diff --git a/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/verify_confound_within_concentration.csv b/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/verify_confound_within_concentration.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8bb11ff4416fe82335adb5335e485ca4a9f281be
--- /dev/null
+++ b/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/verify_confound_within_concentration.csv
@@ -0,0 +1,16 @@
+state,obs_native_state_cells,obs_parent_cells,donors_with_state,top_donor,top_donor_group,top_donor_share,top2_share,sepsis_share_of_state_cells,sepsis_share_of_parent_cells,obsthin_state_min_over_arms,obsthin_state_max_over_arms,gen_state__zs__raw,gen_top_donor_share__zs__raw,gen_state__lora_n5__raw,gen_top_donor_share__lora_n5__raw,gen_state__scratch_n5__raw,gen_top_donor_share__scratch_n5__raw,gen_state__real_lora__raw,gen_top_donor_share__real_lora__raw,gen_state__real_full__raw,gen_top_donor_share__real_full__raw,gen_state__scratch_full__raw,gen_top_donor_share__scratch_full__raw,gen_state__lora_recipe__raw,gen_top_donor_share__lora_recipe__raw,gen_state__scratch_recipe__raw,gen_top_donor_share__scratch_recipe__raw
+C1Q-high monocyte (reference),1822,31471,17,Abd-S123,adult_sepsis,0.320527,0.495609,0.860593,0.529408,1590,1822,12,0.333333,447,0.275168,357,0.193277,227,0.46696,208,0.346154,106,0.311321,136,0.279412,108,0.212963
+Cycling T/NK,288,71619,17,Abd-PS19,ped_sepsis,0.125,0.225694,0.604167,0.560089,185,288,69,0.188406,62,0.209677,32,0.21875,57,0.157895,76,0.131579,25,0.16,57,0.175439,29,0.206897
+Cycling activated T (CD38/HLA-DR),679,61162,17,Abd-S66,adult_sepsis,0.114875,0.217968,0.627393,0.568637,362,679,33,0.181818,61,0.180328,61,0.147541,61,0.196721,78,0.141026,45,0.133333,65,0.153846,39,0.179487
+Proliferating T (label),444,61162,17,HC07,adult_HC,0.175676,0.317568,0.477477,0.568637,444,444,243,0.193416,224,0.138393,135,0.103704,153,0.111111,180,0.111111,110,0.145455,177,0.0960452,98,0.153061
+Plasmablast (label),716,131629,17,Abd-S66,adult_sepsis,0.177374,0.310056,0.817039,0.582676,716,716,209,0.444976,260,0.223077,156,0.128205,482,0.504149,455,0.38022,172,0.273256,319,0.416928,163,0.233129
+Plasmablast (markers),3407,131629,17,Abd-S66,adult_sepsis,0.125624,0.24978,0.683299,0.582676,1618,3407,245,0.367347,332,0.225904,231,0.0952381,609,0.44335,643,0.309487,373,0.227882,411,0.377129,415,0.209639
+MS1 monocyte (IL1R2+),7470,31471,16,Skin-S140,adult_sepsis,0.271218,0.508701,0.981928,0.529408,5568,7470,141,0.333333,259,0.262548,138,0.115942,178,0.286517,325,0.230769,372,0.330645,261,0.264368,377,0.318302
+Cycling monocyte (Ye 2026),1684,31471,17,Skin-S140,adult_sepsis,0.270784,0.517221,0.816508,0.529408,992,1684,28,0.25,43,0.232558,19,0.210526,16,0.25,21,0.142857,17,0.176471,17,0.235294,15,0.133333
+ISG-high monocyte (positive control),4195,31471,17,IC23,adult_ICU_ctrl,0.246007,0.43385,0.506794,0.529408,1907,4195,1513,0.292135,311,0.44373,246,0.158537,181,0.392265,241,0.502075,142,0.15493,243,0.518519,108,0.287037
+ISG-high T,864,61162,16,Res-S139,adult_sepsis,0.263889,0.446759,0.579861,0.568637,241,864,92,0.391304,80,0.475,28,0.25,68,0.485294,70,0.557143,30,0.2,91,0.571429,32,0.15625
+DN2 / ABC B,822,21022,17,Abd-PS23,ped_sepsis,0.237226,0.375912,0.66545,0.728855,607,822,162,0.111111,173,0.121387,186,0.129032,66,0.272727,76,0.144737,115,0.165217,57,0.157895,81,0.135802
+HSPC,140,131629,17,HC01,adult_HC,0.15,0.285714,0.535714,0.582676,117,140,20,0.25,26,0.230769,13,0.307692,15,0.4,20,0.15,35,0.2,19,0.263158,25,0.24
+Cytotoxic CD4 T,413,29300,16,HC07,adult_HC,0.234867,0.450363,0.435835,0.566655,342,413,19,0.263158,161,0.15528,159,0.138365,81,0.209877,111,0.216216,76,0.210526,109,0.220183,113,0.19469
+Granulocyte-like (LDG),4732,131629,17,Abd-S39,adult_sepsis,0.275359,0.384193,0.726754,0.582676,2589,4732,70,0.171429,50,0.28,118,0.211864,32,0.21875,33,0.181818,36,0.194444,21,0.190476,47,0.234043
+Platelet signal in monocytes (negative control),6486,31471,17,PIC04,ped_ICU_ctrl,0.214924,0.36124,0.522356,0.529408,3221,6486,350,0.188571,1237,0.187551,708,0.0903955,363,0.236915,466,0.143777,286,0.171329,351,0.182336,285,0.249123
diff --git a/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/verify_confound_within_contrasts.csv b/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/verify_confound_within_contrasts.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0c754075dbf7901a30d4c622e17157ea36835198
--- /dev/null
+++ b/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/verify_confound_within_contrasts.csv
@@ -0,0 +1,352 @@
+arm,state,contrast,obs_diff,gen_diff,gen_level_mean_pct,rel_gen_diff,status,reversal_strength_abs_0.5pp,reversal_strength_rel_0.5,section,n_eligible,kept,reversed_strong_abs,reversed_weak_abs,flat,reversed_strong_rel,reversed_weak_rel,kept_lodo_min,kept_lodo_max,kept_by_contrast,kept_diff_pretrained_minus_scratch,discordant_pretrained_only_kept,discordant_scratch_only_kept,exact_sign_test_p,kept_diff_lodo_min,kept_diff_lodo_max,left_out,group,undefined,obs_direction_flips
+zs__raw,C1Q-high monocyte (reference),adult sepsis vs adult HC,4.27606,0.109724,0.0548619,2,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+zs__raw,C1Q-high monocyte (reference),paediatric sepsis vs paediatric HC,8.39919,0.0863558,0.0431779,2,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+zs__raw,C1Q-high monocyte (reference),all sepsis vs all controls,5.37095,0.0117243,0.0980197,0.119611,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+zs__raw,Proliferating T (label),adult sepsis vs adult HC,-0.508812,2.92512,2.45449,1.19174,reversed,strong,strong,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+zs__raw,Plasmablast (label),adult sepsis vs adult HC,0.574049,0.648148,0.357407,1.81347,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+zs__raw,Plasmablast (label),paediatric sepsis vs paediatric HC,0.758249,2.42222,1.21111,2,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+zs__raw,Plasmablast (label),all sepsis vs all controls,0.563491,1.01,0.611667,1.65123,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+zs__raw,Plasmablast (markers),adult sepsis vs adult HC,0.61523,0.681481,0.474074,1.4375,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+zs__raw,Plasmablast (markers),paediatric sepsis vs paediatric HC,0.891776,2.22222,1.44444,1.53846,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+zs__raw,Plasmablast (markers),all sepsis vs all controls,0.653321,0.983333,0.758333,1.2967,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+zs__raw,MS1 monocyte (IL1R2+),adult sepsis vs adult HC,23.8203,1.34832,0.767617,1.7565,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+zs__raw,MS1 monocyte (IL1R2+),paediatric sepsis vs paediatric HC,31.1726,1.67001,0.835005,2,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+zs__raw,MS1 monocyte (IL1R2+),all sepsis vs all controls,25.6054,1.39607,0.800801,1.74334,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+zs__raw,Cycling monocyte (Ye 2026),adult sepsis vs adult HC,2.8101,-0.0328462,0.263951,0.124441,reversed,weak,weak,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+zs__raw,Cycling monocyte (Ye 2026),paediatric sepsis vs paediatric HC,7.86745,0.604491,0.302245,2,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+zs__raw,Cycling monocyte (Ye 2026),all sepsis vs all controls,3.79958,0.224619,0.224459,1.00071,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+zs__raw,ISG-high T,paediatric sepsis vs paediatric HC,0.403828,0.0534314,0.559339,0.0955259,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+zs__raw,ISG-high T,all sepsis vs all controls,0.240903,0.247676,1.11827,0.221481,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+zs__raw,DN2 / ABC B,adult sepsis vs adult HC,-2.17547,0.406439,5.02723,0.0808475,reversed,weak,weak,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+zs__raw,DN2 / ABC B,paediatric sepsis vs paediatric HC,4.43407,0.630869,2.06369,0.3057,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+zs__raw,Cytotoxic CD4 T,adult sepsis vs adult HC,-2.34275,-0.771789,1.18453,0.651559,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+zs__raw,Cytotoxic CD4 T,all sepsis vs all controls,-0.52086,-0.325421,0.787247,0.413366,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+zs__raw,Granulocyte-like (LDG),adult sepsis vs adult HC,3.25924,0.0518519,0.292593,0.177215,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+zs__raw,Granulocyte-like (LDG),paediatric sepsis vs paediatric HC,1.66338,0.111111,0.0555556,2,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+zs__raw,Granulocyte-like (LDG),all sepsis vs all controls,2.75779,-0.0266667,0.28,0.0952381,reversed,weak,weak,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_n5__raw,C1Q-high monocyte (reference),adult sepsis vs adult HC,4.71557,-0.722369,5.807,0.124396,reversed,strong,weak,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_n5__raw,C1Q-high monocyte (reference),paediatric sepsis vs paediatric HC,9.48095,3.95487,1.97743,2,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_n5__raw,C1Q-high monocyte (reference),all sepsis vs all controls,5.9663,1.10574,4.52021,0.244621,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_n5__raw,Proliferating T (label),adult sepsis vs adult HC,-0.508812,0.630947,1.86776,0.33781,reversed,strong,weak,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_n5__raw,Plasmablast (label),adult sepsis vs adult HC,0.574049,0.903704,0.651852,1.38636,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_n5__raw,Plasmablast (label),paediatric sepsis vs paediatric HC,0.758249,1.62222,1.07778,1.50515,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_n5__raw,Plasmablast (label),all sepsis vs all controls,0.563491,0.953333,0.823333,1.15789,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_n5__raw,Plasmablast (markers),adult sepsis vs adult HC,0.691364,1.14074,0.837037,1.36283,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_n5__raw,Plasmablast (markers),paediatric sepsis vs paediatric HC,1.50501,1.8,1.43333,1.25581,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_n5__raw,Plasmablast (markers),all sepsis vs all controls,0.994849,1.14556,1.06611,1.07452,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_n5__raw,MS1 monocyte (IL1R2+),adult sepsis vs adult HC,33.5318,3.52207,1.88957,1.86395,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_n5__raw,MS1 monocyte (IL1R2+),paediatric sepsis vs paediatric HC,40.5022,5.14439,2.5722,2,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_n5__raw,MS1 monocyte (IL1R2+),all sepsis vs all controls,35.085,3.60823,2.21993,1.62538,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_n5__raw,Cycling monocyte (Ye 2026),adult sepsis vs adult HC,5.22276,0.164272,0.339205,0.484284,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_n5__raw,Cycling monocyte (Ye 2026),paediatric sepsis vs paediatric HC,11.3312,1.5096,0.7548,2,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_n5__raw,Cycling monocyte (Ye 2026),all sepsis vs all controls,6.13483,0.417318,0.484747,0.860899,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_n5__raw,ISG-high T,paediatric sepsis vs paediatric HC,1.70159,0.308246,0.154123,2,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_n5__raw,ISG-high T,all sepsis vs all controls,1.36625,0.663413,0.455828,1.4554,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_n5__raw,DN2 / ABC B,adult sepsis vs adult HC,-3.1637,-0.694043,7.00934,0.0990169,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_n5__raw,DN2 / ABC B,paediatric sepsis vs paediatric HC,5.32106,1.9079,2.29924,0.829795,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_n5__raw,Cytotoxic CD4 T,adult sepsis vs adult HC,-3.11067,-3.95678,4.47606,0.883986,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_n5__raw,Cytotoxic CD4 T,all sepsis vs all controls,-0.874816,-1.27543,2.86135,0.445745,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_n5__raw,Granulocyte-like (LDG),adult sepsis vs adult HC,3.76094,0.062963,0.198148,0.317757,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_n5__raw,Granulocyte-like (LDG),paediatric sepsis vs paediatric HC,3.71271,0.133333,0.0666667,2,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_n5__raw,Granulocyte-like (LDG),all sepsis vs all controls,3.43437,0.0322222,0.189444,0.170088,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_n5__raw,C1Q-high monocyte (reference),adult sepsis vs adult HC,4.71363,0.205558,5.26239,0.0390618,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_n5__raw,C1Q-high monocyte (reference),paediatric sepsis vs paediatric HC,9.58591,2.35206,2.02709,1.16031,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_n5__raw,C1Q-high monocyte (reference),all sepsis vs all controls,5.96466,-0.00956718,4.82944,0.00198101,reversed,weak,weak,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_n5__raw,Proliferating T (label),adult sepsis vs adult HC,-0.508812,-0.348596,0.955689,0.364759,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_n5__raw,Plasmablast (label),adult sepsis vs adult HC,0.574049,-0.0148148,0.592593,0.025,reversed,weak,weak,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_n5__raw,Plasmablast (label),paediatric sepsis vs paediatric HC,0.758249,0.555556,0.611111,0.909091,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_n5__raw,Plasmablast (label),all sepsis vs all controls,0.563491,0.167778,0.577222,0.290664,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_n5__raw,Plasmablast (markers),adult sepsis vs adult HC,0.691364,0.0666667,0.833333,0.08,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_n5__raw,Plasmablast (markers),paediatric sepsis vs paediatric HC,1.50501,0.466667,0.966667,0.482759,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_n5__raw,Plasmablast (markers),all sepsis vs all controls,0.994849,0.15,0.875,0.171429,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_n5__raw,MS1 monocyte (IL1R2+),adult sepsis vs adult HC,32.5039,1.50025,1.70325,0.880817,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_n5__raw,MS1 monocyte (IL1R2+),paediatric sepsis vs paediatric HC,39.6459,3.738,1.869,2,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_n5__raw,MS1 monocyte (IL1R2+),all sepsis vs all controls,34.0948,1.78538,1.88184,0.94874,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_n5__raw,Cycling monocyte (Ye 2026),adult sepsis vs adult HC,4.68409,0.193216,0.243667,0.792951,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_n5__raw,Cycling monocyte (Ye 2026),paediatric sepsis vs paediatric HC,10.7545,0,0,null,flat,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_n5__raw,Cycling monocyte (Ye 2026),all sepsis vs all controls,5.61405,-0.0495419,0.279977,0.17695,reversed,weak,weak,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_n5__raw,ISG-high T,paediatric sepsis vs paediatric HC,1.70159,0.31457,0.263329,1.19459,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_n5__raw,ISG-high T,all sepsis vs all controls,1.36625,-0.0331986,0.204069,0.162683,reversed,weak,weak,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_n5__raw,DN2 / ABC B,adult sepsis vs adult HC,-3.1637,4.7396,6.28183,0.754494,reversed,strong,strong,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_n5__raw,DN2 / ABC B,paediatric sepsis vs paediatric HC,5.32106,3.09537,2.78992,1.10948,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_n5__raw,Cytotoxic CD4 T,adult sepsis vs adult HC,-3.11067,1.69669,1.36621,1.2419,reversed,strong,strong,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_n5__raw,Cytotoxic CD4 T,all sepsis vs all controls,-0.874816,0.99822,1.93256,0.516527,reversed,strong,strong,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_n5__raw,Granulocyte-like (LDG),adult sepsis vs adult HC,3.76094,0.325926,0.496296,0.656716,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_n5__raw,Granulocyte-like (LDG),paediatric sepsis vs paediatric HC,3.71271,0.0222222,0.144444,0.153846,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_n5__raw,Granulocyte-like (LDG),all sepsis vs all controls,3.43437,0.24,0.413333,0.580645,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_lora__raw,C1Q-high monocyte (reference),adult sepsis vs adult HC,4.68957,3.9727,3.4715,1.14438,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_lora__raw,C1Q-high monocyte (reference),paediatric sepsis vs paediatric HC,9.19119,6.16799,3.084,2,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_lora__raw,C1Q-high monocyte (reference),all sepsis vs all controls,5.84734,4.31765,3.47656,1.24193,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_lora__raw,Proliferating T (label),adult sepsis vs adult HC,-0.508812,-0.138304,1.24882,0.110747,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_lora__raw,Plasmablast (label),adult sepsis vs adult HC,0.574049,1.26667,0.766667,1.65217,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_lora__raw,Plasmablast (label),paediatric sepsis vs paediatric HC,0.758249,5.68889,3.17778,1.79021,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_lora__raw,Plasmablast (label),all sepsis vs all controls,0.563491,2.26222,1.42444,1.58814,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_lora__raw,Plasmablast (markers),adult sepsis vs adult HC,0.648003,1.55556,1.11111,1.4,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_lora__raw,Plasmablast (markers),paediatric sepsis vs paediatric HC,1.23779,6.46667,3.76667,1.71681,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_lora__raw,Plasmablast (markers),all sepsis vs all controls,0.862148,2.64667,1.84333,1.4358,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_lora__raw,MS1 monocyte (IL1R2+),adult sepsis vs adult HC,31.0596,7.35737,3.67868,2,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_lora__raw,MS1 monocyte (IL1R2+),paediatric sepsis vs paediatric HC,38.0997,4.94815,2.47408,2,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_lora__raw,MS1 monocyte (IL1R2+),all sepsis vs all controls,32.6974,5.69771,3.90621,1.45863,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_lora__raw,Cycling monocyte (Ye 2026),adult sepsis vs adult HC,4.37623,-0.0865632,0.22668,0.381875,reversed,weak,weak,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_lora__raw,Cycling monocyte (Ye 2026),paediatric sepsis vs paediatric HC,10.4224,0.763448,0.381724,2,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_lora__raw,Cycling monocyte (Ye 2026),all sepsis vs all controls,5.32499,-0.113244,0.385033,0.294116,reversed,weak,weak,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_lora__raw,ISG-high T,paediatric sepsis vs paediatric HC,1.51698,-0.0427257,0.368881,0.115825,reversed,weak,weak,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_lora__raw,ISG-high T,all sepsis vs all controls,1.27881,0.0710403,0.422063,0.168317,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_lora__raw,DN2 / ABC B,adult sepsis vs adult HC,-3.11223,-3.95332,4.24441,0.931419,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_lora__raw,DN2 / ABC B,paediatric sepsis vs paediatric HC,5.26854,0.139949,1.18522,0.118079,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_lora__raw,Cytotoxic CD4 T,adult sepsis vs adult HC,-3.11067,-3.54005,3.01991,1.17224,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_lora__raw,Cytotoxic CD4 T,all sepsis vs all controls,-0.874816,-1.27927,1.61251,0.793343,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_lora__raw,Granulocyte-like (LDG),adult sepsis vs adult HC,3.78048,-0.214815,0.225926,0.95082,reversed,weak,strong,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_lora__raw,Granulocyte-like (LDG),paediatric sepsis vs paediatric HC,3.44562,0.111111,0.0555556,2,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_lora__raw,Granulocyte-like (LDG),all sepsis vs all controls,3.41847,-0.03,0.131667,0.227848,reversed,weak,weak,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_full__raw,C1Q-high monocyte (reference),adult sepsis vs adult HC,4.62419,4.00611,4.10652,0.975549,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_full__raw,C1Q-high monocyte (reference),paediatric sepsis vs paediatric HC,9.01996,6.64047,3.32024,2,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_full__raw,C1Q-high