,-0.0145678,0.449219,not significant
+null,null,null,C1Q-high monocyte (reference),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n5__raw,0.466973,1.11402,0.935228,-0.41056,1.46868,not significant
+null,null,null,Cycling T/NK,null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n5__raw,0.415901,1.18701,0.983379,-0.0796493,1.88752,not significant
+null,null,null,Cycling activated T (CD38/HLA-DR),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n5__raw,0.314981,0.473976,0.585357,-0.158067,1.18341,not significant
+null,null,null,Proliferating T (label),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n5__raw,1.12718,2.48923,-1.13965,-1.59674,-0.533997,scratch closer
+null,null,null,Plasmablast (label),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n5__raw,1.24001,1.87444,-0.594687,-1.12333,0.214913,not significant
+null,null,null,Plasmablast (markers),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n5__raw,0.642013,0.559503,-0.198213,-0.661684,0.275733,not significant
+null,null,null,MS1 monocyte (IL1R2+),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n5__raw,0.404617,0.159019,-1.34651,-2.47534,0.00221425,not significant
+null,null,null,Cycling monocyte (Ye 2026),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n5__raw,0.0867531,0.124683,0.498136,-0.642914,1.39599,not significant
+null,null,null,ISG-high monocyte (positive control),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n5__raw,0.306379,0.379657,0.306623,-0.940365,1.15016,not significant
+null,null,null,ISG-high T,null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n5__raw,0.169555,0.515301,1.58876,0.0282282,2.80802,pretrained closer
+null,null,null,DN2 / ABC B,null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n5__raw,0.633688,1.18013,0.410671,-0.839986,1.14633,not significant
+null,null,null,HSPC,null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n5__raw,1.33828,0.986838,0.432435,-0.856064,0.922804,not significant
+null,null,null,Cytotoxic CD4 T,null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n5__raw,0.800203,1.84245,-0.57046,-1.16195,0.0849743,not significant
+null,null,null,Granulocyte-like (LDG),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n5__raw,0.0430958,0.0590609,0.449113,-0.485029,1.23696,not significant
+null,null,null,Platelet signal in monocytes (negative control),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n5__raw,0.392348,0.97846,1.31644,0.654068,1.60851,pretrained closer
+null,null,null,AGGREGATE,null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n5__raw,null,null,0.156428,-0.162569,0.358516,not significant
+null,null,null,C1Q-high monocyte (reference),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n5__raw,0.5325,1.11402,0.745911,-0.541815,1.27106,not significant
+null,null,null,Cycling T/NK,null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n5__raw,0.479032,1.18701,0.783455,-0.190543,1.55031,not significant
+null,null,null,Cycling activated T (CD38/HLA-DR),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n5__raw,0.278936,0.473976,0.758307,-0.150685,1.64594,not significant
+null,null,null,Proliferating T (label),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n5__raw,0.977178,2.48923,-1.28971,-1.6714,-0.474915,scratch closer
+null,null,null,Plasmablast (label),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n5__raw,1.17513,1.87444,-0.671993,-1.10278,0.217208,not significant
+null,null,null,Plasmablast (markers),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n5__raw,0.734132,0.559503,-0.391448,-0.862137,0.0791955,not significant
+null,null,null,MS1 monocyte (IL1R2+),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n5__raw,0.4621,0.159019,-1.53813,-2.69981,-0.177878,scratch closer
+null,null,null,Cycling monocyte (Ye 2026),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n5__raw,0.0869464,0.124683,0.489446,-0.608982,1.16716,not significant
+null,null,null,ISG-high monocyte (positive control),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n5__raw,0.263355,0.379657,0.523342,-0.930988,1.7066,not significant
+null,null,null,ISG-high T,null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n5__raw,0.183512,0.515301,1.47616,-0.0527348,2.40298,not significant
+null,null,null,DN2 / ABC B,null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n5__raw,0.459289,1.18013,0.872452,-0.624239,1.59756,not significant
+null,null,null,HSPC,null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n5__raw,0.955911,0.986838,0.0387439,-0.918799,0.580701,not significant
+null,null,null,Cytotoxic CD4 T,null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n5__raw,1.18755,1.84245,-0.631703,-0.950504,-0.186832,scratch closer
+null,null,null,Granulocyte-like (LDG),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n5__raw,0.0585732,0.0590609,0.0110592,-1.09095,1.03059,not significant
+null,null,null,Platelet signal in monocytes (negative control),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n5__raw,0.445627,0.97846,1.13273,0.450271,1.55952,pretrained closer
+null,null,null,AGGREGATE,null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n5__raw,null,null,0.0501961,-0.241579,0.251071,not significant
+null,null,null,C1Q-high monocyte (reference),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n10__raw,1.00515,0.853787,-0.217118,-0.989653,0.692284,not significant
+null,null,null,Cycling T/NK,null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n10__raw,0.50825,0.647727,0.346774,-0.389864,1.12724,not significant
+null,null,null,Cycling activated T (CD38/HLA-DR),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n10__raw,0.403693,0.308032,-0.386046,-0.969031,0.129066,not significant
+null,null,null,Proliferating T (label),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n10__raw,1.36629,1.64839,-0.269905,-0.642372,0.139364,not significant
+null,null,null,Plasmablast (label),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n10__raw,1.12466,1.03815,0.115093,-0.284729,0.443447,not significant
+null,null,null,Plasmablast (markers),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n10__raw,0.349986,0.310784,-0.17077,-0.600523,0.164051,not significant
+null,null,null,MS1 monocyte (IL1R2+),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n10__raw,0.0956144,0.260519,1.44273,0.363669,2.00747,pretrained closer
+null,null,null,Cycling monocyte (Ye 2026),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n10__raw,0.0613772,0.121601,0.967292,-0.160004,2.11943,not significant
+null,null,null,ISG-high monocyte (positive control),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n10__raw,0.324734,0.285266,-0.186622,-1.50179,0.948239,not significant
+null,null,null,ISG-high T,null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n10__raw,0.145625,0.513258,1.79973,-0.215986,3.29148,not significant
+null,null,null,DN2 / ABC B,null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n10__raw,1.63464,0.966755,0.667831,-0.668686,1.10943,not significant
+null,null,null,HSPC,null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n10__raw,0.479321,1.06926,0.895506,-0.381871,2.06252,not significant
+null,null,null,Cytotoxic CD4 T,null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n10__raw,1.51594,0.845459,0.368273,-0.511017,1.47137,not significant
+null,null,null,Granulocyte-like (LDG),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n10__raw,0.128721,0.0402377,-1.66327,-2.56047,-0.820283,scratch closer
+null,null,null,Platelet signal in monocytes (negative control),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n10__raw,0.59832,0.745497,0.317067,-0.138757,0.614707,not significant
+null,null,null,AGGREGATE,null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n10__raw,null,null,0.299702,-0.0299108,0.531206,not significant
+null,null,null,C1Q-high monocyte (reference),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n10__raw,0.466973,0.853787,0.866068,-0.231525,1.249,not significant
+null,null,null,Cycling T/NK,null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n10__raw,0.415901,0.647727,0.629978,-0.0071433,1.30857,not significant
