Archive 4 checkpoints (1-4)

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

@@ -0,0 +1,561 @@
+setting,scheme,state,arm,arm_class,n_donors_parent_ge20,sd_gen_pct,sd_obs_pct,sd_ratio_gen_over_obs,iqr_gen_pct,iqr_obs_pct,mean_gen_pct,mean_obs_pct,n_donors_gen_state_zero,spearman_donors
+fold0,V0_screen,C1Q-high monocyte (reference),zs__raw,pretrained zero-shot,17,0.149766,5.58627,0.0268097,0.220264,5.54769,0.100434,5.33672,11,0.315467
+fold0,V0_screen,C1Q-high monocyte (reference),lora_n5__raw,pretrained LoRA (5 pairs),17,4.25436,6.1828,0.688097,4.99002,6.01517,4.74786,6.05673,3,0.152335
+fold0,V0_screen,C1Q-high monocyte (reference),scratch_n5__raw,scratch (5 pairs),17,3.10149,6.14988,0.504316,5.0068,5.95017,4.82747,5.96575,0,0.409314
+fold0,V0_screen,C1Q-high monocyte (reference),real_lora__raw,pretrained LoRA (58 pairs),17,5.88851,6.00191,0.981106,3.89359,5.98451,4.36549,5.79652,4,0.490761
+fold0,V0_screen,C1Q-high monocyte (reference),real_full__raw,pretrained full FT (58 pairs),17,5.94675,6.00166,0.990851,2.8292,5.77336,4.93305,5.78776,2,0.568976
+fold0,V0_screen,C1Q-high monocyte (reference),scratch_full__raw,"scratch (58 pairs, 100k cap)",17,2.89754,6.08719,0.476006,2.45408,6.05366,2.72057,5.90453,3,0.508601
+fold0,V0_screen,C1Q-high monocyte (reference),lora_recipe__raw,pretrained LoRA + recipes (58 pairs),17,2.98854,6.00971,0.497286,3.2648,6.10874,2.86926,5.76987,3,0.547913
+fold0,V0_screen,C1Q-high monocyte (reference),scratch_recipe__raw,scratch + recipes (58 pairs),14,3.19175,6.48205,0.492398,2.46989,6.0389,2.8539,6.54018,3,0.554089
+fold0,V2_msum,C1Q-high monocyte (reference),zs__raw,pretrained zero-shot,17,0.120573,5.70191,0.021146,0.102669,5.61011,0.0702453,5.35651,12,0.363425
+fold0,V2_msum,C1Q-high monocyte (reference),lora_n5__raw,pretrained LoRA (5 pairs),17,3.65596,5.70191,0.641182,5.33769,5.61011,3.83447,5.35651,3,0.117936
+fold0,V2_msum,C1Q-high monocyte (reference),scratch_n5__raw,scratch (5 pairs),17,2.87982,5.70191,0.505062,4.8064,5.61011,4.53123,5.35651,0,0.384804
+fold0,V2_msum,C1Q-high monocyte (reference),real_lora__raw,pretrained LoRA (58 pairs),17,5.87945,5.70191,1.03114,3.89359,5.61011,4.32478,5.35651,4,0.487062
+fold0,V2_msum,C1Q-high monocyte (reference),real_full__raw,pretrained full FT (58 pairs),17,5.79797,5.70191,1.01685,2.8292,5.61011,4.79987,5.35651,2,0.522379
+fold0,V2_msum,C1Q-high monocyte (reference),scratch_full__raw,"scratch (58 pairs, 100k cap)",17,2.85489,5.70191,0.500691,2.87655,5.61011,2.56233,5.35651,4,0.435273
+fold0,V2_msum,C1Q-high monocyte (reference),lora_recipe__raw,pretrained LoRA + recipes (58 pairs),17,2.98854,5.70191,0.52413,3.2648,5.61011,2.86926,5.35651,3,0.447176
+fold0,V2_msum,C1Q-high monocyte (reference),scratch_recipe__raw,scratch + recipes (58 pairs),14,3.18679,6.1118,0.521416,1.86278,5.69854,2.74084,5.96772,3,0.576165
+fold0,V0_screen,Cycling T/NK,zs__raw,pretrained zero-shot,17,0.569822,0.320141,1.77991,0.950688,0.178362,0.747375,0.337055,1,0.244022
+fold0,V0_screen,Cycling T/NK,lora_n5__raw,pretrained LoRA (5 pairs),17,0.651028,0.374737,1.73729,0.457912,0.289061,0.546783,0.484429,1,0.178922
+fold0,V0_screen,Cycling T/NK,scratch_n5__raw,scratch (5 pairs),17,0.211542,0.374737,0.564509,0.101961,0.289061,0.193481,0.484429,4,-0.107277
+fold0,V0_screen,Cycling T/NK,real_lora__raw,pretrained LoRA (58 pairs),17,0.372422,0.360826,1.03214,0.598095,0.274991,0.408859,0.471327,2,0.181484
+fold0,V0_screen,Cycling T/NK,real_full__raw,pretrained full FT (58 pairs),17,0.362779,0.369001,0.983137,0.284385,0.311616,0.531809,0.467101,0,0.465686
+fold0,V0_screen,Cycling T/NK,scratch_full__raw,"scratch (58 pairs, 100k cap)",17,0.142535,0.351672,0.405306,0.292969,0.304002,0.160677,0.464478,5,-0.171229
+fold0,V0_screen,Cycling T/NK,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),17,0.336817,0.376986,0.893448,0.233979,0.311616,0.397341,0.46529,1,0.389706
+fold0,V0_screen,Cycling T/NK,scratch_recipe__raw,scratch + recipes (58 pairs),17,0.165289,0.375923,0.43969,0.17608,0.311616,0.179474,0.461663,4,0.221952
+fold0,V2_msum,Cycling T/NK,zs__raw,pretrained zero-shot,17,0.530049,0.337009,1.5728,0.932376,0.230798,0.669432,0.414128,2,0.323728
+fold0,V2_msum,Cycling T/NK,lora_n5__raw,pretrained LoRA (5 pairs),17,0.498054,0.337009,1.47786,0.401472,0.230798,0.477287,0.414128,1,0.0857843
+fold0,V2_msum,Cycling T/NK,scratch_n5__raw,scratch (5 pairs),17,0.195844,0.337009,0.581124,0.101961,0.230798,0.181453,0.414128,4,-0.0480897
+fold0,V2_msum,Cycling T/NK,real_lora__raw,pretrained LoRA (58 pairs),17,0.372372,0.337009,1.10493,0.598095,0.230798,0.403507,0.414128,2,0.299203
+fold0,V2_msum,Cycling T/NK,real_full__raw,pretrained full FT (58 pairs),17,0.362779,0.337009,1.07646,0.284385,0.230798,0.531809,0.414128,0,0.389706
+fold0,V2_msum,Cycling T/NK,scratch_full__raw,"scratch (58 pairs, 100k cap)",17,0.126249,0.337009,0.374615,0.206825,0.230798,0.134401,0.414128,6,-0.10397
+fold0,V2_msum,Cycling T/NK,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),17,0.336817,0.337009,0.999429,0.233979,0.230798,0.397341,0.414128,1,0.448529
+fold0,V2_msum,Cycling T/NK,scratch_recipe__raw,scratch + recipes (58 pairs),17,0.164012,0.337009,0.48667,0.169857,0.230798,0.174395,0.414128,4,0.212088
+fold0,V0_screen,Cycling activated T (CD38/HLA-DR),zs__raw,pretrained zero-shot,17,0.468154,0.710615,0.658801,0.500517,0.290765,0.464861,0.746391,3,-0.196561
+fold0,V0_screen,Cycling activated T (CD38/HLA-DR),lora_n5__raw,pretrained LoRA (5 pairs),17,0.645887,0.865687,0.746098,0.349887,0.73777,0.582615,1.24745,3,-0.245701
+fold0,V0_screen,Cycling activated T (CD38/HLA-DR),scratch_n5__raw,scratch (5 pairs),17,0.313239,0.865687,0.361839,0.222921,0.73777,0.441784,1.24745,1,-0.54902
+fold0,V0_screen,Cycling activated T (CD38/HLA-DR),real_lora__raw,pretrained LoRA (58 pairs),17,0.531003,0.86381,0.614722,0.583516,0.814539,0.50902,1.19968,1,-0.27451
+fold0,V0_screen,Cycling activated T (CD38/HLA-DR),real_full__raw,pretrained full FT (58 pairs),17,0.462334,0.85914,0.538135,0.392551,0.791061,0.607384,1.15507,0,0.0147059
+fold0,V0_screen,Cycling activated T (CD38/HLA-DR),scratch_full__raw,"scratch (58 pairs, 100k cap)",17,0.213476,0.863671,0.247173,0.282942,0.74593,0.349068,1.21109,1,-0.568627
+fold0,V0_screen,Cycling activated T (CD38/HLA-DR),lora_recipe__raw,pretrained LoRA + recipes (58 pairs),17,0.395099,0.810529,0.487458,0.342451,0.743819,0.506556,1.16212,1,0.0661765
+fold0,V0_screen,Cycling activated T (CD38/HLA-DR),scratch_recipe__raw,scratch + recipes (58 pairs),17,0.277288,0.805919,0.344064,0.4673,0.654153,0.295525,1.14609,4,-0.189893
+fold0,V2_msum,Cycling activated T (CD38/HLA-DR),zs__raw,pretrained zero-shot,17,0.356227,0.797762,0.446533,0.641026,0.709036,0.359827,1.07862,5,-0.129042
+fold0,V2_msum,Cycling activated T (CD38/HLA-DR),lora_n5__raw,pretrained LoRA (5 pairs),17,0.643561,0.797762,0.806708,0.49312,0.709036,0.51875,1.07862,3,-0.257986
+fold0,V2_msum,Cycling activated T (CD38/HLA-DR),scratch_n5__raw,scratch (5 pairs),17,0.314396,0.797762,0.394098,0.313313,0.709036,0.322283,1.07862,3,-0.668307
+fold0,V2_msum,Cycling activated T (CD38/HLA-DR),real_lora__raw,pretrained LoRA (58 pairs),17,0.531003,0.797762,0.665616,0.583516,0.709036,0.50902,1.07862,1,-0.22549
+fold0,V2_msum,Cycling activated T (CD38/HLA-DR),real_full__raw,pretrained full FT (58 pairs),17,0.462389,0.797762,0.579608,0.392551,0.709036,0.601952,1.07862,0,0.0416667
+fold0,V2_msum,Cycling activated T (CD38/HLA-DR),scratch_full__raw,"scratch (58 pairs, 100k cap)",17,0.218611,0.797762,0.274031,0.317485,0.709036,0.327576,1.07862,1,-0.517157
+fold0,V2_msum,Cycling activated T (CD38/HLA-DR),lora_recipe__raw,pretrained LoRA + recipes (58 pairs),17,0.395099,0.797762,0.49526,0.342451,0.709036,0.506556,1.07862,1,0.142157
+fold0,V2_msum,Cycling activated T (CD38/HLA-DR),scratch_recipe__raw,scratch + recipes (58 pairs),17,0.254053,0.797762,0.318457,0.41841,0.709036,0.26329,1.07862,5,-0.153858
+fold0,V0_screen,Proliferating T (label),zs__raw,pretrained zero-shot,17,2.87851,0.904863,3.18115,5.21339,0.704303,3.23508,0.949937,0,0.286765
+fold0,V0_screen,Proliferating T (label),lora_n5__raw,pretrained LoRA (5 pairs),17,1.14736,0.904863,1.26799,1.27866,0.704303,1.98492,0.949937,0,0.465686
+fold0,V0_screen,Proliferating T (label),scratch_n5__raw,scratch (5 pairs),17,0.393642,0.904863,0.43503,0.483178,0.704303,1.00842,0.949937,0,0.431373
+fold0,V0_screen,Proliferating T (label),real_lora__raw,pretrained LoRA (58 pairs),17,0.739302,0.904863,0.817032,1.20563,0.704303,1.18315,0.949937,0,0.485294
+fold0,V0_screen,Proliferating T (label),real_full__raw,pretrained full FT (58 pairs),17,0.666073,0.904863,0.736104,0.749082,0.704303,1.37065,0.949937,0,0.735294
+fold0,V0_screen,Proliferating T (label),scratch_full__raw,"scratch (58 pairs, 100k cap)",17,0.583434,0.904863,0.644776,0.810982,0.704303,0.84875,0.949937,1,0.487745
+fold0,V0_screen,Proliferating T (label),lora_recipe__raw,pretrained LoRA + recipes (58 pairs),17,0.560236,0.904863,0.619139,0.978467,0.704303,1.31538,0.949937,0,0.639706
+fold0,V0_screen,Proliferating T (label),scratch_recipe__raw,scratch + recipes (58 pairs),17,0.527117,0.904863,0.582538,0.89742,0.704303,0.745515,0.949937,1,0.620098
+fold0,V0_screen,Plasmablast (label),zs__raw,pretrained zero-shot,17,1.53872,0.612497,2.5122,0.6,0.921329,0.819608,0.639072,2,0.161506
+fold0,V0_screen,Plasmablast (label),lora_n5__raw,pretrained LoRA (5 pairs),17,0.924892,0.612497,1.51004,0.533333,0.921329,1.01961,0.639072,0,0.275865
+fold0,V0_screen,Plasmablast (label),scratch_n5__raw,scratch (5 pairs),17,0.240642,0.612497,0.392887,0.2,0.921329,0.611765,0.639072,0,0.38619
+fold0,V0_screen,Plasmablast (label),real_lora__raw,pretrained LoRA (58 pairs),17,4.19079,0.612497,6.84215,0.733333,0.921329,1.8902,0.639072,0,0.0135386
+fold0,V0_screen,Plasmablast (label),real_full__raw,pretrained full FT (58 pairs),17,2.85682,0.612497,4.66422,0.866667,0.921329,1.78431,0.639072,0,0.373006
+fold0,V0_screen,Plasmablast (label),scratch_full__raw,"scratch (58 pairs, 100k cap)",17,0.778489,0.612497,1.27101,0.933333,0.921329,0.67451,0.639072,0,0.432004
+fold0,V0_screen,Plasmablast (label),lora_recipe__raw,pretrained LoRA + recipes (58 pairs),17,2.10139,0.612497,3.43086,0.666667,0.921329,1.25098,0.639072,1,0.131531
+fold0,V0_screen,Plasmablast (label),scratch_recipe__raw,scratch + recipes (58 pairs),17,0.614211,0.612497,1.0028,0.533333,0.921329,0.639216,0.639072,0,0.16718
+fold0,V0_screen,Plasmablast (markers),zs__raw,pretrained zero-shot,17,1.43934,0.733505,1.96228,0.533333,1.05863,0.960784,1.33792,1,0.249856
+fold0,V0_screen,Plasmablast (markers),lora_n5__raw,pretrained LoRA (5 pairs),17,1.18816,1.59478,0.745034,0.533333,1.98851,1.30196,2.71833,0,0.100737
+fold0,V0_screen,Plasmablast (markers),scratch_n5__raw,scratch (5 pairs),17,0.23221,1.59478,0.145607,0.2,1.98851,0.905882,2.71833,0,0.42205
+fold0,V0_screen,Plasmablast (markers),real_lora__raw,pretrained LoRA (58 pairs),17,4.6134,1.37305,3.35996,0.933333,1.74776,2.38824,2.4123,0,0.12285
+fold0,V0_screen,Plasmablast (markers),real_full__raw,pretrained full FT (58 pairs),17,3.14936,1.29293,2.43583,1.2,1.64612,2.52157,2.30971,0,0.0773482
+fold0,V0_screen,Plasmablast (markers),scratch_full__raw,"scratch (58 pairs, 100k cap)",17,1.26655,1.34812,0.939496,1.06667,1.71263,1.46275,2.4018,0,0.199877
+fold0,V0_screen,Plasmablast (markers),lora_recipe__raw,pretrained LoRA + recipes (58 pairs),17,2.41503,1.32912,1.81701,0.866667,1.5985,1.61176,2.3917,0,0.321473
+fold0,V0_screen,Plasmablast (markers),scratch_recipe__raw,scratch + recipes (58 pairs),17,1.16835,1.31862,0.88604,0.666667,1.61987,1.62745,2.34358,0,0.192994
+fold0,V2_msum,Plasmablast (markers),zs__raw,pretrained zero-shot,17,1.35103,0.966098,1.39844,0.533333,1.04871,0.882353,1.72159,1,0.171769
+fold0,V2_msum,Plasmablast (markers),lora_n5__raw,pretrained LoRA (5 pairs),17,1.17025,0.966098,1.21131,0.6,1.04871,1.23922,1.72159,0,0.28747
+fold0,V2_msum,Plasmablast (markers),scratch_n5__raw,scratch (5 pairs),17,0.240981,0.966098,0.249437,0.333333,1.04871,0.717647,1.72159,0,0.53368
+fold0,V2_msum,Plasmablast (markers),real_lora__raw,pretrained LoRA (58 pairs),17,4.6147,0.966098,4.77663,0.933333,1.04871,2.38039,1.72159,0,0.0810813
+fold0,V2_msum,Plasmablast (markers),real_full__raw,pretrained full FT (58 pairs),17,3.12728,0.966098,3.23702,1.06667,1.04871,2.48627,1.72159,0,0.0944786
+fold0,V2_msum,Plasmablast (markers),scratch_full__raw,"scratch (58 pairs, 100k cap)",17,1.17754,0.966098,1.21886,0.933333,1.04871,1.27451,1.72159,0,0.142682
+fold0,V2_msum,Plasmablast (markers),lora_recipe__raw,pretrained LoRA + recipes (58 pairs),17,2.41503,0.966098,2.49977,0.866667,1.04871,1.61176,1.72159,0,0.352148
+fold0,V2_msum,Plasmablast (markers),scratch_recipe__raw,scratch + recipes (58 pairs),17,1.02875,0.966098,1.06485,0.6,1.04871,1.4,1.72159,0,0.071122
+fold0,V0_screen,MS1 monocyte (IL1R2+),zs__raw,pretrained zero-shot,17,1.67202,23.2609,0.0718813,1.84805,26.4412,1.08823,18.3307,6,0.790422
+fold0,V0_screen,MS1 monocyte (IL1R2+),lora_n5__raw,pretrained LoRA (5 pairs),17,4.16898,28.3207,0.147206,2.90218,36.049,2.9628,25.4664,3,0.83784
+fold0,V0_screen,MS1 monocyte (IL1R2+),scratch_n5__raw,scratch (5 pairs),17,1.58438,27.816,0.0569594,1.7939,34.4731,2.24942,24.718,1,0.781863
+fold0,V0_screen,MS1 monocyte (IL1R2+),real_lora__raw,pretrained LoRA (58 pairs),17,5.03074,27.0674,0.185859,7.531,33.6897,5.07926,23.6023,4,0.811359
+fold0,V0_screen,MS1 monocyte (IL1R2+),real_full__raw,pretrained full FT (58 pairs),17,8.24932,26.7036,0.308922,9.81352,31.7139,8.45763,23.0803,2,0.909871
+fold0,V0_screen,MS1 monocyte (IL1R2+),scratch_full__raw,"scratch (58 pairs, 100k cap)",17,10.5451,27.5971,0.382107,12.1325,33.9796,8.62372,24.1912,2,0.91355
+fold0,V0_screen,MS1 monocyte (IL1R2+),lora_recipe__raw,pretrained LoRA + recipes (58 pairs),17,6.72424,26.7393,0.251474,8.64975,32.8636,6.24113,23.0813,3,0.874696
+fold0,V0_screen,MS1 monocyte (IL1R2+),scratch_recipe__raw,scratch + recipes (58 pairs),14,13.1442,29.8602,0.440191,15.5138,42.8419,9.98875,26.1942,3,0.845483
+fold0,V2_msum,MS1 monocyte (IL1R2+),zs__raw,pretrained zero-shot,17,1.06966,25.0377,0.042722,1.03627,30.6322,0.679927,20.8248,7,0.690792
+fold0,V2_msum,MS1 monocyte (IL1R2+),lora_n5__raw,pretrained LoRA (5 pairs),17,4.04348,25.0377,0.161495,2.90218,30.6322,2.89252,20.8248,3,0.847668
+fold0,V2_msum,MS1 monocyte (IL1R2+),scratch_n5__raw,scratch (5 pairs),17,1.57499,25.0377,0.0629047,1.50737,30.6322,2.21228,20.8248,1,0.77451
+fold0,V2_msum,MS1 monocyte (IL1R2+),real_lora__raw,pretrained LoRA (58 pairs),17,5.01251,25.0377,0.200198,7.22481,30.6322,5.05052,20.8248,4,0.840953
+fold0,V2_msum,MS1 monocyte (IL1R2+),real_full__raw,pretrained full FT (58 pairs),17,7.65494,25.0377,0.305736,9.05594,30.6322,7.85035,20.8248,2,0.912884
+fold0,V2_msum,MS1 monocyte (IL1R2+),scratch_full__raw,"scratch (58 pairs, 100k cap)",17,9.88219,25.0377,0.394692,11.5977,30.6322,8.02617,20.8248,2,0.92336
+fold0,V2_msum,MS1 monocyte (IL1R2+),lora_recipe__raw,pretrained LoRA + recipes (58 pairs),17,6.72424,25.0377,0.268564,8.64975,30.6322,6.24113,20.8248,3,0.869781
+fold0,V2_msum,MS1 monocyte (IL1R2+),scratch_recipe__raw,scratch + recipes (58 pairs),14,12.7134,27.2464,0.466607,14.9785,38.6401,9.52351,22.8236,4,0.826718
+fold0,V0_screen,Cycling monocyte (Ye 2026),zs__raw,pretrained zero-shot,17,0.46776,5.17485,0.0903911,0.33557,1.89776,0.270704,3.52412,9,0.387466
+fold0,V0_screen,Cycling monocyte (Ye 2026),lora_n5__raw,pretrained LoRA (5 pairs),17,0.8023,7.42451,0.108061,0.772201,3.1447,0.570665,5.93127,6,0.219214
+fold0,V0_screen,Cycling monocyte (Ye 2026),scratch_n5__raw,scratch (5 pairs),17,0.278906,7.03481,0.0396466,0.575816,2.68944,0.269777,5.45948,7,0.177777
+fold0,V0_screen,Cycling monocyte (Ye 2026),real_lora__raw,pretrained LoRA (58 pairs),17,0.462766,6.7609,0.0684474,0.651466,2.35317,0.361718,5.06202,8,-0.357115
+fold0,V0_screen,Cycling monocyte (Ye 2026),real_full__raw,pretrained full FT (58 pairs),17,0.629025,6.72132,0.0935866,0.667208,2.61318,0.638204,4.97589,4,0.154134
+fold0,V0_screen,Cycling monocyte (Ye 2026),scratch_full__raw,"scratch (58 pairs, 100k cap)",17,0.434733,7.01093,0.062008,0.746269,2.92479,0.393254,5.40117,8,0.190203
+fold0,V0_screen,Cycling monocyte (Ye 2026),lora_recipe__raw,pretrained LoRA + recipes (58 pairs),17,0.555932,6.62326,0.0839363,0.738007,2.86012,0.483564,4.94473,6,0.261804
+fold0,V0_screen,Cycling monocyte (Ye 2026),scratch_recipe__raw,scratch + recipes (58 pairs),14,0.415592,7.63675,0.0544201,0.526571,3.98337,0.491846,5.68298,3,-0.0198677
+fold0,V2_msum,Cycling monocyte (Ye 2026),zs__raw,pretrained zero-shot,17,0.468917,5.49164,0.0853875,0.33557,1.66807,0.255357,3.84205,10,0.33752
+fold0,V2_msum,Cycling monocyte (Ye 2026),lora_n5__raw,pretrained LoRA (5 pairs),17,0.674416,5.49164,0.122808,0.772201,1.66807,0.499063,3.84205,7,0.177777
+fold0,V2_msum,Cycling monocyte (Ye 2026),scratch_n5__raw,scratch (5 pairs),17,0.259539,5.49164,0.0472608,0.386847,1.66807,0.223572,3.84205,8,0.22255
+fold0,V2_msum,Cycling monocyte (Ye 2026),real_lora__raw,pretrained LoRA (58 pairs),17,0.470414,5.49164,0.08566,0.651466,1.66807,0.347157,3.84205,9,-0.315811
+fold0,V2_msum,Cycling monocyte (Ye 2026),real_full__raw,pretrained full FT (58 pairs),17,0.625313,5.49164,0.113866,0.620736,1.66807,0.620486,3.84205,4,0.209622
+fold0,V2_msum,Cycling monocyte (Ye 2026),scratch_full__raw,"scratch (58 pairs, 100k cap)",17,0.444489,5.49164,0.0809392,0.746269,1.66807,0.376777,3.84205,9,0.169848
+fold0,V2_msum,Cycling monocyte (Ye 2026),lora_recipe__raw,pretrained LoRA + recipes (58 pairs),17,0.555932,5.49164,0.101232,0.738007,1.66807,0.483564,3.84205,6,0.20794
+fold0,V2_msum,Cycling monocyte (Ye 2026),scratch_recipe__raw,scratch + recipes (58 pairs),14,0.421329,6.06491,0.0694699,0.526571,2.02294,0.475196,4.05224,3,-0.0198677
+fold0,V0_screen,ISG-high monocyte (positive control),zs__raw,pretrained zero-shot,17,14.8069,21.0165,0.704539,5.06183,7.99517,14.5304,8.77261,0,0.20098
+fold0,V0_screen,ISG-high monocyte (positive control),lora_n5__raw,pretrained LoRA (5 pairs),17,8.6778,24.0256,0.36119,2.7655,19.2744,4.52131,15.7109,2,-0.0919681
+fold0,V0_screen,ISG-high monocyte (positive control),scratch_n5__raw,scratch (5 pairs),17,2.68043,23.6545,0.113316,3.65841,17.7709,3.85054,14.607,0,-0.218137
+fold0,V0_screen,ISG-high monocyte (positive control),real_lora__raw,pretrained LoRA (58 pairs),17,9.32501,23.3418,0.399498,2.97232,15.155,4.63916,13.1803,3,0.69042
+fold0,V0_screen,ISG-high monocyte (positive control),real_full__raw,pretrained full FT (58 pairs),17,10.6152,23.1889,0.457769,3.28691,14.4649,5.34501,12.5823,1,0.367647
+fold0,V0_screen,ISG-high monocyte (positive control),scratch_full__raw,"scratch (58 pairs, 100k cap)",17,2.75435,23.4804,0.117305,3.60396,16.0284,3.60096,13.9332,2,0.645399
+fold0,V0_screen,ISG-high monocyte (positive control),lora_recipe__raw,pretrained LoRA + recipes (58 pairs),17,12.0041,23.2237,0.51689,3.20637,14.2513,5.8606,12.7447,3,0.523343
+fold0,V0_screen,ISG-high monocyte (positive control),scratch_recipe__raw,scratch + recipes (58 pairs),14,2.61565,25.4475,0.102786,3.52933,18.3,2.91706,16.2165,2,0.440044
+fold0,V2_msum,ISG-high monocyte (positive control),zs__raw,pretrained zero-shot,17,13.2288,21.6128,0.612082,3.59645,7.99775,12.1333,9.21761,0,0.151961
+fold0,V2_msum,ISG-high monocyte (positive control),lora_n5__raw,pretrained LoRA (5 pairs),17,6.81739,21.6128,0.315433,2.23584,7.99775,3.12793,9.21761,3,-0.0319411
+fold0,V2_msum,ISG-high monocyte (positive control),scratch_n5__raw,scratch (5 pairs),17,2.25729,21.6128,0.104442,2.52666,7.99775,3.01839,9.21761,0,-0.112745
+fold0,V2_msum,ISG-high monocyte (positive control),real_lora__raw,pretrained LoRA (58 pairs),17,9.33139,21.6128,0.431753,2.97232,7.99775,4.58252,9.21761,3,0.594596
+fold0,V2_msum,ISG-high monocyte (positive control),real_full__raw,pretrained full FT (58 pairs),17,9.92876,21.6128,0.459393,2.57769,7.99775,4.93466,9.21761,1,0.27451
+fold0,V2_msum,ISG-high monocyte (positive control),scratch_full__raw,"scratch (58 pairs, 100k cap)",17,2.64362,21.6128,0.122318,3.67707,7.99775,2.87794,9.21761,4,0.675722
+fold0,V2_msum,ISG-high monocyte (positive control),lora_recipe__raw,pretrained LoRA + recipes (58 pairs),17,12.0041,21.6128,0.555417,3.20637,7.99775,5.8606,9.21761,3,0.439805
+fold0,V2_msum,ISG-high monocyte (positive control),scratch_recipe__raw,scratch + recipes (58 pairs),14,2.12808,23.5616,0.0903198,3.16084,8.75997,2.42012,11.0152,2,0.506051
+fold0,V0_screen,ISG-high T,zs__raw,pretrained zero-shot,17,1.57038,1.52609,1.02902,0.643621,0.495469,1.16926,0.661871,0,-0.123307
+fold0,V0_screen,ISG-high T,lora_n5__raw,pretrained LoRA (5 pairs),17,1.09439,5.74985,0.190333,0.408518,1.51043,0.592414,2.49211,4,0.146826
+fold0,V0_screen,ISG-high T,scratch_n5__raw,scratch (5 pairs),17,0.186534,5.74985,0.0324415,0.189436,1.51043,0.197234,2.49211,3,0.00737103
+fold0,V0_screen,ISG-high T,real_lora__raw,pretrained LoRA (58 pairs),17,0.778232,5.42805,0.143372,0.642055,1.35338,0.436689,2.30755,6,0.71401
+fold0,V0_screen,ISG-high T,real_full__raw,pretrained full FT (58 pairs),17,1.027,4.8707,0.210853,0.357196,1.30251,0.490498,2.07144,4,0.448837
+fold0,V0_screen,ISG-high T,scratch_full__raw,"scratch (58 pairs, 100k cap)",17,0.205386,5.50338,0.03732,0.310881,1.3734,0.207801,2.34756,5,0.411942
+fold0,V0_screen,ISG-high T,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),17,1.338,5.12014,0.261322,0.370614,1.34631,0.617039,2.19993,2,0.526058