monocyte (reference),all sepsis vs all controls,5.76638,4.45146,4.01657,1.10828,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_full__raw,Proliferating T (label),adult sepsis vs adult HC,-0.508812,0.00143238,1.32673,0.00107963,reversed,weak,weak,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_full__raw,Plasmablast (label),adult sepsis vs adult HC,0.574049,1.54444,0.872222,1.7707,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_full__raw,Plasmablast (label),paediatric sepsis vs paediatric HC,0.758249,4.28889,2.47778,1.73094,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_full__raw,Plasmablast (label),all sepsis vs all controls,0.563491,2.05556,1.36111,1.5102,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_full__raw,Plasmablast (markers),adult sepsis vs adult HC,0.711513,1.92222,1.39444,1.37849,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_full__raw,Plasmablast (markers),paediatric sepsis vs paediatric HC,1.20186,4.77778,3.38889,1.40984,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_full__raw,Plasmablast (markers),all sepsis vs all controls,0.907412,2.34444,2.03889,1.14986,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_full__raw,MS1 monocyte (IL1R2+),adult sepsis vs adult HC,30.2525,11.479,6.00126,1.91276,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_full__raw,MS1 monocyte (IL1R2+),paediatric sepsis vs paediatric HC,37.8581,10.6617,5.33085,2,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_full__raw,MS1 monocyte (IL1R2+),all sepsis vs all controls,32.0229,10.2454,6.34829,1.61388,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_full__raw,Cycling monocyte (Ye 2026),adult sepsis vs adult HC,4.37308,0.388662,0.329833,1.17836,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_full__raw,Cycling monocyte (Ye 2026),paediatric sepsis vs paediatric HC,10.1393,1.57637,0.788186,2,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_full__raw,Cycling monocyte (Ye 2026),all sepsis vs all controls,5.27519,0.506642,0.533895,0.948954,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_full__raw,ISG-high T,paediatric sepsis vs paediatric HC,1.3365,-0.0630869,0.487129,0.129508,reversed,weak,weak,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_full__raw,ISG-high T,all sepsis vs all controls,1.16003,0.312994,0.426058,0.734626,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_full__raw,DN2 / ABC B,adult sepsis vs adult HC,-3.163,-3.37037,3.72391,0.905062,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_full__raw,DN2 / ABC B,paediatric sepsis vs paediatric HC,5.28381,-0.416461,1.29327,0.322021,reversed,weak,weak,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_full__raw,Cytotoxic CD4 T,adult sepsis vs adult HC,-3.11067,-4.94202,4.41363,1.11972,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_full__raw,Cytotoxic CD4 T,all sepsis vs all controls,-0.874816,-1.4131,2.34613,0.602312,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_full__raw,Granulocyte-like (LDG),adult sepsis vs adult HC,3.8048,-0.122222,0.172222,0.709677,reversed,weak,strong,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_full__raw,Granulocyte-like (LDG),paediatric sepsis vs paediatric HC,3.15906,0.0888889,0.0444444,2,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+real_full__raw,Granulocyte-like (LDG),all sepsis vs all controls,3.35508,-0.0811111,0.146111,0.555133,reversed,weak,strong,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_full__raw,C1Q-high monocyte (reference),adult sepsis vs adult HC,4.71887,2.7782,1.88265,1.47568,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_full__raw,C1Q-high monocyte (reference),paediatric sepsis vs paediatric HC,9.49881,3.72838,1.86419,2,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_full__raw,C1Q-high monocyte (reference),all sepsis vs all controls,5.93462,2.26218,2.25482,1.00326,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_full__raw,Proliferating T (label),adult sepsis vs adult HC,-0.508812,-0.629805,0.967485,0.650972,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_full__raw,Plasmablast (label),adult sepsis vs adult HC,0.574049,0.414815,0.274074,1.51351,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_full__raw,Plasmablast (label),paediatric sepsis vs paediatric HC,0.758249,1.17778,0.855556,1.37662,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_full__raw,Plasmablast (label),all sepsis vs all controls,0.563491,0.162222,0.641111,0.253033,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_full__raw,Plasmablast (markers),adult sepsis vs adult HC,0.70382,0.685185,0.775926,0.883055,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_full__raw,Plasmablast (markers),paediatric sepsis vs paediatric HC,1.28344,1.68889,2.11111,0.8,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_full__raw,Plasmablast (markers),all sepsis vs all controls,0.890978,0.391111,1.38222,0.282958,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_full__raw,MS1 monocyte (IL1R2+),adult sepsis vs adult HC,31.7288,13.5252,6.89385,1.96193,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_full__raw,MS1 monocyte (IL1R2+),paediatric sepsis vs paediatric HC,38.9694,7.26315,3.63157,2,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_full__raw,MS1 monocyte (IL1R2+),all sepsis vs all controls,33.402,11.677,6.21963,1.87745,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_full__raw,Cycling monocyte (Ye 2026),adult sepsis vs adult HC,4.69308,0.00438826,0.364513,0.0120387,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_full__raw,Cycling monocyte (Ye 2026),paediatric sepsis vs paediatric HC,10.6208,-0.205866,0.529978,0.388442,reversed,weak,weak,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_full__raw,Cycling monocyte (Ye 2026),all sepsis vs all controls,5.60331,-0.0389719,0.401278,0.0971195,reversed,weak,weak,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_full__raw,ISG-high T,paediatric sepsis vs paediatric HC,1.55647,-0.308028,0.304702,1.01092,reversed,weak,strong,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_full__raw,ISG-high T,all sepsis vs all controls,1.30528,-0.165694,0.241915,0.684926,reversed,weak,strong,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_full__raw,DN2 / ABC B,adult sepsis vs adult HC,-2.85972,-5.54439,5.32804,1.04061,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_full__raw,DN2 / ABC B,paediatric sepsis vs paediatric HC,5.03101,0.0771495,2.07939,0.037102,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_full__raw,Cytotoxic CD4 T,adult sepsis vs adult HC,-3.11067,-2.56879,2.15066,1.19442,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_full__raw,Cytotoxic CD4 T,all sepsis vs all controls,-0.874816,-1.11832,1.35165,0.827374,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_full__raw,Granulocyte-like (LDG),adult sepsis vs adult HC,3.69993,-0.12963,0.168519,0.769231,reversed,weak,strong,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_full__raw,Granulocyte-like (LDG),paediatric sepsis vs paediatric HC,3.2515,0.2,0.1,2,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_full__raw,Granulocyte-like (LDG),all sepsis vs all controls,3.34448,-0.0455556,0.150556,0.302583,reversed,weak,weak,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_recipe__raw,C1Q-high monocyte (reference),adult sepsis vs adult HC,4.68519,1.0385,2.72267,0.381426,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_recipe__raw,C1Q-high monocyte (reference),paediatric sepsis vs paediatric HC,9.5634,3.96225,1.98113,2,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_recipe__raw,C1Q-high monocyte (reference),all sepsis vs all controls,5.92601,1.87933,2.48234,0.75708,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_recipe__raw,Proliferating T (label),adult sepsis vs adult HC,-0.508812,-0.474445,1.42853,0.332121,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_recipe__raw,Plasmablast (label),adult sepsis vs adult HC,0.574049,1.0037,0.535185,1.87543,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_recipe__raw,Plasmablast (label),paediatric sepsis vs paediatric HC,0.758249,3.44444,1.92222,1.79191,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_recipe__raw,Plasmablast (label),all sepsis vs all controls,0.563491,1.48889,0.944444,1.57647,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_recipe__raw,Plasmablast (markers),adult sepsis vs adult HC,0.636607,1.11852,0.759259,1.47317,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_recipe__raw,Plasmablast (markers),paediatric sepsis vs paediatric HC,1.31645,4.22222,2.44444,1.72727,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_recipe__raw,Plasmablast (markers),all sepsis vs all controls,0.888746,1.75444,1.25056,1.40293,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_recipe__raw,MS1 monocyte (IL1R2+),adult sepsis vs adult HC,30.3499,8.13913,4.2058,1.93521,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_recipe__raw,MS1 monocyte (IL1R2+),paediatric sepsis vs paediatric HC,37.5693,8.9451,4.47255,2,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_recipe__raw,MS1 monocyte (IL1R2+),all sepsis vs all controls,31.9877,7.48567,4.69997,1.59271,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_recipe__raw,Cycling monocyte (Ye 2026),adult sepsis vs adult HC,4.35879,0.210258,0.234328,0.897281,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_recipe__raw,Cycling monocyte (Ye 2026),paediatric sepsis vs paediatric HC,10.1035,1.33008,0.665042,2,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_recipe__raw,Cycling monocyte (Ye 2026),all sepsis vs all controls,5.27405,0.352072,0.411078,0.856459,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_recipe__raw,ISG-high T,paediatric sepsis vs paediatric HC,1.50327,0.127603,0.565306,0.225724,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_recipe__raw,ISG-high T,all sepsis vs all controls,1.21646,0.490851,0.515982,0.951295,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_recipe__raw,DN2 / ABC B,adult sepsis vs adult HC,-3.1637,-2.13404,2.60743,0.818444,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_recipe__raw,DN2 / ABC B,paediatric sepsis vs paediatric HC,5.32106,0.54089,0.551344,0.981039,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_recipe__raw,Cytotoxic CD4 T,adult sepsis vs adult HC,-3.11067,-4.82348,4.17503,1.15531,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_recipe__raw,Cytotoxic CD4 T,all sepsis vs all controls,-0.874816,-1.59721,2.29744,0.695211,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_recipe__raw,Granulocyte-like (LDG),adult sepsis vs adult HC,3.75364,-0.0444444,0.111111,0.4,reversed,weak,weak,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_recipe__raw,Granulocyte-like (LDG),paediatric sepsis vs paediatric HC,3.34292,0.0444444,0.0222222,2,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+lora_recipe__raw,Granulocyte-like (LDG),all sepsis vs all controls,3.38235,-0.0155556,0.0855556,0.181818,reversed,weak,weak,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_recipe__raw,C1Q-high monocyte (reference),adult sepsis vs adult HC,4.63419,3.57804,2.73599,1.30777,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_recipe__raw,C1Q-high monocyte (reference),paediatric sepsis vs paediatric HC,9.15911,5.31447,2.65723,2,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_recipe__raw,C1Q-high monocyte (reference),all sepsis vs all controls,5.8315,3.62254,2.92904,1.23677,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_recipe__raw,Proliferating T (label),adult sepsis vs adult HC,-0.508812,-0.91859,0.934504,0.98297,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_recipe__raw,Plasmablast (label),adult sepsis vs adult HC,0.574049,-0.0296296,0.451852,0.0655738,reversed,weak,weak,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_recipe__raw,Plasmablast (label),paediatric sepsis vs paediatric HC,0.758249,0.688889,0.877778,0.78481,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_recipe__raw,Plasmablast (label),all sepsis vs all controls,0.563491,-0.02,0.643333,0.0310881,reversed,weak,weak,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_recipe__raw,Plasmablast (markers),adult sepsis vs adult HC,0.657371,-0.00740741,1.26296,0.0058651,reversed,weak,weak,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_recipe__raw,Plasmablast (markers),paediatric sepsis vs paediatric HC,1.33815,1.37778,2.28889,0.601942,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_recipe__raw,Plasmablast (markers),all sepsis vs all controls,0.889313,0.208889,1.58444,0.131837,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_recipe__raw,MS1 monocyte (IL1R2+),adult sepsis vs adult HC,31.7628,16.2928,8.1464,2,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_recipe__raw,MS1 monocyte (IL1R2+),paediatric sepsis vs paediatric HC,38.7058,6.47281,3.2364,2,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_recipe__raw,MS1 monocyte (IL1R2+),all sepsis vs all controls,33.348,13.1538,7.03771,1.86905,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_recipe__raw,Cycling monocyte (Ye 2026),adult sepsis vs adult HC,4.5493,-0.430451,0.469218,0.917379,reversed,weak,strong,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_recipe__raw,Cycling monocyte (Ye 2026),paediatric sepsis vs paediatric HC,10.7045,0.189305,0.756904,0.250105,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_recipe__raw,Cycling monocyte (Ye 2026),all sepsis vs all controls,5.56443,-0.0428822,0.438406,0.0978138,reversed,weak,weak,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_recipe__raw,ISG-high T,paediatric sepsis vs paediatric HC,1.64523,-0.0469883,0.304017,0.154558,reversed,weak,weak,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_recipe__raw,ISG-high T,all sepsis vs all controls,1.28518,-0.0652215,0.242016,0.269492,reversed,weak,weak,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_recipe__raw,DN2 / ABC B,adult sepsis vs adult HC,-2.96938,-5.16637,4.01577,1.28652,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_recipe__raw,DN2 / ABC B,paediatric sepsis vs paediatric HC,5.16075,0.701029,1.49994,0.467371,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_recipe__raw,Cytotoxic CD4 T,adult sepsis vs adult HC,-3.04965,-2.78374,2.90168,0.959355,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_recipe__raw,Cytotoxic CD4 T,all sepsis vs all controls,-0.851918,-0.527055,1.79074,0.294323,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_recipe__raw,Granulocyte-like (LDG),adult sepsis vs adult HC,3.70317,-0.181481,0.209259,0.867257,reversed,weak,strong,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_recipe__raw,Granulocyte-like (LDG),paediatric sepsis vs paediatric HC,3.12719,0.222222,0.244444,0.909091,kept,,,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+scratch_recipe__raw,Granulocyte-like (LDG),all sepsis vs all controls,3.32004,-0.0222222,0.188889,0.117647,reversed,weak,weak,pair,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null,null
+zs__raw,null,null,null,null,null,null,null,null,null,summary,25,21,1,3,0,1,3,12,22,adult sepsis vs adult HC:6/9; paediatric sepsis vs paediatric HC:8/8; all sepsis vs all controls:7/8,null,null,null,null,null,null,null,null,null,null
+lora_n5__raw,null,null,null,null,null,null,null,null,null,summary,25,23,2,0,0,0,2,14,23,adult sepsis vs adult HC:7/9; paediatric sepsis vs paediatric HC:8/8; all sepsis vs all controls:8/8,null,null,null,null,null,null,null,null,null,null
+scratch_n5__raw,null,null,null,null,null,null,null,null,null,summary,25,17,3,4,1,3,4,10,19,adult sepsis vs adult HC:6/9; paediatric sepsis vs paediatric HC:7/8; all sepsis vs all controls:4/8,null,null,null,null,null,null,null,null,null,null
+real_lora__raw,null,null,null,null,null,null,null,null,null,summary,25,20,0,5,0,1,4,13,20,adult sepsis vs adult HC:7/9; paediatric sepsis vs paediatric HC:7/8; all sepsis vs all controls:6/8,null,null,null,null,null,null,null,null,null,null
+real_full__raw,null,null,null,null,null,null,null,null,null,summary,25,20,0,5,0,2,3,14,21,adult sepsis vs adult HC:7/9; paediatric sepsis vs paediatric HC:6/8; all sepsis vs all controls:7/8,null,null,null,null,null,null,null,null,null,null
+scratch_full__raw,null,null,null,null,null,null,null,null,null,summary,25,19,0,6,0,3,3,14,20,adult sepsis vs adult HC:8/9; paediatric sepsis vs paediatric HC:6/8; all sepsis vs all controls:5/8,null,null,null,null,null,null,null,null,null,null
+lora_recipe__raw,null,null,null,null,null,null,null,null,null,summary,25,23,0,2,0,0,2,15,23,adult sepsis vs adult HC:8/9; paediatric sepsis vs paediatric HC:8/8; all sepsis vs all controls:7/8,null,null,null,null,null,null,null,null,null,null
+scratch_recipe__raw,null,null,null,null,null,null,null,null,null,summary,25,16,0,9,0,2,7,10,19,adult sepsis vs adult HC:5/9; paediatric sepsis vs paediatric HC:7/8; all sepsis vs all controls:4/8,null,null,null,null,null,null,null,null,null,null
+PAIR 5 pairs: scratch vs LoRA,null,null,null,null,null,null,null,null,null,summary,25,null,null,null,null,null,null,null,null,null,6,8,2,0.109375,3,7,null,null,null,null
+PAIR 58 pairs: scratch vs LoRA,null,null,null,null,null,null,null,null,null,summary,25,null,null,null,null,null,null,null,null,null,1,2,1,1,-1,2,null,null,null,null
+PAIR 58 pairs: scratch vs full FT,null,null,null,null,null,null,null,null,null,summary,25,null,null,null,null,null,null,null,null,null,1,3,2,1,0,3,null,null,null,null
+PAIR 58 pairs + recipes: scratch vs LoRA,null,null,null,null,null,null,null,null,null,summary,25,null,null,null,null,null,null,null,null,null,7,7,0,0.015625,4,8,null,null,null,null
+PAIR ref: scratch 5 pairs vs zero-shot,null,null,null,null,null,null,null,null,null,summary,25,null,null,null,null,null,null,null,null,null,4,7,3,0.34375,-1,6,null,null,null,null
+PAIR ref: scratch 58 pairs vs zero-shot,null,null,null,null,null,null,null,null,null,summary,25,null,null,null,null,null,null,null,null,null,2,5,3,0.726562,-2,3,null,null,null,null
+PAIR ref: scratch 58 + recipes vs zero-shot,null,null,null,null,null,null,null,null,null,summary,25,null,null,null,null,null,null,null,null,null,5,7,2,0.179688,2,6,null,null,null,null
+zs__raw,null,null,null,null,null,null,null,null,null,lodo,null,20,null,null,null,null,null,null,null,null,null,null,null,null,null,null,Abd-PS19,ped_sepsis,0,0
+lora_n5__raw,null,null,null,null,null,null,null,null,null,lodo,null,23,null,null,null,null,null,null,null,null,null,null,null,null,null,null,Abd-PS19,ped_sepsis,0,0
+scratch_n5__raw,null,null,null,null,null,null,null,null,null,lodo,null,16,null,null,null,null,null,null,null,null,null,null,null,null,null,null,Abd-PS19,ped_sepsis,0,0
+real_lora__raw,null,null,null,null,null,null,null,null,null,lodo,null,19,null,null,null,null,null,null,null,null,null,null,null,null,null,null,Abd-PS19,ped_sepsis,0,0
+real_full__raw,null,null,null,null,null,null,null,null,null,lodo,null,19,null,null,null,null,null,null,null,null,null,null,null,null,null,null,Abd-PS19,ped_sepsis,0,0
+scratch_full__raw,null,null,null,null,null,null,null,null,null,lodo,null,18,null,null,null,null,null,null,null,null,null,null,null,null,null,null,Abd-PS19,ped_sepsis,0,0
+lora_recipe__raw,null,null,null,null,null,null,null,null,null,lodo,null,22,null,null,null,null,null,null,null,null,null,null,null,null,null,null,Abd-PS19,ped_sepsis,0,0
+scratch_recipe__raw,null,null,null,null,null,null,null,null,null,lodo,null,16,null,null,null,null,null,null,null,null,null,null,null,null,null,null,Abd-PS19,ped_sepsis,0,0
+zs__raw,null,null,null,null,null,null,null,null,null,lodo,null,17,null,null,null,null,null,null,null,null,null,null,null,null,null,null,Abd-PS23,ped_sepsis,0,0
+lora_n5__raw,null,null,null,null,null,null,null,null,null,lodo,null,23,null,null,null,null,null,null,null,null,null,null,null,null,null,null,Abd-PS23,ped_sepsis,0,0
+scratch_n5__raw,null,null,null,null,null,null,null,null,null,lodo,null,18,null,null,null,null,null,null,null,null,null,null,null,null,null,null,Abd-PS23,ped_sepsis,0,0
+real_lora__raw,null,null,null,null,null,null,null,null,null,lodo,null,20,null,null,null,null,null,null,null,null,null,null,null,null,null,null,Abd-PS23,ped_sepsis,0,0