+null,null,null,Cycling activated T (CD38/HLA-DR),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n10__raw,0.314981,0.308032,-0.032169,-0.725694,0.645123,not significant
+null,null,null,Proliferating T (label),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n10__raw,1.12718,1.64839,-0.546234,-0.946677,0.0742473,not significant
+null,null,null,Plasmablast (label),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n10__raw,1.24001,1.03815,0.255527,-0.349209,0.76449,not significant
+null,null,null,Plasmablast (markers),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n10__raw,0.642013,0.310784,-1.04486,-1.51007,-0.456671,scratch closer
+null,null,null,MS1 monocyte (IL1R2+),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n10__raw,0.404617,0.260519,-0.635245,-1.57219,0.551426,not significant
+null,null,null,Cycling monocyte (Ye 2026),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n10__raw,0.0867531,0.121601,0.463744,-0.461371,1.24194,not significant
+null,null,null,ISG-high monocyte (positive control),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n10__raw,0.306379,0.285266,-0.104813,-1.16265,0.727957,not significant
+null,null,null,ISG-high T,null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n10__raw,0.169555,0.513258,1.58199,0.103412,2.77829,pretrained closer
+null,null,null,DN2 / ABC B,null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n10__raw,0.633688,0.966755,0.608714,-0.528171,1.08357,not significant
+null,null,null,HSPC,null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n10__raw,1.33828,1.06926,0.319381,-0.516134,0.983098,not significant
+null,null,null,Cytotoxic CD4 T,null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n10__raw,0.800203,0.845459,0.0791186,-0.422475,0.547506,not significant
+null,null,null,Granulocyte-like (LDG),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n10__raw,0.0430958,0.0402377,-0.0984291,-1.01273,0.633604,not significant
+null,null,null,Platelet signal in monocytes (negative control),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n10__raw,0.392348,0.745497,0.924356,0.365902,1.41655,pretrained closer
+null,null,null,AGGREGATE,null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n10__raw,null,null,0.188275,-0.0721512,0.330865,not significant
+null,null,null,C1Q-high monocyte (reference),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n10__raw,0.5325,0.853787,0.676751,-0.665722,1.17213,not significant
+null,null,null,Cycling T/NK,null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n10__raw,0.479032,0.647727,0.430054,-0.373963,1.22628,not significant
+null,null,null,Cycling activated T (CD38/HLA-DR),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n10__raw,0.278936,0.308032,0.140781,-0.853083,1.18029,not significant
+null,null,null,Proliferating T (label),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n10__raw,0.977178,1.64839,-0.696289,-1.04582,0.128797,not significant
+null,null,null,Plasmablast (label),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n10__raw,1.17513,1.03815,0.178221,-0.332126,0.688086,not significant
+null,null,null,Plasmablast (markers),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n10__raw,0.734132,0.310784,-1.23809,-1.67374,-0.702239,scratch closer
+null,null,null,MS1 monocyte (IL1R2+),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n10__raw,0.4621,0.260519,-0.826868,-1.79998,0.387176,not significant
+null,null,null,Cycling monocyte (Ye 2026),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n10__raw,0.0869464,0.121601,0.455054,-0.456394,1.1276,not significant
+null,null,null,ISG-high monocyte (positive control),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n10__raw,0.263355,0.285266,0.111906,-1.25361,1.26312,not significant
+null,null,null,ISG-high T,null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n10__raw,0.183512,0.513258,1.46939,-0.0886093,2.42159,not significant
+null,null,null,DN2 / ABC B,null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n10__raw,0.459289,0.966755,1.07049,-0.195396,1.51205,not significant
+null,null,null,HSPC,null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n10__raw,0.955911,1.06926,-0.0743095,-0.643029,0.665364,not significant
+null,null,null,Cytotoxic CD4 T,null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n10__raw,1.18755,0.845459,0.0178753,-0.562273,0.636983,not significant
+null,null,null,Granulocyte-like (LDG),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n10__raw,0.0585732,0.0402377,-0.536483,-1.60068,0.46812,not significant
+null,null,null,Platelet signal in monocytes (negative control),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n10__raw,0.445627,0.745497,0.740645,0.0779731,1.31332,pretrained closer
+null,null,null,AGGREGATE,null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n10__raw,null,null,0.082044,-0.232444,0.301379,not significant
+null,null,null,C1Q-high monocyte (reference),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n20__raw,1.00515,1.42354,-0.50149,-0.967965,0.659281,not significant
+null,null,null,Cycling T/NK,null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n20__raw,0.50825,1.60367,0.269567,-0.758023,1.51683,not significant
+null,null,null,Cycling activated T (CD38/HLA-DR),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n20__raw,0.403693,0.681001,0.750114,0.325233,1.33386,pretrained closer
+null,null,null,Proliferating T (label),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n20__raw,1.36629,2.51682,-0.87911,-1.24622,-0.474259,scratch closer
+null,null,null,Plasmablast (label),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n20__raw,1.12466,5.16913,-2.19682,-3.00684,-0.38306,scratch closer
+null,null,null,Plasmablast (markers),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n20__raw,0.349986,1.27114,1.16495,-0.0994546,1.63964,not significant
+null,null,null,MS1 monocyte (IL1R2+),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n20__raw,0.0956144,0.232129,1.27657,0.550432,1.70095,pretrained closer
+null,null,null,Cycling monocyte (Ye 2026),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n20__raw,0.0613772,0.0842332,0.44669,-0.713236,1.55089,not significant
+null,null,null,ISG-high monocyte (positive control),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n20__raw,0.324734,0.482747,0.571083,-0.827561,1.68294,not significant
+null,null,null,ISG-high T,null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n20__raw,0.145625,0.501736,1.76713,-0.030619,3.29693,not significant
+null,null,null,DN2 / ABC B,null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n20__raw,1.63464,0.59246,-0.0366449,-1.63615,1.37652,not significant
+null,null,null,HSPC,null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n20__raw,0.479321,1.7698,0.178236,-0.943688,1.43634,not significant
+null,null,null,Cytotoxic CD4 T,null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n20__raw,1.51594,1.28777,0.233331,-0.309507,1.07743,not significant
+null,null,null,Granulocyte-like (LDG),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n20__raw,0.128721,0.0480179,-1.4124,-1.96988,-0.747373,scratch closer
+null,null,null,Platelet signal in monocytes (negative control),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n20__raw,0.59832,0.630935,0.0765389,-0.221301,0.291055,not significant
+null,null,null,AGGREGATE,null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n20__raw,null,null,0.0815478,-0.213586,0.403133,not significant
+null,null,null,C1Q-high monocyte (reference),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n20__raw,0.466973,1.42354,0.581695,-0.766,1.48693,not significant
+null,null,null,Cycling T/NK,null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n20__raw,0.415901,1.60367,0.552771,-0.338183,1.52215,not significant
+null,null,null,Cycling activated T (CD38/HLA-DR),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n20__raw,0.314981,0.681001,1.10399,0.501016,1.73054,pretrained closer
+null,null,null,Proliferating T (label),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n20__raw,1.12718,2.51682,-1.15544,-1.55116,-0.53828,scratch closer