+fold0,V0_screen,ISG-high T,scratch_recipe__raw,scratch + recipes (58 pairs),17,0.190371,5.19659,0.0366339,0.241304,1.45468,0.228588,2.23953,4,0.441439
+fold0,V2_msum,ISG-high T,zs__raw,pretrained zero-shot,17,1.07618,3.9161,0.274809,0.461441,1.18601,0.808461,1.75288,1,0.0220588
+fold0,V2_msum,ISG-high T,lora_n5__raw,pretrained LoRA (5 pairs),17,0.287824,3.9161,0.0734976,0.308008,1.18601,0.201566,1.75288,9,0.389072
+fold0,V2_msum,ISG-high T,scratch_n5__raw,scratch (5 pairs),17,0.0373448,3.9161,0.00953622,0,1.18601,0.0132254,1.75288,15,0.288808
+fold0,V2_msum,ISG-high T,real_lora__raw,pretrained LoRA (58 pairs),17,0.756203,3.9161,0.193101,0.642055,1.18601,0.430916,1.75288,6,0.687704
+fold0,V2_msum,ISG-high T,real_full__raw,pretrained full FT (58 pairs),17,0.978236,3.9161,0.249799,0.414938,1.18601,0.454546,1.75288,5,0.402016
+fold0,V2_msum,ISG-high T,scratch_full__raw,"scratch (58 pairs, 100k cap)",17,0.165572,3.9161,0.0422799,0.245098,1.18601,0.160365,1.75288,6,0.309404
+fold0,V2_msum,ISG-high T,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),17,1.338,3.9161,0.341668,0.370614,1.18601,0.617039,1.75288,2,0.549356
+fold0,V2_msum,ISG-high T,scratch_recipe__raw,scratch + recipes (58 pairs),17,0.167443,3.9161,0.0427576,0.326087,1.18601,0.172828,1.75288,5,0.402016
+fold0,V0_screen,DN2 / ABC B,zs__raw,pretrained zero-shot,17,2.56919,3.4822,0.737806,1.52685,4.74161,4.48471,3.93346,0,-0.0686275
+fold0,V0_screen,DN2 / ABC B,lora_n5__raw,pretrained LoRA (5 pairs),17,3.4143,4.22312,0.808479,4.71078,4.40213,5.42667,5.12552,0,0.375
+fold0,V0_screen,DN2 / ABC B,scratch_n5__raw,scratch (5 pairs),17,5.00323,4.22312,1.18472,8.52362,4.40213,6.49122,5.12552,1,0.32598
+fold0,V0_screen,DN2 / ABC B,real_lora__raw,pretrained LoRA (58 pairs),17,3.00214,4.26485,0.703926,1.85656,4.52498,2.26,5.07926,0,0.375
+fold0,V0_screen,DN2 / ABC B,real_full__raw,pretrained full FT (58 pairs),17,1.71357,4.21099,0.406928,1.53207,4.40213,2.15374,5.11576,0,0.485294
+fold0,V0_screen,DN2 / ABC B,scratch_full__raw,"scratch (58 pairs, 100k cap)",17,3.62135,3.98057,0.909757,3.19765,4.52498,3.20279,4.7561,1,0.490196
+fold0,V0_screen,DN2 / ABC B,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),17,1.37302,4.22312,0.32512,0.971326,4.40213,1.55273,5.12552,0,0.39951
+fold0,V0_screen,DN2 / ABC B,scratch_recipe__raw,scratch + recipes (58 pairs),17,2.21529,3.92528,0.564365,1.90401,4.8321,2.19581,4.66997,3,0.594596
+fold0,V2_msum,DN2 / ABC B,zs__raw,pretrained zero-shot,17,2.57154,4.02772,0.638461,2.02789,5.01638,3.64448,4.5458,0,-0.0661765
+fold0,V2_msum,DN2 / ABC B,lora_n5__raw,pretrained LoRA (5 pairs),17,2.73608,4.02772,0.679313,3.32776,5.01638,3.72058,4.5458,0,0.230392
+fold0,V2_msum,DN2 / ABC B,scratch_n5__raw,scratch (5 pairs),17,4.32321,4.02772,1.07336,6.56361,5.01638,5.37342,4.5458,2,0.284488
+fold0,V2_msum,DN2 / ABC B,real_lora__raw,pretrained LoRA (58 pairs),17,1.9101,4.02772,0.474238,1.15014,5.01638,1.3599,4.5458,3,0.37838
+fold0,V2_msum,DN2 / ABC B,real_full__raw,pretrained full FT (58 pairs),17,1.61573,4.02772,0.401151,1.16444,5.01638,1.57386,4.5458,1,0.536765
+fold0,V2_msum,DN2 / ABC B,scratch_full__raw,"scratch (58 pairs, 100k cap)",17,3.55721,4.02772,0.883181,2.90268,5.01638,3.0329,4.5458,1,0.5
+fold0,V2_msum,DN2 / ABC B,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),17,0.925831,4.02772,0.229865,0.858612,5.01638,1.1538,4.5458,0,0.311275
+fold0,V2_msum,DN2 / ABC B,scratch_recipe__raw,scratch + recipes (58 pairs),17,2.21529,4.02772,0.55001,1.90401,5.01638,2.19581,4.5458,3,0.601967
+fold0,V0_screen,HSPC,zs__raw,pretrained zero-shot,17,0.111144,0.100614,1.10466,0.0666667,0.0755584,0.0784314,0.0934266,8,0.427994
+fold0,V0_screen,HSPC,lora_n5__raw,pretrained LoRA (5 pairs),17,0.133578,0.102347,1.30515,0.133333,0.111377,0.101961,0.108327,8,0.102639
+fold0,V0_screen,HSPC,scratch_n5__raw,scratch (5 pairs),17,0.0727607,0.102347,0.710923,0.0666667,0.111377,0.0509804,0.108327,9,0.134742
+fold0,V0_screen,HSPC,real_lora__raw,pretrained LoRA (58 pairs),17,0.105099,0.102997,1.0204,0.0666667,0.104117,0.0588235,0.103624,10,0.237823
+fold0,V0_screen,HSPC,real_full__raw,pretrained full FT (58 pairs),17,0.0790053,0.10085,0.783396,0.133333,0.104117,0.0784314,0.102409,7,0.0629722
+fold0,V0_screen,HSPC,scratch_full__raw,"scratch (58 pairs, 100k cap)",17,0.130108,0.102807,1.26555,0.133333,0.104117,0.137255,0.104095,3,-0.0680362
+fold0,V0_screen,HSPC,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),17,0.107709,0.102203,1.05387,0.133333,0.111377,0.0745098,0.107307,10,-0.161023
+fold0,V0_screen,HSPC,scratch_recipe__raw,scratch + recipes (58 pairs),17,0.100326,0.101998,0.983614,0.0666667,0.111859,0.0980392,0.104701,4,0.382202
+fold0,V2_msum,HSPC,zs__raw,pretrained zero-shot,17,0.101299,0.100501,1.00794,0.0666667,0.0823369,0.0627451,0.0988715,10,0.446256
+fold0,V2_msum,HSPC,lora_n5__raw,pretrained LoRA (5 pairs),17,0.11173,0.100501,1.11174,0.133333,0.0823369,0.0705882,0.0988715,11,0.259762
+fold0,V2_msum,HSPC,scratch_n5__raw,scratch (5 pairs),17,0.0697802,0.100501,0.694326,0.0666667,0.0823369,0.0470588,0.0988715,9,0.1348
+fold0,V2_msum,HSPC,real_lora__raw,pretrained LoRA (58 pairs),17,0.0866968,0.100501,0.862649,0.0666667,0.0823369,0.0509804,0.0988715,10,0.202031
+fold0,V2_msum,HSPC,real_full__raw,pretrained full FT (58 pairs),17,0.0777544,0.100501,0.773671,0.133333,0.0823369,0.0745098,0.0988715,7,-0.0115663
+fold0,V2_msum,HSPC,scratch_full__raw,"scratch (58 pairs, 100k cap)",17,0.116737,0.100501,1.16155,0.0666667,0.0823369,0.117647,0.0988715,3,-0.0677035
+fold0,V2_msum,HSPC,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),17,0.107709,0.100501,1.07173,0.133333,0.0823369,0.0745098,0.0988715,10,-0.233965
+fold0,V2_msum,HSPC,scratch_recipe__raw,scratch + recipes (58 pairs),17,0.0973505,0.100501,0.968655,0.0666667,0.0823369,0.0941176,0.0988715,4,0.397647
+fold0,V0_screen,Cytotoxic CD4 T,zs__raw,pretrained zero-shot,17,0.954053,1.65773,0.575517,1.11111,1.11023,0.720249,1.4011,8,0.262661
+fold0,V0_screen,Cytotoxic CD4 T,lora_n5__raw,pretrained LoRA (5 pairs),17,1.83388,1.83045,1.00187,1.80907,1.33497,2.59876,1.60234,0,0.742647
+fold0,V0_screen,Cytotoxic CD4 T,scratch_n5__raw,scratch (5 pairs),17,1.363,1.83045,0.744623,1.60714,1.33497,2.13808,1.60234,0,-0.394608
+fold0,V0_screen,Cytotoxic CD4 T,real_lora__raw,pretrained LoRA (58 pairs),17,1.45473,1.83045,0.794736,1.36018,1.33497,1.34913,1.60234,3,0.761673
+fold0,V0_screen,Cytotoxic CD4 T,real_full__raw,pretrained full FT (58 pairs),17,2.23527,1.83045,1.22116,2.19325,1.33497,2.0552,1.60234,3,0.815727
+fold0,V0_screen,Cytotoxic CD4 T,scratch_full__raw,"scratch (58 pairs, 100k cap)",17,1.0411,1.83045,0.568766,0.959587,1.33497,1.12141,1.60234,1,0.578431
+fold0,V0_screen,Cytotoxic CD4 T,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),17,2.25147,1.83045,1.23001,2.00537,1.33497,1.9686,1.60234,3,0.845211
+fold0,V0_screen,Cytotoxic CD4 T,scratch_recipe__raw,scratch + recipes (58 pairs),17,1.3745,1.80942,0.759632,1.8902,1.33497,1.68223,1.59238,0,0.392157
+fold0,V2_msum,Cytotoxic CD4 T,zs__raw,pretrained zero-shot,17,0.954053,1.52097,0.627267,1.11111,1.02656,0.720249,1.29335,8,0.26913
+fold0,V2_msum,Cytotoxic CD4 T,lora_n5__raw,pretrained LoRA (5 pairs),17,1.72099,1.52097,1.13151,1.42534,1.02656,2.26529,1.29335,0,0.759804
+fold0,V2_msum,Cytotoxic CD4 T,scratch_n5__raw,scratch (5 pairs),17,1.27778,1.52097,0.840109,1.30698,1.02656,1.86607,1.29335,0,-0.45098
+fold0,V2_msum,Cytotoxic CD4 T,real_lora__raw,pretrained LoRA (58 pairs),17,1.2405,1.52097,0.8156,0.857296,1.02656,1.0533,1.29335,4,0.66709
+fold0,V2_msum,Cytotoxic CD4 T,real_full__raw,pretrained full FT (58 pairs),17,1.7628,1.52097,1.159,1.84698,1.02656,1.70348,1.29335,3,0.828012
+fold0,V2_msum,Cytotoxic CD4 T,scratch_full__raw,"scratch (58 pairs, 100k cap)",17,0.974758,1.52097,0.64088,0.870943,1.02656,0.992021,1.29335,2,0.535868
+fold0,V2_msum,Cytotoxic CD4 T,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),17,1.74252,1.52097,1.14567,1.95044,1.02656,1.51091,1.29335,4,0.938366
+fold0,V2_msum,Cytotoxic CD4 T,scratch_recipe__raw,scratch + recipes (58 pairs),17,1.37483,1.52097,0.903914,1.40008,1.02656,1.3979,1.29335,2,0.494175
+fold0,V0_screen,Granulocyte-like (LDG),zs__raw,pretrained zero-shot,17,0.239075,6.49762,0.0367942,0.2,2.04754,0.27451,2.84886,3,0.259428
+fold0,V0_screen,Granulocyte-like (LDG),lora_n5__raw,pretrained LoRA (5 pairs),17,0.230302,7.1057,0.0324109,0.2,5.16821,0.196078,4.70608,4,0.488552
+fold0,V0_screen,Granulocyte-like (LDG),scratch_n5__raw,scratch (5 pairs),17,0.45733,7.1057,0.0643609,0.466667,5.16821,0.462745,4.70608,1,0.403464
+fold0,V0_screen,Granulocyte-like (LDG),real_lora__raw,pretrained LoRA (58 pairs),17,0.157907,7.06623,0.0223467,0.266667,4.73455,0.12549,4.36842,7,0.250709
+fold0,V0_screen,Granulocyte-like (LDG),real_full__raw,pretrained full FT (58 pairs),17,0.130108,7.03956,0.0184824,0.2,4.29332,0.129412,4.19236,6,0.458021
+fold0,V0_screen,Granulocyte-like (LDG),scratch_full__raw,"scratch (58 pairs, 100k cap)",17,0.126672,7.06949,0.0179181,0.2,4.46466,0.141176,4.36027,5,0.158444
+fold0,V0_screen,Granulocyte-like (LDG),lora_recipe__raw,pretrained LoRA + recipes (58 pairs),17,0.0898437,7.08032,0.0126892,0.133333,4.41761,0.0823529,4.34565,7,0.33603
+fold0,V0_screen,Granulocyte-like (LDG),scratch_recipe__raw,scratch + recipes (58 pairs),17,0.18934,7.04074,0.0268921,0.2,4.23311,0.184314,4.20735,3,0.464206
+fold0,V2_msum,Granulocyte-like (LDG),zs__raw,pretrained zero-shot,17,0.222288,6.85964,0.0324051,0.266667,2.97993,0.243137,3.55323,3,0.272121
+fold0,V2_msum,Granulocyte-like (LDG),lora_n5__raw,pretrained LoRA (5 pairs),17,0.143144,6.85964,0.0208676,0.133333,2.97993,0.12549,3.55323,4,0.507752
+fold0,V2_msum,Granulocyte-like (LDG),scratch_n5__raw,scratch (5 pairs),17,0.227375,6.85964,0.0331468,0.266667,2.97993,0.227451,3.55323,2,0.491353
+fold0,V2_msum,Granulocyte-like (LDG),real_lora__raw,pretrained LoRA (58 pairs),17,0.139326,6.85964,0.020311,0.2,2.97993,0.109804,3.55323,7,0.160969
+fold0,V2_msum,Granulocyte-like (LDG),real_full__raw,pretrained full FT (58 pairs),17,0.108314,6.85964,0.0157901,0.133333,2.97993,0.101961,3.55323,6,0.476519
+fold0,V2_msum,Granulocyte-like (LDG),scratch_full__raw,"scratch (58 pairs, 100k cap)",17,0.128846,6.85964,0.0187832,0.2,2.97993,0.12549,3.55323,6,0.241428
+fold0,V2_msum,Granulocyte-like (LDG),lora_recipe__raw,pretrained LoRA + recipes (58 pairs),17,0.0898437,6.85964,0.0130974,0.133333,2.97993,0.0823529,3.55323,7,0.328335
+fold0,V2_msum,Granulocyte-like (LDG),scratch_recipe__raw,scratch + recipes (58 pairs),17,0.163399,6.85964,0.0238204,0.133333,2.97993,0.160784,3.55323,3,0.502387
+fold0,V0_screen,Platelet signal in monocytes (negative control),zs__raw,pretrained zero-shot,17,1.97134,5.15019,0.38277,2.55873,8.2943,2.95205,9.63131,1,0.247549
+fold0,V0_screen,Platelet signal in monocytes (negative control),lora_n5__raw,pretrained LoRA (5 pairs),17,8.74615,8.21268,1.06496,13.3144,12.2694,14.0915,18.3741,0,0.218137
+fold0,V0_screen,Platelet signal in monocytes (negative control),scratch_n5__raw,scratch (5 pairs),17,1.95301,7.77838,0.251082,2.54844,12.8203,11.7498,16.9483,0,-0.375
+fold0,V0_screen,Platelet signal in monocytes (negative control),real_lora__raw,pretrained LoRA (58 pairs),17,4.61914,7.18838,0.642584,5.60306,11.6344,7.7664,15.4772,0,0.00490196
+fold0,V0_screen,Platelet signal in monocytes (negative control),real_full__raw,pretrained full FT (58 pairs),17,4.69199,6.89624,0.68037,6.47312,10.869,10.7265,14.6311,0,0.171674
+fold0,V0_screen,Platelet signal in monocytes (negative control),scratch_full__raw,"scratch (58 pairs, 100k cap)",17,4.61836,7.63961,0.604528,2.89107,12.5274,6.92583,16.2185,1,0.54902
+fold0,V0_screen,Platelet signal in monocytes (negative control),lora_recipe__raw,pretrained LoRA + recipes (58 pairs),17,4.07832,7.00397,0.582287,5.80263,10.4297,7.39021,14.6419,1,0.0637255
+fold0,V0_screen,Platelet signal in monocytes (negative control),scratch_recipe__raw,scratch + recipes (58 pairs),14,4.71142,6.64896,0.708596,4.63833,11.0899,7.1228,16.7049,0,0.38022
+fold0,V2_msum,Platelet signal in monocytes (negative control),zs__raw,pretrained zero-shot,17,1.91301,5.95607,0.321186,2.41851,8.1503,2.30937,10.6358,3,0.218674
+fold0,V2_msum,Platelet signal in monocytes (negative control),lora_n5__raw,pretrained LoRA (5 pairs),17,8.01384,5.95607,1.34549,12.7911,8.1503,12.7814,10.6358,0,0.27451
+fold0,V2_msum,Platelet signal in monocytes (negative control),scratch_n5__raw,scratch (5 pairs),17,1.74338,5.95607,0.292707,2.04545,8.1503,10.5705,10.6358,0,-0.286765
+fold0,V2_msum,Platelet signal in monocytes (negative control),real_lora__raw,pretrained LoRA (58 pairs),17,4.64516,5.95607,0.779904,5.10801,8.1503,7.61959,10.6358,0,0.0441176
+fold0,V2_msum,Platelet signal in monocytes (negative control),real_full__raw,pretrained full FT (58 pairs),17,4.58111,5.95607,0.76915,6.51732,8.1503,10.4236,10.6358,0,0.210784
+fold0,V2_msum,Platelet signal in monocytes (negative control),scratch_full__raw,"scratch (58 pairs, 100k cap)",17,3.76196,5.95607,0.631617,3.10315,8.1503,6.30017,10.6358,1,0.595588
+fold0,V2_msum,Platelet signal in monocytes (negative control),lora_recipe__raw,pretrained LoRA + recipes (58 pairs),17,4.07832,5.95607,0.684733,5.80263,8.1503,7.39021,10.6358,1,0.0588235
+fold0,V2_msum,Platelet signal in monocytes (negative control),scratch_recipe__raw,scratch + recipes (58 pairs),14,4.29979,5.42901,0.792002,4.27002,7.35866,6.75686,10.9028,0,0.41978
+loco,V0_screen,C1Q-high monocyte (reference),zs__raw,pretrained zero-shot,76,0.159951,7.1766,0.0222879,0.227473,6.13253,0.122316,5.8194,41,0.176193
+loco,V0_screen,C1Q-high monocyte (reference),xcalL_K1000,pretrained zero-shot + cross-cohort calibration,72,0.431172,7.88993,0.0546485,0.513592,6.77207,0.351961,6.59197,27,0.117682
+loco,V0_screen,C1Q-high monocyte (reference),locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),74,0.317367,7.22443,0.0439297,0.312791,6.30616,0.197634,5.90677,45,-0.0569362
+loco,V0_screen,C1Q-high monocyte (reference),locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),73,0.428611,7.18256,0.0596739,0.469484,6.0923,0.292439,5.71055,39,0.00831101
+loco,V0_screen,C1Q-high monocyte (reference),locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),72,0.436592,7.07764,0.061686,0.610147,6.26978,0.389264,5.67328,31,-0.0175819
+loco,V0_screen,C1Q-high monocyte (reference),locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),68,0.549435,7.218,0.0761201,0.667785,6.32306,0.413318,5.77356,32,-0.0930456
+loco,V0_screen,C1Q-high monocyte (reference),locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),73,0.830265,8.02921,0.103406,0.892857,7.08078,0.619869,6.87689,28,0.14105
+loco,V0_screen,C1Q-high monocyte (reference),locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),75,0.598913,7.96168,0.0752244,0.813062,6.9848,0.489039,6.74733,28,0.187267
+loco,V0_screen,C1Q-high monocyte (reference),locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),75,0.616091,7.96168,0.0773821,0.528654,6.9848,0.39207,6.74733,36,0.240708
+loco,V0_screen,C1Q-high monocyte (reference),locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),75,0.547091,7.96168,0.0687155,0.611764,6.9848,0.386662,6.74733,38,0.0449586
+loco,V0_screen,C1Q-high monocyte (reference),lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",67,3.08323,8.09827,0.380726,2.76948,6.70593,1.80919,6.59624,31,0.0843784
+loco,V0_screen,C1Q-high monocyte (reference),real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",74,3.42408,7.78041,0.44009,2.74285,6.6057,2.53711,6.42982,12,0.353629
+loco,V2_msum,C1Q-high monocyte (reference),zs__raw,pretrained zero-shot,76,0.0953252,6.91666,0.013782,0,5.79981,0.0404567,5.41019,60,0.111556
+loco,V2_msum,C1Q-high monocyte (reference),xcalL_K1000,pretrained zero-shot + cross-cohort calibration,72,0.18489,7.03768,0.0262714,0.185608,5.72595,0.10355,5.51603,45,0.0990861
+loco,V2_msum,C1Q-high monocyte (reference),locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),74,0.304418,6.96613,0.0436997,0.282706,5.73344,0.177544,5.53743,47,-0.0118654
+loco,V2_msum,C1Q-high monocyte (reference),locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),73,0.428611,6.95146,0.0616578,0.469484,5.76096,0.292439,5.39203,39,-0.0105231
+loco,V2_msum,C1Q-high monocyte (reference),locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),72,0.426868,7.03594,0.0606696,0.607409,5.72595,0.367833,5.52023,31,-0.0154034
+loco,V2_msum,C1Q-high monocyte (reference),locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),68,0.380236,7.10296,0.053532,0.433044,5.65538,0.273754,5.58048,36,-0.0732977
+loco,V2_msum,C1Q-high monocyte (reference),locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),73,0.516812,7.00723,0.0737541,0.555556,5.77247,0.336516,5.57626,37,0.116248
+loco,V2_msum,C1Q-high monocyte (reference),locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),75,0.500538,6.94315,0.0720909,0.536505,5.76672,0.356037,5.47039,33,0.27576
+loco,V2_msum,C1Q-high monocyte (reference),locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),75,0.510909,6.94315,0.0735846,0.412641,5.76672,0.314769,5.47039,40,0.171726
+loco,V2_msum,C1Q-high monocyte (reference),locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),75,0.510522,6.94315,0.0735288,0.493066,5.76672,0.304006,5.47039,42,0.0750592
+loco,V2_msum,C1Q-high monocyte (reference),lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",67,1.75037,7.17952,0.2438,1.26198,5.6675,0.970745,5.48613,40,0.156007
+loco,V2_msum,C1Q-high monocyte (reference),real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",74,2.18711,6.9237,0.315888,1.83069,5.74828,1.43941,5.33154,22,0.308134
+loco,V0_screen,Cycling T/NK,zs__raw,pretrained zero-shot,82,0.487499,1.25041,0.389872,0.616025,0.564883,0.600506,0.758016,4,0.118791
+loco,V0_screen,Cycling T/NK,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,82,0.572601,1.75108,0.326999,0.581233,0.62717,0.507711,1.02506,9,0.1626
+loco,V0_screen,Cycling T/NK,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),82,0.183869,1.53505,0.119781,0.178435,0.538368,0.130475,0.895876,34,-0.12783
+loco,V0_screen,Cycling T/NK,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),82,0.204901,1.38355,0.148098,0.222162,0.572075,0.141396,0.83111,38,-0.159683
+loco,V0_screen,Cycling T/NK,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),82,0.324717,1.47723,0.219815,0.313212,0.606364,0.289143,0.89215,19,0.0955988
+loco,V0_screen,Cycling T/NK,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),82,0.303389,1.41503,0.214406,0.321351,0.559658,0.305027,0.863692,15,-0.0232425
+loco,V0_screen,Cycling T/NK,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),82,0.125779,2.03154,0.0619132,0.100925,0.734764,0.0619817,1.15896,57,0.00121528
+loco,V0_screen,Cycling T/NK,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),82,0.295618,2.03154,0.145514,0.147673,0.734764,0.133207,1.15896,45,0.0133058
+loco,V0_screen,Cycling T/NK,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),82,0.127425,2.03154,0.0627235,0.120362,0.734764,0.0719848,1.15896,55,0.0115785
+loco,V0_screen,Cycling T/NK,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),82,0.0942933,2.03154,0.0464147,0.0906925,0.734764,0.0482514,1.15896,59,-0.0540344
+loco,V0_screen,Cycling T/NK,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",82,0.432272,1.95534,0.221072,0.363823,0.72506,0.334729,1.11662,15,0.121626
+loco,V0_screen,Cycling T/NK,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",82,0.793264,2.03154,0.390474,0.619205,0.734764,0.554733,1.15896,10,0.332132
+loco,V2_msum,Cycling T/NK,zs__raw,pretrained zero-shot,82,0.353891,1.5331,0.230834,0.440668,0.606294,0.461813,0.913105,4,0.0892186
+loco,V2_msum,Cycling T/NK,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,82,0.35113,1.5331,0.229033,0.386206,0.606294,0.316612,0.913105,15,0.0854262
+loco,V2_msum,Cycling T/NK,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),82,0.169172,1.5331,0.110346,0.167943,0.606294,0.107791,0.913105,41,-0.17223
+loco,V2_msum,Cycling T/NK,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),82,0.177971,1.5331,0.116086,0.210918,0.606294,0.118771,0.913105,42,-0.106338
+loco,V2_msum,Cycling T/NK,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),82,0.279025,1.5331,0.182,0.334357,0.606294,0.2374,0.913105,24,0.106048
+loco,V2_msum,Cycling T/NK,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),82,0.227302,1.5331,0.148263,0.30349,0.606294,0.191537,0.913105,26,-0.015757
+loco,V2_msum,Cycling T/NK,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),82,0.112503,1.5331,0.0733827,0,0.606294,0.0467901,0.913105,64,-0.0497607
+loco,V2_msum,Cycling T/NK,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),82,0.209797,1.5331,0.136845,0.136071,0.606294,0.105352,0.913105,48,-0.0564978
+loco,V2_msum,Cycling T/NK,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),82,0.115613,1.5331,0.0754113,0.0908247,0.606294,0.0587938,0.913105,59,-0.0757145
+loco,V2_msum,Cycling T/NK,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),82,0.0823763,1.5331,0.0537319,0,0.606294,0.034756,0.913105,65,-0.026161
+loco,V2_msum,Cycling T/NK,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",82,0.432272,1.5331,0.281959,0.363823,0.606294,0.334729,0.913105,15,0.117074
+loco,V2_msum,Cycling T/NK,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",82,0.705035,1.5331,0.459876,0.492839,0.606294,0.496814,0.913105,11,0.316474
+loco,V0_screen,Cycling activated T (CD38/HLA-DR),zs__raw,pretrained zero-shot,82,0.542123,1.87542,0.289067,0.533905,0.673567,0.49901,1.24233,11,0.0337473