+real_full__raw,null,null,null,null,null,null,null,null,null,lodo,null,20,null,null,null,null,null,null,null,null,null,null,null,null,null,null,Abd-PS23,ped_sepsis,0,0
+scratch_full__raw,null,null,null,null,null,null,null,null,null,lodo,null,18,null,null,null,null,null,null,null,null,null,null,null,null,null,null,Abd-PS23,ped_sepsis,0,0
+lora_recipe__raw,null,null,null,null,null,null,null,null,null,lodo,null,22,null,null,null,null,null,null,null,null,null,null,null,null,null,null,Abd-PS23,ped_sepsis,0,0
+scratch_recipe__raw,null,null,null,null,null,null,null,null,null,lodo,null,14,null,null,null,null,null,null,null,null,null,null,null,null,null,null,Abd-PS23,ped_sepsis,0,0
+zs__raw,null,null,null,null,null,null,null,null,null,lodo,null,20,null,null,null,null,null,null,null,null,null,null,null,null,null,null,Abd-S123,adult_sepsis,0,0
+lora_n5__raw,null,null,null,null,null,null,null,null,null,lodo,null,23,null,null,null,null,null,null,null,null,null,null,null,null,null,null,Abd-S123,adult_sepsis,0,0
+scratch_n5__raw,null,null,null,null,null,null,null,null,null,lodo,null,16,null,null,null,null,null,null,null,null,null,null,null,null,null,null,Abd-S123,adult_sepsis,0,0
+real_lora__raw,null,null,null,null,null,null,null,null,null,lodo,null,20,null,null,null,null,null,null,null,null,null,null,null,null,null,null,Abd-S123,adult_sepsis,0,0
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+zs__raw,null,null,null,null,null,null,null,null,null,lodo,null,21,null,null,null,null,null,null,null,null,null,null,null,null,null,null,Uri-S147,adult_sepsis,0,0
+lora_n5__raw,null,null,null,null,null,null,null,null,null,lodo,null,23,null,null,null,null,null,null,null,null,null,null,null,null,null,null,Uri-S147,adult_sepsis,0,0
+scratch_n5__raw,null,null,null,null,null,null,null,null,null,lodo,null,19,null,null,null,null,null,null,null,null,null,null,null,null,null,null,Uri-S147,adult_sepsis,0,0
+real_lora__raw,null,null,null,null,null,null,null,null,null,lodo,null,20,null,null,null,null,null,null,null,null,null,null,null,null,null,null,Uri-S147,adult_sepsis,0,0
+real_full__raw,null,null,null,null,null,null,null,null,null,lodo,null,21,null,null,null,null,null,null,null,null,null,null,null,null,null,null,Uri-S147,adult_sepsis,0,0
+scratch_full__raw,null,null,null,null,null,null,null,null,null,lodo,null,19,null,null,null,null,null,null,null,null,null,null,null,null,null,null,Uri-S147,adult_sepsis,0,0
+lora_recipe__raw,null,null,null,null,null,null,null,null,null,lodo,null,23,null,null,null,null,null,null,null,null,null,null,null,null,null,null,Uri-S147,adult_sepsis,0,0
+scratch_recipe__raw,null,null,null,null,null,null,null,null,null,lodo,null,18,null,null,null,null,null,null,null,null,null,null,null,null,null,null,Uri-S147,adult_sepsis,0,0
diff --git a/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/verify_confound_within_depth.csv b/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/verify_confound_within_depth.csv
new file mode 100644
index 0000000000000000000000000000000000000000..358606fc9eb7c6898281364a2250fa9f0f0dab56
--- /dev/null
+++ b/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/verify_confound_within_depth.csv
@@ -0,0 +1,577 @@
+scheme,comparison,scratch_arm,pretrained_arm,state,ratio_scratch,ratio_pretrained,abs_log2_scratch,abs_log2_pretrained,D,D_ci_lo,D_ci_hi,verdict,D_bc_ci_lo,D_bc_ci_hi,verdict_bc
+V0_published,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,C1Q-high monocyte (reference),1.00515,1.07489,0.00902101,0.105405,-0.0963844,-0.403345,0.503739,not significant,-0.707317,0.224548,not significant
+V0_published,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Cycling T/NK,0.50825,1.15404,0.956525,0.215779,0.740746,-0.433584,1.70106,not significant,-0.384391,1.71651,not significant
+V0_published,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Cycling activated T (CD38/HLA-DR),0.403693,0.443262,1.29795,1.16305,0.134898,-0.371331,0.567816,not significant,-0.388215,0.542264,not significant
+V0_published,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Proliferating T (label),1.36629,2.48923,0.453972,1.31729,-0.863321,-1.27343,-0.459239,scratch closer,-1.27257,-0.459233,scratch closer
+V0_published,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Plasmablast (label),1.12466,1.87444,0.173104,0.908225,-0.735121,-1.11289,0.0424589,not significant,-1.23497,-0.222538,scratch closer
+V0_published,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Plasmablast (markers),0.349986,0.503011,1.51172,0.989379,0.522342,-0.0820004,0.991133,not significant,-0.0338526,1.02534,not significant
+V0_published,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,MS1 monocyte (IL1R2+),0.0956144,0.151909,3.38151,2.71603,0.665476,-0.451216,1.22606,not significant,-0.247289,1.28089,not significant
+V0_published,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Cycling monocyte (Ye 2026),0.0613772,0.111874,3.98914,3.1438,0.845344,-0.483136,2.22637,not significant,-0.345137,2.30622,not significant
+V0_published,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,ISG-high monocyte (positive control),0.324734,0.324813,1.61993,1.62017,-0.000246081,-1.30699,1.08337,not significant,-1.23919,1.11931,not significant
+V0_published,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,ISG-high T,0.145625,0.456853,2.75497,1.12204,1.63293,-0.160394,3.04087,not significant,-0.0285696,3.1351,not significant
+V0_published,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,DN2 / ABC B,1.63464,1.10691,0.711969,0.14983,0.562138,-0.502613,0.807536,not significant,0.00825031,0.972841,pretrained closer
+V0_published,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,HSPC,0.479321,0.958643,1.01163,0.0385976,0.973033,-0.579996,1.93568,not significant,0.0733213,2.96716,pretrained closer
+V0_published,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Cytotoxic CD4 T,1.51594,1.79338,0.603001,0.845409,-0.242407,-0.748736,0.608844,not significant,-0.790866,0.509645,not significant
+V0_published,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Granulocyte-like (LDG),0.128721,0.0545427,2.95174,4.18227,-1.23053,-2.07312,-0.326881,scratch closer,-2.05904,-0.304096,scratch closer
+V0_published,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Platelet signal in monocytes (negative control),0.59832,0.835598,0.740113,0.258647,0.481466,-0.0207072,0.747433,not significant,0.0503512,0.76952,pretrained closer
+V0_published,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,AGGREGATE,null,null,1.52356,1.29978,0.22378,-0.0780742,0.405503,not significant,0.00990003,0.45829,pretrained closer
+V0_published,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,C1Q-high monocyte (reference),0.466973,1.05336,1.09221,0.0777622,1.01444,-0.264498,1.34254,not significant,0.381993,1.46711,pretrained closer
+V0_published,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Cycling T/NK,0.415901,0.931543,1.23973,0.0922794,1.14745,0.200294,1.78265,pretrained closer,0.476103,2.07857,pretrained closer
+V0_published,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Cycling activated T (CD38/HLA-DR),0.314981,0.408872,1.65183,1.27962,0.372211,-0.369907,0.957741,not significant,-0.366098,0.958037,not significant
+V0_published,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Proliferating T (label),1.12718,1.48979,0.177643,0.578195,-0.400551,-0.815101,0.204075,not significant,-1.00561,0.00793044,not significant
+V0_published,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Plasmablast (label),1.24001,3.47492,0.313538,1.79747,-1.48393,-2.26838,0.344367,not significant,-2.45717,0.0226252,not significant
+V0_published,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Plasmablast (markers),0.642013,1.0399,0.637634,0.0573868,0.580247,-1.00456,0.882856,not significant,0.161867,1.48219,pretrained closer
+V0_published,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,MS1 monocyte (IL1R2+),0.404617,0.205964,1.30354,2.27559,-0.972054,-1.44155,0.0349552,not significant,-1.4917,-0.0978129,scratch closer
+V0_published,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Cycling monocyte (Ye 2026),0.0867531,0.0895574,3.48559,3.43715,0.0484442,-0.946967,1.07035,not significant,-0.926579,1.1019,not significant
+V0_published,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,ISG-high monocyte (positive control),0.306379,0.435961,1.70174,1.19397,0.507772,-0.455,1.26155,not significant,-0.388731,1.29749,not significant
+V0_published,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,ISG-high T,0.169555,0.373078,2.53722,1.4128,1.12443,-0.231147,2.22897,not significant,-0.179553,2.27709,not significant
+V0_published,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,DN2 / ABC B,0.633688,0.350657,0.652851,1.50187,-0.849022,-1.77717,0.0230069,not significant,-1.77717,0.0230069,not significant
+V0_published,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,HSPC,1.33828,0.573547,0.435506,0.760045,-0.324538,-2.12108,0.986917,not significant,-1.9935,1.0868,not significant
+V0_published,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Cytotoxic CD4 T,0.800203,0.895231,0.313847,0.152535,0.161312,-0.232304,0.537524,not significant,-0.180251,0.604482,not significant
+V0_published,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Granulocyte-like (LDG),0.0430958,0.0382542,4.51658,4.68604,-0.169463,-1.0184,0.507479,not significant,-0.948816,0.536194,not significant
+V0_published,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Platelet signal in monocytes (negative control),0.392348,0.547251,1.3474,0.867875,0.479526,-0.124987,0.912627,not significant,-0.0889394,0.93658,not significant
+V0_published,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,AGGREGATE,null,null,1.41213,1.39298,0.0191519,-0.349716,0.254627,not significant,-0.238393,0.379116,not significant
+V0_published,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,C1Q-high monocyte (reference),0.466973,0.916807,1.09221,0.122262,0.969945,-0.0986847,1.2492,not significant,0.53441,1.48447,pretrained closer
+V0_published,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Cycling T/NK,0.415901,1.336,1.23973,0.424763,0.814966,-0.142378,1.8688,not significant,-0.213377,1.82773,not significant
+V0_published,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Cycling activated T (CD38/HLA-DR),0.314981,0.578323,1.65183,0.782009,0.869821,0.238723,1.39487,pretrained closer,0.156521,1.3721,pretrained closer
+V0_published,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Proliferating T (label),1.12718,1.84558,0.177643,0.886455,-0.708811,-1.03063,-0.0969414,scratch closer,-1.15511,-0.315862,scratch closer
+V0_published,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Plasmablast (label),1.24001,3.28027,0.313538,1.71439,-1.40085,-2.01757,-0.13381,scratch closer,-2.2011,-0.416406,scratch closer
+V0_published,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Plasmablast (markers),0.642013,1.15447,0.637634,0.208107,0.429526,-0.865748,1.00968,not significant,-0.67825,1.08862,not significant
+V0_published,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,MS1 monocyte (IL1R2+),0.404617,0.361097,1.30354,1.46743,-0.163893,-0.80802,0.857015,not significant,-0.862868,0.774349,not significant
+V0_published,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Cycling monocyte (Ye 2026),0.0867531,0.113928,3.48559,3.10037,0.385221,-0.429232,1.28524,not significant,-0.503188,1.2283,not significant
+V0_published,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,ISG-high monocyte (positive control),0.306379,0.576362,1.70174,0.792188,0.909549,-0.303309,1.7314,not significant,-0.224269,1.82297,not significant
+V0_published,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,ISG-high T,0.169555,0.449465,2.53722,1.14447,1.39275,-0.222665,2.66394,not significant,-0.173705,2.72036,not significant
+V0_published,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,DN2 / ABC B,0.633688,0.372326,0.652851,1.41678,-0.763931,-1.3961,0.00828975,not significant,-1.43191,-0.04734,scratch closer
+V0_published,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,HSPC,1.33828,0.782109,0.435506,0.324388,0.111118,-1.01752,0.997173,not significant,-0.94273,1.03695,not significant
+V0_published,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Cytotoxic CD4 T,0.800203,1.32217,0.313847,0.407641,-0.093794,-0.629953,0.477168,not significant,-0.647186,0.447271,not significant
+V0_published,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Granulocyte-like (LDG),0.0430958,0.0413254,4.51658,4.57531,-0.0587304,-0.630206,0.503025,not significant,-0.663258,0.455495,not significant
+V0_published,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Platelet signal in monocytes (negative control),0.392348,0.699329,1.3474,0.514552,0.83285,0.446995,1.18937,pretrained closer,0.446263,1.18824,pretrained closer
+V0_published,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,AGGREGATE,null,null,1.41213,1.27495,0.13718,-0.138205,0.406414,not significant,-0.128666,0.412582,not significant
+V0_published,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,C1Q-high monocyte (reference),0.5325,0.625773,0.90289,0.671411,0.231478,-0.644483,0.783102,not significant,-0.607347,0.794214,not significant
+V0_published,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Cycling T/NK,0.479032,0.987329,1.0398,0.00844623,1.03136,-0.0077378,1.52616,not significant,0.482728,1.83131,pretrained closer
+V0_published,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Cycling activated T (CD38/HLA-DR),0.278936,0.45704,1.82478,1.1197,0.705079,-0.0754009,1.49651,not significant,-0.12477,1.4295,not significant
+V0_published,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Proliferating T (label),0.977178,1.76032,0.0275878,0.818281,-0.790693,-1.07785,-0.0846297,scratch closer,-1.3173,-0.487549,scratch closer
+V0_published,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Plasmablast (label),1.17513,2.29979,0.236232,1.20276,-0.966525,-1.53999,0.358279,not significant,-1.67855,-0.0178657,scratch closer
+V0_published,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Plasmablast (markers),0.734132,0.710737,0.444398,0.4911,-0.0467015,-0.887677,0.342857,not significant,-0.680517,0.438525,not significant
+V0_published,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,MS1 monocyte (IL1R2+),0.4621,0.301019,1.11191,1.72942,-0.617507,-1.37861,0.399131,not significant,-1.43836,0.353988,not significant
+V0_published,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Cycling monocyte (Ye 2026),0.0869464,0.0962428,3.4769,3.33587,0.141031,-0.774592,0.97613,not significant,-0.795467,0.961359,not significant
+V0_published,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,ISG-high monocyte (positive control),0.263355,0.597133,1.91846,0.741134,1.17732,-0.275567,2.4229,not significant,-0.204023,2.48468,not significant
+V0_published,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,ISG-high T,0.183512,0.532931,2.42462,0.901032,1.52359,0.0809311,2.49036,pretrained closer,0.125493,2.53997,pretrained closer
+V0_published,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,DN2 / ABC B,0.459289,0.28267,1.11463,1.81109,-0.696454,-1.20622,-0.0774192,scratch closer,-1.19519,-0.054564,scratch closer
+V0_published,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,HSPC,0.955911,0.710699,0.0418155,0.460432,-0.418616,-1.73364,0.531408,not significant,-2.28048,0.326643,not significant
+V0_published,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Cytotoxic CD4 T,1.18755,1.23372,0.252604,0.307867,-0.055263,-0.430846,0.522995,not significant,-0.484169,0.453196,not significant
+V0_published,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Granulocyte-like (LDG),0.0585732,0.0252858,4.07852,5.27175,-1.19323,-2.18086,-0.355553,scratch closer,-2.14473,-0.346448,scratch closer
+V0_published,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Platelet signal in monocytes (negative control),0.445627,0.544771,1.16369,0.874366,0.289324,-0.25081,0.848323,not significant,-0.283627,0.822629,not significant
+V0_published,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,AGGREGATE,null,null,1.3059,1.39455,-0.0886499,-0.378816,0.177756,not significant,-0.396415,0.163818,not significant
+V0_published,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,C1Q-high monocyte (reference),1.00515,0.024986,0.00902101,5.2643,-5.25527,-6.31051,-3.47507,scratch closer,-7.13856,-4.23296,scratch closer
+V0_published,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Cycling T/NK,0.50825,2.51667,0.956525,1.33804,-0.381514,-1.64195,1.00754,not significant,-1.78704,0.850932,not significant
+V0_published,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Cycling activated T (CD38/HLA-DR),0.403693,0.64599,1.29795,0.610712,0.687241,0.0260591,1.33907,pretrained closer,0.0371805,1.37504,pretrained closer
+V0_published,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Proliferating T (label),1.36629,3.87832,0.453972,1.95677,-1.5028,-2.15874,-0.605227,scratch closer,-2.15357,-0.597921,scratch closer
+V0_published,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Plasmablast (label),1.12466,1.50676,0.173104,0.593892,-0.420788,-1.22968,0.413543,not significant,-1.27824,0.310135,not significant
+V0_published,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Plasmablast (markers),0.349986,0.781626,1.51172,0.352954,1.15877,0.0886224,1.55072,pretrained closer,0.420717,1.69654,pretrained closer
+V0_published,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,MS1 monocyte (IL1R2+),0.0956144,0.0838364,3.38151,3.5713,-0.189793,-1.66958,0.503136,not significant,-1.48827,0.553884,not significant
+V0_published,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Cycling monocyte (Ye 2026),0.0613772,0.0934457,3.98914,3.39492,0.59422,-0.646465,1.79718,not significant,-0.589144,1.84956,not significant
+V0_published,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,ISG-high monocyte (positive control),0.324734,2.62664,1.61993,1.39332,0.22661,-2.06135,1.75142,not significant,-2.17674,1.67793,not significant
+V0_published,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,ISG-high T,0.145625,2.70515,2.75497,1.44054,1.31443,-0.379268,2.85318,not significant,-0.399615,2.82592,not significant
+V0_published,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,DN2 / ABC B,1.63464,1.26791,0.711969,0.345706,0.366263,-0.426523,0.707419,not significant,-0.0953512,0.836449,not significant
+V0_published,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,HSPC,0.479321,0.88238,1.01163,0.151057,0.860574,-0.577855,1.97494,not significant,-0.150063,2.72113,not significant
+V0_published,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Cytotoxic CD4 T,1.51594,0.467215,0.603001,1.06247,-0.459472,-1.54294,1.1969,not significant,-1.59707,1.02965,not significant
+V0_published,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Granulocyte-like (LDG),0.128721,0.139565,2.95174,2.831,0.120737,-0.455348,0.952646,not significant,-0.61221,0.729343,not significant
+V0_published,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Platelet signal in monocytes (negative control),0.59832,0.359741,0.740113,1.47313,-0.733021,-1.17367,-0.378423,scratch closer,-1.10317,-0.300876,scratch closer
+V0_published,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,AGGREGATE,null,null,1.52356,1.76259,-0.239032,-0.514982,0.00500708,not significant,-0.507359,0.00809046,not significant
+V0_published,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,C1Q-high monocyte (reference),0.466973,0.024986,1.09221,5.2643,-4.17209,-5.38885,-3.18435,scratch closer,-5.23415,-3.09351,scratch closer
+V0_published,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Cycling T/NK,0.415901,2.51667,1.23973,1.33804,-0.0983106,-1.16937,1.09442,not significant,-1.33459,0.973457,not significant
+V0_published,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Cycling activated T (CD38/HLA-DR),0.314981,0.64599,1.65183,0.610712,1.04112,0.0621028,1.91969,pretrained closer,0.073904,1.9259,pretrained closer
+V0_published,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Proliferating T (label),1.12718,3.87832,0.177643,1.95677,-1.77913,-2.4575,-0.78557,scratch closer,-2.61956,-1.01731,scratch closer