+null,null,null,Plasmablast (label),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n20__raw,1.24001,5.16913,-2.05638,-2.75008,-0.28772,scratch closer
+null,null,null,Plasmablast (markers),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n20__raw,0.642013,1.27114,0.290862,-1.1987,0.969743,not significant
+null,null,null,MS1 monocyte (IL1R2+),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n20__raw,0.404617,0.232129,-0.801409,-1.40557,0.307318,not significant
+null,null,null,Cycling monocyte (Ye 2026),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n20__raw,0.0867531,0.0842332,-0.0568575,-1.29338,1.0476,not significant
+null,null,null,ISG-high monocyte (positive control),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n20__raw,0.306379,0.482747,0.652892,-0.831172,1.66725,not significant
+null,null,null,ISG-high T,null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n20__raw,0.169555,0.501736,1.54938,0.00697783,2.8674,pretrained closer
+null,null,null,DN2 / ABC B,null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n20__raw,0.633688,0.59246,-0.0957627,-0.963251,0.69587,not significant
+null,null,null,HSPC,null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n20__raw,1.33828,1.7698,-0.397888,-1.12014,0.58128,not significant
+null,null,null,Cytotoxic CD4 T,null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n20__raw,0.800203,1.28777,-0.0558227,-0.72613,0.53685,not significant
+null,null,null,Granulocyte-like (LDG),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n20__raw,0.0430958,0.0480179,0.152441,-0.650925,0.850104,not significant
+null,null,null,Platelet signal in monocytes (negative control),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n20__raw,0.392348,0.630935,0.683827,0.30798,1.03845,pretrained closer
+null,null,null,AGGREGATE,null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n20__raw,null,null,-0.0298784,-0.30395,0.283433,not significant
+null,null,null,C1Q-high monocyte (reference),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n20__raw,0.5325,1.42354,0.392378,-0.883752,1.26166,not significant
+null,null,null,Cycling T/NK,null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n20__raw,0.479032,1.60367,0.352847,-0.436317,1.19387,not significant
+null,null,null,Cycling activated T (CD38/HLA-DR),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n20__raw,0.278936,0.681001,1.27694,0.522882,2.07302,pretrained closer
+null,null,null,Proliferating T (label),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n20__raw,0.977178,2.51682,-1.30549,-1.66344,-0.492597,scratch closer
+null,null,null,Plasmablast (label),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n20__raw,1.17513,5.16913,-2.13369,-2.8278,-0.301976,scratch closer
+null,null,null,Plasmablast (markers),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n20__raw,0.734132,1.27114,0.0976267,-1.24508,0.677514,not significant
+null,null,null,MS1 monocyte (IL1R2+),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n20__raw,0.4621,0.232129,-0.993032,-1.62762,0.181833,not significant
+null,null,null,Cycling monocyte (Ye 2026),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n20__raw,0.0869464,0.0842332,-0.0655475,-1.26009,0.834837,not significant
+null,null,null,ISG-high monocyte (positive control),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n20__raw,0.263355,0.482747,0.869611,-0.876766,2.27615,not significant
+null,null,null,ISG-high T,null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n20__raw,0.183512,0.501736,1.43678,-0.11733,2.45302,not significant
+null,null,null,DN2 / ABC B,null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n20__raw,0.459289,0.59246,0.366018,-0.402797,1.06205,not significant
+null,null,null,HSPC,null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n20__raw,0.955911,1.7698,-0.791579,-1.24409,0.426322,not significant
+null,null,null,Cytotoxic CD4 T,null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n20__raw,1.18755,1.28777,-0.117066,-0.565165,0.432591,not significant
+null,null,null,Granulocyte-like (LDG),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n20__raw,0.0585732,0.0480179,-0.285613,-1.17601,0.622873,not significant
+null,null,null,Platelet signal in monocytes (negative control),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n20__raw,0.445627,0.630935,0.500117,-0.0137977,1.03729,not significant
+null,null,null,AGGREGATE,null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n20__raw,null,null,-0.13611,-0.429015,0.188065,not significant
+null,null,null,C1Q-high monocyte (reference),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n40__raw,1.00515,0.442669,-1.16137,-1.6611,0.425218,not significant
+null,null,null,Cycling T/NK,null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n40__raw,0.50825,1.09286,0.819691,-0.364998,1.64588,not significant
+null,null,null,Cycling activated T (CD38/HLA-DR),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n40__raw,0.403693,0.506202,0.324391,0.0746888,0.656066,pretrained closer
+null,null,null,Proliferating T (label),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n40__raw,1.36629,1.59009,-0.218253,-0.491685,0.0890958,not significant
+null,null,null,Plasmablast (label),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n40__raw,1.12466,3.49655,-1.63331,-2.49688,0.118385,not significant
+null,null,null,Plasmablast (markers),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n40__raw,0.349986,0.915774,1.38581,-0.212607,1.60357,not significant
+null,null,null,MS1 monocyte (IL1R2+),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n40__raw,0.0956144,0.284394,1.56958,0.723769,2.14006,pretrained closer
+null,null,null,Cycling monocyte (Ye 2026),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n40__raw,0.0613772,0.0577708,-0.0742284,-1.32503,1.24367,not significant
+null,null,null,ISG-high monocyte (positive control),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n40__raw,0.324734,0.454708,0.485518,-1.02075,1.57325,not significant
+null,null,null,ISG-high T,null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n40__raw,0.145625,0.413941,1.49097,-0.62094,3.0485,not significant
+null,null,null,DN2 / ABC B,null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n40__raw,1.63464,0.320022,-0.919409,-2.3996,0.630123,not significant
+null,null,null,HSPC,null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n40__raw,0.479321,0.753565,0.633803,-0.361094,1.5635,not significant
+null,null,null,Cytotoxic CD4 T,null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n40__raw,1.51594,1.27871,0.243268,-0.361854,1.23256,not significant
+null,null,null,Granulocyte-like (LDG),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n40__raw,0.128721,0.0170398,-2.87607,-3.8532,-1.93515,scratch closer
+null,null,null,Platelet signal in monocytes (negative control),null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n40__raw,0.59832,0.444838,-0.426837,-0.684196,-0.22032,scratch closer
+null,null,null,AGGREGATE,null,null,null,null,null,null,lora substitution,scratch_n5__raw,lora_n40__raw,null,null,-0.0319324,-0.414457,0.256708,not significant
+null,null,null,C1Q-high monocyte (reference),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n40__raw,0.466973,0.442669,-0.0781871,-0.749638,0.437758,not significant
+null,null,null,Cycling T/NK,null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n40__raw,0.415901,1.09286,1.10289,0.0434122,1.88886,pretrained closer
+null,null,null,Cycling activated T (CD38/HLA-DR),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n40__raw,0.314981,0.506202,0.678268,0.145144,1.20838,pretrained closer
+null,null,null,Proliferating T (label),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n40__raw,1.12718,1.59009,-0.494582,-0.937828,0.155849,not significant
+null,null,null,Plasmablast (label),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n40__raw,1.24001,3.49655,-1.49287,-2.19146,0.233346,not significant
+null,null,null,Plasmablast (markers),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n40__raw,0.642013,0.915774,0.511723,-0.959617,0.793975,not significant