+loco,V0_screen,Cycling activated T (CD38/HLA-DR),xcalL_K1000,pretrained zero-shot + cross-cohort calibration,82,0.503543,2.69158,0.18708,0.594536,0.90253,0.484032,1.80811,14,0.133897
+loco,V0_screen,Cycling activated T (CD38/HLA-DR),locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),82,0.223695,2.32399,0.0962548,0.245885,0.849808,0.158811,1.53004,39,-0.0823152
+loco,V0_screen,Cycling activated T (CD38/HLA-DR),locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),82,0.375722,2.1296,0.176428,0.26584,0.787545,0.204629,1.41832,39,0.0842967
+loco,V0_screen,Cycling activated T (CD38/HLA-DR),locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),82,0.350829,2.34103,0.149861,0.440657,0.819151,0.309892,1.57087,23,0.23246
+loco,V0_screen,Cycling activated T (CD38/HLA-DR),locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),82,0.382063,2.22617,0.171623,0.561878,0.747342,0.368711,1.48526,22,0.0383224
+loco,V0_screen,Cycling activated T (CD38/HLA-DR),locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),82,0.242984,3.14392,0.077287,0.229034,1.11488,0.158825,2.16141,41,-0.048831
+loco,V0_screen,Cycling activated T (CD38/HLA-DR),locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),82,0.397339,3.14392,0.126383,0.293808,1.11488,0.22788,2.16141,36,0.053657
+loco,V0_screen,Cycling activated T (CD38/HLA-DR),locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),82,0.199771,3.14392,0.0635419,0.202432,1.11488,0.146601,2.16141,40,0.0034033
+loco,V0_screen,Cycling activated T (CD38/HLA-DR),locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),82,0.179853,3.14392,0.0572067,0.168396,1.11488,0.105098,2.16141,52,0.163225
+loco,V0_screen,Cycling activated T (CD38/HLA-DR),lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",82,0.411553,2.96669,0.138725,0.373152,1.03876,0.335752,2.02702,17,0.116418
+loco,V0_screen,Cycling activated T (CD38/HLA-DR),real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",82,0.964839,3.13864,0.307407,0.525976,1.11488,0.599242,2.15522,6,0.173326
+loco,V2_msum,Cycling activated T (CD38/HLA-DR),zs__raw,pretrained zero-shot,82,0.465265,2.59501,0.179292,0.45117,0.82729,0.402373,1.74884,16,0.0174131
+loco,V2_msum,Cycling activated T (CD38/HLA-DR),xcalL_K1000,pretrained zero-shot + cross-cohort calibration,82,0.371142,2.59501,0.143022,0.532388,0.82729,0.315872,1.74884,24,0.118239
+loco,V2_msum,Cycling activated T (CD38/HLA-DR),locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),82,0.212262,2.59501,0.0817963,0.236777,0.82729,0.14597,1.74884,40,-0.0752662
+loco,V2_msum,Cycling activated T (CD38/HLA-DR),locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),82,0.364631,2.59501,0.140512,0.246984,0.82729,0.189949,1.74884,42,-0.0156396
+loco,V2_msum,Cycling activated T (CD38/HLA-DR),locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),82,0.309957,2.59501,0.119444,0.347829,0.82729,0.249207,1.74884,31,0.176654
+loco,V2_msum,Cycling activated T (CD38/HLA-DR),locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),82,0.354926,2.59501,0.136773,0.458664,0.82729,0.295594,1.74884,29,0.103253
+loco,V2_msum,Cycling activated T (CD38/HLA-DR),locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),82,0.222579,2.59501,0.0857721,0.170139,0.82729,0.114334,1.74884,52,-0.016934
+loco,V2_msum,Cycling activated T (CD38/HLA-DR),locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),82,0.294477,2.59501,0.113478,0.266138,0.82729,0.181373,1.74884,41,0.0484939
+loco,V2_msum,Cycling activated T (CD38/HLA-DR),locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),82,0.187322,2.59501,0.0721856,0.192772,0.82729,0.125938,1.74884,46,-0.0111537
+loco,V2_msum,Cycling activated T (CD38/HLA-DR),locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),82,0.119921,2.59501,0.046212,0.148425,0.82729,0.0664676,1.74884,59,0.122317
+loco,V2_msum,Cycling activated T (CD38/HLA-DR),lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",82,0.411553,2.59501,0.158594,0.373152,0.82729,0.335752,1.74884,17,0.140054
+loco,V2_msum,Cycling activated T (CD38/HLA-DR),real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",82,0.948927,2.59501,0.365674,0.526794,0.82729,0.568998,1.74884,8,0.148227
+loco,V0_screen,Proliferating T (label),zs__raw,pretrained zero-shot,82,3.14141,2.97981,1.05423,3.88743,1.59829,3.4934,1.85444,1,-0.0187091
+loco,V0_screen,Proliferating T (label),xcalL_K1000,pretrained zero-shot + cross-cohort calibration,82,1.02441,2.97981,0.343782,1.22758,1.59829,1.13663,1.85444,4,0.0814576
+loco,V0_screen,Proliferating T (label),locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),82,1.09968,2.97981,0.369044,1.47357,1.59829,1.37139,1.85444,3,0.0679053
+loco,V0_screen,Proliferating T (label),locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),82,1.44644,2.97981,0.485412,1.67333,1.59829,1.86862,1.85444,3,0.137953
+loco,V0_screen,Proliferating T (label),locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),82,1.54561,2.97981,0.518693,2.02707,1.59829,2.02367,1.85444,1,0.074434
+loco,V0_screen,Proliferating T (label),locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),82,2.45481,2.97981,0.823815,2.03947,1.59829,2.28239,1.85444,0,0.035579
+loco,V0_screen,Proliferating T (label),locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),82,0.571004,2.97981,0.191624,0.603954,1.59829,0.777364,1.85444,4,-0.087956
+loco,V0_screen,Proliferating T (label),locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),82,0.737742,2.97981,0.24758,0.971238,1.59829,0.924369,1.85444,4,0.0760917
+loco,V0_screen,Proliferating T (label),locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),82,0.629874,2.97981,0.211381,0.863683,1.59829,0.982367,1.85444,6,0.0337675
+loco,V0_screen,Proliferating T (label),locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),82,0.629143,2.97981,0.211135,0.822523,1.59829,0.925326,1.85444,3,0.0930898
+loco,V0_screen,Proliferating T (label),lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",82,0.982357,2.97981,0.329671,0.949798,1.59829,1.10058,1.85444,3,0.221586
+loco,V0_screen,Proliferating T (label),real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",82,1.54883,2.97981,0.519775,1.12831,1.59829,1.31008,1.85444,2,0.386306
+loco,V0_screen,Plasmablast (label),zs__raw,pretrained zero-shot,82,1.14679,3.54471,0.323521,0.4,1.0312,0.55122,1.47858,18,0.332079
+loco,V0_screen,Plasmablast (label),xcalL_K1000,pretrained zero-shot + cross-cohort calibration,82,1.97712,3.54471,0.557766,0.966667,1.0312,1.11301,1.47858,12,0.413264
+loco,V0_screen,Plasmablast (label),locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),82,3.0765,3.54471,0.867912,1.61667,1.0312,1.96748,1.47858,1,0.355501
+loco,V0_screen,Plasmablast (label),locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),82,2.96989,3.54471,0.837837,1.11667,1.0312,1.44309,1.47858,2,0.375191
+loco,V0_screen,Plasmablast (label),locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),82,5.02026,3.54471,1.41627,1.6,1.0312,2.53415,1.47858,3,0.329924
+loco,V0_screen,Plasmablast (label),locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),82,5.96002,3.54471,1.68139,2.85,1.0312,3.16341,1.47858,2,0.227854
+loco,V0_screen,Plasmablast (label),locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),82,1.82577,3.54471,0.51507,0.383333,1.0312,0.695122,1.47858,8,0.360945
+loco,V0_screen,Plasmablast (label),locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),82,2.23068,3.54471,0.629299,0.666667,1.0312,0.965041,1.47858,5,0.292091
+loco,V0_screen,Plasmablast (label),locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),82,1.96684,3.54471,0.554868,0.8,1.0312,1.13415,1.47858,2,0.286109
+loco,V0_screen,Plasmablast (label),locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),82,2.44069,3.54471,0.688544,0.866667,1.0312,1.24959,1.47858,2,0.315376
+loco,V0_screen,Plasmablast (label),lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",82,0.737911,3.54471,0.208173,0.65,1.0312,0.578862,1.47858,10,0.124902
+loco,V0_screen,Plasmablast (label),real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",82,2.17479,3.54471,0.61353,0.8,1.0312,1.08211,1.47858,3,0.195338
+loco,V0_screen,Plasmablast (markers),zs__raw,pretrained zero-shot,82,1.17545,4.91018,0.23939,0.6,1.43684,0.717073,2.60938,3,0.376075
+loco,V0_screen,Plasmablast (markers),xcalL_K1000,pretrained zero-shot + cross-cohort calibration,82,2.3014,6.38809,0.360263,0.983333,1.87078,1.4252,3.88318,3,0.488674
+loco,V0_screen,Plasmablast (markers),locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),82,3.08914,5.26332,0.586918,1.93333,1.52085,2.27561,2.91009,0,0.477598
+loco,V0_screen,Plasmablast (markers),locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),82,3.05852,5.00489,0.611108,1.26667,1.45498,1.82439,2.67511,0,0.438844
+loco,V0_screen,Plasmablast (markers),locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),82,5.11412,5.13797,0.995359,1.85,1.42862,3.05366,2.7858,0,0.435089
+loco,V0_screen,Plasmablast (markers),locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),82,6.09725,5.10811,1.19364,3.43333,1.56149,4.03902,2.75961,1,0.346922
+loco,V0_screen,Plasmablast (markers),locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),82,1.90257,7.088,0.268421,0.65,2.1817,1.1878,4.54709,0,0.428803
+loco,V0_screen,Plasmablast (markers),locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),82,2.35848,7.088,0.332743,0.833333,2.1817,1.3935,4.54709,0,0.484625
+loco,V0_screen,Plasmablast (markers),locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),82,2.05977,7.088,0.2906,1.05,2.1817,1.49675,4.54709,0,0.492076
+loco,V0_screen,Plasmablast (markers),locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),82,2.5151,7.088,0.35484,1.11667,2.1817,1.5374,4.54709,2,0.507401
+loco,V0_screen,Plasmablast (markers),lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",82,0.894783,6.73638,0.132829,0.733333,2.06003,0.811382,4.19803,1,0.370278
+loco,V0_screen,Plasmablast (markers),real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",82,2.46351,6.9209,0.355951,1.11667,2.13309,1.46585,4.38062,1,0.433017
+loco,V2_msum,Plasmablast (markers),zs__raw,pretrained zero-shot,82,1.08983,5.59881,0.194655,0.4,1.48251,0.63252,3.16231,4,0.417276
+loco,V2_msum,Plasmablast (markers),xcalL_K1000,pretrained zero-shot + cross-cohort calibration,82,1.9899,5.59881,0.355415,0.933333,1.48251,1.19512,3.16231,5,0.458479
+loco,V2_msum,Plasmablast (markers),locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),82,3.08106,5.59881,0.550307,1.93333,1.48251,2.26748,3.16231,0,0.475675
+loco,V2_msum,Plasmablast (markers),locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),82,3.05852,5.59881,0.546281,1.26667,1.48251,1.82439,3.16231,0,0.473219
+loco,V2_msum,Plasmablast (markers),locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),82,5.11121,5.59881,0.912911,1.71667,1.48251,3.00569,3.16231,0,0.437073
+loco,V2_msum,Plasmablast (markers),locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),82,6.06599,5.59881,1.08344,2.83333,1.48251,3.81382,3.16231,1,0.316879
+loco,V2_msum,Plasmablast (markers),locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),82,1.87227,5.59881,0.334404,0.583333,1.48251,0.991057,3.16231,1,0.363872
+loco,V2_msum,Plasmablast (markers),locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),82,2.3127,5.59881,0.41307,0.783333,1.48251,1.27398,3.16231,1,0.395603
+loco,V2_msum,Plasmablast (markers),locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),82,2.02695,5.59881,0.362032,0.983333,1.48251,1.41138,3.16231,0,0.452348
+loco,V2_msum,Plasmablast (markers),locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),82,2.49034,5.59881,0.444799,0.983333,1.48251,1.46829,3.16231,2,0.458082
+loco,V2_msum,Plasmablast (markers),lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",82,0.892905,5.59881,0.159481,0.733333,1.48251,0.805691,3.16231,1,0.321831
+loco,V2_msum,Plasmablast (markers),real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",82,2.40788,5.59881,0.430071,1.11667,1.48251,1.39593,3.16231,1,0.361701
+loco,V0_screen,MS1 monocyte (IL1R2+),zs__raw,pretrained zero-shot,76,1.11987,17.6964,0.0632823,0.760563,13.9467,0.687264,11.2394,27,0.497161
+loco,V0_screen,MS1 monocyte (IL1R2+),xcalL_K1000,pretrained zero-shot + cross-cohort calibration,72,9.07456,22.7961,0.398074,11.1144,22.8011,7.59714,15.5622,13,0.758363
+loco,V0_screen,MS1 monocyte (IL1R2+),locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),74,2.31637,17.6455,0.131273,0.879122,12.9444,1.02926,11.0737,42,0.445274
+loco,V0_screen,MS1 monocyte (IL1R2+),locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),73,1.65226,17.0861,0.0967018,0.806452,10.9327,0.851574,10.3262,45,0.472546
+loco,V0_screen,MS1 monocyte (IL1R2+),locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),72,3.74808,16.6882,0.224594,2.1305,11.7445,2.05547,9.97388,34,0.574832
+loco,V0_screen,MS1 monocyte (IL1R2+),locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),68,3.73715,17.4175,0.214563,2.15186,10.0286,2.17882,10.5505,29,0.589467
+loco,V0_screen,MS1 monocyte (IL1R2+),locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),73,3.7976,23.9879,0.158313,1.74564,28.6877,1.84957,18.0341,33,0.541828
+loco,V0_screen,MS1 monocyte (IL1R2+),locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),75,2.79859,23.7671,0.117751,1.03897,28.6411,1.28579,17.6764,34,0.497292
+loco,V0_screen,MS1 monocyte (IL1R2+),locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),75,2.31261,23.7671,0.0973032,1.12155,28.6411,1.19927,17.6764,34,0.480076
+loco,V0_screen,MS1 monocyte (IL1R2+),locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),75,2.21504,23.7671,0.0931979,1.27597,28.6411,1.05161,17.6764,41,0.570553
+loco,V0_screen,MS1 monocyte (IL1R2+),lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",67,14.6162,23.0566,0.633927,3.04147,24.5465,5.44435,16.5236,26,0.51409
+loco,V0_screen,MS1 monocyte (IL1R2+),real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",74,12.1854,22.3452,0.545324,13.8971,24.1377,9.75758,15.7086,11,0.593592
+loco,V2_msum,MS1 monocyte (IL1R2+),zs__raw,pretrained zero-shot,76,0.405709,15.3397,0.0264484,0.203118,10.3541,0.205076,9.08241,49,0.445023
+loco,V2_msum,MS1 monocyte (IL1R2+),xcalL_K1000,pretrained zero-shot + cross-cohort calibration,72,4.46549,15.6941,0.284533,5.45464,8.98188,3.44646,9.02598,22,0.670325
+loco,V2_msum,MS1 monocyte (IL1R2+),locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),74,2.07538,15.5236,0.133692,0.879122,10.5197,0.934147,9.22346,43,0.441657
+loco,V2_msum,MS1 monocyte (IL1R2+),locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),73,1.65226,15.4532,0.10692,0.806452,10.2794,0.851574,8.98106,45,0.476463
+loco,V2_msum,MS1 monocyte (IL1R2+),locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),72,3.1693,15.6999,0.201868,1.70077,10.3614,1.66907,9.22072,37,0.587205
+loco,V2_msum,MS1 monocyte (IL1R2+),locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),68,2.63837,15.8799,0.166145,1.64657,10.3614,1.47685,9.32212,34,0.523978
+loco,V2_msum,MS1 monocyte (IL1R2+),locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),73,2.62171,15.576,0.168317,1.1236,10.6025,1.20365,9.38955,42,0.586219
+loco,V2_msum,MS1 monocyte (IL1R2+),locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),75,2.09691,15.4117,0.136059,0.542105,10.4369,0.876151,9.19423,43,0.507727
+loco,V2_msum,MS1 monocyte (IL1R2+),locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),75,1.57621,15.4117,0.102273,0.862133,10.4369,0.810615,9.19423,37,0.541987
+loco,V2_msum,MS1 monocyte (IL1R2+),locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),75,1.73168,15.4117,0.112361,0.90812,10.4369,0.746274,9.19423,45,0.642927
+loco,V2_msum,MS1 monocyte (IL1R2+),lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",67,13.6284,15.9663,0.85357,1.69931,11.0489,4.39696,9.60836,33,0.441843
+loco,V2_msum,MS1 monocyte (IL1R2+),real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",74,9.09877,15.3498,0.59276,8.77561,9.84449,6.84961,8.92905,12,0.591401
+loco,V0_screen,Cycling monocyte (Ye 2026),zs__raw,pretrained zero-shot,76,0.394219,3.42913,0.114962,0.251348,1.63023,0.201182,2.24772,43,0.14338
+loco,V0_screen,Cycling monocyte (Ye 2026),xcalL_K1000,pretrained zero-shot + cross-cohort calibration,72,1.11439,4.67118,0.238568,1.03844,2.43125,0.718759,3.52501,30,0.492202
+loco,V0_screen,Cycling monocyte (Ye 2026),locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),74,0.234047,3.30021,0.0709187,0.0787815,1.6263,0.108452,2.15107,55,0.116546
+loco,V0_screen,Cycling monocyte (Ye 2026),locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),73,0.380395,2.97734,0.127763,0.199203,1.36397,0.166247,1.8567,49,0.0268955
+loco,V0_screen,Cycling monocyte (Ye 2026),locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),72,0.513657,2.81466,0.182494,0.478152,1.41911,0.306425,1.7523,39,0.160192
+loco,V0_screen,Cycling monocyte (Ye 2026),locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),68,0.585537,3.20666,0.1826,0.28696,1.34899,0.295353,1.98709,41,0.349389
+loco,V0_screen,Cycling monocyte (Ye 2026),locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),73,0.441986,5.10218,0.0866269,0.35461,2.67966,0.255461,3.98879,40,0.331079
+loco,V0_screen,Cycling monocyte (Ye 2026),locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),75,0.24819,5.03809,0.0492628,0,2.67214,0.0892937,3.99013,61,0.211869
+loco,V0_screen,Cycling monocyte (Ye 2026),locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),75,0.173455,5.03809,0.0344288,0,2.67214,0.0619328,3.99013,61,0.0275827
+loco,V0_screen,Cycling monocyte (Ye 2026),locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),75,0.23545,5.03809,0.0467341,0,2.67214,0.0936259,3.99013,59,0.107698
+loco,V0_screen,Cycling monocyte (Ye 2026),lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",67,1.92678,4.43581,0.434371,0.124478,2.6873,0.524008,3.38628,49,0.27586
+loco,V0_screen,Cycling monocyte (Ye 2026),real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",74,1.50403,4.68762,0.320852,0.73979,2.4017,0.641083,3.5728,30,0.114421
+loco,V2_msum,Cycling monocyte (Ye 2026),zs__raw,pretrained zero-shot,76,0.248021,2.67389,0.0927566,0.0861764,1.05138,0.096078,1.62211,54,0.233083
+loco,V2_msum,Cycling monocyte (Ye 2026),xcalL_K1000,pretrained zero-shot + cross-cohort calibration,72,0.752156,2.73894,0.274616,0.490622,1.13602,0.423002,1.66542,37,0.346009
+loco,V2_msum,Cycling monocyte (Ye 2026),locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),74,0.218867,2.70295,0.0809734,0.0787815,1.10144,0.103294,1.65017,55,0.119099
+loco,V2_msum,Cycling monocyte (Ye 2026),locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),73,0.380395,2.42568,0.15682,0.199203,1.03569,0.166247,1.49499,49,0.206611
+loco,V2_msum,Cycling monocyte (Ye 2026),locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),72,0.499923,2.43635,0.205193,0.361359,1.05138,0.276995,1.51502,41,0.360768
+loco,V2_msum,Cycling monocyte (Ye 2026),locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),68,0.581519,2.49976,0.23263,0.257753,1.13602,0.277914,1.55798,42,0.376084
+loco,V2_msum,Cycling monocyte (Ye 2026),locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),73,0.269307,2.72679,0.0987637,0.218818,1.14423,0.152837,1.64382,46,0.206789
+loco,V2_msum,Cycling monocyte (Ye 2026),locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),75,0.154769,2.69119,0.0575097,0,1.08233,0.0590227,1.62916,64,0.157966
+loco,V2_msum,Cycling monocyte (Ye 2026),locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),75,0.131649,2.69119,0.0489184,0,1.08233,0.0401763,1.62916,66,0.0243242
+loco,V2_msum,Cycling monocyte (Ye 2026),locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),75,0.233748,2.69119,0.0868568,0,1.08233,0.091299,1.62916,59,0.125389
+loco,V2_msum,Cycling monocyte (Ye 2026),lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",67,1.47222,2.48259,0.593019,0,1.01241,0.38888,1.52026,52,0.291321
+loco,V2_msum,Cycling monocyte (Ye 2026),real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",74,1.1244,2.70425,0.41579,0.493568,1.10144,0.445019,1.65035,37,0.133985
+loco,V0_screen,ISG-high monocyte (positive control),zs__raw,pretrained zero-shot,76,17.6139,18.6542,0.944227,7.34841,6.12813,16.5795,9.47926,0,0.487641
+loco,V0_screen,ISG-high monocyte (positive control),xcalL_K1000,pretrained zero-shot + cross-cohort calibration,72,22.4509,23.0888,0.97237,16.9355,12.569,23.4793,15.3337,1,0.488721
+loco,V0_screen,ISG-high monocyte (positive control),locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),74,19.9869,18.5113,1.07971,17.4271,6.25218,16.8314,9.25329,0,0.442539
+loco,V0_screen,ISG-high monocyte (positive control),locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),73,19.2147,18.2381,1.05355,14.0752,5.51932,15.8122,8.96322,0,0.422449
+loco,V0_screen,ISG-high monocyte (positive control),locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),72,19.0621,17.8701,1.0667,13.2618,4.8692,14.8799,8.20851,0,0.359103
+loco,V0_screen,ISG-high monocyte (positive control),locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),68,17.852,15.0142,1.18901,14.8617,5.09328,18.3688,6.72795,2,0.301881
+loco,V0_screen,ISG-high monocyte (positive control),locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),73,16.7882,21.3992,0.784525,8.82571,15.4384,11.0982,16.1693,1,0.357327
+loco,V0_screen,ISG-high monocyte (positive control),locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),75,17.8082,22.9006,0.77763,7.48734,15.518,10.5824,17.028,2,0.350358