+V0_published,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Plasmablast (label),1.24001,1.50676,0.313538,0.593892,-0.280354,-0.956342,0.438542,not significant,-0.963976,0.43016,not significant
+V0_published,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Plasmablast (markers),0.642013,0.781626,0.637634,0.352954,0.284679,-0.56547,0.678425,not significant,-0.248785,0.945493,not significant
+V0_published,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,MS1 monocyte (IL1R2+),0.404617,0.0838364,1.30354,3.5713,-2.26777,-3.62588,-0.902858,scratch closer,-3.59869,-0.894161,scratch closer
+V0_published,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Cycling monocyte (Ye 2026),0.0867531,0.0934457,3.48559,3.39492,0.0906723,-1.27063,1.15435,not significant,-1.15184,1.19786,not significant
+V0_published,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,ISG-high monocyte (positive control),0.306379,2.62664,1.70174,1.39332,0.308419,-1.71363,1.49532,not significant,-1.75636,1.4677,not significant
+V0_published,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,ISG-high T,0.169555,2.70515,2.53722,1.44054,1.09668,-0.432566,2.37399,not significant,-0.617183,2.28193,not significant
+V0_published,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,DN2 / ABC B,0.633688,1.26791,0.652851,0.345706,0.307145,-1.02408,1.1721,not significant,-0.885056,1.2645,not significant
+V0_published,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,HSPC,1.33828,0.88238,0.435506,0.151057,0.28445,-0.896287,1.01086,not significant,-0.449449,1.31531,not significant
+V0_published,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Cytotoxic CD4 T,0.800203,0.467215,0.313847,1.06247,-0.748626,-1.58055,0.0919568,not significant,-1.68233,-0.0043457,scratch closer
+V0_published,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Granulocyte-like (LDG),0.0430958,0.139565,4.51658,2.831,1.68558,1.03726,2.55648,pretrained closer,0.917057,2.39803,pretrained closer
+V0_published,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Platelet signal in monocytes (negative control),0.392348,0.359741,1.3474,1.47313,-0.125732,-0.656223,0.331628,not significant,-0.598856,0.370848,not significant
+V0_published,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,AGGREGATE,null,null,1.41213,1.76259,-0.350458,-0.660323,-0.128444,scratch closer,-0.61883,-0.10131,scratch closer
+V0_published,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,C1Q-high monocyte (reference),0.5325,0.024986,0.90289,5.2643,-4.36141,-5.58702,-3.56459,scratch closer,-5.51604,-3.51773,scratch closer
+V0_published,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Cycling T/NK,0.479032,2.51667,1.0398,1.33804,-0.298235,-1.33691,0.864509,not significant,-1.564,0.699805,not significant
+V0_published,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Cycling activated T (CD38/HLA-DR),0.278936,0.64599,1.82478,0.610712,1.21407,0.207049,2.2132,pretrained closer,0.26729,2.23955,pretrained closer
+V0_published,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Proliferating T (label),0.977178,3.87832,0.0275878,1.95677,-1.92919,-2.52347,-0.845655,scratch closer,-2.7253,-1.23396,scratch closer
+V0_published,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Plasmablast (label),1.17513,1.50676,0.236232,0.593892,-0.35766,-1.02356,0.504187,not significant,-1.09183,0.395599,not significant
+V0_published,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Plasmablast (markers),0.734132,0.781626,0.444398,0.352954,0.0914443,-0.781805,0.429589,not significant,-0.436432,0.56391,not significant
+V0_published,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,MS1 monocyte (IL1R2+),0.4621,0.0838364,1.11191,3.5713,-2.45939,-3.82759,-1.00351,scratch closer,-3.82759,-1.00351,scratch closer
+V0_published,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Cycling monocyte (Ye 2026),0.0869464,0.0934457,3.4769,3.39492,0.0819822,-1.13966,0.939323,not significant,-1.04728,0.991697,not significant
+V0_published,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,ISG-high monocyte (positive control),0.263355,2.62664,1.91846,1.39332,0.525138,-1.79132,2.01646,not significant,-1.99226,1.93327,not significant
+V0_published,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,ISG-high T,0.183512,2.70515,2.42462,1.44054,0.984085,-0.500624,2.31419,not significant,-0.588365,2.26523,not significant
+V0_published,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,DN2 / ABC B,0.459289,1.26791,1.11463,0.345706,0.768926,-0.770734,1.60974,not significant,-0.626407,1.71303,not significant
+V0_published,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,HSPC,0.955911,0.88238,0.0418155,0.151057,-0.109241,-0.907912,0.548876,not significant,-1.06025,0.470072,not significant
+V0_published,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Cytotoxic CD4 T,1.18755,0.467215,0.252604,1.06247,-0.80987,-1.71992,0.412218,not significant,-1.8186,0.22939,not significant
+V0_published,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Granulocyte-like (LDG),0.0585732,0.139565,4.07852,2.831,1.24752,0.559523,2.10093,pretrained closer,0.405051,1.94685,pretrained closer
+V0_published,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Platelet signal in monocytes (negative control),0.445627,0.359741,1.16369,1.47313,-0.309443,-0.943299,0.284428,not significant,-0.930369,0.287778,not significant
+V0_published,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,AGGREGATE,null,null,1.3059,1.76259,-0.456689,-0.72933,-0.23849,scratch closer,-0.747601,-0.250533,scratch closer
+V0_reseed,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,C1Q-high monocyte (reference),1.00515,1.07489,0.00902101,0.105405,-0.0963844,-0.404101,0.500828,not significant,-0.711206,0.225522,not significant
+V0_reseed,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Cycling T/NK,0.50825,1.15404,0.956525,0.215779,0.740746,-0.433584,1.70106,not significant,-0.384391,1.71651,not significant
+V0_reseed,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Cycling activated T (CD38/HLA-DR),0.403693,0.443262,1.29795,1.16305,0.134898,-0.371331,0.567816,not significant,-0.388215,0.542264,not significant
+V0_reseed,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Proliferating T (label),1.36629,2.48923,0.453972,1.31729,-0.863321,-1.27343,-0.459239,scratch closer,-1.27257,-0.459233,scratch closer
+V0_reseed,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Plasmablast (label),1.12466,1.87444,0.173104,0.908225,-0.735121,-1.11289,0.0424589,not significant,-1.23497,-0.222538,scratch closer
+V0_reseed,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Plasmablast (markers),0.349986,0.503011,1.51172,0.989379,0.522342,-0.0820004,0.991133,not significant,-0.0338526,1.02534,not significant
+V0_reseed,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,MS1 monocyte (IL1R2+),0.095667,0.151909,3.38072,2.71603,0.664683,-0.455982,1.22407,not significant,-0.243208,1.27824,not significant
+V0_reseed,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Cycling monocyte (Ye 2026),0.0612595,0.111874,3.99191,3.1438,0.848113,-0.503523,2.21561,not significant,-0.341175,2.32701,not significant
+V0_reseed,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,ISG-high monocyte (positive control),0.323464,0.324813,1.62558,1.62017,0.00540712,-1.29299,1.08196,not significant,-1.22229,1.12568,not significant
+V0_reseed,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,ISG-high T,0.145625,0.456853,2.75497,1.12204,1.63293,-0.160394,3.04087,not significant,-0.0285696,3.1351,not significant
+V0_reseed,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,DN2 / ABC B,1.63464,1.10691,0.711969,0.14983,0.562138,-0.502613,0.807536,not significant,0.00825031,0.972841,pretrained closer
+V0_reseed,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,HSPC,0.479321,0.958643,1.01163,0.0385976,0.973033,-0.579996,1.93568,not significant,0.0733213,2.96716,pretrained closer
+V0_reseed,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Cytotoxic CD4 T,1.51594,1.79338,0.603001,0.845409,-0.242407,-0.748736,0.608844,not significant,-0.790866,0.509645,not significant
+V0_reseed,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Granulocyte-like (LDG),0.128721,0.0545427,2.95174,4.18227,-1.23053,-2.07312,-0.326881,scratch closer,-2.05904,-0.304096,scratch closer
+V0_reseed,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Platelet signal in monocytes (negative control),0.602155,0.835598,0.730897,0.258647,0.47225,-0.0288336,0.73626,not significant,0.0483627,0.758298,pretrained closer
+V0_reseed,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,AGGREGATE,null,null,1.52371,1.29978,0.223932,-0.0791335,0.404775,not significant,0.00943461,0.458725,pretrained closer
+V0_reseed,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,C1Q-high monocyte (reference),0.46435,1.05761,1.10033,0.0835662,1.01677,-0.256692,1.35512,not significant,0.352184,1.47819,pretrained closer
+V0_reseed,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Cycling T/NK,0.4144,0.96248,1.24494,0.0452308,1.19971,0.182005,1.8017,pretrained closer,0.533067,2.21112,pretrained closer
+V0_reseed,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Cycling activated T (CD38/HLA-DR),0.315467,0.415966,1.64961,1.25482,0.394788,-0.34926,0.981026,not significant,-0.342278,0.98149,not significant
+V0_reseed,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Proliferating T (label),1.12718,1.48979,0.177643,0.578195,-0.400551,-0.815101,0.204075,not significant,-1.00561,0.00793044,not significant
+V0_reseed,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Plasmablast (label),1.24001,3.47492,0.313538,1.79747,-1.48393,-2.26838,0.344367,not significant,-2.45717,0.0226252,not significant
+V0_reseed,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Plasmablast (markers),0.650692,1.0375,0.618265,0.0540505,0.564215,-1.00349,0.866711,not significant,0.165454,1.49699,pretrained closer
+V0_reseed,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,MS1 monocyte (IL1R2+),0.404504,0.205553,1.30394,2.27848,-0.974538,-1.44452,0.0334564,not significant,-1.49791,-0.10439,scratch closer
+V0_reseed,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Cycling monocyte (Ye 2026),0.0863575,0.090056,3.49218,3.42914,0.0630429,-0.941778,1.10457,not significant,-0.928422,1.1168,not significant
+V0_reseed,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,ISG-high monocyte (positive control),0.302777,0.436871,1.7188,1.19096,0.527844,-0.430597,1.2752,not significant,-0.357855,1.31241,not significant
+V0_reseed,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,ISG-high T,0.169766,0.380318,2.53543,1.38509,1.15034,-0.216833,2.26243,not significant,-0.170075,2.31085,not significant
+V0_reseed,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,DN2 / ABC B,0.626223,0.347215,0.669936,1.5161,-0.84616,-1.77212,0.0352323,not significant,-1.74599,0.0427088,not significant
+V0_reseed,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,HSPC,1.30918,0.561078,0.403913,0.791638,-0.387724,-2.17179,0.94866,not significant,-2.07571,1.00097,not significant
+V0_reseed,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Cytotoxic CD4 T,0.800203,0.895231,0.313847,0.152535,0.161312,-0.232304,0.537524,not significant,-0.180251,0.604482,not significant
+V0_reseed,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Granulocyte-like (LDG),0.0432161,0.0385578,4.51256,4.67464,-0.162079,-1.00782,0.52191,not significant,-0.940834,0.537384,not significant
+V0_reseed,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Platelet signal in monocytes (negative control),0.393872,0.553649,1.34181,0.851107,0.4907,-0.105304,0.912907,not significant,-0.0788839,0.930307,not significant
+V0_reseed,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,AGGREGATE,null,null,1.41047,1.38776,0.0227069,-0.349044,0.254557,not significant,-0.236025,0.385827,not significant
+V0_reseed,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,C1Q-high monocyte (reference),0.46435,0.913119,1.10033,0.128076,0.972256,-0.0769919,1.2564,not significant,0.540592,1.49091,pretrained closer
+V0_reseed,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Cycling T/NK,0.4144,1.3709,1.24494,0.461893,0.783044,-0.158841,1.85645,not significant,-0.224133,1.79844,not significant
+V0_reseed,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Cycling activated T (CD38/HLA-DR),0.315467,0.580213,1.64961,0.777306,0.872305,0.252654,1.38805,pretrained closer,0.204368,1.36012,pretrained closer
+V0_reseed,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Proliferating T (label),1.12718,1.84558,0.177643,0.886455,-0.708811,-1.03063,-0.0969414,scratch closer,-1.15511,-0.315862,scratch closer
+V0_reseed,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Plasmablast (label),1.24001,3.28027,0.313538,1.71439,-1.40085,-2.01757,-0.13381,scratch closer,-2.2011,-0.416406,scratch closer
+V0_reseed,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Plasmablast (markers),0.650692,1.16216,0.618265,0.217672,0.400593,-0.85786,0.996721,not significant,-0.739549,1.04861,not significant
+V0_reseed,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,MS1 monocyte (IL1R2+),0.404504,0.358853,1.30394,1.47642,-0.172485,-0.826782,0.838389,not significant,-0.883055,0.770557,not significant
+V0_reseed,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Cycling monocyte (Ye 2026),0.0863575,0.115237,3.49218,3.08389,0.408295,-0.427926,1.31998,not significant,-0.48024,1.25057,not significant
+V0_reseed,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,ISG-high monocyte (positive control),0.302777,0.576001,1.7188,0.793091,0.925708,-0.277929,1.75048,not significant,-0.212345,1.83357,not significant
+V0_reseed,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,ISG-high T,0.169766,0.455244,2.53543,1.12605,1.40938,-0.207049,2.68407,not significant,-0.156184,2.73912,not significant
+V0_reseed,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,DN2 / ABC B,0.626223,0.37461,0.669936,1.40796,-0.738028,-1.35089,0.0220314,not significant,-1.38292,-0.0301289,scratch closer
+V0_reseed,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,HSPC,1.30918,0.770436,0.403913,0.346002,0.057911,-1.04612,0.959314,not significant,-0.990892,0.987949,not significant
+V0_reseed,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Cytotoxic CD4 T,0.800203,1.32217,0.313847,0.407641,-0.093794,-0.629953,0.477168,not significant,-0.647186,0.447271,not significant
+V0_reseed,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Granulocyte-like (LDG),0.0432161,0.041017,4.51256,4.58611,-0.0735585,-0.635364,0.479946,not significant,-0.663631,0.450899,not significant
+V0_reseed,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Platelet signal in monocytes (negative control),0.393872,0.699466,1.34181,0.514268,0.827539,0.441269,1.19286,pretrained closer,0.437342,1.18921,pretrained closer
+V0_reseed,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,AGGREGATE,null,null,1.41047,1.27845,0.132019,-0.140134,0.400985,not significant,-0.13889,0.401023,not significant
+V0_reseed,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,C1Q-high monocyte (reference),0.535822,0.6265,0.893919,0.669738,0.224181,-0.644814,0.766689,not significant,-0.606727,0.780165,not significant
+V0_reseed,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Cycling T/NK,0.473787,0.96602,1.05566,0.0398673,1.01579,0.0394628,1.54014,pretrained closer,0.410694,1.77746,pretrained closer
+V0_reseed,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Cycling activated T (CD38/HLA-DR),0.273631,0.452715,1.85246,1.13341,0.71905,-0.0230295,1.47564,not significant,-0.064327,1.41133,not significant
+V0_reseed,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Proliferating T (label),0.977178,1.76032,0.0275878,0.818281,-0.790693,-1.07785,-0.0846297,scratch closer,-1.3173,-0.487549,scratch closer
+V0_reseed,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Plasmablast (label),1.17513,2.29979,0.236232,1.20276,-0.966525,-1.53999,0.358279,not significant,-1.67855,-0.0178657,scratch closer
+V0_reseed,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Plasmablast (markers),0.740476,0.710261,0.431987,0.492066,-0.0600791,-0.904289,0.326978,not significant,-0.678924,0.424428,not significant
+V0_reseed,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,MS1 monocyte (IL1R2+),0.462294,0.300059,1.11131,1.73402,-0.622718,-1.37901,0.386233,not significant,-1.44055,0.341931,not significant
+V0_reseed,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Cycling monocyte (Ye 2026),0.0878781,0.0947559,3.46153,3.35833,0.103203,-0.809987,0.920624,not significant,-0.832529,0.916942,not significant
+V0_reseed,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,ISG-high monocyte (positive control),0.265203,0.598802,1.90837,0.737109,1.17126,-0.307579,2.41691,not significant,-0.213612,2.48607,not significant
+V0_reseed,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,ISG-high T,0.184949,0.523216,2.41337,0.927556,1.48582,0.0250965,2.45889,pretrained closer,0.0698572,2.49137,pretrained closer
+V0_reseed,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,DN2 / ABC B,0.44949,0.28267,1.14572,1.81109,-0.665365,-1.1762,-0.0365764,scratch closer,-1.15989,0.00136372,not significant
+V0_reseed,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,HSPC,0.948883,0.710699,0.0524236,0.460432,-0.408008,-1.68682,0.537733,not significant,-2.20864,0.339994,not significant
+V0_reseed,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Cytotoxic CD4 T,1.19046,1.23372,0.256123,0.307867,-0.0517443,-0.429524,0.523625,not significant,-0.488621,0.45593,not significant
+V0_reseed,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Granulocyte-like (LDG),0.0582218,0.0253035,4.0872,5.27074,-1.18354,-2.17286,-0.341776,scratch closer,-2.14808,-0.325763,scratch closer
+V0_reseed,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Platelet signal in monocytes (negative control),0.441367,0.549174,1.17755,0.862755,0.314795,-0.222153,0.873758,not significant,-0.260875,0.843851,not significant
+V0_reseed,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,AGGREGATE,null,null,1.30966,1.40201,-0.0923558,-0.370013,0.172974,not significant,-0.394234,0.156143,not significant
+V0_reseed,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,C1Q-high monocyte (reference),1.00515,0.0250807,0.00902101,5.25884,-5.24982,-6.27512,-3.45593,scratch closer,-7.11004,-4.23527,scratch closer
+V0_reseed,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Cycling T/NK,0.50825,2.48976,0.956525,1.32257,-0.366043,-1.58454,0.978659,not significant,-1.77741,0.839658,not significant
+V0_reseed,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Cycling activated T (CD38/HLA-DR),0.403693,0.653208,1.29795,0.594704,0.703249,0.0500766,1.32551,pretrained closer,0.0776197,1.35829,pretrained closer
+V0_reseed,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Proliferating T (label),1.36629,3.87832,0.453972,1.95677,-1.5028,-2.15874,-0.605227,scratch closer,-2.15357,-0.597921,scratch closer
+V0_reseed,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Plasmablast (label),1.12466,1.50676,0.173104,0.593892,-0.420788,-1.22968,0.413543,not significant,-1.27824,0.310135,not significant
+V0_reseed,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Plasmablast (markers),0.349986,0.763229,1.51172,0.387306,1.12442,0.052911,1.55025,pretrained closer,0.336601,1.68417,pretrained closer
+V0_reseed,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,MS1 monocyte (IL1R2+),0.095667,0.0834617,3.38072,3.57776,-0.197048,-1.6796,0.487096,not significant,-1.45692,0.540292,not significant
+V0_reseed,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Cycling monocyte (Ye 2026),0.0612595,0.09646,3.99191,3.34914,0.64277,-0.625502,1.87396,not significant,-0.559105,1.92935,not significant
+V0_reseed,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,ISG-high monocyte (positive control),0.323464,2.68436,1.62558,1.42467,0.200915,-2.06474,1.72396,not significant,-2.19031,1.66265,not significant
+V0_reseed,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,ISG-high T,0.145625,2.46016,2.75497,1.30385,1.45112,-0.386954,3.04675,not significant,-0.393245,3.03763,not significant