+null,null,null,MS1 monocyte (IL1R2+),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n40__raw,0.404617,0.284394,-0.508392,-1.12988,0.412761,not significant
+null,null,null,Cycling monocyte (Ye 2026),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n40__raw,0.0867531,0.0577708,-0.577776,-1.79267,0.59516,not significant
+null,null,null,ISG-high monocyte (positive control),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n40__raw,0.306379,0.454708,0.567327,-0.683279,1.53564,not significant
+null,null,null,ISG-high T,null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n40__raw,0.169555,0.413941,1.27322,-0.616316,2.62526,not significant
+null,null,null,DN2 / ABC B,null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n40__raw,0.633688,0.320022,-0.978526,-1.72593,-0.12746,scratch closer
+null,null,null,HSPC,null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n40__raw,1.33828,0.753565,0.0576787,-1.09963,0.990069,not significant
+null,null,null,Cytotoxic CD4 T,null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n40__raw,0.800203,1.27871,-0.045886,-0.612363,0.539674,not significant
+null,null,null,Granulocyte-like (LDG),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n40__raw,0.0430958,0.0170398,-1.31123,-2.10783,-0.714808,scratch closer
+null,null,null,Platelet signal in monocytes (negative control),null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n40__raw,0.392348,0.444838,0.180451,-0.065601,0.421714,not significant
+null,null,null,AGGREGATE,null,null,null,null,null,null,lora substitution,scratch_full__raw,lora_n40__raw,null,null,-0.143359,-0.478905,0.113505,not significant
+null,null,null,C1Q-high monocyte (reference),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n40__raw,0.5325,0.442669,-0.267504,-1.22896,0.376268,not significant
+null,null,null,Cycling T/NK,null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n40__raw,0.479032,1.09286,0.90297,-0.0237257,1.55311,not significant
+null,null,null,Cycling activated T (CD38/HLA-DR),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n40__raw,0.278936,0.506202,0.851218,0.0740249,1.73332,pretrained closer
+null,null,null,Proliferating T (label),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n40__raw,0.977178,1.59009,-0.644637,-1.04152,0.182471,not significant
+null,null,null,Plasmablast (label),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n40__raw,1.17513,3.49655,-1.57018,-2.29063,0.308044,not significant
+null,null,null,Plasmablast (markers),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n40__raw,0.734132,0.915774,0.318488,-1.11089,0.54275,not significant
+null,null,null,MS1 monocyte (IL1R2+),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n40__raw,0.4621,0.284394,-0.700015,-1.36457,0.330293,not significant
+null,null,null,Cycling monocyte (Ye 2026),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n40__raw,0.0869464,0.0577708,-0.586466,-1.75335,0.346526,not significant
+null,null,null,ISG-high monocyte (positive control),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n40__raw,0.263355,0.454708,0.784046,-0.786575,2.12335,not significant
+null,null,null,ISG-high T,null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n40__raw,0.183512,0.413941,1.16062,-0.623016,2.2053,not significant
+null,null,null,DN2 / ABC B,null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n40__raw,0.459289,0.320022,-0.516746,-1.28775,0.288867,not significant
+null,null,null,HSPC,null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n40__raw,0.955911,0.753565,-0.336012,-1.02446,0.487449,not significant
+null,null,null,Cytotoxic CD4 T,null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n40__raw,1.18755,1.27871,-0.107129,-0.476534,0.437745,not significant
+null,null,null,Granulocyte-like (LDG),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n40__raw,0.0585732,0.0170398,-1.74928,-2.56263,-1.04984,scratch closer
+null,null,null,Platelet signal in monocytes (negative control),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n40__raw,0.445627,0.444838,-0.00325963,-0.425003,0.476915,not significant
+null,null,null,AGGREGATE,null,null,null,null,null,null,lora substitution,scratch_recipe__raw,lora_n40__raw,null,null,-0.24959,-0.624075,0.0306764,not significant
+null,null,null,C1Q-high monocyte (reference),null,null,null,null,null,null,lora substitution,scratch_n5__raw,real_lora__raw,1.00515,1.03906,-0.0490174,-0.767053,0.721713,not significant
+null,null,null,Cycling T/NK,null,null,null,null,null,null,lora substitution,scratch_n5__raw,real_lora__raw,0.50825,0.905667,0.823675,-0.18751,1.39713,not significant
+null,null,null,Cycling activated T (CD38/HLA-DR),null,null,null,null,null,null,lora substitution,scratch_n5__raw,real_lora__raw,0.403693,0.39128,-0.045068,-0.57367,0.372661,not significant
+null,null,null,Proliferating T (label),null,null,null,null,null,null,lora substitution,scratch_n5__raw,real_lora__raw,1.36629,1.48979,-0.124223,-0.506411,0.320233,not significant
+null,null,null,Plasmablast (label),null,null,null,null,null,null,lora substitution,scratch_n5__raw,real_lora__raw,1.12466,3.47492,-1.62437,-2.54458,0.2318,not significant
+null,null,null,Plasmablast (markers),null,null,null,null,null,null,lora substitution,scratch_n5__raw,real_lora__raw,0.349986,0.96786,1.46555,-0.230699,1.6093,not significant
+null,null,null,MS1 monocyte (IL1R2+),null,null,null,null,null,null,lora substitution,scratch_n5__raw,real_lora__raw,0.0956144,0.202261,1.07974,0.263289,1.64837,pretrained closer
+null,null,null,Cycling monocyte (Ye 2026),null,null,null,null,null,null,lora substitution,scratch_n5__raw,real_lora__raw,0.0613772,0.0870279,0.510671,-0.198888,1.38395,not significant
+null,null,null,ISG-high monocyte (positive control),null,null,null,null,null,null,lora substitution,scratch_n5__raw,real_lora__raw,0.324734,0.406993,0.326785,-0.863464,1.24668,not significant
+null,null,null,ISG-high T,null,null,null,null,null,null,lora substitution,scratch_n5__raw,real_lora__raw,0.145625,0.341844,1.21611,-0.445994,2.59733,not significant
+null,null,null,DN2 / ABC B,null,null,null,null,null,null,lora substitution,scratch_n5__raw,real_lora__raw,1.63464,0.364196,-0.735284,-2.38753,0.914228,not significant
+null,null,null,HSPC,null,null,null,null,null,null,lora substitution,scratch_n5__raw,real_lora__raw,0.479321,0.553063,0.199309,-1.15754,1.24418,not significant
+null,null,null,Cytotoxic CD4 T,null,null,null,null,null,null,lora substitution,scratch_n5__raw,real_lora__raw,1.51594,0.895231,0.450466,-0.292891,1.54814,not significant
+null,null,null,Granulocyte-like (LDG),null,null,null,null,null,null,lora substitution,scratch_n5__raw,real_lora__raw,0.128721,0.0362081,-1.8136,-2.77177,-0.996285,scratch closer
+null,null,null,Platelet signal in monocytes (negative control),null,null,null,null,null,null,lora substitution,scratch_n5__raw,real_lora__raw,0.59832,0.52466,-0.188574,-0.685739,0.109009,not significant
+null,null,null,AGGREGATE,null,null,null,null,null,null,lora substitution,scratch_n5__raw,real_lora__raw,null,null,0.104152,-0.267823,0.318222,not significant
+null,null,null,C1Q-high monocyte (reference),null,null,null,null,null,null,lora substitution,scratch_full__raw,real_lora__raw,0.466973,1.03906,1.03417,-0.259718,1.32707,not significant
+null,null,null,Cycling T/NK,null,null,null,null,null,null,lora substitution,scratch_full__raw,real_lora__raw,0.415901,0.905667,1.10688,0.21899,1.77278,pretrained closer
+null,null,null,Cycling activated T (CD38/HLA-DR),null,null,null,null,null,null,lora substitution,scratch_full__raw,real_lora__raw,0.314981,0.39128,0.308809,-0.439854,0.905247,not significant
+null,null,null,Proliferating T (label),null,null,null,null,null,null,lora substitution,scratch_full__raw,real_lora__raw,1.12718,1.48979,-0.400551,-0.815101,0.204075,not significant
+null,null,null,Plasmablast (label),null,null,null,null,null,null,lora substitution,scratch_full__raw,real_lora__raw,1.24001,3.47492,-1.48393,-2.26838,0.344367,not significant
+null,null,null,Plasmablast (markers),null,null,null,null,null,null,lora substitution,scratch_full__raw,real_lora__raw,0.642013,0.96786,0.591466,-0.986133,0.870258,not significant