+loco,V0_screen,ISG-high monocyte (positive control),locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),75,18.3543,22.9006,0.801475,8.5269,15.518,11.2602,17.028,4,0.345643
+loco,V0_screen,ISG-high monocyte (positive control),locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),75,17.5248,22.9006,0.765257,7.88087,15.518,10.8727,17.028,2,0.344272
+loco,V0_screen,ISG-high monocyte (positive control),lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",67,14.3771,23.8449,0.602944,4.82623,14.279,7.38666,16.7495,9,0.389208
+loco,V0_screen,ISG-high monocyte (positive control),real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",74,18.0991,22.9784,0.78766,4.7651,13.4362,8.34033,15.8956,10,0.720436
+loco,V2_msum,ISG-high monocyte (positive control),zs__raw,pretrained zero-shot,76,11.2247,13.9775,0.803056,2.53737,2.7905,6.58732,5.66211,2,0.355716
+loco,V2_msum,ISG-high monocyte (positive control),xcalL_K1000,pretrained zero-shot + cross-cohort calibration,72,16.7428,14.3268,1.16864,8.35448,2.59461,12.0932,5.81398,1,0.470816
+loco,V2_msum,ISG-high monocyte (positive control),locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),74,19.3896,14.1358,1.37166,15.7221,2.80343,15.4785,5.81514,0,0.454165
+loco,V2_msum,ISG-high monocyte (positive control),locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),73,19.2147,14.2321,1.35009,14.0752,2.82044,15.8122,5.85135,0,0.389746
+loco,V2_msum,ISG-high monocyte (positive control),locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),72,18.3995,14.3241,1.28451,11.9044,2.7843,13.6661,5.82648,1,0.333615
+loco,V2_msum,ISG-high monocyte (positive control),locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),68,16.0405,11.6677,1.37478,12.1468,2.04386,14.6208,4.21857,2,0.280984
+loco,V2_msum,ISG-high monocyte (positive control),locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),73,14.5501,12.404,1.17302,6.88397,2.53863,8.25862,4.74827,6,0.18216
+loco,V2_msum,ISG-high monocyte (positive control),locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),75,16.1253,13.9556,1.15547,4.91759,2.66298,8.26174,5.45662,3,0.278151
+loco,V2_msum,ISG-high monocyte (positive control),locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),75,16.0069,13.9556,1.14699,6.00436,2.66298,8.62243,5.45662,6,0.225119
+loco,V2_msum,ISG-high monocyte (positive control),locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),75,16.0203,13.9556,1.14795,6.13397,2.66298,8.90429,5.45662,2,0.191039
+loco,V2_msum,ISG-high monocyte (positive control),lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",67,8.05934,14.7721,0.545578,2.51805,3.09102,3.30315,6.32014,14,0.331462
+loco,V2_msum,ISG-high monocyte (positive control),real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",74,13.3449,14.1428,0.943589,1.89369,2.81728,4.61544,5.79742,20,0.608886
+loco,V0_screen,ISG-high T,zs__raw,pretrained zero-shot,82,6.15634,7.19611,0.855508,1.30629,0.48433,2.38019,1.8623,8,0.43189
+loco,V0_screen,ISG-high T,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,82,11.844,10.7239,1.10445,1.07256,1.29357,4.07565,3.3971,8,0.552337
+loco,V0_screen,ISG-high T,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),82,8.18009,9.08091,0.900801,1.91823,0.757406,3.27251,2.63641,9,0.533429
+loco,V0_screen,ISG-high T,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),82,8.44563,8.43145,1.00168,2.2385,0.673961,3.19462,2.32382,14,0.513585
+loco,V0_screen,ISG-high T,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),82,9.00536,9.14875,0.984327,1.2784,0.920591,2.9654,2.67903,10,0.442916
+loco,V0_screen,ISG-high T,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),82,10.1157,8.70235,1.1624,1.52565,0.718533,3.35459,2.44742,12,0.472417
+loco,V0_screen,ISG-high T,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),82,7.68415,12.0891,0.635624,0.612545,1.87979,1.99195,4.32281,28,0.247743
+loco,V0_screen,ISG-high T,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),82,6.40473,12.0891,0.529792,0.400543,1.87979,1.6592,4.32281,26,0.379227
+loco,V0_screen,ISG-high T,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),82,6.87237,12.0891,0.568474,0.554029,1.87979,1.81026,4.32281,31,0.343007
+loco,V0_screen,ISG-high T,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),82,6.79056,12.0891,0.561707,0.465967,1.87979,1.81881,4.32281,29,0.383183
+loco,V0_screen,ISG-high T,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",82,4.46948,11.5813,0.385921,0.438367,1.621,1.37367,3.97768,19,0.519439
+loco,V0_screen,ISG-high T,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",82,7.74666,12.0637,0.642147,0.59044,1.86752,1.93771,4.30433,20,0.698668
+loco,V2_msum,ISG-high T,zs__raw,pretrained zero-shot,82,4.00271,10.3227,0.387759,0.661644,1.14136,1.33883,3.20265,18,0.465436
+loco,V2_msum,ISG-high T,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,82,5.13996,10.3227,0.497928,0.316391,1.14136,1.44257,3.20265,37,0.632065
+loco,V2_msum,ISG-high T,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),82,7.32132,10.3227,0.709245,1.70876,1.14136,2.90086,3.20265,10,0.570137
+loco,V2_msum,ISG-high T,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),82,7.63051,10.3227,0.739198,1.87898,1.14136,2.75081,3.20265,15,0.511575
+loco,V2_msum,ISG-high T,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),82,7.25239,10.3227,0.702568,0.943843,1.14136,2.21663,3.20265,14,0.476734
+loco,V2_msum,ISG-high T,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),82,7.72509,10.3227,0.74836,0.728721,1.14136,2.27401,3.20265,17,0.503566
+loco,V2_msum,ISG-high T,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),82,5.38264,10.3227,0.521438,0.307522,1.14136,1.23766,3.20265,43,0.347898
+loco,V2_msum,ISG-high T,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),82,4.76755,10.3227,0.461852,0.310185,1.14136,1.12139,3.20265,39,0.377105
+loco,V2_msum,ISG-high T,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),82,5.12172,10.3227,0.496161,0.275293,1.14136,1.19623,3.20265,45,0.371275
+loco,V2_msum,ISG-high T,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),82,4.98798,10.3227,0.483205,0.232852,1.14136,1.2088,3.20265,42,0.392373
+loco,V2_msum,ISG-high T,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",82,4.46948,10.3227,0.432976,0.438367,1.14136,1.37367,3.20265,19,0.507734
+loco,V2_msum,ISG-high T,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",82,6.92578,10.3227,0.670928,0.500874,1.14136,1.68566,3.20265,22,0.694683
+loco,V0_screen,DN2 / ABC B,zs__raw,pretrained zero-shot,82,2.83429,4.07032,0.69633,3.18836,4.22171,4.62602,3.85895,0,0.105028
+loco,V0_screen,DN2 / ABC B,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,80,2.25135,5.11607,0.440055,2.0932,4.31022,1.82269,5.73138,19,-0.0696197
+loco,V0_screen,DN2 / ABC B,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),82,0.613736,4.23938,0.14477,0.848304,3.98938,0.648963,4.17164,20,0.10903
+loco,V0_screen,DN2 / ABC B,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),82,0.789893,3.83315,0.206069,0.58883,3.3101,0.674779,3.65148,14,0.314868
+loco,V0_screen,DN2 / ABC B,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),82,0.933647,3.93155,0.237476,1.17081,4.23956,0.846844,3.91538,23,0.0591768
+loco,V0_screen,DN2 / ABC B,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),82,0.930255,4.04936,0.229729,1.32989,3.4907,1.01616,3.73045,10,0.390329
+loco,V0_screen,DN2 / ABC B,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),82,0.913103,5.11746,0.178429,0.971604,4.82853,0.811783,5.88542,20,0.0771381
+loco,V0_screen,DN2 / ABC B,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),82,0.798664,5.11746,0.156067,1.10812,4.82853,0.84154,5.88542,20,0.15444
+loco,V0_screen,DN2 / ABC B,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),82,1.11642,5.11746,0.218159,0.794187,4.82853,1.0047,5.88542,9,0.0592906
+loco,V0_screen,DN2 / ABC B,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),82,1.02573,5.11746,0.200437,0.82427,4.82853,0.904054,5.88542,13,0.104627
+loco,V0_screen,DN2 / ABC B,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",82,2.65376,5.03231,0.527344,2.08859,4.85998,2.14465,5.54356,16,0.0469644
+loco,V0_screen,DN2 / ABC B,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",82,1.94022,4.97537,0.389964,1.82411,4.85802,1.91018,5.56961,8,0.42254
+loco,V2_msum,DN2 / ABC B,zs__raw,pretrained zero-shot,82,1.63096,3.50514,0.465306,1.81701,2.44841,2.11165,2.76532,9,0.0324713
+loco,V2_msum,DN2 / ABC B,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,80,1.37757,3.54668,0.388412,0.892857,2.44643,0.759011,2.74711,36,-0.0239056
+loco,V2_msum,DN2 / ABC B,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),82,0.578666,3.50514,0.165091,0.79685,2.44841,0.505381,2.76532,29,0.14784
+loco,V2_msum,DN2 / ABC B,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),82,0.789893,3.50514,0.225353,0.58883,2.44841,0.674779,2.76532,14,0.318214
+loco,V2_msum,DN2 / ABC B,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),82,0.50462,3.50514,0.143966,0.552106,2.44841,0.372611,2.76532,39,0.0114862
+loco,V2_msum,DN2 / ABC B,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),82,0.621864,3.50514,0.177415,0.807556,2.44841,0.5113,2.76532,23,0.331281
+loco,V2_msum,DN2 / ABC B,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),82,0.581618,3.50514,0.165933,0.535614,2.44841,0.366747,2.76532,41,-0.0314258
+loco,V2_msum,DN2 / ABC B,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),82,0.439689,3.50514,0.125441,0.607018,2.44841,0.369178,2.76532,36,0.153829
+loco,V2_msum,DN2 / ABC B,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),82,0.867277,3.50514,0.24743,0.583952,2.44841,0.634576,2.76532,20,0.207976
+loco,V2_msum,DN2 / ABC B,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),82,0.667217,3.50514,0.190354,0.545767,2.44841,0.445086,2.76532,33,0.0406137
+loco,V2_msum,DN2 / ABC B,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",82,1.75954,3.50514,0.501988,1.85954,2.44841,1.36968,2.76532,26,0.127863
+loco,V2_msum,DN2 / ABC B,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",82,1.03908,3.50514,0.296446,0.973389,2.44841,0.774653,2.76532,26,0.269676
+loco,V0_screen,HSPC,zs__raw,pretrained zero-shot,82,0.0915588,0.142347,0.643208,0.0666667,0.10875,0.0585366,0.108371,47,-0.0055129
+loco,V0_screen,HSPC,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,82,0.247894,0.153616,1.61373,0.25,0.119927,0.201626,0.12084,21,0.132946
+loco,V0_screen,HSPC,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),82,0.196617,0.15178,1.29541,0.2,0.10173,0.181301,0.113377,17,0.0676728
+loco,V0_screen,HSPC,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),82,0.340699,0.144293,2.36116,0.266667,0.10186,0.319512,0.109098,13,0.0963698
+loco,V0_screen,HSPC,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),82,0.173048,0.146539,1.18089,0.2,0.0951079,0.154472,0.110835,22,0.157164
+loco,V0_screen,HSPC,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),82,0.352923,0.149021,2.36828,0.383333,0.0880097,0.326016,0.111124,5,0.0703009
+loco,V0_screen,HSPC,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),82,0.117327,0.158765,0.738999,0.2,0.11471,0.120325,0.126129,22,0.189408
+loco,V0_screen,HSPC,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),82,0.215137,0.158765,1.35507,0.333333,0.11471,0.32439,0.126129,4,0.103458
+loco,V0_screen,HSPC,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),82,0.132571,0.158765,0.835015,0.2,0.11471,0.163415,0.126129,16,0.293205
+loco,V0_screen,HSPC,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),82,0.142571,0.158765,0.898003,0.2,0.11471,0.165041,0.126129,15,0.275047
+loco,V0_screen,HSPC,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",82,0.13071,0.156701,0.83414,0.133333,0.113171,0.0869919,0.124001,40,-0.000525112
+loco,V0_screen,HSPC,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",82,0.080336,0.15701,0.511662,0.0666667,0.11471,0.0495935,0.124872,49,0.0493398
+loco,V2_msum,HSPC,zs__raw,pretrained zero-shot,82,0.080336,0.148347,0.541543,0.0666667,0.118772,0.0495935,0.112718,49,-0.0171894
+loco,V2_msum,HSPC,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,82,0.15481,0.148347,1.04357,0.2,0.118772,0.125203,0.112718,30,0.107142
+loco,V2_msum,HSPC,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),82,0.195894,0.148347,1.32052,0.2,0.118772,0.179675,0.112718,17,0.0485714
+loco,V2_msum,HSPC,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),82,0.333312,0.148347,2.24685,0.266667,0.118772,0.309756,0.112718,13,0.0634386
+loco,V2_msum,HSPC,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),82,0.152878,0.148347,1.03055,0.2,0.118772,0.131707,0.112718,25,0.139894
+loco,V2_msum,HSPC,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),82,0.284386,0.148347,1.91704,0.383333,0.118772,0.268293,0.112718,8,0.0823013
+loco,V2_msum,HSPC,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),82,0.102839,0.148347,0.693233,0.133333,0.118772,0.0902439,0.112718,29,0.277252
+loco,V2_msum,HSPC,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),82,0.187289,0.148347,1.26251,0.25,0.118772,0.241463,0.112718,10,0.0945666
+loco,V2_msum,HSPC,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),82,0.107916,0.148347,0.727455,0.133333,0.118772,0.123577,0.112718,20,0.28389
+loco,V2_msum,HSPC,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),82,0.119855,0.148347,0.807937,0.2,0.118772,0.130081,0.112718,23,0.205684
+loco,V2_msum,HSPC,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",82,0.13071,0.148347,0.881115,0.133333,0.118772,0.0869919,0.112718,40,0.0262188
+loco,V2_msum,HSPC,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",82,0.0748514,0.148347,0.504571,0.0666667,0.118772,0.0447154,0.112718,50,0.069502
+loco,V0_screen,Cytotoxic CD4 T,zs__raw,pretrained zero-shot,81,0.947278,2.03509,0.465473,1.24224,1.53836,0.785263,1.53412,30,0.385636
+loco,V0_screen,Cytotoxic CD4 T,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,81,4.48592,2.07061,2.16647,4.73287,1.93542,4.67919,1.74411,4,0.492349
+loco,V0_screen,Cytotoxic CD4 T,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),82,4.69398,2.04827,2.29168,3.7604,1.68342,3.11954,1.57072,10,0.54104
+loco,V0_screen,Cytotoxic CD4 T,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),82,3.61146,1.98845,1.81622,3.67677,1.55062,3.18817,1.49368,12,0.581447
+loco,V0_screen,Cytotoxic CD4 T,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),82,5.54469,2.01532,2.75126,5.17765,1.81054,4.49842,1.6555,8,0.569069
+loco,V0_screen,Cytotoxic CD4 T,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),73,5.26335,1.8589,2.83143,3.97196,1.60867,3.81813,1.51609,10,0.564933
+loco,V0_screen,Cytotoxic CD4 T,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),81,3.20541,2.03815,1.57271,3.42105,1.87618,2.57436,1.71996,13,0.374767
+loco,V0_screen,Cytotoxic CD4 T,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),81,2.99609,2.03815,1.47001,2.36842,1.87618,2.58089,1.71996,5,0.412802
+loco,V0_screen,Cytotoxic CD4 T,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),81,2.81715,2.03815,1.38221,2.72775,1.87618,2.33026,1.71996,9,0.464106
+loco,V0_screen,Cytotoxic CD4 T,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),81,3.29204,2.03815,1.61521,2.45748,1.87618,2.39516,1.71996,8,0.386612
+loco,V0_screen,Cytotoxic CD4 T,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",82,1.72404,2.0616,0.836262,1.96117,1.81691,1.62457,1.73895,8,0.54082
+loco,V0_screen,Cytotoxic CD4 T,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",82,2.15551,2.06647,1.04309,2.63259,1.88754,2.14924,1.76516,11,0.692155
+loco,V2_msum,Cytotoxic CD4 T,zs__raw,pretrained zero-shot,81,0.947278,2.07375,0.456795,1.24224,1.54292,0.785263,1.52561,30,0.410149
+loco,V2_msum,Cytotoxic CD4 T,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,81,3.90988,2.07253,1.88652,4.45981,1.54292,4.15668,1.53237,4,0.51034
+loco,V2_msum,Cytotoxic CD4 T,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),82,4.44182,2.06093,2.15525,3.71565,1.53919,2.91103,1.52449,11,0.525939
+loco,V2_msum,Cytotoxic CD4 T,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),82,3.51674,2.06093,1.70638,3.52874,1.53919,3.06922,1.52449,12,0.571777
+loco,V2_msum,Cytotoxic CD4 T,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),82,5.29341,2.06093,2.56845,4.88653,1.53919,4.30318,1.52449,10,0.531211
+loco,V2_msum,Cytotoxic CD4 T,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),73,4.28436,2.08472,2.05512,3.51268,1.51996,3.13361,1.51102,12,0.551103
+loco,V2_msum,Cytotoxic CD4 T,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),81,3.15323,2.03574,1.54893,3.29643,1.53662,2.51553,1.48111,13,0.360222
+loco,V2_msum,Cytotoxic CD4 T,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),81,2.83326,2.03574,1.39176,2.54938,1.53662,2.45645,1.48111,9,0.401977
+loco,V2_msum,Cytotoxic CD4 T,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),81,2.73169,2.03574,1.34187,2.6059,1.53662,2.2135,1.48111,10,0.436369
+loco,V2_msum,Cytotoxic CD4 T,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),81,3.14953,2.03574,1.54712,2.54567,1.53662,2.29879,1.48111,9,0.316806
+loco,V2_msum,Cytotoxic CD4 T,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",82,1.6615,2.06093,0.80619,1.64826,1.53919,1.54662,1.52449,9,0.551769
+loco,V2_msum,Cytotoxic CD4 T,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",82,1.99208,2.06093,0.966594,2.28104,1.53919,1.91465,1.52449,13,0.712013
+loco,V0_screen,Granulocyte-like (LDG),zs__raw,pretrained zero-shot,82,0.231463,3.1327,0.073886,0.266667,1.47264,0.260976,1.38933,10,0.416894
+loco,V0_screen,Granulocyte-like (LDG),xcalL_K1000,pretrained zero-shot + cross-cohort calibration,82,0.170406,3.8129,0.0446919,0.183333,2.65777,0.126829,2.43469,32,0.307632
+loco,V0_screen,Granulocyte-like (LDG),locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),82,0.0326898,3.33106,0.00981362,0,1.73429,0.0138211,1.67313,68,-0.062851
+loco,V0_screen,Granulocyte-like (LDG),locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),82,0.0335783,3.20075,0.0104908,0.05,1.73439,0.0186992,1.45784,61,0.142836
+loco,V0_screen,Granulocyte-like (LDG),locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),82,0.034444,3.24475,0.0106153,0,1.6678,0.0170732,1.56656,64,0.00291724
+loco,V0_screen,Granulocyte-like (LDG),locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),82,0.0412265,3.25186,0.0126778,0,1.76119,0.0195122,1.532,62,0.13495
+loco,V0_screen,Granulocyte-like (LDG),locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),82,0.100745,4.09541,0.0245995,0.133333,3.0477,0.0861789,2.91053,36,0.44498
+loco,V0_screen,Granulocyte-like (LDG),locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),82,0.0612581,4.09541,0.0149578,0.0666667,3.0477,0.0357724,2.91053,55,0.437252
+loco,V0_screen,Granulocyte-like (LDG),locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),82,0.046684,4.09541,0.0113991,0.0666667,3.0477,0.0268293,2.91053,58,0.1859
+loco,V0_screen,Granulocyte-like (LDG),locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),82,0.0491692,4.09541,0.0120059,0.0666667,3.0477,0.0284553,2.91053,56,0.183196
+loco,V0_screen,Granulocyte-like (LDG),lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",82,0.158001,3.93605,0.040142,0.133333,2.83688,0.0861789,2.64506,45,0.353614
+loco,V0_screen,Granulocyte-like (LDG),real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",82,0.335508,4.02008,0.083458,0.2,2.90733,0.15935,2.78257,33,0.378021
+loco,V2_msum,Granulocyte-like (LDG),zs__raw,pretrained zero-shot,82,0.161952,3.31857,0.0488017,0.2,1.79458,0.192683,1.68798,14,0.408235
+loco,V2_msum,Granulocyte-like (LDG),xcalL_K1000,pretrained zero-shot + cross-cohort calibration,82,0.0888927,3.31857,0.0267864,0.0666667,1.79458,0.0593496,1.68798,43,0.325604
+loco,V2_msum,Granulocyte-like (LDG),locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),82,0.0326898,3.31857,0.00985055,0,1.79458,0.0138211,1.68798,68,-0.0719086
+loco,V2_msum,Granulocyte-like (LDG),locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),82,0.0335783,3.31857,0.0101183,0.05,1.79458,0.0186992,1.68798,61,0.145432
+loco,V2_msum,Granulocyte-like (LDG),locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),82,0.0316497,3.31857,0.00953716,0,1.79458,0.0121951,1.68798,70,0.0522128
+loco,V2_msum,Granulocyte-like (LDG),locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),82,0.0316497,3.31857,0.00953716,0,1.79458,0.0121951,1.68798,69,0.00867826
+loco,V2_msum,Granulocyte-like (LDG),locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),82,0.0659958,3.31857,0.0198868,0.0666667,1.79458,0.0463415,1.68798,48,0.391138
+loco,V2_msum,Granulocyte-like (LDG),locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),82,0.0412265,3.31857,0.012423,0,1.79458,0.0195122,1.68798,64,0.293107
+loco,V2_msum,Granulocyte-like (LDG),locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),82,0.0319444,3.31857,0.00962594,0,1.79458,0.0154472,1.68798,65,0.263077
+loco,V2_msum,Granulocyte-like (LDG),locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),82,0.0438075,3.31857,0.0132007,0,1.79458,0.0195122,1.68798,64,0.149492
+loco,V2_msum,Granulocyte-like (LDG),lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",82,0.158001,3.31857,0.0476112,0.133333,1.79458,0.0861789,1.68798,45,0.340144
+loco,V2_msum,Granulocyte-like (LDG),real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",82,0.270028,3.31857,0.0813688,0.133333,1.79458,0.120325,1.68798,38,0.302672