+V0_reseed,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,DN2 / ABC B,1.63464,1.35021,0.711969,0.436363,0.275605,-0.408976,0.633424,not significant,-0.200248,0.721527,not significant
+V0_reseed,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,HSPC,0.479321,0.846217,1.01163,0.211178,0.800453,-0.618962,1.96085,not significant,-0.272279,2.54201,not significant
+V0_reseed,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Cytotoxic CD4 T,1.51594,0.460483,0.603001,1.08338,-0.480381,-1.53653,1.18282,not significant,-1.58225,1.01569,not significant
+V0_reseed,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Granulocyte-like (LDG),0.128721,0.139998,2.95174,2.82653,0.125201,-0.460358,0.972265,not significant,-0.612911,0.764912,not significant
+V0_reseed,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Platelet signal in monocytes (negative control),0.602155,0.35885,0.730897,1.47671,-0.745815,-1.16184,-0.420504,scratch closer,-1.0996,-0.35398,scratch closer
+V0_reseed,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,AGGREGATE,null,null,1.52371,1.76172,-0.238006,-0.514845,0.011212,not significant,-0.518514,0.00960343,not significant
+V0_reseed,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,C1Q-high monocyte (reference),0.46435,0.0250807,1.10033,5.25884,-4.15851,-5.37699,-3.16176,scratch closer,-5.17645,-3.03066,scratch closer
+V0_reseed,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Cycling T/NK,0.4144,2.48976,1.24494,1.32257,-0.0776309,-1.10166,1.09636,not significant,-1.3151,0.957682,not significant
+V0_reseed,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Cycling activated T (CD38/HLA-DR),0.315467,0.653208,1.64961,0.594704,1.05491,0.0956321,1.91262,pretrained closer,0.121776,1.92632,pretrained closer
+V0_reseed,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Proliferating T (label),1.12718,3.87832,0.177643,1.95677,-1.77913,-2.4575,-0.78557,scratch closer,-2.61956,-1.01731,scratch closer
+V0_reseed,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Plasmablast (label),1.24001,1.50676,0.313538,0.593892,-0.280354,-0.956342,0.438542,not significant,-0.963976,0.43016,not significant
+V0_reseed,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Plasmablast (markers),0.650692,0.763229,0.618265,0.387306,0.230959,-0.597366,0.62481,not significant,-0.313596,0.887057,not significant
+V0_reseed,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,MS1 monocyte (IL1R2+),0.404504,0.0834617,1.30394,3.57776,-2.27383,-3.61202,-0.918819,scratch closer,-3.58211,-0.892909,scratch closer
+V0_reseed,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Cycling monocyte (Ye 2026),0.0863575,0.09646,3.49218,3.34914,0.143045,-1.19556,1.20547,not significant,-1.1135,1.26098,not significant
+V0_reseed,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,ISG-high monocyte (positive control),0.302777,2.68436,1.7188,1.42467,0.294133,-1.72634,1.4858,not significant,-1.74807,1.47427,not significant
+V0_reseed,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,ISG-high T,0.169766,2.46016,2.53543,1.30385,1.23158,-0.446467,2.56117,not significant,-0.561914,2.46186,not significant
+V0_reseed,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,DN2 / ABC B,0.626223,1.35021,0.669936,0.436363,0.233572,-1.12745,1.1788,not significant,-1.04818,1.24825,not significant
+V0_reseed,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,HSPC,1.30918,0.846217,0.403913,0.211178,0.192735,-0.940721,0.957693,not significant,-0.627086,1.16028,not significant
+V0_reseed,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Cytotoxic CD4 T,0.800203,0.460483,0.313847,1.08338,-0.769535,-1.5853,0.066034,not significant,-1.6909,-0.0303681,scratch closer
+V0_reseed,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Granulocyte-like (LDG),0.0432161,0.139998,4.51256,2.82653,1.68602,1.03256,2.56042,pretrained closer,0.899277,2.38712,pretrained closer
+V0_reseed,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Platelet signal in monocytes (negative control),0.393872,0.35885,1.34181,1.47671,-0.134905,-0.659678,0.322745,not significant,-0.621435,0.343665,not significant
+V0_reseed,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,AGGREGATE,null,null,1.41047,1.76172,-0.351244,-0.666625,-0.112452,scratch closer,-0.639468,-0.0990644,scratch closer
+V0_reseed,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,C1Q-high monocyte (reference),0.535822,0.0250807,0.893919,5.25884,-4.36492,-5.5558,-3.55626,scratch closer,-5.52399,-3.51124,scratch closer
+V0_reseed,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Cycling T/NK,0.473787,2.48976,1.05566,1.32257,-0.26691,-1.32755,0.847402,not significant,-1.55016,0.697746,not significant
+V0_reseed,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Cycling activated T (CD38/HLA-DR),0.273631,0.653208,1.85246,0.594704,1.25775,0.313628,2.1982,pretrained closer,0.339892,2.22536,pretrained closer
+V0_reseed,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Proliferating T (label),0.977178,3.87832,0.0275878,1.95677,-1.92919,-2.52347,-0.845655,scratch closer,-2.7253,-1.23396,scratch closer
+V0_reseed,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Plasmablast (label),1.17513,1.50676,0.236232,0.593892,-0.35766,-1.02356,0.504187,not significant,-1.09183,0.395599,not significant
+V0_reseed,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Plasmablast (markers),0.740476,0.763229,0.431987,0.387306,0.0446813,-0.826627,0.406899,not significant,-0.498791,0.536796,not significant
+V0_reseed,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,MS1 monocyte (IL1R2+),0.462294,0.0834617,1.11131,3.57776,-2.46646,-3.82272,-1.02394,scratch closer,-3.82565,-1.02628,scratch closer
+V0_reseed,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Cycling monocyte (Ye 2026),0.0878781,0.09646,3.46153,3.34914,0.112389,-1.08476,0.961991,not significant,-1.01349,1.02212,not significant
+V0_reseed,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,ISG-high monocyte (positive control),0.265203,2.68436,1.90837,1.42467,0.483701,-1.8098,1.98151,not significant,-2.02264,1.90863,not significant
+V0_reseed,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,ISG-high T,0.184949,2.46016,2.41337,1.30385,1.10952,-0.585231,2.45404,not significant,-0.615165,2.43521,not significant
+V0_reseed,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,DN2 / ABC B,0.44949,1.35021,1.14572,0.436363,0.709358,-0.900014,1.6615,not significant,-0.766472,1.74119,not significant
+V0_reseed,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,HSPC,0.948883,0.846217,0.0524236,0.211178,-0.158754,-0.995039,0.538975,not significant,-1.27581,0.393158,not significant
+V0_reseed,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Cytotoxic CD4 T,1.19046,0.460483,0.256123,1.08338,-0.82726,-1.70273,0.360968,not significant,-1.82577,0.19734,not significant
+V0_reseed,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Granulocyte-like (LDG),0.0582218,0.139998,4.0872,2.82653,1.26067,0.525664,2.14304,pretrained closer,0.373074,1.97816,pretrained closer
+V0_reseed,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Platelet signal in monocytes (negative control),0.441367,0.35885,1.17755,1.47671,-0.299163,-0.934127,0.302713,not significant,-0.936658,0.297221,not significant
+V0_reseed,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,AGGREGATE,null,null,1.30966,1.76172,-0.45206,-0.729237,-0.231524,scratch closer,-0.755907,-0.243394,scratch closer
+V1_lib_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,C1Q-high monocyte (reference),0.990567,0.805297,0.0119807,0.31057,-0.298589,-0.666273,0.692378,not significant,-1.13072,0.0722596,not significant
+V1_lib_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Cycling T/NK,0.52133,1.06426,0.919298,0.100494,0.818804,-0.354943,1.61018,not significant,-0.0823734,1.8936,not significant
+V1_lib_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Cycling activated T (CD38/HLA-DR),0.430078,0.46409,1.20614,1.09611,0.110024,-0.446078,0.577858,not significant,-0.470812,0.553083,not significant
+V1_lib_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Proliferating T (label),1.36629,2.48923,0.453972,1.31729,-0.863321,-1.27343,-0.459239,scratch closer,-1.27257,-0.459233,scratch closer
+V1_lib_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Plasmablast (label),1.12466,1.87444,0.173104,0.908225,-0.735121,-1.11289,0.0424589,not significant,-1.23497,-0.222538,scratch closer
+V1_lib_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Plasmablast (markers),0.376575,0.559534,1.40584,0.835663,0.570177,-0.0604078,1.06844,not significant,0,1.09837,not significant
+V1_lib_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,MS1 monocyte (IL1R2+),0.0834823,0.103711,3.57618,3.26504,0.311134,-0.785688,0.862075,not significant,-0.626029,0.937776,not significant
+V1_lib_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Cycling monocyte (Ye 2026),0.049716,0.10799,4.28003,3.19107,1.08896,-0.365351,2.3027,not significant,-0.20889,2.50695,not significant
+V1_lib_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,ISG-high monocyte (positive control),0.325481,0.266559,1.61613,1.90404,-0.287907,-1.76447,0.823512,not significant,-1.67552,0.886003,not significant
+V1_lib_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,ISG-high T,0.133284,0.320571,2.8745,1.6267,1.24779,-0.390427,2.56367,not significant,-0.26127,2.65852,not significant
+V1_lib_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,DN2 / ABC B,1.60747,0.870769,0.688126,0.194834,0.493292,-0.880489,1.09058,not significant,-0.878715,1.09097,not significant
+V1_lib_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,HSPC,0.414461,0.565174,1.21182,0.781183,0.430634,-1.22293,2.07157,not significant,-1.12199,2.26862,not significant
+V1_lib_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Cytotoxic CD4 T,1.49226,1.74343,0.580383,0.804813,-0.22443,-0.739176,0.65864,not significant,-0.772369,0.538603,not significant
+V1_lib_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Granulocyte-like (LDG),0.123378,0.0373872,3.01175,4.71764,-1.70589,-2.49704,-0.778664,scratch closer,-2.47506,-0.731467,scratch closer
+V1_lib_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Platelet signal in monocytes (negative control),0.624618,0.826566,0.67795,0.274188,0.403763,-0.118294,0.697253,not significant,-0.0296926,0.736148,not significant
+V1_lib_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,AGGREGATE,null,null,1.5687,1.47305,0.0956512,-0.226448,0.344623,not significant,-0.204854,0.357682,not significant
+V1_lib_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,C1Q-high monocyte (reference),0.438921,1.01741,1.18104,0.0277725,1.15327,-0.184345,1.42274,not significant,0.654123,1.57399,pretrained closer
+V1_lib_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Cycling T/NK,0.422017,0.942118,1.21871,0.0758459,1.14286,0.166814,1.7749,pretrained closer,0.467906,2.11652,pretrained closer
+V1_lib_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Cycling activated T (CD38/HLA-DR),0.322836,0.428051,1.61564,1.21336,0.402279,-0.364641,1.00876,not significant,-0.361955,1.01671,not significant
+V1_lib_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Proliferating T (label),1.12718,1.48979,0.177643,0.578195,-0.400551,-0.815101,0.204075,not significant,-1.00561,0.00793044,not significant
+V1_lib_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Plasmablast (label),1.24001,3.47492,0.313538,1.79747,-1.48393,-2.26838,0.344367,not significant,-2.45717,0.0226252,not significant
+V1_lib_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Plasmablast (markers),0.641244,1.06223,0.639307,0.0880485,0.551259,-1.03094,0.907059,not significant,0.0677948,1.48499,pretrained closer
+V1_lib_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,MS1 monocyte (IL1R2+),0.381612,0.199678,1.38779,2.32012,-0.932331,-1.42011,0.143363,not significant,-1.47482,-0.0115687,scratch closer
+V1_lib_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Cycling monocyte (Ye 2026),0.0768775,0.0797423,3.65118,3.59839,0.0527852,-0.931351,1.0278,not significant,-0.93844,1.02267,not significant
+V1_lib_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,ISG-high monocyte (positive control),0.308242,0.434632,1.69246,1.19822,0.494244,-0.537976,1.32322,not significant,-0.45772,1.35966,not significant
+V1_lib_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,ISG-high T,0.160654,0.384702,2.61042,1.3678,1.24262,-0.0688407,2.30169,not significant,-0.0113009,2.34744,not significant
+V1_lib_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,DN2 / ABC B,0.617157,0.31234,0.690819,1.66671,-0.97589,-1.94636,-0.0683993,scratch closer,-1.95934,-0.0941627,scratch closer
+V1_lib_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,HSPC,1.31874,0.565174,0.414368,0.781183,-0.366816,-2.15571,0.985423,not significant,-2.05781,1.03985,not significant
+V1_lib_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Cytotoxic CD4 T,0.786765,0.892826,0.338043,0.156323,0.18172,-0.236451,0.566919,not significant,-0.161818,0.651495,not significant
+V1_lib_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Granulocyte-like (LDG),0.0448646,0.0361409,4.45855,4.76573,-0.307182,-1.16442,0.319044,not significant,-1.13448,0.346176,not significant
+V1_lib_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Platelet signal in monocytes (negative control),0.417672,0.562252,1.25705,0.82881,0.428239,-0.166946,0.862109,not significant,-0.142034,0.878848,not significant
+V1_lib_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,AGGREGATE,null,null,1.43823,1.41823,0.0200065,-0.362532,0.256794,not significant,-0.24395,0.367268,not significant
+V1_lib_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,C1Q-high monocyte (reference),0.438921,0.912595,1.18104,0.128904,1.05213,-0.0520654,1.3457,not significant,0.60093,1.54337,pretrained closer
+V1_lib_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Cycling T/NK,0.422017,1.35074,1.21871,0.440559,0.778147,-0.17148,1.85912,not significant,-0.241078,1.81355,not significant
+V1_lib_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Cycling activated T (CD38/HLA-DR),0.322836,0.585957,1.61564,0.763104,0.852536,0.232874,1.39275,pretrained closer,0.137444,1.36055,pretrained closer
+V1_lib_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Proliferating T (label),1.12718,1.84558,0.177643,0.886455,-0.708811,-1.03063,-0.0969414,scratch closer,-1.15511,-0.315862,scratch closer
+V1_lib_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Plasmablast (label),1.24001,3.28027,0.313538,1.71439,-1.40085,-2.01757,-0.13381,scratch closer,-2.2011,-0.416406,scratch closer
+V1_lib_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Plasmablast (markers),0.641244,1.14216,0.639307,0.192637,0.44667,-0.844487,1.02649,not significant,-0.641894,1.11012,not significant
+V1_lib_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,MS1 monocyte (IL1R2+),0.381612,0.36052,1.38779,1.46973,-0.0819481,-0.748232,0.996715,not significant,-0.794312,0.92158,not significant
+V1_lib_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Cycling monocyte (Ye 2026),0.0768775,0.112965,3.65118,3.11261,0.538566,-0.184788,1.37165,not significant,-0.213067,1.32632,not significant
+V1_lib_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,ISG-high monocyte (positive control),0.308242,0.56853,1.69246,0.811924,0.880537,-0.411328,1.82456,not significant,-0.337604,1.90181,not significant
+V1_lib_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,ISG-high T,0.160654,0.4501,2.61042,1.14243,1.46798,-0.114767,2.70857,not significant,-0.0790655,2.77925,not significant
+V1_lib_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,DN2 / ABC B,0.617157,0.377776,0.690819,1.39523,-0.704408,-1.33055,0.0609891,not significant,-1.36939,-0.000845356,scratch closer
+V1_lib_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,HSPC,1.31874,0.753565,0.414368,0.377828,0.0365399,-1.08411,0.984562,not significant,-1.02646,1.01355,not significant
+V1_lib_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Cytotoxic CD4 T,0.786765,1.32307,0.338043,0.408668,-0.0706251,-0.601224,0.491291,not significant,-0.642855,0.466416,not significant
+V1_lib_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Granulocyte-like (LDG),0.0448646,0.0411259,4.45855,4.58229,-0.123735,-0.718289,0.424115,not significant,-0.736966,0.408715,not significant
+V1_lib_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Platelet signal in monocytes (negative control),0.417672,0.699477,1.25705,0.514243,0.742807,0.341809,1.1246,pretrained closer,0.35988,1.12807,pretrained closer
+V1_lib_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,AGGREGATE,null,null,1.43823,1.27806,0.160169,-0.126784,0.427422,not significant,-0.121995,0.431479,not significant
+V1_lib_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,C1Q-high monocyte (reference),0.532545,0.620023,0.902649,0.684727,0.217922,-0.663212,0.771443,not significant,-0.613166,0.790533,not significant
+V1_lib_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Cycling T/NK,0.47727,0.987329,1.04511,0.00844623,1.03666,0.0147227,1.53081,pretrained closer,0.476681,1.86109,pretrained closer
+V1_lib_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Cycling activated T (CD38/HLA-DR),0.28492,0.451772,1.79418,1.13593,0.658249,-0.0833055,1.42373,not significant,-0.127529,1.363,not significant
+V1_lib_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Proliferating T (label),0.977178,1.76032,0.0275878,0.818281,-0.790693,-1.07785,-0.0846297,scratch closer,-1.3173,-0.487549,scratch closer
+V1_lib_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Plasmablast (label),1.17513,2.29979,0.236232,1.20276,-0.966525,-1.53999,0.358279,not significant,-1.67855,-0.0178657,scratch closer
+V1_lib_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Plasmablast (markers),0.735387,0.715848,0.441931,0.480734,-0.0388034,-0.908267,0.346903,not significant,-0.672289,0.453707,not significant
+V1_lib_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,MS1 monocyte (IL1R2+),0.436959,0.300844,1.19244,1.73026,-0.537819,-1.3189,0.494863,not significant,-1.39612,0.449873,not significant
+V1_lib_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Cycling monocyte (Ye 2026),0.0800764,0.0950228,3.58854,3.35427,0.23427,-0.723083,1.07349,not significant,-0.761307,1.03448,not significant
+V1_lib_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,ISG-high monocyte (positive control),0.262026,0.595658,1.92502,0.744702,1.18032,-0.321715,2.48984,not significant,-0.252485,2.57946,not significant
+V1_lib_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,ISG-high T,0.193847,0.548845,2.34494,0.858373,1.48657,-0.0465137,2.48273,not significant,0.00516996,2.53579,pretrained closer
+V1_lib_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,DN2 / ABC B,0.446514,0.253763,1.1553,1.96414,-0.808836,-1.34888,-0.15617,scratch closer,-1.3169,-0.107699,scratch closer
+V1_lib_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,HSPC,0.941956,0.678209,0.0629542,0.525926,-0.462972,-1.91427,0.542264,not significant,-2.5025,0.333917,not significant
+V1_lib_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Cytotoxic CD4 T,1.19046,1.20006,0.256123,0.268203,-0.0120803,-0.413521,0.563786,not significant,-0.461384,0.485417,not significant
+V1_lib_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Granulocyte-like (LDG),0.0585732,0.0249248,4.07852,5.29083,-1.2123,-2.17932,-0.393592,scratch closer,-2.17519,-0.380143,scratch closer
+V1_lib_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Platelet signal in monocytes (negative control),0.447847,0.548633,1.15629,0.864176,0.292116,-0.218664,0.848492,not significant,-0.238777,0.833518,not significant
+V1_lib_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,AGGREGATE,null,null,1.31742,1.40945,-0.0920275,-0.378931,0.176961,not significant,-0.39169,0.168302,not significant
+V1_lib_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,C1Q-high monocyte (reference),0.83407,0.437025,0.259464,1.19011,-0.930644,-1.44596,0.261614,not significant,-1.78447,-0.419339,scratch closer