+null,null,null,MS1 monocyte (IL1R2+),null,null,null,null,null,null,lora substitution,scratch_full__raw,real_lora__raw,0.404617,0.202261,-0.998232,-1.46243,0.00488415,not significant
+null,null,null,Cycling monocyte (Ye 2026),null,null,null,null,null,null,lora substitution,scratch_full__raw,real_lora__raw,0.0867531,0.0870279,0.00712318,-0.985062,1.03512,not significant
+null,null,null,ISG-high monocyte (positive control),null,null,null,null,null,null,lora substitution,scratch_full__raw,real_lora__raw,0.306379,0.406993,0.408594,-0.56986,1.2053,not significant
+null,null,null,ISG-high T,null,null,null,null,null,null,lora substitution,scratch_full__raw,real_lora__raw,0.169555,0.341844,0.998363,-0.386206,2.12268,not significant
+null,null,null,DN2 / ABC B,null,null,null,null,null,null,lora substitution,scratch_full__raw,real_lora__raw,0.633688,0.364196,-0.794402,-1.71132,0.0810048,not significant
+null,null,null,HSPC,null,null,null,null,null,null,lora substitution,scratch_full__raw,real_lora__raw,1.33828,0.553063,-0.376815,-2.17047,0.991441,not significant
+null,null,null,Cytotoxic CD4 T,null,null,null,null,null,null,lora substitution,scratch_full__raw,real_lora__raw,0.800203,0.895231,0.161312,-0.232304,0.537524,not significant
+null,null,null,Granulocyte-like (LDG),null,null,null,null,null,null,lora substitution,scratch_full__raw,real_lora__raw,0.0430958,0.0362081,-0.248757,-1.08614,0.419489,not significant
+null,null,null,Platelet signal in monocytes (negative control),null,null,null,null,null,null,lora substitution,scratch_full__raw,real_lora__raw,0.392348,0.52466,0.418714,-0.195361,0.867172,not significant
+null,null,null,AGGREGATE,null,null,null,null,null,null,lora substitution,scratch_full__raw,real_lora__raw,null,null,-0.00727451,-0.367615,0.228098,not significant
+null,null,null,C1Q-high monocyte (reference),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,real_lora__raw,0.5325,1.03906,0.844851,-0.513342,1.29208,not significant
+null,null,null,Cycling T/NK,null,null,null,null,null,null,lora substitution,scratch_recipe__raw,real_lora__raw,0.479032,0.905667,0.906955,-0.0030512,1.52472,not significant
+null,null,null,Cycling activated T (CD38/HLA-DR),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,real_lora__raw,0.278936,0.39128,0.481759,-0.500317,1.40942,not significant
+null,null,null,Proliferating T (label),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,real_lora__raw,0.977178,1.48979,-0.550607,-0.927976,0.213269,not significant
+null,null,null,Plasmablast (label),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,real_lora__raw,1.17513,3.47492,-1.56124,-2.35797,0.349264,not significant
+null,null,null,Plasmablast (markers),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,real_lora__raw,0.734132,0.96786,0.398231,-1.13482,0.568807,not significant
+null,null,null,MS1 monocyte (IL1R2+),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,real_lora__raw,0.4621,0.202261,-1.18985,-1.68242,-0.154807,scratch closer
+null,null,null,Cycling monocyte (Ye 2026),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,real_lora__raw,0.0869464,0.0870279,-0.0015669,-1.09882,0.903653,not significant
+null,null,null,ISG-high monocyte (positive control),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,real_lora__raw,0.263355,0.406993,0.625313,-0.549132,1.73199,not significant
+null,null,null,ISG-high T,null,null,null,null,null,null,lora substitution,scratch_recipe__raw,real_lora__raw,0.183512,0.341844,0.885763,-0.657955,1.79292,not significant
+null,null,null,DN2 / ABC B,null,null,null,null,null,null,lora substitution,scratch_recipe__raw,real_lora__raw,0.459289,0.364196,-0.332622,-1.15699,0.523718,not significant
+null,null,null,HSPC,null,null,null,null,null,null,lora substitution,scratch_recipe__raw,real_lora__raw,0.955911,0.553063,-0.770506,-2.18161,0.55162,not significant
+null,null,null,Cytotoxic CD4 T,null,null,null,null,null,null,lora substitution,scratch_recipe__raw,real_lora__raw,1.18755,0.895231,0.100069,-0.381544,0.675039,not significant
+null,null,null,Granulocyte-like (LDG),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,real_lora__raw,0.0585732,0.0362081,-0.686811,-1.6014,0.0665398,not significant
+null,null,null,Platelet signal in monocytes (negative control),null,null,null,null,null,null,lora substitution,scratch_recipe__raw,real_lora__raw,0.445627,0.52466,0.235003,-0.476303,0.812026,not significant
+null,null,null,AGGREGATE,null,null,null,null,null,null,lora substitution,scratch_recipe__raw,real_lora__raw,null,null,-0.113506,-0.488757,0.145186,not significant
diff --git a/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_confound_within_labelcheck.csv b/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_confound_within_labelcheck.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f3883e34eb13a6d739e8d3e0063971664c33045e
--- /dev/null
+++ b/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_confound_within_labelcheck.csv
@@ -0,0 +1,13 @@
+arm,obs_thin_T,gen_PT_cells,gen_PTpass_cells,gen_cycling_T_cells,gen_pass_PT,gen_pass_PT_ci_lo,gen_pass_PT_ci_hi,obs_pass_PT,gen_PT_of_T,gen_PT_of_T_ci_lo,gen_PT_of_T_ci_hi,obs_PT_of_T,gen_cyc_of_T,gen_cyc_of_T_ci_lo,gen_cyc_of_T_ci_hi,obs_cyc_of_T,gen_pass_nonPT,gen_pass_nonPT_ci_lo,gen_pass_nonPT_ci_hi,obs_pass_nonPT,gen_share_cyc_in_PT,gen_share_cyc_in_PT_ci_lo,gen_share_cyc_in_PT_ci_hi,obs_share_cyc_in_PT,gen_over_obs_PT_of_T,gen_over_obs_pass_PT,gen_over_obs_cyc_of_T,diff_pass_PT,diff_pass_PT_ci_lo,diff_pass_PT_ci_hi,diff_PT_of_T,diff_PT_of_T_ci_lo,diff_PT_of_T_ci_hi,diff_cyc_of_T,diff_cyc_of_T_ci_lo,diff_cyc_of_T_ci_hi,diff_share_cyc_in_PT,diff_share_cyc_in_PT_ci_lo,diff_share_cyc_in_PT_ci_hi
+zs__raw,0.461,243,28,32,11.5226,6.30579,20.4312,30.8559,2.81543,1.49929,4.38218,0.725941,0.370757,0.216694,0.572952,0.266505,0.0476872,0,0.109681,0.0428209,87.5,70.5882,100,84.0491,3.87832,0.373434,1.39118,null,null,null,null,null,null,null,null,null,null,null,null
+lora_n5__raw,1,224,51,54,22.7679,14.4795,32.4022,37.3874,1.80703,1.37283,2.3114,0.725941,0.435624,0.25831,0.69409,0.377685,0.0246467,0,0.0647014,0.107052,94.4444,89.7937,100,71.8615,2.48923,0.608972,1.15341,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_n5__raw,1,135,25,28,18.5185,9.73929,28.7502,37.3874,0.991845,0.811963,1.18596,0.725941,0.205716,0.101971,0.336806,0.377685,0.0222618,0,0.0458122,0.107052,89.2857,80,100,71.8615,1.36629,0.495315,0.544675,null,null,null,null,null,null,null,null,null,null,null,null
+real_lora__raw,0.934,153,40,44,26.1438,19.375,31.8859,36.7117,1.0815,0.806498,1.40744,0.725941,0.31102,0.185172,0.470733,0.3597,0.0285837,0,0.069384,0.0938766,90.9091,83.3333,100,74.0909,1.48979,0.712138,0.864664,null,null,null,null,null,null,null,null,null,null,null,null
+real_full__raw,0.882,180,50,61,27.7778,21.875,33.3333,35.8108,1.33978,1.06095,1.6258,0.725941,0.454038,0.321537,0.620201,0.354795,0.0829876,0.0279621,0.152038,0.0955236,81.9672,73.6105,92.8571,73.2719,1.84558,0.775681,1.27972,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_full__raw,0.953,110,18,21,16.3636,10.2932,22.6419,37.1622,0.81827,0.54295,1.11316,0.725941,0.156215,0.0855769,0.232377,0.36624,0.0225006,0,0.0469268,0.0971705,85.7143,73.3333,100,73.6607,1.12718,0.440331,0.426537,null,null,null,null,null,null,null,null,null,null,null,null
+lora_recipe__raw,0.923,177,43,47,24.2938,17.4694,32.8159,36.4865,1.27789,1.04394,1.54019,0.725941,0.339326,0.223918,0.496095,0.361335,0.0292526,0.00731945,0.0551614,0.0971705,91.4894,83.3333,97.8261,73.3032,1.76032,0.66583,0.939088,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_recipe__raw,0.927,98,23,23,23.4694,17.7561,28.5714,36.9369,0.709374,0.455947,0.983507,0.725941,0.166486,0.0901508,0.246624,0.371145,0,0,0,0.103758,100,100,100,72.2467,0.977178,0.635391,0.448573,null,null,null,null,null,null,null,null,null,null,null,null
+DIFF pretrained - scratch | 5 pairs: scratch vs LoRA,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,4.24934,-6.08328,14.7039,0.81519,0.394108,1.31029,0.229908,0.0461339,0.470011,5.15873,-5.88235,16.673