+loco,V0_screen,Platelet signal in monocytes (negative control),zs__raw,pretrained zero-shot,76,1.7036,7.67378,0.222003,2.11592,8.65061,2.44897,9.02188,4,0.274853
+loco,V0_screen,Platelet signal in monocytes (negative control),xcalL_K1000,pretrained zero-shot + cross-cohort calibration,72,2.18686,11.1691,0.195795,2.33828,15.212,2.86794,15.4913,8,0.134353
+loco,V0_screen,Platelet signal in monocytes (negative control),locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),74,1.71928,7.49163,0.229493,1.35253,8.14374,1.67818,8.89164,13,0.134046
+loco,V0_screen,Platelet signal in monocytes (negative control),locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),73,1.33377,7.19417,0.185396,1.51053,6.63724,1.61042,8.24194,13,0.229638
+loco,V0_screen,Platelet signal in monocytes (negative control),locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),72,1.86437,6.61603,0.281795,2.80406,6.54956,3.37059,7.64145,4,0.162774
+loco,V0_screen,Platelet signal in monocytes (negative control),locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),68,2.3734,7.29074,0.325537,2.4391,7.78703,3.33097,8.52618,7,0.0763494
+loco,V0_screen,Platelet signal in monocytes (negative control),locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),73,1.78047,12.6245,0.141033,2.56332,17.6629,2.28384,17.8836,12,0.254647
+loco,V0_screen,Platelet signal in monocytes (negative control),locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),75,1.39778,12.4989,0.111833,1.49777,17.9473,2.00846,17.9354,7,0.2063
+loco,V0_screen,Platelet signal in monocytes (negative control),locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),75,1.15834,12.4989,0.0926754,1.64126,17.9473,1.39478,17.9354,16,0.227177
+loco,V0_screen,Platelet signal in monocytes (negative control),locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),75,1.11746,12.4989,0.0894048,1.47765,17.9473,1.46636,17.9354,16,0.126546
+loco,V0_screen,Platelet signal in monocytes (negative control),lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",67,6.68454,11.326,0.590195,6.80368,16.4668,7.13981,15.4987,7,0.188534
+loco,V0_screen,Platelet signal in monocytes (negative control),real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",74,4.51351,11.1397,0.405171,5.79993,15.2931,8.95693,15.2609,1,0.150064
+loco,V2_msum,Platelet signal in monocytes (negative control),zs__raw,pretrained zero-shot,76,1.27874,6.01624,0.212548,1.47294,5.716,1.43474,6.61724,6,0.277463
+loco,V2_msum,Platelet signal in monocytes (negative control),xcalL_K1000,pretrained zero-shot + cross-cohort calibration,72,1.23626,6.03541,0.204834,1.30012,5.66122,1.75836,6.72425,9,0.0596278
+loco,V2_msum,Platelet signal in monocytes (negative control),locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),74,1.69521,6.01373,0.281889,1.40433,5.6611,1.57631,6.5909,15,0.127167
+loco,V2_msum,Platelet signal in monocytes (negative control),locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),73,1.33377,6.07966,0.219382,1.51053,5.72057,1.61042,6.50272,13,0.226194
+loco,V2_msum,Platelet signal in monocytes (negative control),locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),72,1.78074,6.04649,0.294508,2.68787,5.66122,3.06416,6.68802,5,0.213203
+loco,V2_msum,Platelet signal in monocytes (negative control),locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),68,2.00425,6.18989,0.323794,2.41032,5.66122,2.58335,6.76364,8,0.10166
+loco,V2_msum,Platelet signal in monocytes (negative control),locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),73,1.30945,6.08136,0.215322,1.97854,5.79468,1.53359,6.54828,18,0.338418
+loco,V2_msum,Platelet signal in monocytes (negative control),locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),75,1.2173,6.05652,0.200989,1.32838,5.74292,1.50545,6.6233,12,0.280657
+loco,V2_msum,Platelet signal in monocytes (negative control),locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),75,0.943237,6.05652,0.155739,1.47741,5.74292,1.07179,6.6233,19,0.304077
+loco,V2_msum,Platelet signal in monocytes (negative control),locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),75,1.00389,6.05652,0.165753,1.63189,5.74292,1.12888,6.6233,19,0.201993
+loco,V2_msum,Platelet signal in monocytes (negative control),lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",67,4.82268,6.07107,0.794371,4.99514,5.81594,4.72702,6.5779,12,0.202646
+loco,V2_msum,Platelet signal in monocytes (negative control),real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",74,3.46433,6.09219,0.56865,4.3727,5.66964,5.5475,6.57434,4,0.260796

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/confound_composition.csv

@@ -0,0 +1,133 @@
+setting,arm,arm_class,cell_type,n_cells,pooled_pct,donor_mean_pct,donor_sd_pct,donor_min_n,donor_median_n,n_donors_lt20,n_donors_zero,gen_over_obs_pooled,gen_over_obs_donor_mean
+fold0,OBSERVED,observed,Monocyte,31471,23.9089,24.6001,18.704,139,1385,0,0,1,1
+fold0,OBSERVED,observed,T cell,61162,46.4654,44.4687,18.3795,593,3917,0,0,1,1
+fold0,OBSERVED,observed,B cell,21022,15.9706,16.693,10.237,184,1410,0,0,1,1
+fold0,OBSERVED,observed,NK cell,10457,7.9443,8.56252,9.24776,58,373,0,0,1,1
+fold0,OBSERVED,observed,Plasma cell (L2),716,0.543953,0.639072,0.612497,2,31,6,0,1,1
+fold0,OBSERVED,observed,other L1,7517,5.71075,5.67562,3.51272,65,346,0,0,1,1
+fold0,zs__raw,pretrained zero-shot,Monocyte,9506,37.2784,37.2784,22.1062,27,518,0,0,1.55919,1.51537
+fold0,zs__raw,pretrained zero-shot,T cell,8631,33.8471,33.8471,14.6595,121,533,0,0,0.728435,0.761143
+fold0,zs__raw,pretrained zero-shot,B cell,4425,17.3529,17.3529,13.4188,52,226,0,0,1.08655,1.03954
+fold0,zs__raw,pretrained zero-shot,NK cell,1983,7.77647,7.77647,3.76526,54,107,0,0,0.978874,0.908199
+fold0,zs__raw,pretrained zero-shot,Plasma cell (L2),209,0.819608,0.819608,1.53872,0,4,15,2,1.50676,1.2825
+fold0,zs__raw,pretrained zero-shot,other L1,955,3.7451,3.7451,3.11887,20,37,0,0,0.655798,0.659857
+fold0,lora_n5__raw,pretrained LoRA (5 pairs),Monocyte,7183,28.1686,28.1686,14.7342,51,389,0,0,1.17817,1.14506
+fold0,lora_n5__raw,pretrained LoRA (5 pairs),T cell,12396,48.6118,48.6118,14.1944,394,767,0,0,1.04619,1.09317
+fold0,lora_n5__raw,pretrained LoRA (5 pairs),B cell,3997,15.6745,15.6745,8.65585,112,217,0,0,0.981458,0.938989
+fold0,lora_n5__raw,pretrained LoRA (5 pairs),NK cell,964,3.78039,3.78039,2.02399,29,47,0,0,0.475862,0.441505
+fold0,lora_n5__raw,pretrained LoRA (5 pairs),Plasma cell (L2),260,1.01961,1.01961,0.924892,2,12,14,0,1.87444,1.59545
+fold0,lora_n5__raw,pretrained LoRA (5 pairs),other L1,960,3.76471,3.76471,2.57003,12,53,3,0,0.659232,0.663312
+fold0,scratch_n5__raw,scratch (5 pairs),Monocyte,6241,24.4745,24.4745,8.29876,232,333,0,0,1.02366,0.994893
+fold0,scratch_n5__raw,scratch (5 pairs),T cell,13611,53.3765,53.3765,8.04542,570,816,0,0,1.14873,1.20031
+fold0,scratch_n5__raw,scratch (5 pairs),B cell,2910,11.4118,11.4118,1.13682,148,164,0,0,0.714546,0.683627
+fold0,scratch_n5__raw,scratch (5 pairs),NK cell,2046,8.02353,8.02353,1.23512,95,118,0,0,1.00997,0.937053
+fold0,scratch_n5__raw,scratch (5 pairs),Plasma cell (L2),156,0.611765,0.611765,0.240642,5,9,16,0,1.12466,0.957271
+fold0,scratch_n5__raw,scratch (5 pairs),other L1,692,2.71373,2.71373,0.854324,25,38,0,0,0.475196,0.478137
+fold0,real_lora__raw,pretrained LoRA (58 pairs),Monocyte,3891,15.2588,15.2588,10.6957,25,178,0,0,0.638208,0.620274
+fold0,real_lora__raw,pretrained LoRA (58 pairs),T cell,14147,55.4784,55.4784,12.3678,528,846,0,0,1.19397,1.24758
+fold0,real_lora__raw,pretrained LoRA (58 pairs),B cell,4903,19.2275,19.2275,12.6267,64,217,0,0,1.20392,1.15183
+fold0,real_lora__raw,pretrained LoRA (58 pairs),NK cell,1504,5.89804,5.89804,4.33001,30,67,0,0,0.742424,0.688821
+fold0,real_lora__raw,pretrained LoRA (58 pairs),Plasma cell (L2),482,1.8902,1.8902,4.19079,1,8,15,0,3.47492,2.95772
+fold0,real_lora__raw,pretrained LoRA (58 pairs),other L1,1055,4.13725,4.13725,2.63338,26,49,0,0,0.724468,0.728952
+fold0,real_full__raw,pretrained full FT (58 pairs),Monocyte,4120,16.1569,16.1569,8.6191,40,264,0,0,0.675769,0.656779
+fold0,real_full__raw,pretrained full FT (58 pairs),T cell,13435,52.6863,52.6863,9.68523,615,760,0,0,1.13388,1.18479
+fold0,real_full__raw,pretrained full FT (58 pairs),B cell,5233,20.5216,20.5216,13.1472,44,243,0,0,1.28496,1.22935
+fold0,real_full__raw,pretrained full FT (58 pairs),NK cell,1380,5.41176,5.41176,3.47573,24,59,0,0,0.681214,0.63203
+fold0,real_full__raw,pretrained full FT (58 pairs),Plasma cell (L2),455,1.78431,1.78431,2.85682,1,12,12,0,3.28027,2.79204
+fold0,real_full__raw,pretrained full FT (58 pairs),other L1,1332,5.22353,5.22353,2.82764,38,76,0,0,0.914684,0.920345
+fold0,scratch_full__raw,"scratch (58 pairs, 100k cap)",Monocyte,4036,15.8275,15.8275,8.65503,22,223,0,0,0.661991,0.643389
+fold0,scratch_full__raw,"scratch (58 pairs, 100k cap)",T cell,13443,52.7176,52.7176,10.5052,570,816,0,0,1.13456,1.1855
+fold0,scratch_full__raw,"scratch (58 pairs, 100k cap)",B cell,5053,19.8157,19.8157,11.0098,88,229,0,0,1.24076,1.18707
+fold0,scratch_full__raw,"scratch (58 pairs, 100k cap)",NK cell,2155,8.45098,8.45098,3.63582,14,114,1,0,1.06378,0.986974
+fold0,scratch_full__raw,"scratch (58 pairs, 100k cap)",Plasma cell (L2),172,0.67451,0.67451,0.778489,1,6,14,0,1.24001,1.05545
+fold0,scratch_full__raw,"scratch (58 pairs, 100k cap)",other L1,813,3.18824,3.18824,1.80019,16,41,2,0,0.558287,0.561742
+fold0,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),Monocyte,3965,15.549,15.549,9.32671,21,245,0,0,0.650345,0.63207
+fold0,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),T cell,13851,54.3176,54.3176,10.8014,608,806,0,0,1.16899,1.22148
+fold0,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),B cell,5157,20.2235,20.2235,12.8602,48,237,0,0,1.26629,1.2115
+fold0,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),NK cell,1350,5.29412,5.29412,3.1026,21,57,0,0,0.666405,0.61829
+fold0,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),Plasma cell (L2),319,1.25098,1.25098,2.10139,0,9,15,1,2.29979,1.9575
+fold0,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),other L1,1177,4.61569,4.61569,2.75323,21,65,0,0,0.808246,0.813248
+fold0,scratch_recipe__raw,scratch + recipes (58 pairs),Monocyte,3598,14.1098,14.1098,10.2401,0,177,3,1,0.590149,0.573566
+fold0,scratch_recipe__raw,scratch + recipes (58 pairs),T cell,13815,54.1765,54.1765,11.9675,525,861,0,0,1.16595,1.2183
+fold0,scratch_recipe__raw,scratch + recipes (58 pairs),B cell,5051,19.8078,19.8078,12.1732,97,242,0,0,1.24027,1.1866
+fold0,scratch_recipe__raw,scratch + recipes (58 pairs),NK cell,2184,8.56471,8.56471,4.71564,17,108,1,0,1.07809,1.00026
+fold0,scratch_recipe__raw,scratch + recipes (58 pairs),Plasma cell (L2),163,0.639216,0.639216,0.614211,1,6,15,0,1.17513,1.00023
+fold0,scratch_recipe__raw,scratch + recipes (58 pairs),other L1,852,3.34118,3.34118,1.84072,13,40,1,0,0.585068,0.588689
+loco,OBSERVED,observed,Monocyte,111269,18.8759,20.8171,18.7801,2,1150.5,6,0,1,1
+loco,OBSERVED,observed,T cell,298117,50.573,48.4547,18.6943,353,3718.5,0,0,1,1
+loco,OBSERVED,observed,B cell,99729,16.9182,17.2757,15.4945,34,913,0,0,1,1
+loco,OBSERVED,observed,NK cell,47832,8.1143,8.07229,7.26453,42,381.5,0,0,1,1
+loco,OBSERVED,observed,Plasma cell (L2),8423,1.42889,1.47858,3.54471,0,31.5,31,4,1,1
+loco,OBSERVED,observed,other L1,32531,5.51861,5.38024,4.78894,27,288,0,0,1,1
+loco,zs__raw,pretrained zero-shot,Monocyte,45474,36.9707,36.9707,22.9811,20,472,0,0,1.95863,1.77598
+loco,zs__raw,pretrained zero-shot,T cell,43347,35.2415,35.2415,16.9925,94,517.5,0,0,0.696843,0.727307
+loco,zs__raw,pretrained zero-shot,B cell,18316,14.8911,14.8911,12.2515,31,160,0,0,0.88018,0.861968
+loco,zs__raw,pretrained zero-shot,NK cell,11566,9.40325,9.40325,4.62488,34,127.5,0,0,1.15885,1.16488
+loco,zs__raw,pretrained zero-shot,Plasma cell (L2),678,0.55122,0.55122,1.14679,0,3,74,18,0.385767,0.372803
+loco,zs__raw,pretrained zero-shot,other L1,4297,3.4935,3.4935,2.36661,5,43,7,0,0.633039,0.64932
+loco,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,Monocyte,32496,26.4195,26.4195,20.9104,0,333.5,5,1,1.39965,1.26913
+loco,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,T cell,57613,46.8398,46.8398,19.0005,162,682,0,0,0.926182,0.966672
+loco,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,B cell,17472,14.2049,14.2049,16.8284,10,115,2,0,0.839622,0.822248
+loco,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,NK cell,11794,9.58862,9.58862,6.36688,14,117,3,0,1.18169,1.18784
+loco,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,Plasma cell (L2),1369,1.11301,1.11301,1.97712,0,5,63,12,0.778931,0.752755
+loco,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,other L1,3625,2.94715,2.94715,2.07869,0,41,24,1,0.534039,0.547774
+loco,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),Monocyte,22524,18.3122,18.3122,13.9467,7,221,3,0,0.970139,0.879672
+loco,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),T cell,51586,41.9398,41.9398,17.1838,195,598.5,0,0,0.829292,0.865547
+loco,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),B cell,28860,23.4634,23.4634,17.5288,52,284,0,0,1.38688,1.35818
+loco,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),NK cell,14781,12.0171,12.0171,5.90033,52,160,0,0,1.48098,1.48868
+loco,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),Plasma cell (L2),2420,1.96748,1.96748,3.0765,0,12.5,54,1,1.37693,1.33066
+loco,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),other L1,5249,4.26748,4.26748,2.47524,7,56.5,7,0,0.773289,0.793176
+loco,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),Monocyte,20054,16.3041,16.3041,12.9521,5,185.5,5,0,0.863752,0.783206
+loco,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),T cell,47130,38.3171,38.3171,17.7823,140,537,0,0,0.757658,0.790781
+loco,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),B cell,33758,27.4455,27.4455,19.2426,54,320,0,0,1.62225,1.58868
+loco,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),NK cell,15756,12.8098,12.8098,6.649,57,176,0,0,1.57866,1.58688
+loco,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),Plasma cell (L2),1775,1.44309,1.44309,2.96989,0,6.5,61,2,1.00994,0.975997
+loco,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),other L1,6302,5.12358,5.12358,3.23255,8,67.5,7,0,0.928418,0.952295
+loco,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),Monocyte,24002,19.5138,19.5138,16.1946,1,213.5,5,0,1.0338,0.937395
+loco,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),T cell,49480,40.2276,40.2276,18.2581,78,579,0,0,0.795436,0.830211
+loco,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),B cell,30208,24.5593,24.5593,19.6965,49,272,0,0,1.45165,1.42162
+loco,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),NK cell,14602,11.8715,11.8715,5.92675,24,168.5,0,0,1.46304,1.47065
+loco,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),Plasma cell (L2),3117,2.53415,2.53415,5.02026,0,12.5,56,3,1.77351,1.71391
+loco,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),other L1,4708,3.82764,3.82764,2.42192,1,48,14,0,0.693588,0.711426
+loco,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),Monocyte,19494,15.8488,15.8488,15.1468,0,166.5,12,1,0.839633,0.761336
+loco,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),T cell,47593,38.6935,38.6935,19.2485,64,529,0,0,0.765101,0.798549
+loco,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),B cell,33880,27.5447,27.5447,21.5089,30,343,0,0,1.62811,1.59442
+loco,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),NK cell,16738,13.6081,13.6081,8.11876,17,189.5,1,0,1.67706,1.68578
+loco,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),Plasma cell (L2),3891,3.16341,3.16341,5.96002,0,12.5,49,2,2.21389,2.1395
+loco,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),other L1,5295,4.30488,4.30488,3.01271,4,56.5,15,0,0.780065,0.800127
+loco,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),Monocyte,22424,18.2309,18.2309,13.677,8,233.5,4,0,0.965832,0.875767
+loco,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),T cell,55016,44.7285,44.7285,17.5847,157,610.5,0,0,0.884433,0.923098
+loco,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),B cell,22935,18.6463,18.6463,11.1222,34,230,0,0,1.10215,1.07934
+loco,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),NK cell,19232,15.6358,15.6358,5.89602,77,222.5,0,0,1.92694,1.93697
+loco,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),Plasma cell (L2),855,0.695122,0.695122,1.82577,0,4,75,8,0.486476,0.470128
+loco,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),other L1,3393,2.75854,2.75854,1.03966,11,40,4,0,0.499861,0.512716
+loco,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),Monocyte,22868,18.5919,18.5919,12.8632,11,235.5,2,0,0.984955,0.893107
+loco,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),T cell,53046,43.1268,43.1268,16.6063,215,581.5,0,0,0.852763,0.890044
+loco,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),B cell,24584,19.987,19.987,10.5631,64,255.5,0,0,1.18139,1.15695
+loco,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),NK cell,17631,14.3341,14.3341,4.99551,95,208,0,0,1.76653,1.77572
+loco,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),Plasma cell (L2),1187,0.965041,0.965041,2.23068,0,6.5,68,5,0.675377,0.652681
+loco,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),other L1,4871,3.96016,3.96016,1.36774,22,60,0,0,0.717601,0.736057
+loco,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),Monocyte,24718,20.0959,20.0959,13.9967,16,251,2,0,1.06464,0.965358
+loco,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),T cell,51762,42.0829,42.0829,18.0262,182,580,0,0,0.832122,0.8685
+loco,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),B cell,26415,21.4756,21.4756,12.3963,57,267,0,0,1.26938,1.24311
+loco,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),NK cell,16217,13.1846,13.1846,4.46422,71,186,0,0,1.62485,1.63331
+loco,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),Plasma cell (L2),1395,1.13415,1.13415,1.96684,0,10.5,66,2,0.793725,0.767051
+loco,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),other L1,3888,3.16098,3.16098,0.962447,18,48,2,0,0.572785,0.587516
+loco,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),Monocyte,20808,16.9171,16.9171,12.5686,12,197.5,2,0,0.896228,0.812654
+loco,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),T cell,55309,44.9667,44.9667,17.0688,218,643.5,0,0,0.889143,0.928014
+loco,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),B cell,26655,21.6707,21.6707,12.6379,61,269,0,0,1.28091,1.25441
+loco,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),NK cell,16709,13.5846,13.5846,4.48981,77,203,0,0,1.67415,1.68286
+loco,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),Plasma cell (L2),1537,1.24959,1.24959,2.44069,0,11,63,2,0.87452,0.845131
+loco,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),other L1,3519,2.86098,2.86098,1.08286,10,45,6,0,0.518423,0.531756
+loco,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",Monocyte,21211,17.2447,17.2447,19.2603,0,128.5,14,1,0.913586,0.828393
+loco,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",T cell,71032,57.7496,57.7496,20.4871,110,897,0,0,1.1419,1.19183
+loco,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",B cell,21371,17.3748,17.3748,15.2415,38,187,0,0,1.02699,1.00574
+loco,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",NK cell,5168,4.20163,4.20163,2.86171,8,49.5,8,0,0.517805,0.5205
+loco,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",Plasma cell (L2),712,0.578862,0.578862,0.737911,0,5,73,10,0.405113,0.391499
+loco,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",other L1,4218,3.42927,3.42927,2.47379,1,48,18,0,0.621401,0.637382
+loco,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",Monocyte,22723,18.474,18.474,16.8187,4,203,4,0,0.97871,0.887444
+loco,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",T cell,67850,55.1626,55.1626,18.2475,193,883.5,0,0,1.09075,1.13844
+loco,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",B cell,19896,16.1756,16.1756,15.1966,28,158.5,0,0,0.956108,0.936324
+loco,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",NK cell,7728,6.28293,6.28293,3.9938,9,79.5,3,0,0.774303,0.778332
+loco,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",Plasma cell (L2),1331,1.08211,1.08211,2.17479,0,6.5,67,3,0.75731,0.731861
+loco,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",other L1,4803,3.90488,3.90488,2.67538,2,49,8,0,0.707583,0.725781

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/confound_controls.csv

@@ -0,0 +1,161 @@
+setting,scheme,state,arm,arm_class,p_gen,p_obs,gen_state,gen_parent,gen_pct,obs_state,obs_parent,obs_pct,gen_over_obs,abs_log2,complete_miss,spearman_donors,gen_over_obs_donor_mean,obs_diff_adult,gen_diff_adult,same_direction_adult,obs_diff_ped,gen_diff_ped,same_direction_ped,obs_diff_all,gen_diff_all,same_direction_all
+fold0,V0_screen,ISG-high monocyte (positive control),zs__raw,pretrained zero-shot,1,0.416,1513,9506,15.9163,1907,31471,6.05955,2.62664,1.39322,False,0.20098,1.65633,1.81174,9.4431,True,8.14292,9.7561,True,4.93282,8.03722,True
+fold0,V0_screen,ISG-high monocyte (positive control),lora_n5__raw,pretrained LoRA (5 pairs),1,1,311,7183,4.32967,4195,31471,13.3297,0.324813,1.62232,False,-0.0919681,0.287782,-8.56261,5.71233,False,17.8832,1.50958,True,1.88191,3.91771,True
+fold0,V0_screen,ISG-high monocyte (positive control),scratch_n5__raw,scratch (5 pairs),1,0.893,246,6241,3.94168,3820,31471,12.1382,0.324734,1.62267,False,-0.218137,0.26361,-6.85383,3.00023,False,15.8058,4.26483,True,2.26158,3.27287,True