+V1_lib_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Cycling T/NK,0.54104,1.12402,0.857644,0.183171,0.674473,-0.621681,1.62034,not significant,-0.377893,1.8217,not significant
+V1_lib_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Cycling activated T (CD38/HLA-DR),0.540283,0.708993,0.87284,0.483624,0.389216,-0.355901,1.06475,not significant,-0.307279,1.09369,not significant
+V1_lib_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Proliferating T (label),1.36629,2.48923,0.453972,1.31729,-0.863321,-1.27343,-0.459239,scratch closer,-1.27257,-0.459233,scratch closer
+V1_lib_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Plasmablast (label),1.12466,1.87444,0.173104,0.908225,-0.735121,-1.11289,0.0424589,not significant,-1.23497,-0.222538,scratch closer
+V1_lib_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Plasmablast (markers),0.556952,0.899214,0.840785,0.151205,0.68958,0.032839,0.926221,pretrained closer,0.347039,1.06314,pretrained closer
+V1_lib_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,MS1 monocyte (IL1R2+),0.0666346,0.0743259,3.898,3.74255,0.155451,-1.79497,0.916155,not significant,-1.53194,0.968459,not significant
+V1_lib_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Cycling monocyte (Ye 2026),0.0468839,0.149363,4.33751,2.72215,1.61535,-0.0960097,3.63465,not significant,-0.0216531,3.696,not significant
+V1_lib_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,ISG-high monocyte (positive control),0.231783,0.15221,2.10118,2.70519,-0.604015,-2.35867,0.686357,not significant,-2.25356,0.748704,not significant
+V1_lib_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,ISG-high T,0.0554762,0.142132,3.95256,2.71813,1.23443,-3.04655,4.15207,not significant,-3.00919,4.31512,not significant
+V1_lib_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,DN2 / ABC B,1.63907,0.74251,0.717,0.422168,0.294832,-1.15435,1.29731,not significant,-1.2223,1.2751,not significant
+V1_lib_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,HSPC,0.481196,0.218725,0.997273,2.0614,-1.06413,-3.90689,0.917538,not significant,-3.27302,1.28572,not significant
+V1_lib_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Cytotoxic CD4 T,1.62071,1.82683,0.699608,0.872508,-0.172899,-0.744475,0.731698,not significant,-0.784823,0.629052,not significant
+V1_lib_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Granulocyte-like (LDG),0.0939243,0.0273946,3.39768,5.13961,-1.74193,-2.4331,-0.979174,scratch closer,-2.42503,-0.970854,scratch closer
+V1_lib_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Platelet signal in monocytes (negative control),0.640382,0.844008,0.641475,0.243744,0.397731,-0.186707,0.730459,not significant,-0.11128,0.777961,not significant
+V1_lib_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,AGGREGATE,null,null,1.65057,1.68555,-0.0349776,-0.465111,0.235735,not significant,-0.385461,0.303063,not significant
+V1_lib_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,C1Q-high monocyte (reference),0.354435,0.684225,1.48688,0.542539,0.944338,-0.0275736,1.24475,not significant,0.193665,1.29533,pretrained closer
+V1_lib_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Cycling T/NK,0.493715,1.03329,0.986498,0.0604467,0.926052,-0.196441,1.56857,not significant,0.226679,1.99558,pretrained closer
+V1_lib_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Cycling activated T (CD38/HLA-DR),0.466981,0.595883,1.08021,0.733747,0.346467,-0.320339,0.987769,not significant,-0.315255,0.999993,not significant
+V1_lib_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Proliferating T (label),1.12718,1.48979,0.177643,0.578195,-0.400551,-0.815101,0.204075,not significant,-1.00561,0.00793044,not significant
+V1_lib_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Plasmablast (label),1.24001,3.47492,0.313538,1.79747,-1.48393,-2.26838,0.344367,not significant,-2.45717,0.0226252,not significant
+V1_lib_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Plasmablast (markers),0.833873,1.67708,0.259846,0.746854,-0.487008,-1.63405,0.667734,not significant,-1.69471,0.611061,not significant
+V1_lib_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,MS1 monocyte (IL1R2+),0.297979,0.1271,1.74348,2.96792,-1.22444,-1.87121,0.091348,not significant,-1.94012,-0.0484302,scratch closer
+V1_lib_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Cycling monocyte (Ye 2026),0.104719,0.125333,3.2017,2.9496,0.252094,-0.745574,1.33074,not significant,-0.751503,1.28362,not significant
+V1_lib_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,ISG-high monocyte (positive control),0.295899,0.423645,1.74708,1.23212,0.514966,-0.779326,1.38376,not significant,-0.698884,1.4222,not significant
+V1_lib_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,ISG-high T,0.0748926,0.338037,3.57207,1.53024,2.04184,-0.119045,3.4566,not significant,-0.109308,3.49448,not significant
+V1_lib_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,DN2 / ABC B,0.643273,0.259417,0.629888,1.92797,-1.29808,-2.11867,-0.453075,scratch closer,-2.16372,-0.491596,scratch closer
+V1_lib_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,HSPC,1.39984,0.262471,0.501533,1.8204,-1.31886,-3.52937,0.224551,not significant,-3.23266,0.419182,not significant
+V1_lib_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Cytotoxic CD4 T,0.882299,0.939376,0.172482,0.0821904,0.0902919,-0.222451,0.472959,not significant,-0.206705,0.492136,not significant
+V1_lib_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Granulocyte-like (LDG),0.0313081,0.0371784,4.9532,4.71219,0.241008,-0.67174,1.0311,not significant,-0.671138,1.03395,not significant
+V1_lib_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Platelet signal in monocytes (negative control),0.452068,0.553269,1.1418,0.850936,0.290862,-0.317344,0.729624,not significant,-0.286279,0.756165,not significant
+V1_lib_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,AGGREGATE,null,null,1.46761,1.57306,-0.105445,-0.471348,0.233717,not significant,-0.463338,0.253863,not significant
+V1_lib_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,C1Q-high monocyte (reference),0.354435,0.660661,1.48688,0.593217,0.893661,0.218323,1.27683,pretrained closer,0.250208,1.29178,pretrained closer
+V1_lib_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Cycling T/NK,0.493715,1.58542,0.986498,0.672766,0.313732,-0.665917,1.51667,not significant,-0.695166,1.42849,not significant
+V1_lib_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Cycling activated T (CD38/HLA-DR),0.466981,0.694213,1.08021,0.514857,0.565357,-0.0506344,1.102,not significant,-0.0360398,1.10922,not significant
+V1_lib_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Proliferating T (label),1.12718,1.84558,0.177643,0.886455,-0.708811,-1.03063,-0.0969414,scratch closer,-1.15511,-0.315862,scratch closer
+V1_lib_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Plasmablast (label),1.24001,3.28027,0.313538,1.71439,-1.40085,-2.01757,-0.13381,scratch closer,-2.2011,-0.416406,scratch closer
+V1_lib_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Plasmablast (markers),0.833873,1.75487,0.259846,0.812205,-0.552359,-1.40737,0.79867,not significant,-1.50559,0.667659,not significant
+V1_lib_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,MS1 monocyte (IL1R2+),0.297979,0.278263,1.74348,1.84208,-0.098595,-1.02077,1.17636,not significant,-1.05238,1.12376,not significant
+V1_lib_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Cycling monocyte (Ye 2026),0.104719,0.126258,3.2017,2.94191,0.259788,-0.688695,1.28035,not significant,-0.774217,1.19686,not significant
+V1_lib_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,ISG-high monocyte (positive control),0.295899,0.612394,1.74708,0.703053,1.04403,-0.574232,2.0076,not significant,-0.430238,2.08899,not significant
+V1_lib_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,ISG-high T,0.0748926,0.580764,3.57207,0.763859,2.80821,-0.0289385,4.26408,not significant,0.0572795,4.35996,pretrained closer
+V1_lib_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,DN2 / ABC B,0.643273,0.357834,0.629888,1.4703,-0.840413,-1.45341,-0.021008,scratch closer,-1.5182,-0.122162,scratch closer
+V1_lib_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,HSPC,1.39984,0.568686,0.501533,0.765948,-0.264415,-1.97682,1.123,not significant,-1.9217,1.1485,not significant
+V1_lib_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Cytotoxic CD4 T,0.882299,1.34036,0.172482,0.428186,-0.255703,-0.616265,0.458287,not significant,-0.67427,0.347541,not significant
+V1_lib_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Granulocyte-like (LDG),0.0313081,0.0254378,4.9532,5.24271,-0.289507,-1.05445,0.537903,not significant,-1.04731,0.547488,not significant
+V1_lib_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Platelet signal in monocytes (negative control),0.452068,0.738085,1.1418,0.436075,0.705724,0.331738,1.0677,pretrained closer,0.329957,1.06752,pretrained closer
+V1_lib_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,AGGREGATE,null,null,1.46761,1.43453,0.0330842,-0.281905,0.361965,not significant,-0.347069,0.309408,not significant
+V1_lib_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,C1Q-high monocyte (reference),0.430714,0.390847,1.20644,1.34656,-0.140126,-0.956261,0.488095,not significant,-0.907471,0.513111,not significant
+V1_lib_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Cycling T/NK,0.577609,0.962558,0.765961,0.0400691,0.725892,-0.153217,1.45041,not significant,0.132671,1.94087,pretrained closer
+V1_lib_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Cycling activated T (CD38/HLA-DR),0.376508,0.530921,1.3867,0.898057,0.488642,-0.317566,1.45973,not significant,-0.347788,1.40084,not significant
+V1_lib_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Proliferating T (label),0.977178,1.76032,0.0275878,0.818281,-0.790693,-1.07785,-0.0846297,scratch closer,-1.3173,-0.487549,scratch closer
+V1_lib_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Plasmablast (label),1.17513,2.29979,0.236232,1.20276,-0.966525,-1.53999,0.358279,not significant,-1.67855,-0.0178657,scratch closer
+V1_lib_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Plasmablast (markers),0.914771,1.11079,0.126501,0.153175,-0.0266739,-0.81338,0.420708,not significant,-0.600887,0.625637,not significant
+V1_lib_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,MS1 monocyte (IL1R2+),0.328005,0.211186,1.60491,2.23871,-0.6338,-1.60031,0.678583,not significant,-1.63278,0.629545,not significant
+V1_lib_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Cycling monocyte (Ye 2026),0.0903595,0.106595,3.39853,3.17609,0.222444,-1.02944,1.54244,not significant,-1.04153,1.53004,not significant
+V1_lib_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,ISG-high monocyte (positive control),0.247772,0.602396,1.99976,0.726531,1.27323,-0.614017,2.71781,not significant,-0.547868,2.78183,not significant
+V1_lib_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,ISG-high T,0.236847,0.745037,2.02649,0.410093,1.6164,-0.739829,2.78785,not significant,-0.483862,2.9202,not significant
+V1_lib_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,DN2 / ABC B,0.503631,0.226086,0.98079,2.12457,-1.14378,-1.78973,-0.4389,scratch closer,-1.77644,-0.420591,scratch closer
+V1_lib_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,HSPC,0.831157,0.524941,0.235433,0.876979,-0.641546,-2.5502,0.551831,not significant,-2.74157,0.465754,not significant
+V1_lib_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Cytotoxic CD4 T,1.29889,1.26009,0.382111,0.339176,0.0429351,-0.370173,0.657568,not significant,-0.409932,0.60844,not significant
+V1_lib_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Granulocyte-like (LDG),0.0313081,0.0234811,4.9532,5.35374,-0.400538,-2.18763,0.893325,not significant,-2.1822,0.928941,not significant
+V1_lib_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Platelet signal in monocytes (negative control),0.482952,0.540509,1.04627,0.884586,0.161681,-0.405184,0.703315,not significant,-0.438009,0.669459,not significant
+V1_lib_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,AGGREGATE,null,null,1.33314,1.45987,-0.126721,-0.466624,0.176786,not significant,-0.464065,0.18275,not significant
+V1_lib_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,C1Q-high monocyte (reference),0.83407,0.0250807,0.259464,5.25884,-4.99938,-6.14409,-3.65528,scratch closer,-6.52968,-4.03507,scratch closer
+V1_lib_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Cycling T/NK,0.54104,2.50314,0.857644,1.33028,-0.472639,-1.7403,0.941537,not significant,-1.92514,0.787169,not significant
+V1_lib_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Cycling activated T (CD38/HLA-DR),0.540283,0.685773,0.87284,0.524617,0.348223,-0.460802,1.17538,not significant,-0.421279,1.20704,not significant
+V1_lib_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Proliferating T (label),1.36629,3.87832,0.453972,1.95677,-1.5028,-2.15874,-0.605227,scratch closer,-2.15357,-0.597921,scratch closer
+V1_lib_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Plasmablast (label),1.12466,1.50676,0.173104,0.593892,-0.420788,-1.22968,0.413543,not significant,-1.27824,0.310135,not significant
+V1_lib_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Plasmablast (markers),0.556952,0.762309,0.840785,0.389045,0.451739,-0.630912,0.872159,not significant,-0.301248,0.971161,not significant
+V1_lib_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,MS1 monocyte (IL1R2+),0.0666346,0.0833573,3.898,3.57957,0.318429,-1.31998,1.09706,not significant,-1.13026,1.16767,not significant
+V1_lib_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Cycling monocyte (Ye 2026),0.0468839,0.0957625,4.33751,3.35961,0.977901,-0.600848,2.90018,not significant,-0.538431,2.99719,not significant
+V1_lib_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,ISG-high monocyte (positive control),0.231783,2.67718,2.10118,1.42081,0.680371,-1.84118,2.38592,not significant,-1.97295,2.35597,not significant
+V1_lib_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,ISG-high T,0.0554762,2.68289,3.95256,1.42864,2.52392,0.343481,5.52013,pretrained closer,0.19819,5.1727,pretrained closer
+V1_lib_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,DN2 / ABC B,1.63907,1.29348,0.717,0.374489,0.342511,-0.421432,0.726256,not significant,-0.179975,0.830703,not significant
+V1_lib_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,HSPC,0.481196,0.874902,0.997273,0.163283,0.83399,-0.604208,2.11548,not significant,-0.254337,2.95462,not significant
+V1_lib_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Cytotoxic CD4 T,1.62071,0.463152,0.699608,1.07506,-0.375447,-1.54795,1.37553,not significant,-1.60721,1.19613,not significant
+V1_lib_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Granulocyte-like (LDG),0.0939243,0.136973,3.39768,2.85804,0.539639,-0.284433,1.34962,not significant,-0.296206,1.33797,not significant
+V1_lib_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Platelet signal in monocytes (negative control),0.640382,0.355437,0.641475,1.49049,-0.849019,-1.33137,-0.488667,scratch closer,-1.26283,-0.451641,scratch closer
+V1_lib_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,AGGREGATE,null,null,1.65057,1.76093,-0.110362,-0.435391,0.169499,not significant,-0.426062,0.177705,not significant
+V1_lib_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,C1Q-high monocyte (reference),0.354435,0.0250807,1.48688,5.25884,-3.77197,-4.8671,-2.87354,scratch closer,-4.79971,-2.81442,scratch closer
+V1_lib_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Cycling T/NK,0.493715,2.50314,0.986498,1.33028,-0.343785,-1.35664,0.828073,not significant,-1.47068,0.717575,not significant
+V1_lib_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Cycling activated T (CD38/HLA-DR),0.466981,0.685773,1.08021,0.524617,0.555598,-0.510425,1.4272,not significant,-0.41699,1.49731,not significant
+V1_lib_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Proliferating T (label),1.12718,3.87832,0.177643,1.95677,-1.77913,-2.4575,-0.78557,scratch closer,-2.61956,-1.01731,scratch closer
+V1_lib_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Plasmablast (label),1.24001,1.50676,0.313538,0.593892,-0.280354,-0.956342,0.438542,not significant,-0.963976,0.43016,not significant
+V1_lib_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Plasmablast (markers),0.833873,0.762309,0.259846,0.389045,-0.129199,-0.935065,0.295636,not significant,-0.836465,0.373316,not significant
+V1_lib_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,MS1 monocyte (IL1R2+),0.297979,0.0833573,1.74348,3.57957,-1.83609,-3.39029,-0.203149,scratch closer,-3.39376,-0.204933,scratch closer
+V1_lib_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Cycling monocyte (Ye 2026),0.104719,0.0957625,3.2017,3.35961,-0.15791,-1.60079,0.972021,not significant,-1.46847,1.05644,not significant
+V1_lib_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,ISG-high monocyte (positive control),0.295899,2.67718,1.74708,1.42081,0.326277,-2.04958,1.72873,not significant,-2.02916,1.73347,not significant
+V1_lib_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,ISG-high T,0.0748926,2.68289,3.57207,1.42864,2.14343,0.345357,4.12365,pretrained closer,0.138962,3.9451,pretrained closer
+V1_lib_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,DN2 / ABC B,0.643273,1.29348,0.629888,0.374489,0.2554,-1.06153,1.2513,not significant,-0.979433,1.31204,not significant
+V1_lib_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,HSPC,1.39984,0.874902,0.501533,0.163283,0.33825,-0.848044,1.0741,not significant,-0.39319,1.39943,not significant
+V1_lib_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Cytotoxic CD4 T,0.882299,0.463152,0.172482,1.07506,-0.902573,-1.62423,0.139726,not significant,-1.97937,-0.204715,scratch closer
+V1_lib_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Granulocyte-like (LDG),0.0313081,0.136973,4.9532,2.85804,2.09516,1.28434,3.07545,pretrained closer,1.25854,3.07241,pretrained closer
+V1_lib_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Platelet signal in monocytes (negative control),0.452068,0.355437,1.1418,1.49049,-0.348696,-0.919207,0.164208,not significant,-0.875741,0.211264,not significant
+V1_lib_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,AGGREGATE,null,null,1.46761,1.76093,-0.293321,-0.644808,-0.00285621,scratch closer,-0.634609,0.00527353,not significant
+V1_lib_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,C1Q-high monocyte (reference),0.430714,0.0250807,1.20644,5.25884,-4.05241,-5.15082,-3.36711,scratch closer,-4.99983,-3.3113,scratch closer
+V1_lib_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Cycling T/NK,0.577609,2.50314,0.765961,1.33028,-0.564322,-1.61567,0.638782,not significant,-1.78723,0.444125,not significant
+V1_lib_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Cycling activated T (CD38/HLA-DR),0.376508,0.685773,1.3867,0.524617,0.862082,-0.168937,1.94314,not significant,-0.134813,1.95773,not significant
+V1_lib_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Proliferating T (label),0.977178,3.87832,0.0275878,1.95677,-1.92919,-2.52347,-0.845655,scratch closer,-2.7253,-1.23396,scratch closer
+V1_lib_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Plasmablast (label),1.17513,1.50676,0.236232,0.593892,-0.35766,-1.02356,0.504187,not significant,-1.09183,0.395599,not significant
+V1_lib_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Plasmablast (markers),0.914771,0.762309,0.126501,0.389045,-0.262545,-1.14602,0.241812,not significant,-1.22418,0.222676,not significant
+V1_lib_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,MS1 monocyte (IL1R2+),0.328005,0.0833573,1.60491,3.57957,-1.97466,-3.55259,-0.300173,scratch closer,-3.55122,-0.282992,scratch closer
+V1_lib_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Cycling monocyte (Ye 2026),0.0903595,0.0957625,3.39853,3.35961,0.0389294,-1.36719,1.31463,not significant,-1.29662,1.36264,not significant
+V1_lib_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,ISG-high monocyte (positive control),0.247772,2.67718,1.99976,1.42081,0.57895,-1.9897,2.23979,not significant,-2.03157,2.19108,not significant