+DIFF pretrained - scratch | 58 pairs: scratch vs LoRA,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,9.78015,1.62251,17.1305,0.263232,-0.0874552,0.616225,0.154805,0.0237916,0.305047,5.19481,-6.50205,19.1232
+DIFF pretrained - scratch | 58 pairs: scratch vs full FT,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,11.4141,3.66043,18.3974,0.521514,0.233227,0.800779,0.297823,0.132053,0.486351,-3.74707,-21.4308,13.7502
+DIFF pretrained - scratch | 58 pairs + recipes: scratch vs LoRA,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,0.824398,-8.02484,10.5278,0.568512,0.315982,0.803663,0.17284,0.0483197,0.318678,-8.51064,-16.6667,-2.17391
diff --git a/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_confound_within_lodo.csv b/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_confound_within_lodo.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c3458fbb147d1679a02badd2798acc0ec8c317ad
--- /dev/null
+++ b/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_confound_within_lodo.csv
@@ -0,0 +1,113 @@
+comparison,state,D_full,verdict_full,verdict_bc_full,D_lodo_min,D_lodo_max,n_lodo_sign_flip,n_lodo_same_verdict,n_lodo_same_verdict_bc,lodo_verdicts,lodo_verdicts_bc,most_influential_donor,D_without_it,ratio_scratch_without_it,ratio_pretrained_without_it
+5 pairs: scratch vs LoRA,C1Q-high monocyte (reference),-0.0963844,not significant,not significant,-0.136976,0.171795,4,17,17,not significant:17,not significant:17,PIC04,0.171795,0.880647,0.992013
+5 pairs: scratch vs LoRA,Cycling T/NK,0.740746,not significant,not significant,0.418656,1.01224,0,17,16,not significant:17,not significant:16; pretrained closer:1,Abd-PS19,0.418656,0.571097,1.30997
+5 pairs: scratch vs LoRA,Cycling activated T (CD38/HLA-DR),0.134898,not significant,not significant,0.0105149,0.255609,0,17,17,not significant:17,not significant:17,Abd-S39,0.0105149,0.373434,0.376165
+5 pairs: scratch vs LoRA,Proliferating T (label),-0.863321,scratch closer,scratch closer,-0.932009,-0.731271,0,17,17,scratch closer:17,scratch closer:17,Res-S139,-0.731271,1.48036,2.45755
+5 pairs: scratch vs LoRA,Plasmablast (label),-0.735121,not significant,scratch closer,-0.819264,-0.569021,0,14,17,not significant:14; scratch closer:3,scratch closer:17,Abd-PS23,-0.569021,1.16514,1.7285
+5 pairs: scratch vs LoRA,Plasmablast (markers),0.522342,not significant,not significant,0.297622,0.583862,0,15,10,not significant:15; pretrained closer:2,not significant:10; pretrained closer:7,Abd-PS23,0.297622,0.345315,0.424433
+5 pairs: scratch vs LoRA,MS1 monocyte (IL1R2+),0.665476,not significant,not significant,0.356163,0.773031,0,17,17,not significant:17,not significant:17,Skin-S140,0.356163,0.122418,0.156696
+5 pairs: scratch vs LoRA,Cycling monocyte (Ye 2026),0.845344,not significant,not significant,0.457605,1.08615,0,17,17,not significant:17,not significant:17,Abd-PS23,0.457605,0.084079,0.115462
+5 pairs: scratch vs LoRA,ISG-high monocyte (positive control),-0.000246081,not significant,not significant,-0.725843,0.211826,10,17,17,not significant:17,not significant:17,Res-S139,-0.725843,0.369495,0.223413
+5 pairs: scratch vs LoRA,ISG-high T,1.63293,not significant,not significant,0.739488,1.97422,0,14,11,not significant:14; pretrained closer:3,not significant:11; pretrained closer:6,Res-S139,0.739488,0.207997,0.347269
+5 pairs: scratch vs LoRA,DN2 / ABC B,0.562138,not significant,pretrained closer,0.477863,0.652558,0,16,13,not significant:16; pretrained closer:1,not significant:4; pretrained closer:13,Res-S26,0.652558,1.68359,1.07102
+5 pairs: scratch vs LoRA,HSPC,0.973033,not significant,pretrained closer,0.602665,1.36678,0,17,9,not significant:17,not significant:8; pretrained closer:9,PIC04,1.36678,0.378783,0.97686
+5 pairs: scratch vs LoRA,Cytotoxic CD4 T,-0.242407,not significant,not significant,-0.423498,-0.00993219,0,17,17,not significant:17,not significant:17,HC07,-0.00993219,1.98891,2.00265
+5 pairs: scratch vs LoRA,Granulocyte-like (LDG),-1.23053,scratch closer,scratch closer,-1.62396,-1.06542,0,17,16,scratch closer:17,not significant:1; scratch closer:16,Abd-S39,-1.62396,0.174048,0.0564688
+5 pairs: scratch vs LoRA,Platelet signal in monocytes (negative control),0.481466,not significant,pretrained closer,0.348968,0.537501,0,10,14,not significant:10; pretrained closer:7,not significant:3; pretrained closer:14,Abd-S39,0.348968,0.607092,0.773223
+5 pairs: scratch vs LoRA,AGGREGATE,0.22378,not significant,pretrained closer,0.142591,0.277999,0,17,11,not significant:17,not significant:6; pretrained closer:11,Abd-S39,0.142591,null,null
+58 pairs: scratch vs LoRA,C1Q-high monocyte (reference),1.01444,not significant,pretrained closer,0.746743,1.2911,0,16,14,not significant:16; pretrained closer:1,not significant:3; pretrained closer:14,IC23,1.2911,0.399583,0.977837
+58 pairs: scratch vs LoRA,Cycling T/NK,1.14745,pretrained closer,pretrained closer,0.908559,1.3105,0,16,17,not significant:1; pretrained closer:16,pretrained closer:17,Res-PS25,0.908559,0.447002,0.839099
+58 pairs: scratch vs LoRA,Cycling activated T (CD38/HLA-DR),0.372211,not significant,not significant,0.167676,0.541092,0,17,17,not significant:17,not significant:17,Res-PS25,0.167676,0.30918,0.347286
+58 pairs: scratch vs LoRA,Proliferating T (label),-0.400551,not significant,not significant,-0.573621,-0.277942,0,17,12,not significant:17,not significant:12; scratch closer:5,Abd-PS19,-0.573621,1.03257,1.53672
+58 pairs: scratch vs LoRA,Plasmablast (label),-1.48393,not significant,not significant,-1.65664,-0.932338,0,17,11,not significant:17,not significant:11; scratch closer:6,Abd-PS23,-0.932338,1.07124,2.04432
+58 pairs: scratch vs LoRA,Plasmablast (markers),0.580247,not significant,pretrained closer,0.22163,0.717391,0,17,8,not significant:17,not significant:9; pretrained closer:8,Abd-PS23,0.22163,0.54148,0.631393
+58 pairs: scratch vs LoRA,MS1 monocyte (IL1R2+),-0.972054,not significant,scratch closer,-1.09304,-0.649538,0,10,14,not significant:10; scratch closer:7,not significant:3; scratch closer:14,Abd-S66,-0.649538,0.299266,0.190778
+58 pairs: scratch vs LoRA,Cycling monocyte (Ye 2026),0.0484442,not significant,not significant,-0.261442,0.258807,4,17,17,not significant:17,not significant:17,Abd-S123,-0.261442,0.0989786,0.0825733
+58 pairs: scratch vs LoRA,ISG-high monocyte (positive control),0.507772,not significant,not significant,-0.00816192,0.655513,1,17,17,not significant:17,not significant:17,Res-S139,-0.00816192,0.343574,0.341636
+58 pairs: scratch vs LoRA,ISG-high T,1.12443,not significant,not significant,0.329922,1.29232,0,16,16,not significant:16; pretrained closer:1,not significant:16; pretrained closer:1,Res-S139,0.329922,0.225925,0.283975
+58 pairs: scratch vs LoRA,DN2 / ABC B,-0.849022,not significant,not significant,-1.19346,-0.669234,0,11,11,not significant:11; scratch closer:6,not significant:11; scratch closer:6,Abd-S123,-1.19346,0.612782,0.267941
+58 pairs: scratch vs LoRA,HSPC,-0.324538,not significant,not significant,-0.964752,0.14157,1,17,17,not significant:17,not significant:17,HC07,-0.964752,1.34416,0.38118
+58 pairs: scratch vs LoRA,Cytotoxic CD4 T,0.161312,not significant,not significant,0.0335065,0.234335,0,17,17,not significant:17,not significant:17,HC01,0.0335065,0.856863,0.876996
+58 pairs: scratch vs LoRA,Granulocyte-like (LDG),-0.169463,not significant,not significant,-0.389675,-0.00108446,0,17,17,not significant:17,not significant:17,Abd-S123,-0.389675,0.0439051,0.0335128
+58 pairs: scratch vs LoRA,Platelet signal in monocytes (negative control),0.479526,not significant,not significant,0.306505,0.647295,0,16,16,not significant:16; pretrained closer:1,not significant:16; pretrained closer:1,Abd-S123,0.306505,0.415848,0.514283
+58 pairs: scratch vs LoRA,AGGREGATE,0.0191519,not significant,not significant,-0.07627,0.0645388,7,17,17,not significant:17,not significant:17,Abd-S123,-0.07627,null,null
+58 pairs: scratch vs full FT,C1Q-high monocyte (reference),0.969945,not significant,pretrained closer,0.81553,1.07113,0,15,17,not significant:15; pretrained closer:2,pretrained closer:17,Abd-S39,0.81553,0.433343,0.76266
+58 pairs: scratch vs full FT,Cycling T/NK,0.814966,not significant,not significant,0.462287,1.03539,0,16,16,not significant:16; pretrained closer:1,not significant:16; pretrained closer:1,Res-S139,0.462287,0.493761,1.47001