+fold0,V0_screen,ISG-high monocyte (positive control),real_lora__raw,pretrained LoRA (58 pairs),1,0.767,181,3891,4.65176,3358,31471,10.6701,0.435961,1.19773,False,0.69042,0.351976,-4.90473,1.92993,False,14.6283,2.72604,True,2.98648,2.2646,True
+fold0,V0_screen,ISG-high monocyte (positive control),real_full__raw,pretrained full FT (58 pairs),1,0.73,241,4120,5.84951,3194,31471,10.149,0.576362,0.794952,False,0.367647,0.424805,-4.59844,5.13215,False,14.0563,0.960306,True,3.02337,3.6468,True
+fold0,V0_screen,ISG-high monocyte (positive control),scratch_full__raw,"scratch (58 pairs, 100k cap)",1,0.84,142,4036,3.51833,3614,31471,11.4836,0.306379,1.70661,False,0.645399,0.258445,-6.29255,-2.30963,True,15.7138,-3.3121,False,2.52285,-2.07741,False
+fold0,V0_screen,ISG-high monocyte (positive control),lora_recipe__raw,pretrained LoRA + recipes (58 pairs),1,0.729,243,3965,6.12863,3230,31471,10.2634,0.597133,0.743876,False,0.523343,0.459845,-4.56708,4.32458,False,15.008,0.842064,True,3.31223,3.54514,True
+fold0,V0_screen,ISG-high monocyte (positive control),scratch_recipe__raw,scratch + recipes (58 pairs),1,0.826,108,3598,3.00167,3587,31471,11.3978,0.263355,1.92492,False,0.312686,0.210152,-6.09182,-2.61841,True,15.227,-0.080741,False,2.43246,-2.65937,False
+fold0,V1_lib,ISG-high monocyte (positive control),zs__raw,pretrained zero-shot,1,0.416314,1513,9506,15.9163,1893,31471,6.01506,2.64607,1.40385,False,0.227941,1.69319,0.826889,9.4431,True,7.64036,9.7561,True,4.26329,8.03722,True
+fold0,V1_lib,ISG-high monocyte (positive control),lora_n5__raw,pretrained LoRA (5 pairs),0.362323,0.416314,76,7183,1.05805,1893,31471,6.01506,0.175901,2.50717,False,-0.226729,0.133351,0.826889,1.58259,True,7.64036,0,False,4.26329,1.16877,True
+fold0,V1_lib,ISG-high monocyte (positive control),scratch_n5__raw,scratch (5 pairs),0.466192,0.416314,87,6241,1.39401,1893,31471,6.01506,0.231753,2.10934,False,-0.149601,0.163849,0.826889,1.45268,True,7.64036,1.77062,True,4.26329,1.54033,True
+fold0,V1_lib,ISG-high monocyte (positive control),real_lora__raw,pretrained LoRA (58 pairs),0.543068,0.416314,97,3891,2.49293,1893,31471,6.01506,0.414448,1.27074,False,0.597514,0.281658,0.826889,1.12742,True,7.64036,1.96567,True,4.26329,1.54875,True
+fold0,V1_lib,ISG-high monocyte (positive control),real_full__raw,pretrained full FT (58 pairs),0.570392,0.416314,155,4120,3.76214,1893,31471,6.01506,0.625453,0.677028,False,0.260178,0.378542,0.826889,3.40283,True,7.64036,1.25586,True,4.26329,2.41823,True
+fold0,V1_lib,ISG-high monocyte (positive control),scratch_full__raw,"scratch (58 pairs, 100k cap)",0.495795,0.416314,72,4036,1.78394,1893,31471,6.01506,0.29658,1.75351,False,0.478945,0.189732,0.826889,-1.06701,False,7.64036,-1.7684,False,4.26329,-1.15921,False
+fold0,V1_lib,ISG-high monocyte (positive control),lora_recipe__raw,pretrained LoRA + recipes (58 pairs),0.571221,0.416314,156,3965,3.93443,1893,31471,6.01506,0.654096,0.612426,False,0.133171,0.413152,0.826889,4.15452,True,7.64036,-0.633178,False,4.26329,2.72076,True
+fold0,V1_lib,ISG-high monocyte (positive control),scratch_recipe__raw,scratch + recipes (58 pairs),0.504169,0.416314,53,3598,1.47304,1893,31471,6.01506,0.244892,2.02978,False,0.120003,0.182335,0.826889,-1.08265,False,7.64036,0.086465,True,4.26329,-1.17825,False
+fold0,V2_msum,ISG-high monocyte (positive control),zs__raw,pretrained zero-shot,0.77427,0.457752,1254,9506,13.1917,2054,31471,6.52664,2.0212,1.01521,False,0.151961,1.31631,1.00738,8.84398,True,8.30089,7.08395,True,4.57689,7.26243,True
+fold0,V2_msum,ISG-high monocyte (positive control),lora_n5__raw,pretrained LoRA (5 pairs),0.749068,0.457752,224,7183,3.11847,2054,31471,6.52664,0.477807,1.0655,False,-0.0319411,0.339343,1.00738,4.08369,True,8.30089,0.687569,True,4.57689,2.7794,True
+fold0,V2_msum,ISG-high monocyte (positive control),scratch_n5__raw,scratch (5 pairs),0.782263,0.457752,191,6241,3.06041,2054,31471,6.52664,0.46891,1.09262,False,-0.112745,0.327459,1.00738,2.23315,True,8.30089,3.77753,True,4.57689,2.49993,True
+fold0,V2_msum,ISG-high monocyte (positive control),real_lora__raw,pretrained LoRA (58 pairs),0.964818,0.457752,178,3891,4.57466,2054,31471,6.52664,0.700921,0.512677,False,0.594596,0.497149,1.00738,2.03559,True,8.30089,2.72604,True,4.57689,2.41103,True
+fold0,V2_msum,ISG-high monocyte (positive control),real_full__raw,pretrained full FT (58 pairs),0.930379,0.457752,224,4120,5.43689,2054,31471,6.52664,0.833031,0.263559,False,0.27451,0.535351,1.00738,4.50478,True,8.30089,0.703896,True,4.57689,3.22425,True
+fold0,V2_msum,ISG-high monocyte (positive control),scratch_full__raw,"scratch (58 pairs, 100k cap)",0.821574,0.457752,120,4036,2.97324,2054,31471,6.52664,0.455554,1.1343,False,0.675722,0.312222,1.00738,-2.4417,False,8.30089,-3.33054,False,4.57689,-2.10277,False
+fold0,V2_msum,ISG-high monocyte (positive control),lora_recipe__raw,pretrained LoRA + recipes (58 pairs),1,0.457752,243,3965,6.12863,2054,31471,6.52664,0.939016,0.0907777,False,0.439805,0.635805,1.00738,4.32458,True,8.30089,0.842064,True,4.57689,3.54514,True
+fold0,V2_msum,ISG-high monocyte (positive control),scratch_recipe__raw,scratch + recipes (58 pairs),0.863888,0.457752,92,3598,2.55698,2054,31471,6.52664,0.391775,1.3519,False,0.312686,0.267404,1.00738,-2.37736,False,8.30089,-0.080741,False,4.57689,-2.16453,False
+fold0,V3_mmed,ISG-high monocyte (positive control),zs__raw,pretrained zero-shot,1,0.306741,1513,9506,15.9163,1394,31471,4.42947,3.59326,1.84529,False,0.343348,2.04958,4.08671,9.4431,True,4.44987,9.7561,True,5.11163,8.03722,True
+fold0,V3_mmed,ISG-high monocyte (positive control),lora_n5__raw,pretrained LoRA (5 pairs),0.493926,0.306741,142,7183,1.97689,1394,31471,4.42947,0.446303,1.1639,False,-0.161631,0.296451,4.08671,3.34475,True,4.44987,0.330852,True,5.11163,2.3202,True
+fold0,V3_mmed,ISG-high monocyte (positive control),scratch_n5__raw,scratch (5 pairs),0.531697,0.306741,119,6241,1.90675,1394,31471,4.42947,0.430468,1.21602,False,-0.307787,0.270394,4.08671,1.62224,True,4.44987,2.58191,True,5.11163,1.73559,True
+fold0,V3_mmed,ISG-high monocyte (positive control),real_lora__raw,pretrained LoRA (58 pairs),0.986328,0.306741,179,3891,4.60036,1394,31471,4.42947,1.03858,0.0546111,False,0.62938,0.647739,4.08671,2.05369,True,4.44987,2.72604,True,5.11163,2.42461,True
+fold0,V3_mmed,ISG-high monocyte (positive control),real_full__raw,pretrained full FT (58 pairs),0.819107,0.306741,202,4120,4.90291,1394,31471,4.42947,1.10688,0.146503,False,0.214242,0.608692,4.08671,4.18365,True,4.44987,-0.385848,False,5.11163,2.57193,True
+fold0,V3_mmed,ISG-high monocyte (positive control),scratch_full__raw,"scratch (58 pairs, 100k cap)",0.676462,0.306741,105,4036,2.60159,1394,31471,4.42947,0.587335,0.767744,False,0.492025,0.386203,4.08671,-1.91419,False,4.44987,-1.73106,False,5.11163,-1.54001,False
+fold0,V3_mmed,ISG-high monocyte (positive control),lora_recipe__raw,pretrained LoRA + recipes (58 pairs),0.917262,0.306741,227,3965,5.72509,1394,31471,4.42947,1.2925,0.370164,False,0.503401,0.75893,4.08671,4.6948,True,4.44987,2.71407,True,5.11163,3.99973,True
+fold0,V3_mmed,ISG-high monocyte (positive control),scratch_recipe__raw,scratch + recipes (58 pairs),0.693775,0.306741,69,3598,1.91773,1394,31471,4.42947,0.432948,1.20773,False,0.0507519,0.267973,4.08671,-1.91814,False,4.44987,0.0860477,True,5.11163,-1.89092,False
+fold0,V0_screen,Platelet signal in monocytes (negative control),zs__raw,pretrained zero-shot,1,0.416,350,9506,3.68189,3221,31471,10.2348,0.359741,1.47497,False,0.247549,0.306505,2.17841,1.77567,True,6.48509,1.59761,True,2.75298,1.0625,True
+fold0,V0_screen,Platelet signal in monocytes (negative control),lora_n5__raw,pretrained LoRA (5 pairs),1,1,1237,7183,17.2212,6486,31471,20.6094,0.835598,0.259119,False,0.218137,0.766921,-0.243702,9.83593,False,12.0984,8.16155,True,0.264246,6.32888,True
+fold0,V0_screen,Platelet signal in monocytes (negative control),scratch_n5__raw,scratch (5 pairs),1,0.893,708,6241,11.3443,5967,31471,18.9603,0.59832,0.741011,False,-0.375,0.693274,0.451862,-1.16023,False,11.7379,-1.94903,False,0.943876,-0.730833,False
+fold0,V0_screen,Platelet signal in monocytes (negative control),real_lora__raw,pretrained LoRA (58 pairs),1,0.767,363,3891,9.32922,5365,31471,17.0474,0.547251,0.869727,False,0.00490196,0.501797,0.959129,-0.0247404,False,11.5025,0.942985,True,1.80142,-0.673853,False
+fold0,V0_screen,Platelet signal in monocytes (negative control),real_full__raw,pretrained full FT (58 pairs),1,0.73,466,4120,11.3107,5090,31471,16.1736,0.699329,0.515957,False,0.171674,0.733131,1.58008,3.87558,True,10.3914,6.52076,True,2.0262,2.54496,True
+fold0,V0_screen,Platelet signal in monocytes (negative control),scratch_full__raw,"scratch (58 pairs, 100k cap)",1,0.84,286,4036,7.08622,5684,31471,18.0611,0.392348,1.34979,False,0.54902,0.427032,0.58995,0.083716,True,10.4164,7.5456,True,1.02858,-0.214518,False
+fold0,V0_screen,Platelet signal in monocytes (negative control),lora_recipe__raw,pretrained LoRA + recipes (58 pairs),1,0.729,351,3965,8.85246,5114,31471,16.2499,0.544771,0.876279,False,0.0637255,0.50473,0.542651,2.89815,True,9.99465,3.36893,True,1.36117,1.28207,True
+fold0,V0_screen,Platelet signal in monocytes (negative control),scratch_recipe__raw,scratch + recipes (58 pairs),1,0.826,285,3598,7.92107,5594,31471,17.7751,0.445627,1.16609,False,0.129412,0.487488,0.505866,0.227297,True,10.6297,10.5595,True,1.05708,1.39,True
+fold0,V1_lib,Platelet signal in monocytes (negative control),zs__raw,pretrained zero-shot,1,0.416314,350,9506,3.68189,3173,31471,10.0823,0.365183,1.45331,False,0.245098,0.316255,2.32847,1.77567,True,7.88933,1.59761,True,2.99667,1.0625,True
+fold0,V1_lib,Platelet signal in monocytes (negative control),lora_n5__raw,pretrained LoRA (5 pairs),0.362323,0.416314,649,7183,9.03522,3173,31471,10.0823,0.896147,0.158193,False,0.242647,0.774231,2.32847,5.81241,True,7.88933,4.89942,True,2.99667,4.38807,True
+fold0,V1_lib,Platelet signal in monocytes (negative control),scratch_n5__raw,scratch (5 pairs),0.466192,0.416314,383,6241,6.13684,3173,31471,10.0823,0.608674,0.716257,False,-0.196078,0.681433,2.32847,-0.586129,False,7.88933,-1.05781,False,2.99667,-0.376152,False
+fold0,V1_lib,Platelet signal in monocytes (negative control),real_lora__raw,pretrained LoRA (58 pairs),0.543068,0.416314,226,3891,5.80828,3173,31471,10.0823,0.576086,0.795643,False,0.171569,0.492914,2.32847,0.236352,True,7.88933,0.579438,True,2.99667,-0.237905,False
+fold0,V1_lib,Platelet signal in monocytes (negative control),real_full__raw,pretrained full FT (58 pairs),0.570392,0.416314,316,4120,7.6699,3173,31471,10.0823,0.76073,0.394544,False,0.17402,0.790287,2.32847,3.53978,True,7.88933,3.62443,True,2.99667,2.14225,True
+fold0,V1_lib,Platelet signal in monocytes (negative control),scratch_full__raw,"scratch (58 pairs, 100k cap)",0.495795,0.416314,183,4036,4.53419,3173,31471,10.0823,0.449718,1.15291,False,0.433824,0.456365,2.32847,0.0177304,True,7.88933,5.38267,True,2.99667,0.0595071,True
+fold0,V1_lib,Platelet signal in monocytes (negative control),lora_recipe__raw,pretrained LoRA + recipes (58 pairs),0.571221,0.416314,239,3965,6.02774,3173,31471,10.0823,0.597854,0.742135,False,0.11404,0.542614,2.32847,1.53825,True,7.88933,3.34373,True,2.99667,1.29031,True
+fold0,V1_lib,Platelet signal in monocytes (negative control),scratch_recipe__raw,scratch + recipes (58 pairs),0.504169,0.416314,185,3598,5.14175,3173,31471,10.0823,0.509978,0.971494,False,0.0294118,0.561188,2.32847,0.131993,True,7.88933,5.82538,True,2.99667,1.00444,True
+fold0,V2_msum,Platelet signal in monocytes (negative control),zs__raw,pretrained zero-shot,0.741755,0.472568,290,9506,3.0507,3608,31471,11.4645,0.2661,1.90996,False,0.218674,0.217131,2.09782,2.04476,True,7.57007,1.80013,True,2.6695,1.32488,True
+fold0,V2_msum,Platelet signal in monocytes (negative control),lora_n5__raw,pretrained LoRA (5 pairs),0.813426,0.472568,1121,7183,15.6063,3608,31471,11.4645,1.36127,0.444952,False,0.27451,1.20173,2.09782,9.19652,True,7.57007,8.20427,True,2.6695,6.13721,True
+fold0,V2_msum,Platelet signal in monocytes (negative control),scratch_n5__raw,scratch (5 pairs),0.816062,0.472568,639,6241,10.2387,3608,31471,11.4645,0.893081,0.163138,False,-0.286765,0.993853,2.09782,-1.68173,False,7.57007,-1.49798,False,2.6695,-1.22994,False
+fold0,V2_msum,Platelet signal in monocytes (negative control),real_lora__raw,pretrained LoRA (58 pairs),0.986166,0.472568,357,3891,9.17502,3608,31471,11.4645,0.800297,0.321393,False,0.0441176,0.716408,2.09782,0.34344,True,7.57007,1.86891,True,2.6695,-0.239838,False
+fold0,V2_msum,Platelet signal in monocytes (negative control),real_full__raw,pretrained full FT (58 pairs),0.95182,0.472568,449,4120,10.8981,3608,31471,11.4645,0.95059,0.0731052,False,0.210784,0.980045,2.09782,3.60445,True,7.57007,6.39255,True,2.6695,2.42917,True
+fold0,V2_msum,Platelet signal in monocytes (negative control),scratch_full__raw,"scratch (58 pairs, 100k cap)",0.85373,0.472568,265,4036,6.56591,3608,31471,11.4645,0.572715,0.80411,False,0.595588,0.592353,2.09782,-0.0936836,False,7.57007,7.02204,True,2.6695,-0.450536,False
+fold0,V2_msum,Platelet signal in monocytes (negative control),lora_recipe__raw,pretrained LoRA + recipes (58 pairs),1,0.472568,351,3965,8.85246,3608,31471,11.4645,0.772161,0.373026,False,0.0588235,0.694841,2.09782,2.89815,True,7.57007,3.36893,True,2.6695,1.28207,True
+fold0,V2_msum,Platelet signal in monocytes (negative control),scratch_recipe__raw,scratch + recipes (58 pairs),0.899585,0.472568,271,3598,7.53196,3608,31471,11.4645,0.65698,0.606079,False,0.341176,0.666879,2.09782,-0.10085,False,7.57007,9.74192,True,2.6695,1.03171,True
+fold0,V3_mmed,Platelet signal in monocytes (negative control),zs__raw,pretrained zero-shot,0.530713,0.347745,242,9506,2.54576,2772,31471,8.80811,0.289025,1.79074,False,0.294841,0.231295,2.78424,1.59625,True,6.0544,1.54106,True,3.09233,1.29122,True
+fold0,V3_mmed,Platelet signal in monocytes (negative control),lora_n5__raw,pretrained LoRA (5 pairs),0.648286,0.347745,952,7183,13.2535,2772,31471,8.80811,1.50469,0.589471,False,0.296569,1.28746,2.78424,7.87732,True,6.0544,8.78745,True,3.09233,5.4788,True
+fold0,V3_mmed,Platelet signal in monocytes (negative control),scratch_n5__raw,scratch (5 pairs),0.600029,0.347745,509,6241,8.15574,2772,31471,8.80811,0.925936,0.111016,False,-0.294118,1.016,2.78424,-1.75744,False,6.0544,-3.42416,False,3.09233,-1.39815,False
+fold0,V3_mmed,Platelet signal in monocytes (negative control),real_lora__raw,pretrained LoRA (58 pairs),1,0.347745,363,3891,9.32922,2772,31471,8.80811,1.05916,0.0829243,False,0.14951,0.946947,2.78424,-0.0247404,False,6.0544,0.942985,True,3.09233,-0.673853,False
+fold0,V3_mmed,Platelet signal in monocytes (negative control),real_full__raw,pretrained full FT (58 pairs),0.894961,0.347745,437,4120,10.6068,2772,31471,8.80811,1.20421,0.268085,False,0.203431,1.23864,2.78424,3.76924,True,6.0544,6.13614,True,3.09233,2.51884,True
+fold0,V3_mmed,Platelet signal in monocytes (negative control),scratch_full__raw,"scratch (58 pairs, 100k cap)",0.745923,0.347745,246,4036,6.09514,2772,31471,8.80811,0.691992,0.531172,False,0.473039,0.734793,2.78424,0.406946,True,6.0544,6.29268,True,3.09233,0.00563908,True
+fold0,V3_mmed,Platelet signal in monocytes (negative control),lora_recipe__raw,pretrained LoRA + recipes (58 pairs),0.93138,0.347745,339,3965,8.54981,2772,31471,8.80811,0.970675,0.0429398,False,0.0980392,0.875969,2.78424,2.88318,True,6.0544,3.24593,True,3.09233,1.14473,True
+fold0,V3_mmed,Platelet signal in monocytes (negative control),scratch_recipe__raw,scratch + recipes (58 pairs),0.72994,0.347745,229,3598,6.36465,2772,31471,8.80811,0.722589,0.468752,False,0.305882,0.736285,2.78424,-0.0254946,False,6.0544,7.42614,True,3.09233,0.931557,True
+loco,V0_screen,ISG-high monocyte (positive control),zs__raw,pretrained zero-shot,1,0.421,8106,45474,17.8256,11029,111269,9.91202,1.79838,0.846698,False,0.496087,1.75754,3.31809,12.2524,True,-7.30222,-3.20443,True,2.1049,7.38623,True
+loco,V0_screen,ISG-high monocyte (positive control),xcalL_K1000,pretrained zero-shot + cross-cohort calibration,1,0.799,7586,32496,23.3444,18301,111269,16.4475,1.41933,0.505206,False,0.501242,1.45962,1.34563,16.3608,True,-7.11618,1.29402,False,1.95228,12.3165,True
+loco,V0_screen,ISG-high monocyte (positive control),locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),1,0.398,2818,22524,12.5111,10616,111269,9.54084,1.31132,0.39102,False,0.421925,1.71302,5.25831,11.696,True,-7.307,4.04435,False,3.38497,9.41434,True
+loco,V0_screen,ISG-high monocyte (positive control),locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),1,0.376,2640,20054,13.1645,10099,111269,9.0762,1.45044,0.536487,False,0.486565,1.62437,4.60258,12.6588,True,-5.31158,4.80153,False,3.39822,9.06176,True
+loco,V0_screen,ISG-high monocyte (positive control),locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),1,0.338,2727,24002,11.3616,9217,111269,8.28353,1.37158,0.455843,False,0.431791,1.78672,4.08773,13.0426,True,-6.50085,-4.02469,True,2.40157,8.00177,True
+loco,V0_screen,ISG-high monocyte (positive control),locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),1,0.37,3082,19494,15.81,9931,111269,8.92522,1.77138,0.824878,False,0.457968,2.0753,4.7445,15.553,True,-6.44132,-8.44895,True,3.20035,8.24067,True
+loco,V0_screen,ISG-high monocyte (positive control),locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),1,1,2268,22424,10.1142,21377,111269,19.212,0.52645,0.925631,False,0.442394,0.730776,-0.187063,10.6779,False,-5.94738,-3.48946,True,1.76736,5.48288,True
+loco,V0_screen,ISG-high monocyte (positive control),locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),1,1,1918,22868,8.38727,21377,111269,19.212,0.436564,1.19574,False,0.404843,0.631006,-0.187063,8.94096,False,-5.94738,-5.31955,True,1.76736,5.52748,True
+loco,V0_screen,ISG-high monocyte (positive control),locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),1,1,2373,24718,9.60029,21377,111269,19.212,0.499703,1.00086,False,0.401522,0.665225,-0.187063,10.092,False,-5.94738,-7.1532,True,1.76736,5.75262,True
+loco,V0_screen,ISG-high monocyte (positive control),locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),1,1,1889,20808,9.07824,21377,111269,19.212,0.47253,1.08152,False,0.406021,0.643371,-0.187063,10.4725,False,-5.94738,-2.92707,True,1.76736,6.50777,True
+loco,V0_screen,ISG-high monocyte (positive control),lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",1,0.821,1957,21211,9.22634,18703,111269,16.8088,0.548899,0.865387,False,0.309442,0.50877,1.33608,6.11795,True,-6.51661,-3.77049,True,2.18474,3.7121,True
+loco,V0_screen,ISG-high monocyte (positive control),real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",1,0.823,2332,22723,10.2627,18665,111269,16.7747,0.611799,0.708869,False,0.600817,0.519689,1.51813,3.80521,True,-7.28552,-12.7021,True,2.03592,0.730005,True
+loco,V1_lib,ISG-high monocyte (positive control),zs__raw,pretrained zero-shot,0.803707,0.338178,6972,45474,15.3318,9120,111269,8.19635,1.87057,0.903477,False,0.425535,1.64751,5.50076,10.2261,True,-7.41191,-4.6589,True,3.29619,5.90099,True
+loco,V1_lib,ISG-high monocyte (positive control),xcalL_K1000,pretrained zero-shot + cross-cohort calibration,0.42306,0.338178,4046,32496,12.4508,9120,111269,8.19635,1.51906,0.60318,False,0.474237,1.37875,5.50076,10.2317,True,-7.41191,-4.19194,True,3.29619,7.21972,True
+loco,V1_lib,ISG-high monocyte (positive control),locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),0.84951,0.338178,2473,22524,10.9794,9120,111269,8.19635,1.33955,0.421745,False,0.407325,1.74358,5.50076,10.5148,True,-7.41191,2.26962,False,3.29619,8.1558,True
+loco,V1_lib,ISG-high monocyte (positive control),locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),0.899152,0.338178,2419,20054,12.0624,9120,111269,8.19635,1.47168,0.557467,False,0.379817,1.66973,5.50076,11.5247,True,-7.41191,4.0869,False,3.29619,8.24911,True
+loco,V1_lib,ISG-high monocyte (positive control),locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),1,0.338178,2727,24002,11.3616,9120,111269,8.19635,1.38617,0.471106,False,0.389401,1.68577,5.50076,13.0426,True,-7.41191,-4.02469,True,3.29619,8.00177,True
+loco,V1_lib,ISG-high monocyte (positive control),locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),0.914669,0.338178,2860,19494,14.6712,9120,111269,8.19635,1.78996,0.839931,False,0.431114,2.05122,5.50076,14.7087,True,-7.41191,-7.22643,True,3.29619,7.62483,True
+loco,V1_lib,ISG-high monocyte (positive control),locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),0.0713378,0.338178,47,22424,0.209597,9120,111269,8.19635,0.025572,5.28929,False,0.18774,0.065916,5.50076,0.319346,True,-7.41191,1.29943,False,3.29619,0.607587,True
+loco,V1_lib,ISG-high monocyte (positive control),locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),0.0513483,0.338178,13,22868,0.056848,9120,111269,8.19635,0.00693577,7.17173,False,0.201144,0.0269759,5.50076,0.0543457,True,-7.41191,0.642236,False,3.29619,0.223652,True
+loco,V1_lib,ISG-high monocyte (positive control),locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),0.0475727,0.338178,7,24718,0.0283194,9120,111269,8.19635,0.00345513,8.17705,False,0.0775785,0.00286973,5.50076,0.0476764,True,-7.41191,0,False,3.29619,0.0359527,True
+loco,V1_lib,ISG-high monocyte (positive control),locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),0.0469939,0.338178,11,20808,0.0528643,9120,111269,8.19635,0.00644973,7.27654,False,0.450851,0.013603,5.50076,0.0873599,True,-7.41191,0.13986,False,3.29619,0.112753,True