+V1_lib_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,ISG-high T,0.236847,2.68289,2.02649,1.42864,0.597851,-1.24591,1.98533,not significant,-1.38302,1.92671,not significant
+V1_lib_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,DN2 / ABC B,0.503631,1.29348,0.98079,0.374489,0.606301,-1.00607,1.48076,not significant,-0.870985,1.59069,not significant
+V1_lib_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,HSPC,0.831157,0.874902,0.235433,0.163283,0.0721498,-0.933744,0.782414,not significant,-0.605721,1.05267,not significant
+V1_lib_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Cytotoxic CD4 T,1.29889,0.463152,0.382111,1.07506,-0.692944,-1.71122,0.641794,not significant,-1.80636,0.507289,not significant
+V1_lib_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Granulocyte-like (LDG),0.0313081,0.136973,4.9532,2.85804,2.09516,1.07172,3.43003,pretrained closer,1.01264,3.34717,pretrained closer
+V1_lib_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Platelet signal in monocytes (negative control),0.482952,0.355437,1.04627,1.49049,-0.444228,-1.09905,0.14606,not significant,-1.14554,0.125365,not significant
+V1_lib_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,AGGREGATE,null,null,1.33314,1.76093,-0.427789,-0.728892,-0.170075,scratch closer,-0.744265,-0.180377,scratch closer
+V2_msum_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,C1Q-high monocyte (reference),1.05587,0.987758,0.0801089,0.0162406,0.0638684,-0.461347,0.608301,not significant,-0.373586,0.683421,not significant
+V2_msum_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Cycling T/NK,0.471167,1.17337,1.05903,0.241644,0.81739,-0.371484,1.79931,not significant,-0.352361,1.81866,not significant
+V2_msum_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Cycling activated T (CD38/HLA-DR),0.407083,0.429792,1.28406,1.20519,0.0788644,-0.501074,0.534003,not significant,-0.522804,0.522289,not significant
+V2_msum_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Proliferating T (label),1.36629,2.48923,0.453972,1.31729,-0.863321,-1.27343,-0.459239,scratch closer,-1.27257,-0.459233,scratch closer
+V2_msum_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Plasmablast (label),1.12466,1.87444,0.173104,0.908225,-0.735121,-1.11289,0.0424589,not significant,-1.23497,-0.222538,scratch closer
+V2_msum_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Plasmablast (markers),0.464818,0.753494,1.10181,0.406334,0.695479,0.12069,1.05014,pretrained closer,0.204282,1.09263,pretrained closer
+V2_msum_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,MS1 monocyte (IL1R2+),0.109318,0.179966,3.1881,2.47146,0.716634,-0.363023,1.26801,not significant,-0.157514,1.32444,not significant
+V2_msum_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Cycling monocyte (Ye 2026),0.0781802,0.165573,3.63336,2.57678,1.05658,-0.346119,2.45557,not significant,-0.233358,2.56883,not significant
+V2_msum_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,ISG-high monocyte (positive control),0.48025,0.495243,1.05485,1.01107,0.0437787,-1.2568,1.16394,not significant,-1.26038,1.15896,not significant
+V2_msum_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,ISG-high T,0.0708765,0.249035,3.7493,1.98435,1.76495,-0.347352,3.36184,not significant,-0.240901,3.47219,not significant
+V2_msum_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,DN2 / ABC B,1.47408,0.867694,0.563882,0.199471,0.36441,-0.89788,0.989348,not significant,-0.873622,0.995395,not significant
+V2_msum_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,HSPC,0.469266,0.821215,1.03808,0.255676,0.782409,-0.667425,1.97586,not significant,-0.351472,2.40941,not significant
+V2_msum_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Cytotoxic CD4 T,1.53243,1.83779,0.618735,0.880762,-0.262026,-0.807886,0.602707,not significant,-0.82474,0.536882,not significant
+V2_msum_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Granulocyte-like (LDG),0.0980306,0.0459518,3.33961,4.4201,-1.08049,-2.12281,0.000591282,not significant,-2.10943,0.0564661,not significant
+V2_msum_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Platelet signal in monocytes (negative control),0.896372,1.33002,0.156895,0.411913,-0.255019,-0.693255,0.251888,not significant,-0.775494,0.168804,not significant
+V2_msum_trained,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,AGGREGATE,null,null,1.56024,1.29873,0.26151,-0.0760098,0.4899,not significant,-0.0118361,0.532682,not significant
+V2_msum_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,C1Q-high monocyte (reference),0.476813,1.12904,1.06168,0.177845,0.883839,-0.368442,1.36558,not significant,0.00390094,1.45898,pretrained closer
+V2_msum_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Cycling T/NK,0.453243,1.11945,1.11371,0.172299,0.94141,-0.209127,1.79487,not significant,-0.0604978,1.92167,not significant
+V2_msum_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Cycling activated T (CD38/HLA-DR),0.332907,0.459447,1.57099,1.11151,0.459483,-0.340611,1.09698,not significant,-0.329597,1.10861,not significant
+V2_msum_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Proliferating T (label),1.12718,1.48979,0.177643,0.578195,-0.400551,-0.815101,0.204075,not significant,-1.00561,0.00793044,not significant
+V2_msum_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Plasmablast (label),1.24001,3.47492,0.313538,1.79747,-1.48393,-2.26838,0.344367,not significant,-2.45717,0.0226252,not significant
+V2_msum_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Plasmablast (markers),0.768172,1.48742,0.378545,0.573653,-0.195108,-1.44855,0.764886,not significant,-1.4183,0.784645,not significant
+V2_msum_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,MS1 monocyte (IL1R2+),0.43341,0.229395,1.2042,2.12007,-0.915873,-1.408,0.130238,not significant,-1.45882,-0.0462138,scratch closer
+V2_msum_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Cycling monocyte (Ye 2026),0.120893,0.125398,3.00451,2.95172,0.0527852,-0.913496,1.08968,not significant,-0.913496,1.08968,not significant
+V2_msum_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,ISG-high monocyte (positive control),0.450076,0.696383,1.14611,0.518371,0.627736,-0.37059,1.41394,not significant,-0.284876,1.47191,not significant
+V2_msum_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,ISG-high T,0.107643,0.4637,3.1695,1.0993,2.07019,0.753995,3.24401,pretrained closer,0.771977,3.28708,pretrained closer
+V2_msum_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,DN2 / ABC B,0.620132,0.223376,0.683411,2.1436,-1.46019,-2.37662,-0.579104,scratch closer,-2.35864,-0.536008,scratch closer
+V2_msum_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,HSPC,1.29048,0.586582,0.384149,0.727744,-0.343595,-2.03363,0.987427,not significant,-1.97575,1.04409,not significant
+V2_msum_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Cytotoxic CD4 T,0.840555,0.929385,0.242858,0.0984076,0.14445,-0.222424,0.538986,not significant,-0.163139,0.608578,not significant
+V2_msum_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Granulocyte-like (LDG),0.0398249,0.0428884,4.62292,4.51795,0.10497,-0.970854,1.0184,not significant,-0.862863,1.08817,not significant
+V2_msum_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Platelet signal in monocytes (negative control),0.575895,0.822216,0.793585,0.280622,0.512963,-0.10741,0.967538,not significant,-0.062335,0.987933,not significant
+V2_msum_trained,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,AGGREGATE,null,null,1.37905,1.38998,-0.0109321,-0.380571,0.331915,not significant,-0.37168,0.338836,not significant
+V2_msum_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,C1Q-high monocyte (reference),0.476813,0.953055,1.06168,0.0662479,0.995435,-0.192102,1.2361,not significant,0.628587,1.59291,pretrained closer
+V2_msum_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Cycling T/NK,0.453243,1.57683,1.11371,0.663393,0.450316,-0.55508,1.61373,not significant,-0.602639,1.5101,not significant
+V2_msum_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Cycling activated T (CD38/HLA-DR),0.332907,0.578969,1.57099,0.779851,0.79114,0.136109,1.3386,pretrained closer,0.0827304,1.3068,pretrained closer
+V2_msum_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Proliferating T (label),1.12718,1.84558,0.177643,0.886455,-0.708811,-1.03063,-0.0969414,scratch closer,-1.15511,-0.315862,scratch closer
+V2_msum_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Plasmablast (label),1.24001,3.28027,0.313538,1.71439,-1.40085,-2.01757,-0.13381,scratch closer,-2.2011,-0.416406,scratch closer
+V2_msum_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Plasmablast (markers),0.768172,1.55102,0.378545,0.634015,-0.255471,-1.24429,0.853142,not significant,-1.30255,0.767444,not significant
+V2_msum_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,MS1 monocyte (IL1R2+),0.43341,0.383486,1.2042,1.38053,-0.176333,-0.840391,0.843679,not significant,-0.890328,0.776243,not significant
+V2_msum_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Cycling monocyte (Ye 2026),0.120893,0.155436,3.00451,2.65235,0.352152,-0.525156,1.34346,not significant,-0.609943,1.28979,not significant
+V2_msum_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,ISG-high monocyte (positive control),0.450076,0.823013,1.14611,0.278143,0.867964,-0.426119,1.7026,not significant,-0.237,1.86202,not significant
+V2_msum_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,ISG-high T,0.107643,0.445191,3.1695,1.15705,2.01245,0.167436,3.35709,pretrained closer,0.207397,3.41149,pretrained closer
+V2_msum_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,DN2 / ABC B,0.620132,0.279053,0.683411,1.82748,-1.14407,-1.76698,-0.343257,scratch closer,-1.8178,-0.429111,scratch closer
+V2_msum_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,HSPC,1.29048,0.703898,0.384149,0.472487,-0.0883381,-1.25072,0.985234,not significant,-1.20842,1.01704,not significant
+V2_msum_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Cytotoxic CD4 T,0.840555,1.34396,0.242858,0.431424,-0.188566,-0.619544,0.445966,not significant,-0.638344,0.410741,not significant
+V2_msum_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Granulocyte-like (LDG),0.0398249,0.0428884,4.62292,4.51795,0.10497,-0.447557,0.683526,not significant,-0.479616,0.657894,not significant
+V2_msum_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Platelet signal in monocytes (negative control),0.575895,0.956701,0.793585,0.0624461,0.731139,0.129757,1.13726,pretrained closer,0.263649,1.19769,pretrained closer
+V2_msum_trained,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,AGGREGATE,null,null,1.37905,1.32182,0.0572318,-0.204036,0.372814,not significant,-0.228603,0.335021,not significant
+V2_msum_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,C1Q-high monocyte (reference),0.556467,0.666744,0.83909,0.579945,0.259145,-0.611588,0.763142,not significant,-0.517419,0.807852,not significant
+V2_msum_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Cycling T/NK,0.557157,1.15259,0.822275,0.214387,0.607888,-0.40941,1.37061,not significant,-0.400563,1.375,not significant
+V2_msum_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Cycling activated T (CD38/HLA-DR),0.277665,0.500037,1.82994,0.990095,0.839844,0.114383,1.54951,pretrained closer,0.0615175,1.50433,pretrained closer
+V2_msum_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Proliferating T (label),0.977178,1.76032,0.0275878,0.818281,-0.790693,-1.07785,-0.0846297,scratch closer,-1.3173,-0.487549,scratch closer
+V2_msum_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Plasmablast (label),1.17513,2.29979,0.236232,1.20276,-0.966525,-1.53999,0.358279,not significant,-1.67855,-0.0178657,scratch closer
+V2_msum_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Plasmablast (markers),0.861136,1.00547,0.213981,0.00928773,0.204694,-0.746671,0.412369,not significant,-0.0256468,0.754649,not significant
+V2_msum_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,MS1 monocyte (IL1R2+),0.510408,0.337671,0.96838,1.56367,-0.595288,-1.33542,0.465636,not significant,-1.43615,0.393216,not significant
+V2_msum_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Cycling monocyte (Ye 2026),0.101707,0.130748,3.23931,2.89401,0.345301,-0.730185,1.50601,not significant,-0.707518,1.53692,not significant
+V2_msum_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,ISG-high monocyte (positive control),0.395478,0.927725,1.33102,0.105613,1.22541,-0.324239,2.42437,not significant,-0.0393492,2.69938,not significant
+V2_msum_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,ISG-high T,0.167592,0.633801,2.54837,0.651131,1.89724,0.406111,2.8764,pretrained closer,0.455357,2.92617,pretrained closer
+V2_msum_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,DN2 / ABC B,0.487869,0.24187,1.0276,2.03125,-1.00365,-1.69166,-0.19961,scratch closer,-1.62974,-0.14667,scratch closer
+V2_msum_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,HSPC,0.977637,0.743004,0.00951499,0.396538,-0.387023,-1.65711,0.532795,not significant,-2.21099,0.313021,not significant
+V2_msum_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Cytotoxic CD4 T,1.21047,1.31321,0.28031,0.39784,-0.11753,-0.5059,0.504514,not significant,-0.545563,0.430692,not significant
+V2_msum_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Granulocyte-like (LDG),0.0612691,0.0321663,4.01099,4.92457,-0.913585,-1.9476,0,not significant,-1.926,0.0453825,not significant
+V2_msum_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Platelet signal in monocytes (negative control),0.665651,0.782353,0.584705,0.352258,0.232447,-0.292173,0.805807,not significant,-0.305027,0.79206,not significant
+V2_msum_trained,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,AGGREGATE,null,null,1.23489,1.2826,-0.0477069,-0.35889,0.252724,not significant,-0.369022,0.234552,not significant
+V2_msum_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,C1Q-high monocyte (reference),1.05587,0.987758,0.0801089,0.0162406,0.0638684,-0.461347,0.608301,not significant,-0.373586,0.683421,not significant
+V2_msum_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Cycling T/NK,0.471167,1.17337,1.05903,0.241644,0.81739,-0.371484,1.79931,not significant,-0.352361,1.81866,not significant
+V2_msum_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Cycling activated T (CD38/HLA-DR),0.407083,0.429792,1.28406,1.20519,0.0788644,-0.501074,0.534003,not significant,-0.522804,0.522289,not significant
+V2_msum_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Proliferating T (label),1.36629,2.48923,0.453972,1.31729,-0.863321,-1.27343,-0.459239,scratch closer,-1.27257,-0.459233,scratch closer
+V2_msum_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Plasmablast (label),1.12466,1.87444,0.173104,0.908225,-0.735121,-1.11289,0.0424589,not significant,-1.23497,-0.222538,scratch closer
+V2_msum_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Plasmablast (markers),0.464818,0.753494,1.10181,0.406334,0.695479,0.12069,1.05014,pretrained closer,0.204282,1.09263,pretrained closer
+V2_msum_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,MS1 monocyte (IL1R2+),0.109318,0.179966,3.1881,2.47146,0.716634,-0.363023,1.26801,not significant,-0.157514,1.32444,not significant
+V2_msum_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Cycling monocyte (Ye 2026),0.0781802,0.165573,3.63336,2.57678,1.05658,-0.346119,2.45557,not significant,-0.233358,2.56883,not significant
+V2_msum_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,ISG-high monocyte (positive control),0.48025,0.495243,1.05485,1.01107,0.0437787,-1.2568,1.16394,not significant,-1.26038,1.15896,not significant
+V2_msum_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,ISG-high T,0.0708765,0.249035,3.7493,1.98435,1.76495,-0.347352,3.36184,not significant,-0.240901,3.47219,not significant
+V2_msum_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,DN2 / ABC B,1.47408,0.867694,0.563882,0.199471,0.36441,-0.89788,0.989348,not significant,-0.873622,0.995395,not significant
+V2_msum_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,HSPC,0.469266,0.821215,1.03808,0.255676,0.782409,-0.667425,1.97586,not significant,-0.351472,2.40941,not significant
+V2_msum_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Cytotoxic CD4 T,1.57015,1.96341,0.654282,0.976375,-0.322093,-0.900833,0.583075,not significant,-0.940748,0.519471,not significant
+V2_msum_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Granulocyte-like (LDG),0.0971691,0.0463422,3.35251,4.40866,-1.05614,-2.13927,0.0438408,not significant,-2.07894,0.166746,not significant
+V2_msum_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,Platelet signal in monocytes (negative control),0.871703,1.35668,0.197126,0.440526,-0.243401,-0.742429,0.260086,not significant,-0.794142,0.201004,not significant
+V2_msum_all,5 pairs: scratch vs LoRA,scratch_n5__raw,lora_n5__raw,AGGREGATE,null,null,1.56397,1.30521,0.258762,-0.088391,0.493503,not significant,-0.00928511,0.5493,not significant
+V2_msum_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,C1Q-high monocyte (reference),0.476813,1.12904,1.06168,0.177845,0.883839,-0.368442,1.36558,not significant,0.00390094,1.45898,pretrained closer
+V2_msum_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Cycling T/NK,0.453243,1.11945,1.11371,0.172299,0.94141,-0.209127,1.79487,not significant,-0.0604978,1.92167,not significant
+V2_msum_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Cycling activated T (CD38/HLA-DR),0.332907,0.459447,1.57099,1.11151,0.459483,-0.340611,1.09698,not significant,-0.329597,1.10861,not significant
+V2_msum_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Proliferating T (label),1.12718,1.48979,0.177643,0.578195,-0.400551,-0.815101,0.204075,not significant,-1.00561,0.00793044,not significant
+V2_msum_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Plasmablast (label),1.24001,3.47492,0.313538,1.79747,-1.48393,-2.26838,0.344367,not significant,-2.45717,0.0226252,not significant
+V2_msum_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Plasmablast (markers),0.768172,1.48742,0.378545,0.573653,-0.195108,-1.44855,0.764886,not significant,-1.4183,0.784645,not significant
+V2_msum_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,MS1 monocyte (IL1R2+),0.43341,0.229395,1.2042,2.12007,-0.915873,-1.408,0.130238,not significant,-1.45882,-0.0462138,scratch closer
+V2_msum_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Cycling monocyte (Ye 2026),0.120893,0.125398,3.00451,2.95172,0.0527852,-0.913496,1.08968,not significant,-0.913496,1.08968,not significant
+V2_msum_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,ISG-high monocyte (positive control),0.450076,0.696383,1.14611,0.518371,0.627736,-0.37059,1.41394,not significant,-0.284876,1.47191,not significant
+V2_msum_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,ISG-high T,0.107643,0.4637,3.1695,1.0993,2.07019,0.753995,3.24401,pretrained closer,0.771977,3.28708,pretrained closer
+V2_msum_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,DN2 / ABC B,0.620132,0.223376,0.683411,2.1436,-1.46019,-2.37662,-0.579104,scratch closer,-2.35864,-0.536008,scratch closer
+V2_msum_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,HSPC,1.29048,0.586582,0.384149,0.727744,-0.343595,-2.03363,0.987427,not significant,-1.97575,1.04409,not significant
+V2_msum_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Cytotoxic CD4 T,0.907625,0.99539,0.131351,0.00135662,0.129994,-0.264668,0.521503,not significant,-0.145565,0.714439,not significant
+V2_msum_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Granulocyte-like (LDG),0.0403625,0.0403625,4.60458,4.60458,0,-1.0287,0.749192,not significant,-1.02466,0.750266,not significant
+V2_msum_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,Platelet signal in monocytes (negative control),0.558372,0.809946,0.838089,0.30229,0.535799,-0.0935999,0.977992,not significant,-0.0760331,0.989957,not significant
+V2_msum_all,58 pairs: scratch vs LoRA,scratch_full__raw,real_lora__raw,AGGREGATE,null,null,1.36906,1.38918,-0.0201186,-0.394959,0.318608,not significant,-0.386044,0.321836,not significant