+58 pairs: scratch vs full FT,Cycling activated T (CD38/HLA-DR),0.869821,pretrained closer,pretrained closer,0.754328,1.0671,0,17,17,pretrained closer:17,pretrained closer:17,PHC03,1.0671,0.283125,0.593208
+58 pairs: scratch vs full FT,Proliferating T (label),-0.708811,scratch closer,scratch closer,-0.830467,-0.635685,0,17,17,scratch closer:17,scratch closer:17,Abd-PS19,-0.830467,1.03257,1.83617
+58 pairs: scratch vs full FT,Plasmablast (label),-1.40085,scratch closer,scratch closer,-1.55308,-1.13909,0,12,17,not significant:5; scratch closer:12,scratch closer:17,Skin-S140,-1.13909,1.20481,2.6535
+58 pairs: scratch vs full FT,Plasmablast (markers),0.429526,not significant,not significant,0.162686,0.685667,0,17,15,not significant:17,not significant:15; pretrained closer:2,Res-PS25,0.162686,0.709544,1.25906
+58 pairs: scratch vs full FT,MS1 monocyte (IL1R2+),-0.163893,not significant,not significant,-0.341988,0.245251,1,17,17,not significant:17,not significant:17,Abd-S66,0.245251,0.299266,0.35472
+58 pairs: scratch vs full FT,Cycling monocyte (Ye 2026),0.385221,not significant,not significant,0.211561,0.593178,0,17,17,not significant:17,not significant:17,HC07,0.593178,0.080326,0.121177
+58 pairs: scratch vs full FT,ISG-high monocyte (positive control),0.909549,not significant,not significant,0.150525,1.0558,0,17,17,not significant:17,not significant:17,Res-S139,0.150525,0.343574,0.381358
+58 pairs: scratch vs full FT,ISG-high T,1.39275,not significant,not significant,0.373555,1.6881,0,16,14,not significant:16; pretrained closer:1,not significant:14; pretrained closer:3,Res-S139,0.373555,0.225925,0.292695
+58 pairs: scratch vs full FT,DN2 / ABC B,-0.763931,not significant,scratch closer,-0.944175,-0.609228,0,11,11,not significant:11; scratch closer:6,not significant:6; scratch closer:11,Skin-S140,-0.944175,0.654073,0.339939
+58 pairs: scratch vs full FT,HSPC,0.111118,not significant,not significant,-0.217329,0.50977,5,17,17,not significant:17,not significant:17,Abd-S39,0.50977,1.58949,0.895776
+58 pairs: scratch vs full FT,Cytotoxic CD4 T,-0.093794,not significant,not significant,-0.230195,0.0794466,2,17,17,not significant:17,not significant:17,IC23,0.0794466,0.733973,1.28945
+58 pairs: scratch vs full FT,Granulocyte-like (LDG),-0.0587304,not significant,not significant,-0.198936,0.0649322,3,17,17,not significant:17,not significant:17,Res-S139,-0.198936,0.0479631,0.0417851
+58 pairs: scratch vs full FT,Platelet signal in monocytes (negative control),0.83285,pretrained closer,pretrained closer,0.720476,0.970989,0,17,17,pretrained closer:17,pretrained closer:17,Abd-PS19,0.970989,0.360284,0.706222
+58 pairs: scratch vs full FT,AGGREGATE,0.13718,not significant,not significant,0.0381091,0.203836,0,17,17,not significant:17,not significant:17,Res-S139,0.0381091,null,null
+58 pairs + recipes: scratch vs LoRA,C1Q-high monocyte (reference),0.231478,not significant,not significant,-0.00243758,0.434781,1,17,17,not significant:17,not significant:17,Abd-S39,-0.00243758,0.523787,0.522903
+58 pairs + recipes: scratch vs LoRA,Cycling T/NK,1.03136,not significant,pretrained closer,0.843111,1.28645,0,11,16,not significant:11; pretrained closer:6,not significant:1; pretrained closer:16,HC01,1.28645,0.405463,1.01109
+58 pairs + recipes: scratch vs LoRA,Cycling activated T (CD38/HLA-DR),0.705079,not significant,not significant,0.563548,0.987185,0,14,15,not significant:14; pretrained closer:3,not significant:15; pretrained closer:2,HC01,0.987185,0.246741,0.489118
+58 pairs + recipes: scratch vs LoRA,Proliferating T (label),-0.790693,scratch closer,scratch closer,-0.85308,-0.66301,0,14,17,not significant:3; scratch closer:14,scratch closer:17,Abd-PS23,-0.66301,0.935239,1.69302
+58 pairs + recipes: scratch vs LoRA,Plasmablast (label),-0.966525,not significant,scratch closer,-1.11044,-0.571488,0,17,9,not significant:17,not significant:8; scratch closer:9,Abd-PS23,-0.571488,1.07124,1.59193
+58 pairs + recipes: scratch vs LoRA,Plasmablast (markers),-0.0467015,not significant,not significant,-0.391681,0.0397198,4,17,17,not significant:17,not significant:17,Abd-PS23,-0.391681,0.634052,0.4833
+58 pairs + recipes: scratch vs LoRA,MS1 monocyte (IL1R2+),-0.617507,not significant,not significant,-0.883866,-0.189863,0,17,17,not significant:17,not significant:17,Abd-S66,-0.189863,0.342471,0.300241
+58 pairs + recipes: scratch vs LoRA,Cycling monocyte (Ye 2026),0.141031,not significant,not significant,-0.0688819,0.316816,4,17,17,not significant:17,not significant:17,Abd-S39,-0.0688819,0.0842718,0.0803427
+58 pairs + recipes: scratch vs LoRA,ISG-high monocyte (positive control),1.17732,not significant,not significant,0.308414,1.56172,0,16,15,not significant:16; pretrained closer:1,not significant:15; pretrained closer:2,Res-S139,0.308414,0.307128,0.38033
+58 pairs + recipes: scratch vs LoRA,ISG-high T,1.52359,pretrained closer,pretrained closer,0.555773,1.7044,0,12,14,not significant:5; pretrained closer:12,not significant:3; pretrained closer:14,Res-S139,0.555773,0.226828,0.333428
+58 pairs + recipes: scratch vs LoRA,DN2 / ABC B,-0.696454,scratch closer,scratch closer,-0.811469,-0.591708,0,13,9,not significant:4; scratch closer:13,not significant:8; scratch closer:9,Abd-S39,-0.811469,0.482005,0.274647
+58 pairs + recipes: scratch vs LoRA,HSPC,-0.418616,not significant,not significant,-0.793537,-0.158451,0,17,17,not significant:17,not significant:17,HC07,-0.793537,1.01514,0.568323
+58 pairs + recipes: scratch vs LoRA,Cytotoxic CD4 T,-0.055263,not significant,not significant,-0.145145,0.163723,4,17,17,not significant:17,not significant:17,HC07,0.163723,1.40262,1.25214
+58 pairs + recipes: scratch vs LoRA,Granulocyte-like (LDG),-1.19323,scratch closer,scratch closer,-1.39994,-0.956463,0,17,17,scratch closer:17,scratch closer:17,Abd-PS19,-0.956463,0.0479641,0.0247168
+58 pairs + recipes: scratch vs LoRA,Platelet signal in monocytes (negative control),0.289324,not significant,not significant,0.121007,0.494914,0,17,17,not significant:17,not significant:17,Abd-PS19,0.494914,0.388171,0.547025
+58 pairs + recipes: scratch vs LoRA,AGGREGATE,-0.0886499,not significant,not significant,-0.186314,0.0136618,1,17,17,not significant:17,not significant:17,HC01,0.0136618,null,null
+ref: scratch 5 pairs vs zero-shot,C1Q-high monocyte (reference),-5.25527,scratch closer,scratch closer,-5.57956,-4.83189,0,17,17,scratch closer:17,scratch closer:17,Abd-PS23,-4.83189,1.20457,0.029149
+ref: scratch 5 pairs vs zero-shot,Cycling T/NK,-0.381514,not significant,not significant,-0.717416,0.0876405,1,17,17,not significant:17,not significant:17,Abd-PS23,0.0876405,0.430583,2.18555
+ref: scratch 5 pairs vs zero-shot,Cycling activated T (CD38/HLA-DR),0.687241,pretrained closer,pretrained closer,0.459005,0.804186,0,6,10,not significant:11; pretrained closer:6,not significant:7; pretrained closer:10,Res-S26,0.459005,0.420213,0.577622
+ref: scratch 5 pairs vs zero-shot,Proliferating T (label),-1.5028,scratch closer,scratch closer,-1.61164,-1.26946,0,17,17,scratch closer:17,scratch closer:17,Res-S139,-1.26946,1.48036,3.56874
+ref: scratch 5 pairs vs zero-shot,Plasmablast (label),-0.420788,not significant,not significant,-0.518088,0.212428,1,17,17,not significant:17,not significant:17,Abd-PS23,0.212428,1.16514,0.994421
+ref: scratch 5 pairs vs zero-shot,Plasmablast (markers),1.15877,pretrained closer,pretrained closer,0.672834,1.25502,0,13,17,not significant:4; pretrained closer:13,pretrained closer:17,Abd-PS23,0.672834,0.345315,0.550502
+ref: scratch 5 pairs vs zero-shot,MS1 monocyte (IL1R2+),-0.189793,not significant,not significant,-0.586744,-0.0676192,0,17,17,not significant:17,not significant:17,Skin-S140,-0.586744,0.122418,0.0815109
+ref: scratch 5 pairs vs zero-shot,Cycling monocyte (Ye 2026),0.59422,not significant,not significant,0.274312,0.792406,0,17,17,not significant:17,not significant:17,Abd-PS23,0.274312,0.084079,0.101687
+ref: scratch 5 pairs vs zero-shot,ISG-high monocyte (positive control),0.22661,not significant,not significant,-0.187124,0.576224,4,17,17,not significant:17,not significant:17,HC07,-0.187124,0.38252,2.97629