+loco,V1_lib,ISG-high monocyte (positive control),lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",0.411739,0.338178,861,21211,4.05921,9120,111269,8.19635,0.495246,1.01378,False,0.334577,0.374185,5.50076,3.06808,True,-7.41191,-2.247,True,3.29619,1.76915,True
+loco,V1_lib,ISG-high monocyte (positive control),real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",0.41103,0.338178,1242,22723,5.46583,9120,111269,8.19635,0.666861,0.584542,False,0.461368,0.45819,5.50076,1.8665,True,-7.41191,-12.5403,True,3.29619,-0.791208,False
+loco,V2_msum,ISG-high monocyte (positive control),zs__raw,pretrained zero-shot,0.381681,0.233704,3282,45474,7.21731,6397,111269,5.74913,1.25537,0.328118,False,0.363582,1.06164,4.43201,4.43269,True,-5.36727,-4.46812,True,2.62684,2.22198,True
+loco,V2_msum,ISG-high monocyte (positive control),xcalL_K1000,pretrained zero-shot + cross-cohort calibration,0.415097,0.233704,3914,32496,12.0446,6397,111269,5.74913,2.09502,1.06697,False,0.520171,1.9136,4.43201,9.46453,True,-5.36727,-2.55799,True,2.62684,7.21056,True
+loco,V2_msum,ISG-high monocyte (positive control),locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),0.887566,0.233704,2563,22524,11.379,6397,111269,5.74913,1.97925,0.984955,False,0.48152,2.50224,4.43201,10.9537,True,-5.36727,0.647456,False,2.62684,8.20462,True
+loco,V2_msum,ISG-high monocyte (positive control),locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),1,0.233704,2640,20054,13.1645,6397,111269,5.74913,2.28982,1.19523,False,0.423572,2.51547,4.43201,12.6588,True,-5.36727,4.80153,False,2.62684,9.06176,True
+loco,V2_msum,ISG-high monocyte (positive control),locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),0.866363,0.233704,2462,24002,10.2575,6397,111269,5.74913,1.78418,0.83526,False,0.425489,2.14071,4.43201,12.0983,True,-5.36727,-5.56931,True,2.62684,6.87831,True
+loco,V2_msum,ISG-high monocyte (positive control),locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),0.756134,0.233704,2379,19494,12.2038,6397,111269,5.74913,2.12271,1.08591,False,0.454731,2.55869,4.43201,12.732,True,-5.36727,-6.36,True,2.62684,7.05347,True
+loco,V2_msum,ISG-high monocyte (positive control),locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),0.627282,0.233704,1628,22424,7.26008,6397,111269,5.74913,1.26281,0.336641,False,0.33662,1.62512,4.43201,8.88147,True,-5.36727,-4.35037,True,2.62684,4.39847,True
+loco,V2_msum,ISG-high monocyte (positive control),locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),0.707457,0.233704,1405,22868,6.14396,6397,111269,5.74913,1.06868,0.0958243,False,0.35636,1.39132,4.43201,7.02305,True,-5.36727,-5.28869,True,2.62684,4.15938,True
+loco,V2_msum,ISG-high monocyte (positive control),locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),0.704094,0.233704,1742,24718,7.0475,6397,111269,5.74913,1.22584,0.293767,False,0.310805,1.45597,4.43201,8.10954,True,-5.36727,-5.36226,True,2.62684,4.61826,True
+loco,V2_msum,ISG-high monocyte (positive control),locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),0.743807,0.233704,1486,20808,7.14148,6397,111269,5.74913,1.24219,0.31288,False,0.275243,1.48518,4.43201,8.95053,True,-5.36727,-3.98387,True,2.62684,5.82988,True
+loco,V2_msum,ISG-high monocyte (positive control),lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",0.435091,0.233704,920,21211,4.33737,6397,111269,5.74913,0.75444,0.406523,False,0.392438,0.552607,4.43201,3.08192,True,-5.36727,-2.79903,True,2.62684,1.6427,True
+loco,V2_msum,ISG-high monocyte (positive control),real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",0.464678,0.233704,1416,22723,6.23157,6397,111269,5.74913,1.08392,0.116252,False,0.530235,0.682824,4.43201,2.15595,True,-5.36727,-11.3338,True,2.62684,-0.348227,False
+loco,V3_mmed,ISG-high monocyte (positive control),zs__raw,pretrained zero-shot,0.341247,0.0841298,2765,45474,6.0804,1723,111269,1.5485,3.92664,1.97329,False,0.334203,2.82352,2.27814,4.03531,True,-2.22001,-7.32003,True,1.35859,1.21185,True
+loco,V3_mmed,ISG-high monocyte (positive control),xcalL_K1000,pretrained zero-shot + cross-cohort calibration,0.244665,0.0841298,1904,32496,5.85918,1723,111269,1.5485,3.78378,1.91983,False,0.345219,2.99613,2.27814,5.08881,True,-2.22001,-4.62227,True,1.35859,3.27963,True
+loco,V3_mmed,ISG-high monocyte (positive control),locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),0.78131,0.0841298,2305,22524,10.2335,1723,111269,1.5485,6.60867,2.72436,False,0.319049,7.18758,2.27814,10.2172,True,-2.22001,2.54769,False,1.35859,7.9205,True
+loco,V3_mmed,ISG-high monocyte (positive control),locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),1,0.0841298,2640,20054,13.1645,1723,111269,1.5485,8.50143,3.08771,False,0.353337,7.92549,2.27814,12.6588,True,-2.22001,4.80153,False,1.35859,9.06176,True
+loco,V3_mmed,ISG-high monocyte (positive control),locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),0.554723,0.0841298,1531,24002,6.37864,1723,111269,1.5485,4.11924,2.04238,False,0.307146,4.60332,2.27814,8.43635,True,-2.22001,-7.55307,True,1.35859,4.08797,True
+loco,V3_mmed,ISG-high monocyte (positive control),locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),0.536164,0.0841298,1558,19494,7.9922,1723,111269,1.5485,5.16126,2.36772,False,0.293988,5.14315,2.27814,8.17001,True,-2.22001,-7.28641,True,1.35859,3.90206,True
+loco,V3_mmed,ISG-high monocyte (positive control),locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),0.789844,0.0841298,1928,22424,8.59793,1723,111269,1.5485,5.55243,2.47312,False,0.283881,5.70784,2.27814,9.75194,True,-2.22001,-3.58428,True,1.35859,5.28258,True
+loco,V3_mmed,ISG-high monocyte (positive control),locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),0.826798,0.0841298,1615,22868,7.06227,1723,111269,1.5485,4.56072,2.18926,False,0.314765,4.82773,2.27814,7.90827,True,-2.22001,-4.03953,True,1.35859,5.07153,True
+loco,V3_mmed,ISG-high monocyte (positive control),locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),0.854316,0.0841298,2099,24718,8.49179,1723,111269,1.5485,5.48388,2.4552,False,0.314344,5.3989,2.27814,9.21253,True,-2.22001,-6.83198,True,1.35859,5.40591,True
+loco,V3_mmed,ISG-high monocyte (positive control),locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),0.894761,0.0841298,1725,20808,8.29008,1723,111269,1.5485,5.35362,2.42052,False,0.277067,5.39565,2.27814,9.69153,True,-2.22001,-3.25163,True,1.35859,5.88196,True
+loco,V3_mmed,ISG-high monocyte (positive control),lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",0.200406,0.0841298,258,21211,1.21635,1723,111269,1.5485,0.785502,0.348313,False,0.425908,0.420761,2.27814,1.046,True,-2.22001,-0.160496,True,1.35859,0.65672,True
+loco,V3_mmed,ISG-high monocyte (positive control),real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",0.221958,0.0841298,578,22723,2.54368,1723,111269,1.5485,1.64267,0.716045,False,0.444257,0.795997,2.27814,1.00806,True,-2.22001,-4.99651,True,1.35859,-0.173905,False
+loco,V0_screen,Platelet signal in monocytes (negative control),zs__raw,pretrained zero-shot,1,0.421,1308,45474,2.87637,11518,111269,10.3515,0.27787,1.84752,False,0.233629,0.290271,3.05404,1.66685,True,2.95165,1.14855,True,2.15416,1.00429,True
+loco,V0_screen,Platelet signal in monocytes (negative control),xcalL_K1000,pretrained zero-shot + cross-cohort calibration,1,0.799,1074,32496,3.30502,19698,111269,17.703,0.186692,2.42127,False,0.220223,0.211628,4.49297,2.29176,True,2.93864,0.729425,True,1.83742,1.14316,True
+loco,V0_screen,Platelet signal in monocytes (negative control),locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),1,0.398,411,22524,1.82472,11037,111269,9.9192,0.183958,2.44255,False,0.1484,0.200924,3.54736,1.01063,True,3.51629,0.708054,True,2.70733,0.820616,True
+loco,V0_screen,Platelet signal in monocytes (negative control),locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),1,0.376,342,20054,1.7054,10482,111269,9.42041,0.181032,2.46568,False,0.356893,0.217257,3.25028,0.471516,True,2.55676,0.0150211,True,2.31517,0.22345,True
+loco,V0_screen,Platelet signal in monocytes (negative control),locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),1,0.338,918,24002,3.82468,9482,111269,8.52169,0.448817,1.1558,False,0.218023,0.436355,2.61547,1.29773,True,2.78266,0.765951,True,2.17772,0.837495,True
+loco,V0_screen,Platelet signal in monocytes (negative control),locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),1,0.37,652,19494,3.34462,10416,111269,9.3611,0.357289,1.48484,False,0.26867,0.363222,3.12917,1.35744,True,2.84653,0.159356,True,2.27403,0.734572,True
+loco,V0_screen,Platelet signal in monocytes (negative control),locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),1,1,618,22424,2.75598,23329,111269,20.9663,0.131448,2.92744,False,0.307401,0.124406,4.68696,1.2448,True,4.08414,0.517422,True,1.64796,0.8732,True
+loco,V0_screen,Platelet signal in monocytes (negative control),locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),1,1,537,22868,2.34826,23329,111269,20.9663,0.112002,3.15841,False,0.191591,0.129233,4.68696,1.5752,True,4.08414,0.170553,True,1.64796,1.05398,True
+loco,V0_screen,Platelet signal in monocytes (negative control),locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),1,1,386,24718,1.56162,23329,111269,20.9663,0.0744821,3.74696,False,0.227927,0.0864116,4.68696,0.66675,True,4.08414,0.723203,True,1.64796,0.896919,True
+loco,V0_screen,Platelet signal in monocytes (negative control),locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),1,1,341,20808,1.63879,23329,111269,20.9663,0.0781632,3.67737,False,0.159329,0.0865916,4.68696,0.957636,True,4.08414,-0.121156,False,1.64796,0.735162,True
+loco,V0_screen,Platelet signal in monocytes (negative control),lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",1,0.821,2194,21211,10.3437,20052,111269,18.0212,0.573974,0.800944,False,0.20307,0.469517,4.45801,3.92598,True,4.29589,5.38357,True,2.17664,2.43822,True
+loco,V0_screen,Platelet signal in monocytes (negative control),real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",1,0.823,2308,22723,10.1571,20063,111269,18.0311,0.563311,0.827996,False,0.0997567,0.604856,4.4928,3.32097,True,4.28718,1.97137,True,2.03304,2.21149,True
+loco,V1_lib,Platelet signal in monocytes (negative control),zs__raw,pretrained zero-shot,0.803707,0.338178,1139,45474,2.50473,9571,111269,8.60168,0.291191,1.77996,False,0.220342,0.288031,2.74966,1.47098,True,2.64929,1.26719,True,2.33202,0.980832,True
+loco,V1_lib,Platelet signal in monocytes (negative control),xcalL_K1000,pretrained zero-shot + cross-cohort calibration,0.42306,0.338178,601,32496,1.84946,9571,111269,8.60168,0.215011,2.21752,False,0.20201,0.256542,2.74966,1.15522,True,2.64929,0.255856,True,2.33202,0.548232,True
+loco,V1_lib,Platelet signal in monocytes (negative control),locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),0.84951,0.338178,361,22524,1.60273,9571,111269,8.60168,0.186328,2.42408,False,0.152622,0.210862,2.74966,0.905569,True,2.64929,0.525788,True,2.33202,0.779537,True
+loco,V1_lib,Platelet signal in monocytes (negative control),locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),0.899152,0.338178,311,20054,1.55081,9571,111269,8.60168,0.180292,2.47159,False,0.306416,0.216286,2.74966,0.517736,True,2.64929,-0.0914059,False,2.33202,0.200087,True
+loco,V1_lib,Platelet signal in monocytes (negative control),locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),1,0.338178,918,24002,3.82468,9571,111269,8.60168,0.444644,1.16928,False,0.227881,0.430938,2.74966,1.29773,True,2.64929,0.765951,True,2.33202,0.837495,True
+loco,V1_lib,Platelet signal in monocytes (negative control),locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),0.914669,0.338178,592,19494,3.03683,9571,111269,8.60168,0.353051,1.50205,False,0.296585,0.345879,2.74966,1.00304,True,2.64929,0.15141,True,2.33202,0.570194,True
+loco,V1_lib,Platelet signal in monocytes (negative control),locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),0.0713378,0.338178,8,22424,0.0356761,9571,111269,8.60168,0.00414757,7.91352,False,0.0229041,0.00461892,2.74966,0.0260841,True,2.64929,0.015186,True,2.33202,-0.0389372,False
+loco,V1_lib,Platelet signal in monocytes (negative control),locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),0.0513483,0.338178,9,22868,0.0393563,9571,111269,8.60168,0.00457542,7.77188,False,0.146779,0.00356189,2.74966,0.0338923,True,2.64929,0.0172712,True,2.33202,0.0158815,True
+loco,V1_lib,Platelet signal in monocytes (negative control),locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),0.0475727,0.338178,4,24718,0.0161825,9571,111269,8.60168,0.00188132,9.05404,False,-0.00119568,0.00339351,2.74966,-0.120716,False,2.64929,0.0141844,True,2.33202,-0.0291851,False
+loco,V1_lib,Platelet signal in monocytes (negative control),locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),0.0469939,0.338178,7,20808,0.0336409,9571,111269,8.60168,0.00391097,7.99826,False,0.1469,0.00769105,2.74966,-0.0801594,False,2.64929,0,False,2.33202,-0.0238041,False
+loco,V1_lib,Platelet signal in monocytes (negative control),lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",0.411739,0.338178,1205,21211,5.68101,9571,111269,8.60168,0.660454,0.598469,False,0.258886,0.519814,2.74966,2.96365,True,2.64929,3.18288,True,2.33202,1.73945,True
+loco,V1_lib,Platelet signal in monocytes (negative control),real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",0.41103,0.338178,1133,22723,4.98614,9571,111269,8.60168,0.57967,0.786695,False,0.241593,0.580532,2.74966,1.98094,True,2.64929,0.478132,True,2.33202,1.28132,True
+loco,V2_msum,Platelet signal in monocytes (negative control),zs__raw,pretrained zero-shot,0.441325,0.282989,796,45474,1.75045,8155,111269,7.32909,0.238836,2.06591,False,0.200244,0.236775,2.54009,1.43302,True,2.05432,0.69868,True,1.96228,0.949405,True
+loco,V2_msum,Platelet signal in monocytes (negative control),xcalL_K1000,pretrained zero-shot + cross-cohort calibration,0.443539,0.282989,645,32496,1.98486,8155,111269,7.32909,0.27082,1.8846,False,0.193989,0.259653,2.54009,0.792578,True,2.05432,0.342187,True,1.96228,0.400176,True
+loco,V2_msum,Platelet signal in monocytes (negative control),locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),0.911875,0.282989,383,22524,1.70041,8155,111269,7.32909,0.232008,2.10775,False,0.218445,0.252539,2.54009,1.04523,True,2.05432,0.430077,True,1.96228,0.731667,True
+loco,V2_msum,Platelet signal in monocytes (negative control),locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),1,0.282989,342,20054,1.7054,8155,111269,7.32909,0.232689,2.10353,False,0.34911,0.275415,2.54009,0.471516,True,2.05432,0.0150211,True,1.96228,0.22345,True
+loco,V2_msum,Platelet signal in monocytes (negative control),locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),0.90019,0.282989,837,24002,3.48721,8155,111269,7.32909,0.475804,1.07156,False,0.234106,0.463858,2.54009,1.21557,True,2.05432,0.874837,True,1.96228,0.845043,True
+loco,V2_msum,Platelet signal in monocytes (negative control),locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),0.763352,0.282989,496,19494,2.54437,8155,111269,7.32909,0.347161,1.52632,False,0.268003,0.353615,2.54009,1.2512,True,2.05432,0.0655867,True,1.96228,0.597219,True
+loco,V2_msum,Platelet signal in monocytes (negative control),locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),0.686033,0.282989,420,22424,1.87299,8155,111269,7.32909,0.255556,1.96829,False,0.334027,0.23081,2.54009,0.952465,True,2.05432,0.103391,True,1.96228,0.576793,True
+loco,V2_msum,Platelet signal in monocytes (negative control),locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),0.782219,0.282989,410,22868,1.7929,8155,111269,7.32909,0.244628,2.03134,False,0.190923,0.277921,2.54009,1.15602,True,2.05432,0.650459,True,1.96228,0.876288,True
+loco,V2_msum,Platelet signal in monocytes (negative control),locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),0.768951,0.282989,293,24718,1.18537,8155,111269,7.32909,0.161735,2.62829,False,0.295311,0.1883,2.54009,0.78614,True,2.05432,0.593337,True,1.96228,0.787634,True
+loco,V2_msum,Platelet signal in monocytes (negative control),locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),0.807485,0.282989,263,20808,1.26394,8155,111269,7.32909,0.172455,2.53571,False,0.221996,0.18585,2.54009,0.881145,True,2.05432,0.0716641,True,1.96228,0.689848,True
+loco,V2_msum,Platelet signal in monocytes (negative control),lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",0.533369,0.282989,1476,21211,6.95865,8155,111269,7.32909,0.949457,0.074825,False,0.249475,0.734019,2.54009,3.03893,True,2.05432,3.38272,True,1.96228,1.76051,True
+loco,V2_msum,Platelet signal in monocytes (negative control),real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",0.552962,0.282989,1450,22723,6.3812,8155,111269,7.32909,0.870668,0.199805,False,0.225903,0.884717,2.54009,2.19077,True,2.05432,1.76463,True,1.96228,1.88196,True
+loco,V3_mmed,Platelet signal in monocytes (negative control),zs__raw,pretrained zero-shot,0.410599,0.145402,789,45474,1.73506,4583,111269,4.11885,0.421248,1.24726,False,0.115151,0.38468,1.7347,1.50057,True,1.39868,1.08238,True,1.68734,1.04834,True
+loco,V3_mmed,Platelet signal in monocytes (negative control),xcalL_K1000,pretrained zero-shot + cross-cohort calibration,0.272677,0.145402,412,32496,1.26785,4583,111269,4.11885,0.307816,1.69986,False,0.150406,0.296598,1.7347,0.660318,True,1.39868,0.0339961,True,1.68734,0.130665,True
+loco,V3_mmed,Platelet signal in monocytes (negative control),locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),0.892999,0.145402,371,22524,1.64713,4583,111269,4.11885,0.399901,1.32228,False,0.159675,0.418424,1.7347,0.841319,True,1.39868,0.63358,True,1.68734,0.718333,True
+loco,V3_mmed,Platelet signal in monocytes (negative control),locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),1,0.145402,342,20054,1.7054,4583,111269,4.11885,0.414047,1.27213,False,0.340851,0.467535,1.7347,0.471516,True,1.39868,0.0150211,True,1.68734,0.22345,True
+loco,V3_mmed,Platelet signal in monocytes (negative control),locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),0.630386,0.145402,574,24002,2.39147,4583,111269,4.11885,0.580616,0.784344,False,0.274451,0.519246,1.7347,0.579012,True,1.39868,0.627841,True,1.68734,0.340386,True
+loco,V3_mmed,Platelet signal in monocytes (negative control),locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),0.590087,0.145402,369,19494,1.89289,4583,111269,4.11885,0.459568,1.12165,False,0.339298,0.40945,1.7347,0.607376,True,1.39868,-1.39896e-06,False,1.68734,0.303019,True
+loco,V3_mmed,Platelet signal in monocytes (negative control),locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),0.556945,0.145402,353,22424,1.57421,4583,111269,4.11885,0.382196,1.38762,False,0.305112,0.333306,1.7347,0.608946,True,1.39868,0.506763,True,1.68734,0.476525,True
+loco,V3_mmed,Platelet signal in monocytes (negative control),locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),0.849171,0.145402,451,22868,1.97219,4583,111269,4.11885,0.47882,1.06244,False,0.0451838,0.524817,1.7347,1.43595,True,1.39868,-0.0871343,False,1.68734,0.959812,True
+loco,V3_mmed,Platelet signal in monocytes (negative control),locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),0.838613,0.145402,340,24718,1.37552,4583,111269,4.11885,0.333957,1.58227,False,0.285739,0.355028,1.7347,0.567255,True,1.39868,0.609163,True,1.68734,0.752078,True
+loco,V3_mmed,Platelet signal in monocytes (negative control),locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),0.840571,0.145402,289,20808,1.38889,4583,111269,4.11885,0.337203,1.56831,False,0.153257,0.3367,1.7347,0.874281,True,1.39868,0.165323,True,1.68734,0.679552,True
+loco,V3_mmed,Platelet signal in monocytes (negative control),lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",0.346361,0.145402,1097,21211,5.17184,4583,111269,4.11885,1.25565,0.328438,False,0.168608,0.952673,1.7347,2.75826,True,1.39868,3.70516,True,1.68734,1.90368,True
+loco,V3_mmed,Platelet signal in monocytes (negative control),real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",0.323367,0.145402,977,22723,4.29961,4583,111269,4.11885,1.04389,0.0619647,False,0.20466,1.00718,1.7347,1.85486,True,1.39868,0.551697,True,1.68734,1.08635,True

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/confound_decomposition.csv

@@ -0,0 +1,105 @@
+setting,pair,scratch_arm,pretrained_arm,state,parent,scratch_parent_pct,pretrained_parent_pct,scratch_within_parent_pct,pretrained_within_parent_pct,scratch_state_per_1000_cells,pretrained_state_per_1000_cells,log2_parent_frac_scratch_over_pretrained,log2_within_parent_scratch_over_pretrained,log2_state_per_cell_scratch_over_pretrained,scratch_gen_over_obs_screen,pretrained_gen_over_obs_screen,scratch_gen_state_total,pretrained_gen_state_total,share_of_log2_difference_from_parent_pool
+fold0,n5,scratch_n5__raw,lora_n5__raw,MS1 monocyte (IL1R2+),Monocyte,24.4745,28.1686,2.21118,3.60574,5.41176,10.1569,-0.202809,-0.705475,-0.908284,0.0956144,0.151909,138,259,0.223288
+fold0,n5,scratch_n5__raw,lora_n5__raw,C1Q-high monocyte (reference),Monocyte,24.4745,28.1686,5.72024,6.22303,14,17.5294,-0.202809,-0.121541,-0.324351,1.00515,1.07489,357,447,0.625278
+fold0,n5,scratch_n5__raw,lora_n5__raw,Cycling monocyte (Ye 2026),Monocyte,24.4745,28.1686,0.304438,0.598636,0.745098,1.68627,-0.202809,-0.975528,-1.17834,0.0613772,0.111874,19,43,0.172115