+ref: scratch 5 pairs vs zero-shot,ISG-high T,1.31443,not significant,not significant,0.732305,1.63643,0,16,16,not significant:16; pretrained closer:1,not significant:16; pretrained closer:1,HC07,0.732305,0.174577,3.44801
+ref: scratch 5 pairs vs zero-shot,DN2 / ABC B,0.366263,not significant,not significant,0.269817,0.442633,0,17,13,not significant:17,not significant:13; pretrained closer:4,Skin-S140,0.269817,1.42508,1.182
+ref: scratch 5 pairs vs zero-shot,HSPC,0.860574,not significant,not significant,0.461302,1.19836,0,17,13,not significant:17,not significant:13; pretrained closer:4,Skin-S140,0.461302,0.503452,0.693144
+ref: scratch 5 pairs vs zero-shot,Cytotoxic CD4 T,-0.459472,not significant,not significant,-0.71655,0.153835,1,17,17,not significant:17,not significant:17,HC07,0.153835,1.98891,0.559364
+ref: scratch 5 pairs vs zero-shot,Granulocyte-like (LDG),0.120737,not significant,not significant,-0.0168325,0.345553,1,17,17,not significant:17,not significant:17,Abd-S39,0.345553,0.174048,0.221152
+ref: scratch 5 pairs vs zero-shot,Platelet signal in monocytes (negative control),-0.733021,scratch closer,scratch closer,-0.902554,-0.679131,0,17,17,scratch closer:17,scratch closer:17,Skin-S140,-0.902554,0.592947,0.31719
+ref: scratch 5 pairs vs zero-shot,AGGREGATE,-0.239032,not significant,not significant,-0.339916,-0.169876,0,13,13,not significant:13; scratch closer:4,not significant:13; scratch closer:4,Skin-S140,-0.339916,null,null
+ref: scratch 58 pairs vs zero-shot,C1Q-high monocyte (reference),-4.17209,scratch closer,scratch closer,-4.54989,-3.97832,0,17,17,scratch closer:17,scratch closer:17,Skin-S140,-4.54989,0.474788,0.0202696
+ref: scratch 58 pairs vs zero-shot,Cycling T/NK,-0.0983106,not significant,not significant,-0.466316,0.228202,4,17,17,not significant:17,not significant:17,Res-S139,-0.466316,0.493761,2.79807
+ref: scratch 58 pairs vs zero-shot,Cycling activated T (CD38/HLA-DR),1.04112,pretrained closer,pretrained closer,0.747938,1.27324,0,11,13,not significant:6; pretrained closer:11,not significant:4; pretrained closer:13,Res-S26,0.747938,0.343947,0.577622
+ref: scratch 58 pairs vs zero-shot,Proliferating T (label),-1.77913,scratch closer,scratch closer,-1.97639,-1.50743,0,17,17,scratch closer:17,scratch closer:17,Res-S139,-1.50743,1.25526,3.56874
+ref: scratch 58 pairs vs zero-shot,Plasmablast (label),-0.280354,not significant,not significant,-0.430329,0.091214,1,17,17,not significant:17,not significant:17,Abd-PS23,0.091214,1.07124,0.994421
+ref: scratch 58 pairs vs zero-shot,Plasmablast (markers),0.284679,not significant,not significant,0.0238409,0.381994,0,17,17,not significant:17,not significant:17,Abd-PS23,0.0238409,0.54148,0.550502
+ref: scratch 58 pairs vs zero-shot,MS1 monocyte (IL1R2+),-2.26777,scratch closer,scratch closer,-2.61142,-1.73473,0,17,17,scratch closer:17,scratch closer:17,Abd-S66,-1.73473,0.299266,0.0899193
+ref: scratch 58 pairs vs zero-shot,Cycling monocyte (Ye 2026),0.0906723,not significant,not significant,-0.216407,0.295762,4,17,17,not significant:17,not significant:17,Skin-S140,-0.216407,0.114848,0.0988506
+ref: scratch 58 pairs vs zero-shot,ISG-high monocyte (positive control),0.308419,not significant,not significant,-0.00939781,0.728253,1,17,17,not significant:17,not significant:17,PIC04,0.728253,0.261683,2.30674
+ref: scratch 58 pairs vs zero-shot,ISG-high T,1.09668,not significant,not significant,0.702706,1.4059,0,16,17,not significant:16; pretrained closer:1,not significant:17,HC07,0.702706,0.178195,3.44801
+ref: scratch 58 pairs vs zero-shot,DN2 / ABC B,0.307145,not significant,not significant,-0.377349,0.584398,1,17,17,not significant:17,not significant:17,Abd-PS23,-0.377349,0.782961,1.65903
+ref: scratch 58 pairs vs zero-shot,HSPC,0.28445,not significant,not significant,-0.112164,0.548393,1,17,17,not significant:17,not significant:17,Skin-S140,-0.112164,1.33479,0.693144
+ref: scratch 58 pairs vs zero-shot,Cytotoxic CD4 T,-0.748626,not significant,scratch closer,-0.972429,-0.549351,0,14,10,not significant:14; scratch closer:3,not significant:7; scratch closer:10,HC01,-0.972429,0.856863,0.436698
+ref: scratch 58 pairs vs zero-shot,Granulocyte-like (LDG),1.68558,pretrained closer,pretrained closer,1.53123,1.912,0,17,17,pretrained closer:17,pretrained closer:17,Abd-PS19,1.912,0.0371182,0.139687
+ref: scratch 58 pairs vs zero-shot,Platelet signal in monocytes (negative control),-0.125732,not significant,not significant,-0.297314,0.0400186,1,17,17,not significant:17,not significant:17,Skin-S140,-0.297314,0.389781,0.31719
+ref: scratch 58 pairs vs zero-shot,AGGREGATE,-0.350458,scratch closer,scratch closer,-0.449625,-0.284175,0,17,17,scratch closer:17,scratch closer:17,Skin-S140,-0.449625,null,null
+ref: scratch 58 + recipes vs zero-shot,C1Q-high monocyte (reference),-4.36141,scratch closer,scratch closer,-4.72858,-4.18352,0,17,17,scratch closer:17,scratch closer:17,Skin-S140,-4.72858,0.537392,0.0202696
+ref: scratch 58 + recipes vs zero-shot,Cycling T/NK,-0.298235,not significant,not significant,-0.526442,0.0554921,1,17,17,not significant:17,not significant:17,Abd-PS23,0.0554921,0.440285,2.18555
+ref: scratch 58 + recipes vs zero-shot,Cycling activated T (CD38/HLA-DR),1.21407,pretrained closer,pretrained closer,0.95389,1.49619,0,17,17,pretrained closer:17,pretrained closer:17,HC01,1.49619,0.246741,0.69605
+ref: scratch 58 + recipes vs zero-shot,Proliferating T (label),-1.92919,scratch closer,scratch closer,-2.10679,-1.69173,0,17,17,scratch closer:17,scratch closer:17,Abd-PS23,-1.69173,0.935239,3.45414
+ref: scratch 58 + recipes vs zero-shot,Plasmablast (label),-0.35766,not significant,not significant,-0.514984,0.091214,1,17,17,not significant:17,not significant:17,Abd-PS23,0.091214,1.07124,0.994421
+ref: scratch 58 + recipes vs zero-shot,Plasmablast (markers),0.0914443,not significant,not significant,-0.203853,0.175859,2,17,17,not significant:17,not significant:17,Abd-PS23,-0.203853,0.634052,0.550502
+ref: scratch 58 + recipes vs zero-shot,MS1 monocyte (IL1R2+),-2.45939,scratch closer,scratch closer,-2.84926,-1.92928,0,17,17,scratch closer:17,scratch closer:17,Abd-S66,-1.92928,0.342471,0.0899193
+ref: scratch 58 + recipes vs zero-shot,Cycling monocyte (Ye 2026),0.0819822,not significant,not significant,-0.282377,0.359116,3,17,17,not significant:17,not significant:17,Skin-S140,-0.282377,0.120222,0.0988506
+ref: scratch 58 + recipes vs zero-shot,ISG-high monocyte (positive control),0.525138,not significant,not significant,0.176355,1.26323,0,17,17,not significant:17,not significant:17,PIC04,1.26323,0.180605,2.30674
+ref: scratch 58 + recipes vs zero-shot,ISG-high T,0.984085,not significant,not significant,0.428847,1.28503,0,16,16,not significant:16; pretrained closer:1,not significant:16; pretrained closer:1,HC07,0.428847,0.215445,3.44801
+ref: scratch 58 + recipes vs zero-shot,DN2 / ABC B,0.768926,not significant,not significant,0.055615,1.00384,0,17,17,not significant:17,not significant:17,Abd-PS23,0.055615,0.579969,1.65903
+ref: scratch 58 + recipes vs zero-shot,HSPC,-0.109241,not significant,not significant,-0.451567,0.112294,4,17,17,not significant:17,not significant:17,Skin-S140,-0.451567,0.947892,0.693144
+ref: scratch 58 + recipes vs zero-shot,Cytotoxic CD4 T,-0.80987,not significant,not significant,-0.984802,-0.35002,0,17,16,not significant:17,not significant:16; scratch closer:1,HC07,-0.35002,1.40262,0.559364
+ref: scratch 58 + recipes vs zero-shot,Granulocyte-like (LDG),1.24752,pretrained closer,pretrained closer,1.09245,1.54217,0,17,17,pretrained closer:17,pretrained closer:17,Abd-PS19,1.54217,0.0479641,0.139687
+ref: scratch 58 + recipes vs zero-shot,Platelet signal in monocytes (negative control),-0.309443,not significant,not significant,-0.481224,-0.0675408,0,17,16,not significant:17,not significant:16; scratch closer:1,Abd-PS19,-0.0675408,0.388171,0.370417
+ref: scratch 58 + recipes vs zero-shot,AGGREGATE,-0.456689,scratch closer,scratch closer,-0.541992,-0.36758,0,17,17,scratch closer:17,scratch closer:17,Abd-S66,-0.36758,null,null