+fold0,n5,scratch_n5__raw,lora_n5__raw,Plasmablast (markers),ALL,100,100,0.905882,1.30196,9.05882,13.0196,0,-0.52329,-0.52329,0.349986,0.503011,231,332,-0
+fold0,n5,scratch_n5__raw,lora_n5__raw,ISG-high T,T cell,53.3765,48.6118,0.205716,0.645369,1.09804,3.13725,0.134898,-1.64947,-1.51457,0.145625,0.456853,28,80,-0.0890669
+fold0,n5,scratch_n5__raw,lora_n5__raw,DN2 / ABC B,B cell,11.4118,15.6745,6.39175,4.32825,7.29412,6.78431,-0.457898,0.562429,0.104531,1.63464,1.10691,186,173,-4.38052
+fold0,n5,scratch_n5__raw,lora_n5__raw,ISG-high monocyte (positive control),Monocyte,24.4745,28.1686,3.94168,4.32967,9.64706,12.1961,-0.202809,-0.135447,-0.338256,0.324734,0.324813,246,311,0.599573
+fold0,n5,scratch_n5__raw,lora_n5__raw,Platelet signal in monocytes (negative control),Monocyte,24.4745,28.1686,11.3443,17.2212,27.7647,48.5098,-0.202809,-0.602215,-0.805024,0.59832,0.835598,708,1237,0.251929
+fold0,n5,scratch_n5__raw,lora_n5__raw,Plasmablast (label),ALL,100,100,0.611765,1.01961,6.11765,10.1961,0,-0.736966,-0.736966,1.12466,1.87444,156,260,-0
+fold0,n5,scratch_n5__raw,lora_n5__raw,Proliferating T (label),T cell,53.3765,48.6118,0.991845,1.80703,5.29412,8.78431,0.134898,-0.865438,-0.730539,1.36629,2.48923,135,224,-0.184656
+fold0,n5,scratch_n5__raw,lora_n5__raw,Cycling T/NK,T cell+NK cell,61.4,52.3922,0.204381,0.464072,1.2549,2.43137,0.228888,-1.18308,-0.954196,0.50825,1.15404,32,62,-0.239875
+fold0,n5,scratch_n5__raw,lora_n5__raw,Granulocyte-like (LDG),ALL,100,100,0.462745,0.196078,4.62745,1.96078,0,1.23879,1.23879,0.128721,0.0545427,118,50,0
+fold0,n5,scratch_n5__raw,lora_n5__raw,HSPC,ALL,100,100,0.0509804,0.101961,0.509804,1.01961,0,-1,-1,0.479321,0.958643,13,26,-0
+fold0,58 pairs vs LoRA,scratch_full__raw,real_lora__raw,MS1 monocyte (IL1R2+),Monocyte,15.8275,15.2588,9.21705,4.57466,14.5882,6.98039,0.0527852,1.01064,1.06343,0.404617,0.205964,372,178,0.049637
+fold0,58 pairs vs LoRA,scratch_full__raw,real_lora__raw,C1Q-high monocyte (reference),Monocyte,15.8275,15.2588,2.62636,5.83398,4.15686,8.90196,0.0527852,-1.15141,-1.09863,0.466973,1.05336,106,227,-0.0480465
+fold0,58 pairs vs LoRA,scratch_full__raw,real_lora__raw,Cycling monocyte (Ye 2026),Monocyte,15.8275,15.2588,0.421209,0.411205,0.666667,0.627451,0.0527852,0.0346776,0.0874628,0.0867531,0.0895574,17,16,0.603516
+fold0,58 pairs vs LoRA,scratch_full__raw,real_lora__raw,Plasmablast (markers),ALL,100,100,1.46275,2.38824,14.6275,23.8824,0,-0.707267,-0.707267,0.642013,1.0399,373,609,-0
+fold0,58 pairs vs LoRA,scratch_full__raw,real_lora__raw,ISG-high T,T cell,52.7176,55.4784,0.223164,0.480667,1.17647,2.66667,-0.073641,-1.10693,-1.18057,0.169555,0.373078,30,68,0.0623774
+fold0,58 pairs vs LoRA,scratch_full__raw,real_lora__raw,DN2 / ABC B,B cell,19.8157,19.2275,2.27588,1.34611,4.5098,2.58824,0.0434754,0.757621,0.801096,0.633688,0.350657,115,66,0.0542699
+fold0,58 pairs vs LoRA,scratch_full__raw,real_lora__raw,ISG-high monocyte (positive control),Monocyte,15.8275,15.2588,3.51833,4.65176,5.56863,7.09804,0.0527852,-0.402884,-0.350099,0.306379,0.435961,142,181,-0.150772
+fold0,58 pairs vs LoRA,scratch_full__raw,real_lora__raw,Platelet signal in monocytes (negative control),Monocyte,15.8275,15.2588,7.08622,9.32922,11.2157,14.2353,0.0527852,-0.39674,-0.343954,0.392348,0.547251,286,363,-0.153466
+fold0,58 pairs vs LoRA,scratch_full__raw,real_lora__raw,Plasmablast (label),ALL,100,100,0.67451,1.8902,6.7451,18.902,0,-1.48662,-1.48662,1.24001,3.47492,172,482,-0
+fold0,58 pairs vs LoRA,scratch_full__raw,real_lora__raw,Proliferating T (label),T cell,52.7176,55.4784,0.81827,1.0815,4.31373,6,-0.073641,-0.402387,-0.476028,1.12718,1.48979,110,153,0.154699
+fold0,58 pairs vs LoRA,scratch_full__raw,real_lora__raw,Cycling T/NK,T cell+NK cell,61.1686,61.3765,0.160277,0.364194,0.980392,2.23529,-0.00489378,-1.18414,-1.18903,0.415901,0.931543,25,57,0.00411576
+fold0,58 pairs vs LoRA,scratch_full__raw,real_lora__raw,Granulocyte-like (LDG),ALL,100,100,0.141176,0.12549,1.41176,1.2549,0,0.169925,0.169925,0.0430958,0.0382542,36,32,0
+fold0,58 pairs vs LoRA,scratch_full__raw,real_lora__raw,HSPC,ALL,100,100,0.137255,0.0588235,1.37255,0.588235,0,1.22239,1.22239,1.33828,0.573547,35,15,0
+fold0,58 pairs vs full FT,scratch_full__raw,real_full__raw,MS1 monocyte (IL1R2+),Monocyte,15.8275,16.1569,9.21705,7.88835,14.5882,12.7451,-0.0297182,0.224581,0.194863,0.404617,0.361097,372,325,-0.152508
+fold0,58 pairs vs full FT,scratch_full__raw,real_full__raw,C1Q-high monocyte (reference),Monocyte,15.8275,16.1569,2.62636,5.04854,4.15686,8.15686,-0.0297182,-0.942801,-0.972519,0.466973,0.916807,106,208,0.0305579
+fold0,58 pairs vs full FT,scratch_full__raw,real_full__raw,Cycling monocyte (Ye 2026),Monocyte,15.8275,16.1569,0.421209,0.509709,0.666667,0.823529,-0.0297182,-0.275136,-0.304855,0.0867531,0.113928,17,21,0.0974831
+fold0,58 pairs vs full FT,scratch_full__raw,real_full__raw,Plasmablast (markers),ALL,100,100,1.46275,2.52157,14.6275,25.2157,0,-0.785643,-0.785643,0.642013,1.15447,373,643,-0
+fold0,58 pairs vs full FT,scratch_full__raw,real_full__raw,ISG-high T,T cell,52.7176,52.6863,0.223164,0.521027,1.17647,2.7451,0.000858811,-1.22325,-1.22239,0.169555,0.449465,30,70,-0.000702566
+fold0,58 pairs vs full FT,scratch_full__raw,real_full__raw,DN2 / ABC B,B cell,19.8157,20.5216,2.27588,1.45232,4.5098,2.98039,-0.0504981,0.648061,0.597563,0.633688,0.372326,115,76,-0.0845068
+fold0,58 pairs vs full FT,scratch_full__raw,real_full__raw,ISG-high monocyte (positive control),Monocyte,15.8275,16.1569,3.51833,5.84951,5.56863,9.45098,-0.0297182,-0.733424,-0.763142,0.306379,0.576362,142,241,0.0389418
+fold0,58 pairs vs full FT,scratch_full__raw,real_full__raw,Platelet signal in monocytes (negative control),Monocyte,15.8275,16.1569,7.08622,11.3107,11.2157,18.2745,-0.0297182,-0.674597,-0.704315,0.392348,0.699329,286,466,0.0421944
+fold0,58 pairs vs full FT,scratch_full__raw,real_full__raw,Plasmablast (label),ALL,100,100,0.67451,1.78431,6.7451,17.8431,0,-1.40346,-1.40346,1.24001,3.28027,172,455,-0
+fold0,58 pairs vs full FT,scratch_full__raw,real_full__raw,Proliferating T (label),T cell,52.7176,52.6863,0.81827,1.33978,4.31373,7.05882,0.000858811,-0.711352,-0.710493,1.12718,1.84558,110,180,-0.00120875
+fold0,58 pairs vs full FT,scratch_full__raw,real_full__raw,Cycling T/NK,T cell+NK cell,61.1686,58.098,0.160277,0.512994,0.980392,2.98039,0.0743024,-1.67837,-1.60407,0.415901,1.336,25,76,-0.0463212
+fold0,58 pairs vs full FT,scratch_full__raw,real_full__raw,Granulocyte-like (LDG),ALL,100,100,0.141176,0.129412,1.41176,1.29412,0,0.125531,0.125531,0.0430958,0.0413254,36,33,0
+fold0,58 pairs vs full FT,scratch_full__raw,real_full__raw,HSPC,ALL,100,100,0.137255,0.0784314,1.37255,0.784314,0,0.807355,0.807355,1.33828,0.782109,35,20,0
+fold0,58 pairs + recipes,scratch_recipe__raw,lora_recipe__raw,MS1 monocyte (IL1R2+),Monocyte,14.1098,15.549,10.478,6.5826,14.7843,10.2353,-0.140126,0.67064,0.530515,0.4621,0.301019,377,261,-0.264132
+fold0,58 pairs + recipes,scratch_recipe__raw,lora_recipe__raw,C1Q-high monocyte (reference),Monocyte,14.1098,15.549,3.00167,3.43001,4.23529,5.33333,-0.140126,-0.19245,-0.332575,0.5325,0.625773,108,136,0.421335
+fold0,58 pairs + recipes,scratch_recipe__raw,lora_recipe__raw,Cycling monocyte (Ye 2026),Monocyte,14.1098,15.549,0.416898,0.428752,0.588235,0.666667,-0.140126,-0.0404466,-0.180572,0.0869464,0.0962428,15,17,0.776009
+fold0,58 pairs + recipes,scratch_recipe__raw,lora_recipe__raw,Plasmablast (markers),ALL,100,100,1.62745,1.61176,16.2745,16.1176,0,0.0139729,0.0139729,0.734132,0.710737,415,411,0
+fold0,58 pairs + recipes,scratch_recipe__raw,lora_recipe__raw,ISG-high T,T cell,54.1765,54.3176,0.231632,0.656992,1.2549,3.56863,-0.00375458,-1.50404,-1.50779,0.183512,0.532931,32,91,0.00249011
+fold0,58 pairs + recipes,scratch_recipe__raw,lora_recipe__raw,DN2 / ABC B,B cell,19.8078,20.2235,1.60364,1.10529,3.17647,2.23529,-0.029963,0.536923,0.50696,0.459289,0.28267,81,57,-0.0591033
+fold0,58 pairs + recipes,scratch_recipe__raw,lora_recipe__raw,ISG-high monocyte (positive control),Monocyte,14.1098,15.549,3.00167,6.12863,4.23529,9.52941,-0.140126,-1.0298,-1.16993,0.263355,0.597133,108,243,0.119773
+fold0,58 pairs + recipes,scratch_recipe__raw,lora_recipe__raw,Platelet signal in monocytes (negative control),Monocyte,14.1098,15.549,7.92107,8.85246,11.1765,13.7647,-0.140126,-0.160383,-0.300509,0.445627,0.544771,285,351,0.466294
+fold0,58 pairs + recipes,scratch_recipe__raw,lora_recipe__raw,Plasmablast (label),ALL,100,100,0.639216,1.25098,6.39216,12.5098,0,-0.968684,-0.968684,1.17513,2.29979,163,319,-0
+fold0,58 pairs + recipes,scratch_recipe__raw,lora_recipe__raw,Proliferating T (label),T cell,54.1765,54.3176,0.709374,1.27789,3.84314,6.94118,-0.00375458,-0.849141,-0.852896,0.977178,1.76032,98,177,0.00440215
+fold0,58 pairs + recipes,scratch_recipe__raw,lora_recipe__raw,Cycling T/NK,T cell+NK cell,62.7412,59.6118,0.181261,0.374975,1.13725,2.23529,0.0738155,-1.04872,-0.974909,0.479032,0.987329,29,57,-0.0757153
+fold0,58 pairs + recipes,scratch_recipe__raw,lora_recipe__raw,Granulocyte-like (LDG),ALL,100,100,0.184314,0.0823529,1.84314,0.823529,0,1.16227,1.16227,0.0585732,0.0252858,47,21,0
+fold0,58 pairs + recipes,scratch_recipe__raw,lora_recipe__raw,HSPC,ALL,100,100,0.0980392,0.0745098,0.980392,0.745098,0,0.395929,0.395929,0.955911,0.710699,25,19,0
+loco,final scratch vs LoRA r16,locoL_scratchsat_s162000_K1000,locoL_lora16sat_s26750_K1000,MS1 monocyte (IL1R2+),Monocyte,16.9171,18.3122,1.71569,1.29639,2.90244,2.37398,-0.114325,0.40428,0.289956,0.102022,0.120599,357,292,-0.394284
+loco,final scratch vs LoRA r16,locoL_scratchsat_s162000_K1000,locoL_lora16sat_s26750_K1000,C1Q-high monocyte (reference),Monocyte,16.9171,18.3122,0.413303,0.182028,0.699187,0.333333,-0.114325,1.18304,1.06871,0.0677486,0.0345515,86,41,-0.106974
+loco,final scratch vs LoRA r16,locoL_scratchsat_s162000_K1000,locoL_lora16sat_s26750_K1000,Cycling monocyte (Ye 2026),Monocyte,16.9171,18.3122,0.100923,0.142071,0.170732,0.260163,-0.114325,-0.493358,-0.607683,0.0244068,0.0624578,21,32,0.188132
+loco,final scratch vs LoRA r16,locoL_scratchsat_s162000_K1000,locoL_lora16sat_s26750_K1000,Plasmablast (markers),ALL,100,100,1.5374,2.27561,15.374,22.7561,0,-0.565762,-0.565762,0.338486,0.784733,1891,2799,-0
+loco,final scratch vs LoRA r16,locoL_scratchsat_s162000_K1000,locoL_lora16sat_s26750_K1000,ISG-high T,T cell,44.9667,41.9398,2.14793,3.56492,9.65854,14.9512,0.100535,-0.730921,-0.630387,0.599284,1.66187,1188,1839,-0.159481
+loco,final scratch vs LoRA r16,locoL_scratchsat_s162000_K1000,locoL_lora16sat_s26750_K1000,DN2 / ABC B,B cell,21.6707,23.4634,0.705309,0.49896,1.52846,1.17073,-0.114665,0.499329,0.384664,0.163239,0.172721,188,144,-0.298092
+loco,final scratch vs LoRA r16,locoL_scratchsat_s162000_K1000,locoL_lora16sat_s26750_K1000,ISG-high monocyte (positive control),Monocyte,16.9171,18.3122,9.07824,12.5111,15.3577,22.9106,-0.114325,-0.462724,-0.577049,0.47253,1.31132,1889,2818,0.19812
+loco,final scratch vs LoRA r16,locoL_scratchsat_s162000_K1000,locoL_lora16sat_s26750_K1000,Platelet signal in monocytes (negative control),Monocyte,16.9171,18.3122,1.63879,1.82472,2.77236,3.34146,-0.114325,-0.155042,-0.269367,0.0781632,0.183958,341,411,0.424421
+loco,final scratch vs LoRA r16,locoL_scratchsat_s162000_K1000,locoL_lora16sat_s26750_K1000,Plasmablast (label),ALL,100,100,1.24959,1.96748,12.4959,19.6748,0,-0.65489,-0.65489,0.87452,1.37693,1537,2420,-0
+loco,final scratch vs LoRA r16,locoL_scratchsat_s162000_K1000,locoL_lora16sat_s26750_K1000,Proliferating T (label),T cell,44.9667,41.9398,0.855195,1.26779,3.84553,5.31707,0.100535,-0.567985,-0.46745,0.531918,0.788543,473,654,-0.21507
+loco,final scratch vs LoRA r16,locoL_scratchsat_s162000_K1000,locoL_lora16sat_s26750_K1000,Cycling T/NK,T cell+NK cell,58.5512,53.9569,0.048599,0.114515,0.284553,0.617886,0.117891,-1.23654,-1.11864,0.0485778,0.150747,35,76,-0.105388
+loco,final scratch vs LoRA r16,locoL_scratchsat_s162000_K1000,locoL_lora16sat_s26750_K1000,Granulocyte-like (LDG),ALL,100,100,0.0284553,0.0138211,0.284553,0.138211,0,1.04182,1.04182,0.0116996,0.0102468,35,17,0
+loco,final scratch vs LoRA r16,locoL_scratchsat_s162000_K1000,locoL_lora16sat_s26750_K1000,HSPC,ALL,100,100,0.165041,0.181301,1.65041,1.81301,0,-0.135564,-0.135564,1.31293,1.61684,203,223,-0
+loco,final scratch vs LoRA r64,locoL_scratchsat_s162000_K1000,locoL_lora64sat_s59000_K1000,MS1 monocyte (IL1R2+),Monocyte,16.9171,16.3041,1.71569,1.17184,2.90244,1.91057,0.0532483,0.550015,0.603263,0.102022,0.112676,357,235,0.0882671
+loco,final scratch vs LoRA r64,locoL_scratchsat_s162000_K1000,locoL_lora64sat_s59000_K1000,C1Q-high monocyte (reference),Monocyte,16.9171,16.3041,0.413303,0.294206,0.699187,0.479675,0.0532483,0.490373,0.543622,0.0677486,0.0564803,86,59,0.097951
+loco,final scratch vs LoRA r64,locoL_scratchsat_s162000_K1000,locoL_lora64sat_s59000_K1000,Cycling monocyte (Ye 2026),Monocyte,16.9171,16.3041,0.100923,0.154583,0.170732,0.252033,0.0532483,-0.615127,-0.561879,0.0244068,0.0700621,21,31,-0.0947682
+loco,final scratch vs LoRA r64,locoL_scratchsat_s162000_K1000,locoL_lora64sat_s59000_K1000,Plasmablast (markers),ALL,100,100,1.5374,1.82439,15.374,18.2439,0,-0.246923,-0.246923,0.338486,0.685604,1891,2244,-0
+loco,final scratch vs LoRA r64,locoL_scratchsat_s162000_K1000,locoL_lora64sat_s59000_K1000,ISG-high T,T cell,44.9667,38.3171,2.14793,3.62826,9.65854,13.9024,0.230869,-0.75633,-0.525461,0.599284,1.92704,1188,1710,-0.439363
+loco,final scratch vs LoRA r64,locoL_scratchsat_s162000_K1000,locoL_lora64sat_s59000_K1000,DN2 / ABC B,B cell,21.6707,27.4455,0.705309,0.450264,1.52846,1.23577,-0.340823,0.647485,0.306661,0.163239,0.181652,188,152,-1.1114
+loco,final scratch vs LoRA r64,locoL_scratchsat_s162000_K1000,locoL_lora64sat_s59000_K1000,ISG-high monocyte (positive control),Monocyte,16.9171,16.3041,9.07824,13.1645,15.3577,21.4634,0.0532483,-0.536164,-0.482915,0.47253,1.45044,1889,2640,-0.110264
+loco,final scratch vs LoRA r64,locoL_scratchsat_s162000_K1000,locoL_lora64sat_s59000_K1000,Platelet signal in monocytes (negative control),Monocyte,16.9171,16.3041,1.63879,1.7054,2.77236,2.78049,0.0532483,-0.0574729,-0.00422459,0.0781632,0.181032,341,342,-12.6044
+loco,final scratch vs LoRA r64,locoL_scratchsat_s162000_K1000,locoL_lora64sat_s59000_K1000,Plasmablast (label),ALL,100,100,1.24959,1.44309,12.4959,14.4309,0,-0.207702,-0.207702,0.87452,1.00994,1537,1775,-0
+loco,final scratch vs LoRA r64,locoL_scratchsat_s162000_K1000,locoL_lora64sat_s59000_K1000,Proliferating T (label),T cell,44.9667,38.3171,0.855195,1.66773,3.84553,6.39024,0.230869,-0.963558,-0.732689,0.531918,1.0373,473,786,-0.315098
+loco,final scratch vs LoRA r64,locoL_scratchsat_s162000_K1000,locoL_lora64sat_s59000_K1000,Cycling T/NK,T cell+NK cell,58.5512,51.1268,0.048599,0.120854,0.284553,0.617886,0.195619,-1.31426,-1.11864,0.0485778,0.171842,35,76,-0.174871
+loco,final scratch vs LoRA r64,locoL_scratchsat_s162000_K1000,locoL_lora64sat_s59000_K1000,Granulocyte-like (LDG),ALL,100,100,0.0284553,0.0186992,0.284553,0.186992,0,0.605721,0.605721,0.0116996,0.0160588,35,23,0
+loco,final scratch vs LoRA r64,locoL_scratchsat_s162000_K1000,locoL_lora64sat_s59000_K1000,HSPC,ALL,100,100,0.165041,0.319512,1.65041,3.19512,0,-0.95305,-0.95305,1.31293,2.95676,203,393,-0
+loco,final scratch vs full FT 108.5k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s108500_K1000,MS1 monocyte (IL1R2+),Monocyte,16.9171,15.8488,1.71569,2.71879,2.90244,4.30894,0.0941082,-0.664176,-0.570068,0.102022,0.26511,357,530,-0.165082
+loco,final scratch vs full FT 108.5k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s108500_K1000,C1Q-high monocyte (reference),Monocyte,16.9171,15.8488,0.413303,0.4822,0.699187,0.764228,0.0941082,-0.222432,-0.128324,0.0677486,0.0931976,86,94,-0.733363
+loco,final scratch vs full FT 108.5k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s108500_K1000,Cycling monocyte (Ye 2026),Monocyte,16.9171,15.8488,0.100923,0.24623,0.170732,0.390244,0.0941082,-1.28675,-1.19265,0.0244068,0.114252,21,48,-0.0789071
+loco,final scratch vs full FT 108.5k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s108500_K1000,Plasmablast (markers),ALL,100,100,1.5374,4.03902,15.374,40.3902,0,-1.39352,-1.39352,0.338486,1.47352,1891,4968,-0
+loco,final scratch vs full FT 108.5k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s108500_K1000,ISG-high T,T cell,44.9667,38.6935,2.14793,4.14977,9.65854,16.0569,0.216765,-0.950083,-0.733318,0.599284,2.05126,1188,1975,-0.295595
+loco,final scratch vs full FT 108.5k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s108500_K1000,DN2 / ABC B,B cell,21.6707,27.5447,0.705309,0.731995,1.52846,2.01626,-0.346028,-0.0535798,-0.399607,0.163239,0.28372,188,248,0.865919
+loco,final scratch vs full FT 108.5k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s108500_K1000,ISG-high monocyte (positive control),Monocyte,16.9171,15.8488,9.07824,15.81,15.3577,25.0569,0.0941082,-0.800352,-0.706244,0.47253,1.77138,1889,3082,-0.133252
+loco,final scratch vs full FT 108.5k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s108500_K1000,Platelet signal in monocytes (negative control),Monocyte,16.9171,15.8488,1.63879,3.34462,2.77236,5.30081,0.0941082,-1.02921,-0.9351,0.0781632,0.357289,341,652,-0.10064
+loco,final scratch vs full FT 108.5k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s108500_K1000,Plasmablast (label),ALL,100,100,1.24959,3.16341,12.4959,31.6341,0,-1.34002,-1.34002,0.87452,2.21389,1537,3891,-0
+loco,final scratch vs full FT 108.5k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s108500_K1000,Proliferating T (label),T cell,44.9667,38.6935,0.855195,1.81119,3.84553,7.00813,0.216765,-1.08261,-0.865848,0.531918,1.12653,473,862,-0.25035
+loco,final scratch vs full FT 108.5k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s108500_K1000,Cycling T/NK,T cell+NK cell,58.5512,52.3016,0.048599,0.261149,0.284553,1.36585,0.162843,-2.42588,-2.26303,0.0485778,0.355827,35,168,-0.071958
+loco,final scratch vs full FT 108.5k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s108500_K1000,Granulocyte-like (LDG),ALL,100,100,0.0284553,0.0195122,0.284553,0.195122,0,0.544321,0.544321,0.0116996,0.0158977,35,24,0
+loco,final scratch vs full FT 108.5k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s108500_K1000,HSPC,ALL,100,100,0.165041,0.326016,1.65041,3.26016,0,-0.982123,-0.982123,1.31293,2.96573,203,401,-0
+loco,final scratch vs full FT 20k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s20000_K1000,MS1 monocyte (IL1R2+),Monocyte,16.9171,19.5138,1.71569,2.82893,2.90244,5.52033,-0.206016,-0.721471,-0.927488,0.102022,0.292078,357,679,0.222123
+loco,final scratch vs full FT 20k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s20000_K1000,C1Q-high monocyte (reference),Monocyte,16.9171,19.5138,0.413303,0.429131,0.699187,0.837398,-0.206016,-0.0542195,-0.260236,0.0677486,0.0844517,86,103,0.791653
+loco,final scratch vs full FT 20k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s20000_K1000,Cycling monocyte (Ye 2026),Monocyte,16.9171,19.5138,0.100923,0.304141,0.170732,0.593496,-0.206016,-1.59149,-1.79751,0.0244068,0.150206,21,73,0.114612
+loco,final scratch vs full FT 20k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s20000_K1000,Plasmablast (markers),ALL,100,100,1.5374,3.05366,15.374,30.5366,0,-0.990048,-0.990048,0.338486,1.10177,1891,3756,-0
+loco,final scratch vs full FT 20k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s20000_K1000,ISG-high T,T cell,44.9667,40.2276,2.14793,2.96888,9.65854,11.9431,0.160669,-0.466968,-0.3063,0.599284,1.35208,1188,1469,-0.524548
+loco,final scratch vs full FT 20k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s20000_K1000,DN2 / ABC B,B cell,21.6707,24.5593,0.705309,0.675318,1.52846,1.65854,-0.180524,0.062688,-0.117836,0.163239,0.247879,188,204,1.53199
+loco,final scratch vs full FT 20k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s20000_K1000,ISG-high monocyte (positive control),Monocyte,16.9171,19.5138,9.07824,11.3616,15.3577,22.1707,-0.206016,-0.323676,-0.529692,0.47253,1.37158,1889,2727,0.388936
+loco,final scratch vs full FT 20k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s20000_K1000,Platelet signal in monocytes (negative control),Monocyte,16.9171,19.5138,1.63879,3.82468,2.77236,7.46341,-0.206016,-1.22271,-1.42872,0.0781632,0.448817,341,918,0.144196
+loco,final scratch vs full FT 20k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s20000_K1000,Plasmablast (label),ALL,100,100,1.24959,2.53415,12.4959,25.3415,0,-1.02004,-1.02004,0.87452,1.77351,1537,3117,-0
+loco,final scratch vs full FT 20k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s20000_K1000,Proliferating T (label),T cell,44.9667,40.2276,0.855195,1.74212,3.84553,7.00813,0.160669,-1.02652,-0.865848,0.531918,1.08357,473,862,-0.185562
+loco,final scratch vs full FT 20k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s20000_K1000,Cycling T/NK,T cell+NK cell,58.5512,52.0992,0.048599,0.265285,0.284553,1.38211,0.168438,-2.44855,-2.28011,0.0485778,0.347765,35,170,-0.073873
+loco,final scratch vs full FT 20k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s20000_K1000,Granulocyte-like (LDG),ALL,100,100,0.0284553,0.0170732,0.284553,0.170732,0,0.736966,0.736966,0.0116996,0.0135254,35,21,0
+loco,final scratch vs full FT 20k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s20000_K1000,HSPC,ALL,100,100,0.165041,0.154472,1.65041,1.54472,0,0.0954803,0.0954803,1.31293,1.40304,203,190,0