+V2_msum_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,C1Q-high monocyte (reference),0.476813,0.953055,1.06168,0.0662479,0.995435,-0.192102,1.2361,not significant,0.628587,1.59291,pretrained closer
+V2_msum_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Cycling T/NK,0.453243,1.57683,1.11371,0.663393,0.450316,-0.55508,1.61373,not significant,-0.602639,1.5101,not significant
+V2_msum_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Cycling activated T (CD38/HLA-DR),0.332907,0.578969,1.57099,0.779851,0.79114,0.136109,1.3386,pretrained closer,0.0827304,1.3068,pretrained closer
+V2_msum_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Proliferating T (label),1.12718,1.84558,0.177643,0.886455,-0.708811,-1.03063,-0.0969414,scratch closer,-1.15511,-0.315862,scratch closer
+V2_msum_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Plasmablast (label),1.24001,3.28027,0.313538,1.71439,-1.40085,-2.01757,-0.13381,scratch closer,-2.2011,-0.416406,scratch closer
+V2_msum_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Plasmablast (markers),0.768172,1.55102,0.378545,0.634015,-0.255471,-1.24429,0.853142,not significant,-1.30255,0.767444,not significant
+V2_msum_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,MS1 monocyte (IL1R2+),0.43341,0.383486,1.2042,1.38053,-0.176333,-0.840391,0.843679,not significant,-0.890328,0.776243,not significant
+V2_msum_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Cycling monocyte (Ye 2026),0.120893,0.155436,3.00451,2.65235,0.352152,-0.525156,1.34346,not significant,-0.609943,1.28979,not significant
+V2_msum_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,ISG-high monocyte (positive control),0.450076,0.823013,1.14611,0.278143,0.867964,-0.426119,1.7026,not significant,-0.237,1.86202,not significant
+V2_msum_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,ISG-high T,0.107643,0.445191,3.1695,1.15705,2.01245,0.167436,3.35709,pretrained closer,0.207397,3.41149,pretrained closer
+V2_msum_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,DN2 / ABC B,0.620132,0.279053,0.683411,1.82748,-1.14407,-1.76698,-0.343257,scratch closer,-1.8178,-0.429111,scratch closer
+V2_msum_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,HSPC,1.29048,0.703898,0.384149,0.472487,-0.0883381,-1.25072,0.985234,not significant,-1.20842,1.01704,not significant
+V2_msum_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Cytotoxic CD4 T,0.907625,1.40992,0.131351,0.501192,-0.369841,-0.69854,0.380531,not significant,-0.775709,0.18334,not significant
+V2_msum_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Granulocyte-like (LDG),0.0403625,0.0358778,4.60458,4.77123,-0.16665,-0.886752,0.423808,not significant,-0.923001,0.387023,not significant
+V2_msum_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,Platelet signal in monocytes (negative control),0.558372,0.974321,0.838089,0.0361515,0.801938,0.18699,1.17474,pretrained closer,0.299169,1.22551,pretrained closer
+V2_msum_all,58 pairs: scratch vs full FT,scratch_full__raw,real_full__raw,AGGREGATE,null,null,1.36906,1.34667,0.0223938,-0.25056,0.35724,not significant,-0.282398,0.309155,not significant
+V2_msum_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,C1Q-high monocyte (reference),0.556467,0.666744,0.83909,0.579945,0.259145,-0.611588,0.763142,not significant,-0.517419,0.807852,not significant
+V2_msum_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Cycling T/NK,0.557157,1.15259,0.822275,0.214387,0.607888,-0.40941,1.37061,not significant,-0.400563,1.375,not significant
+V2_msum_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Cycling activated T (CD38/HLA-DR),0.277665,0.500037,1.82994,0.990095,0.839844,0.114383,1.54951,pretrained closer,0.0615175,1.50433,pretrained closer
+V2_msum_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Proliferating T (label),0.977178,1.76032,0.0275878,0.818281,-0.790693,-1.07785,-0.0846297,scratch closer,-1.3173,-0.487549,scratch closer
+V2_msum_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Plasmablast (label),1.17513,2.29979,0.236232,1.20276,-0.966525,-1.53999,0.358279,not significant,-1.67855,-0.0178657,scratch closer
+V2_msum_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Plasmablast (markers),0.861136,1.00547,0.213981,0.00928773,0.204694,-0.746671,0.412369,not significant,-0.0256468,0.754649,not significant
+V2_msum_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,MS1 monocyte (IL1R2+),0.510408,0.337671,0.96838,1.56367,-0.595288,-1.33542,0.465636,not significant,-1.43615,0.393216,not significant
+V2_msum_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Cycling monocyte (Ye 2026),0.101707,0.130748,3.23931,2.89401,0.345301,-0.730185,1.50601,not significant,-0.707518,1.53692,not significant
+V2_msum_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,ISG-high monocyte (positive control),0.395478,0.927725,1.33102,0.105613,1.22541,-0.324239,2.42437,not significant,-0.0393492,2.69938,not significant
+V2_msum_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,ISG-high T,0.167592,0.633801,2.54837,0.651131,1.89724,0.406111,2.8764,pretrained closer,0.455357,2.92617,pretrained closer
+V2_msum_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,DN2 / ABC B,0.487869,0.24187,1.0276,2.03125,-1.00365,-1.69166,-0.19961,scratch closer,-1.62974,-0.14667,scratch closer
+V2_msum_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,HSPC,0.977637,0.743004,0.00951499,0.396538,-0.387023,-1.65711,0.532795,not significant,-2.21099,0.313021,not significant
+V2_msum_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Cytotoxic CD4 T,1.2752,1.35431,0.356048,0.443043,-0.0869952,-0.51356,0.626766,not significant,-0.551061,0.545331,not significant
+V2_msum_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Granulocyte-like (LDG),0.0553116,0.0313931,4.15712,4.95967,-0.802554,-1.7844,0.0437214,not significant,-1.74447,0.0606131,not significant
+V2_msum_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,Platelet signal in monocytes (negative control),0.665491,0.779289,0.585061,0.357918,0.227143,-0.298086,0.777708,not significant,-0.313932,0.761721,not significant
+V2_msum_all,58 pairs + recipes: scratch vs LoRA,scratch_recipe__raw,lora_recipe__raw,AGGREGATE,null,null,1.25196,1.28877,-0.0368172,-0.340251,0.258598,not significant,-0.358249,0.236406,not significant
+V2_msum_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,C1Q-high monocyte (reference),1.05587,0.0204487,0.0801089,5.5419,-5.46179,-6.72911,-3.83603,scratch closer,-7.55877,-4.30987,scratch closer
+V2_msum_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Cycling T/NK,0.471167,1.70862,1.05903,0.781913,0.277121,-0.850543,1.6028,not significant,-0.9661,1.4116,not significant
+V2_msum_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Cycling activated T (CD38/HLA-DR),0.407083,0.345674,1.28406,1.50824,-0.224182,-1.03033,0.526872,not significant,-1.03182,0.526175,not significant
+V2_msum_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Proliferating T (label),1.36629,3.87832,0.453972,1.95677,-1.5028,-2.15874,-0.605227,scratch closer,-2.15357,-0.597921,scratch closer
+V2_msum_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Plasmablast (label),1.12466,1.50676,0.173104,0.593892,-0.420788,-1.22968,0.413543,not significant,-1.27824,0.310135,not significant
+V2_msum_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Plasmablast (markers),0.464818,0.535763,1.10181,0.897384,0.20443,-0.996456,0.901422,not significant,-0.864477,0.976647,not significant
+V2_msum_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,MS1 monocyte (IL1R2+),0.109318,0.0410121,3.1881,4.59846,-1.41037,-3.20018,-0.595131,scratch closer,-2.79302,-0.483504,scratch closer
+V2_msum_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Cycling monocyte (Ye 2026),0.0781802,0.0705758,3.63336,3.79296,-0.159602,-1.61632,1.16964,not significant,-1.51501,1.33366,not significant
+V2_msum_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,ISG-high monocyte (positive control),0.48025,1.98416,1.05485,0.988759,0.066093,-1.65407,1.67265,not significant,-1.71226,1.57636,not significant
+V2_msum_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,ISG-high T,0.0708765,0.704161,3.7493,0.495756,3.25354,1.69554,4.81049,pretrained closer,1.75212,4.89441,pretrained closer
+V2_msum_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,DN2 / ABC B,1.47408,0.893771,0.563882,0.157529,0.406353,-0.851166,0.988477,not significant,-0.788508,1.03023,not significant
+V2_msum_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,HSPC,0.469266,0.664793,1.03808,0.552657,0.485427,-1.06413,1.96604,not significant,-1.03747,2.03242,not significant
+V2_msum_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Cytotoxic CD4 T,1.57015,0.497781,0.654282,0.971189,-0.316907,-1.45478,1.26201,not significant,-1.51788,1.11147,not significant
+V2_msum_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Granulocyte-like (LDG),0.0971691,0.0896946,3.35251,3.46707,-0.11456,-0.968314,0.786949,not significant,-0.978897,0.771111,not significant
+V2_msum_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,Platelet signal in monocytes (negative control),0.871703,0.278742,0.197126,1.8408,-1.64368,-2.13732,-1.22543,scratch closer,-2.12176,-1.21376,scratch closer
+V2_msum_all,ref: scratch 5 pairs vs zero-shot,scratch_n5__raw,zs__raw,AGGREGATE,null,null,1.56397,1.94736,-0.383395,-0.791731,-0.0928275,scratch closer,-0.787636,-0.0888931,scratch closer
+V2_msum_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,C1Q-high monocyte (reference),0.476813,0.0204487,1.06168,5.5419,-4.48022,-5.96977,-3.55718,scratch closer,-5.66108,-3.40073,scratch closer
+V2_msum_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Cycling T/NK,0.453243,1.70862,1.11371,0.781913,0.331796,-0.705544,1.50458,not significant,-0.78416,1.36287,not significant
+V2_msum_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Cycling activated T (CD38/HLA-DR),0.332907,0.345674,1.57099,1.50824,0.0627546,-0.988893,1.05668,not significant,-0.981739,1.07401,not significant
+V2_msum_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Proliferating T (label),1.12718,3.87832,0.177643,1.95677,-1.77913,-2.4575,-0.78557,scratch closer,-2.61956,-1.01731,scratch closer
+V2_msum_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Plasmablast (label),1.24001,1.50676,0.313538,0.593892,-0.280354,-0.956342,0.438542,not significant,-0.963976,0.43016,not significant
+V2_msum_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Plasmablast (markers),0.768172,0.535763,0.378545,0.897384,-0.518839,-1.4284,0.102293,not significant,-1.35344,0.145335,not significant
+V2_msum_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,MS1 monocyte (IL1R2+),0.43341,0.0410121,1.2042,4.59846,-3.39427,-4.81836,-1.98586,scratch closer,-4.77093,-1.91798,scratch closer
+V2_msum_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Cycling monocyte (Ye 2026),0.120893,0.0705758,3.00451,3.79296,-0.788453,-2.21791,0.465379,not significant,-2.12346,0.56389,not significant
+V2_msum_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,ISG-high monocyte (positive control),0.450076,1.98416,1.14611,0.988759,0.157348,-1.78946,1.45208,not significant,-1.81618,1.42564,not significant
+V2_msum_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,ISG-high T,0.107643,0.704161,3.1695,0.495756,2.67374,1.20013,4.01054,pretrained closer,1.19792,4.00544,pretrained closer
+V2_msum_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,DN2 / ABC B,0.620132,0.893771,0.683411,0.157529,0.525882,-0.543236,1.08589,not significant,-0.0480585,1.524,not significant
+V2_msum_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,HSPC,1.29048,0.664793,0.384149,0.552657,-0.168508,-1.27151,0.928576,not significant,-1.29215,0.879553,not significant
+V2_msum_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Cytotoxic CD4 T,0.907625,0.497781,0.131351,0.971189,-0.839838,-1.55224,0.149648,not significant,-1.88491,-0.141641,scratch closer
+V2_msum_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Granulocyte-like (LDG),0.0403625,0.0896946,4.60458,3.46707,1.1375,0.408465,1.81277,pretrained closer,0.346078,1.75633,pretrained closer
+V2_msum_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,Platelet signal in monocytes (negative control),0.558372,0.278742,0.838089,1.8408,-1.00271,-1.63626,-0.456613,scratch closer,-1.57158,-0.424396,scratch closer
+V2_msum_all,ref: scratch 58 pairs vs zero-shot,scratch_full__raw,zs__raw,AGGREGATE,null,null,1.36906,1.94736,-0.578302,-0.94752,-0.308034,scratch closer,-0.933124,-0.299968,scratch closer
+V2_msum_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,C1Q-high monocyte (reference),0.556467,0.0204487,0.83909,5.5419,-4.70281,-6.41709,-3.84917,scratch closer,-6.14743,-3.76692,scratch closer
+V2_msum_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Cycling T/NK,0.557157,1.70862,0.822275,0.781913,0.0403621,-0.926767,1.078,not significant,-1.11877,0.952919,not significant
+V2_msum_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Cycling activated T (CD38/HLA-DR),0.277665,0.345674,1.82994,1.50824,0.321701,-0.666103,1.31145,not significant,-0.679631,1.30521,not significant
+V2_msum_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Proliferating T (label),0.977178,3.87832,0.0275878,1.95677,-1.92919,-2.52347,-0.845655,scratch closer,-2.7253,-1.23396,scratch closer
+V2_msum_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Plasmablast (label),1.17513,1.50676,0.236232,0.593892,-0.35766,-1.02356,0.504187,not significant,-1.09183,0.395599,not significant
+V2_msum_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Plasmablast (markers),0.861136,0.535763,0.213981,0.897384,-0.683402,-1.73103,0.120181,not significant,-1.68465,0.1556,not significant
+V2_msum_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,MS1 monocyte (IL1R2+),0.510408,0.0410121,0.96838,4.59846,-3.63008,-5.02433,-2.11894,scratch closer,-4.98405,-2.05549,scratch closer
+V2_msum_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Cycling monocyte (Ye 2026),0.101707,0.0705758,3.23931,3.79296,-0.553646,-1.90061,0.35703,not significant,-1.81318,0.402807,not significant
+V2_msum_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,ISG-high monocyte (positive control),0.395478,1.98416,1.33102,0.988759,0.342264,-1.6593,1.99751,not significant,-1.72467,1.9412,not significant
+V2_msum_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,ISG-high T,0.167592,0.704161,2.54837,0.495756,2.05261,0.888042,2.93515,pretrained closer,0.980123,3.00861,pretrained closer
+V2_msum_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,DN2 / ABC B,0.487869,0.893771,1.0276,0.157529,0.870069,-0.384965,1.32723,not significant,0.377305,1.7005,pretrained closer
+V2_msum_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,HSPC,0.977637,0.664793,0.00951499,0.552657,-0.543142,-1.44589,0.497977,not significant,-2.13054,0.108934,not significant
+V2_msum_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Cytotoxic CD4 T,1.2752,0.497781,0.356048,0.971189,-0.615141,-1.58302,0.608416,not significant,-1.70534,0.497578,not significant
+V2_msum_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Granulocyte-like (LDG),0.0553116,0.0896946,4.15712,3.46707,0.690045,-0.175271,1.50431,not significant,-0.189437,1.47977,not significant
+V2_msum_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,Platelet signal in monocytes (negative control),0.665491,0.278742,0.585061,1.8408,-1.25574,-1.92786,-0.62329,scratch closer,-1.91352,-0.608204,scratch closer
+V2_msum_all,ref: scratch 58 + recipes vs zero-shot,scratch_recipe__raw,zs__raw,AGGREGATE,null,null,1.25196,1.94736,-0.695407,-1.05736,-0.423804,scratch closer,-1.09133,-0.437892,scratch closer
diff --git a/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/verify_confound_within_depth_arms.csv b/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/verify_confound_within_depth_arms.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3b65ae583c1acaaf9d037ff182c391f10bb37840
--- /dev/null
+++ b/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/verify_confound_within_depth_arms.csv
@@ -0,0 +1,521 @@
+scheme,state,arm,obs_thin,gen_thin,depth_matched,obs_lib_median,gen_lib_median,obs_msum,gen_msum,n_ref_genes,msum_over_lib_ratio,ratio_raw,ratio_screen
+V0_reseed,C1Q-high monocyte (reference),zs__raw,0.416314,1,True,2832,1179,44.2525,28.8818,36,1.56771,0.0250807,0.024986
+V0_reseed,C1Q-high monocyte (reference),lora_n5__raw,1,1,True,2832,3254,44.2525,28.1233,36,0.553102,1.07489,1.07489
+V0_reseed,C1Q-high monocyte (reference),scratch_n5__raw,0.893008,1,True,2832,2529,44.2525,27.0856,36,0.685401,1.00515,1.00515
+V0_reseed,C1Q-high monocyte (reference),real_lora__raw,0.766596,1,True,2832,2171,44.2525,22.0835,36,0.650975,1.05761,1.05336
+V0_reseed,C1Q-high monocyte (reference),real_full__raw,0.729873,1,True,2832,2067,44.2525,23.141,36,0.71647,0.913119,0.916807
+V0_reseed,C1Q-high monocyte (reference),scratch_full__raw,0.839689,1,True,2832,2378,44.2525,25.7743,36,0.693634,0.46435,0.466973
+V0_reseed,C1Q-high monocyte (reference),lora_recipe__raw,0.728814,1,True,2832,2064,44.2525,21.8661,36,0.67798,0.6265,0.625773
+V0_reseed,C1Q-high monocyte (reference),scratch_recipe__raw,0.825742,1,True,2832,2338.5,44.2525,24.3671,36,0.666842,0.535822,0.5325
+V0_reseed,Cycling T/NK,zs__raw,0.425434,1,True,1958,833,33.3202,29.223,24,2.06151,2.48976,2.51667
+V0_reseed,Cycling T/NK,lora_n5__raw,1,1,True,1958,2402,33.3202,33.7585,24,0.825877,1.15404,1.15404
+V0_reseed,Cycling T/NK,scratch_n5__raw,1,1,True,1958,1995,33.3202,44.5317,24,1.31169,0.50825,0.50825
+V0_reseed,Cycling T/NK,real_lora__raw,0.936159,1,True,1958,1833,33.3202,22.7544,24,0.72947,0.96248,0.931543
+V0_reseed,Cycling T/NK,real_full__raw,0.883044,1,True,1958,1729,33.3202,23.1086,24,0.785386,1.3709,1.336
+V0_reseed,Cycling T/NK,scratch_full__raw,0.924923,1,True,1958,1811,33.3202,31.7162,24,1.02912,0.4144,0.415901
+V0_reseed,Cycling T/NK,lora_recipe__raw,0.923391,1,True,1958,1808,33.3202,21.8799,24,0.711133,0.96602,0.987329
+V0_reseed,Cycling T/NK,scratch_recipe__raw,0.904494,1,True,1958,1771,33.3202,30.1746,24,1.00122,0.473787,0.479032
+V0_reseed,Cycling activated T (CD38/HLA-DR),zs__raw,0.46068,1,True,2060,949,18.7705,20.7914,21,2.40442,0.653208,0.64599
+V0_reseed,Cycling activated T (CD38/HLA-DR),lora_n5__raw,1,1,True,2060,2503,18.7705,26.5607,21,1.16459,0.443262,0.443262
+V0_reseed,Cycling activated T (CD38/HLA-DR),scratch_n5__raw,1,1,True,2060,2144,18.7705,29.3536,21,1.50255,0.403693,0.403693
+V0_reseed,Cycling activated T (CD38/HLA-DR),real_lora__raw,0.933981,1,True,2060,1924,18.7705,15.378,21,0.877178,0.415966,0.408872
+V0_reseed,Cycling activated T (CD38/HLA-DR),real_full__raw,0.882039,1,True,2060,1817,18.7705,16.2103,21,0.979101,0.580213,0.578323
+V0_reseed,Cycling activated T (CD38/HLA-DR),scratch_full__raw,0.952913,1,True,2060,1963,18.7705,19.3059,21,1.07935,0.315467,0.314981
+V0_reseed,Cycling activated T (CD38/HLA-DR),lora_recipe__raw,0.922816,1,True,2060,1901,18.7705,15.3304,21,0.885044,0.452715,0.45704
+V0_reseed,Cycling activated T (CD38/HLA-DR),scratch_recipe__raw,0.927184,1,True,2060,1910,18.7705,18.0726,21,1.03844,0.273631,0.278936
+V0_reseed,Plasmablast (markers),zs__raw,0.502967,1,True,2022,1017,39.742,32.6793,38,1.63487,0.763229,0.781626
+V0_reseed,Plasmablast (markers),lora_n5__raw,1,1,True,2022,2526,39.742,36.5484,38,0.73615,0.503011,0.503011
+V0_reseed,Plasmablast (markers),scratch_n5__raw,1,1,True,2022,2050,39.742,43.7604,38,1.08607,0.349986,0.349986
+V0_reseed,Plasmablast (markers),real_lora__raw,0.897626,1,True,2022,1815,39.742,25.9,38,0.726028,1.0375,1.0399
+V0_reseed,Plasmablast (markers),real_full__raw,0.858803,1,True,2022,1736.5,39.742,26.6609,38,0.781143,1.16216,1.15447
+V0_reseed,Plasmablast (markers),scratch_full__raw,0.890208,1,True,2022,1800,39.742,33.046,38,0.934067,0.650692,0.642013
+V0_reseed,Plasmablast (markers),lora_recipe__raw,0.892681,1,True,2022,1805,39.742,25.5541,38,0.720301,0.710261,0.710737
+V0_reseed,Plasmablast (markers),scratch_recipe__raw,0.862018,1,True,2022,1743,39.742,32.1737,38,0.93915,0.740476,0.734132
+V0_reseed,MS1 monocyte (IL1R2+),zs__raw,0.416314,1,True,2832,1179,32.6585,25.6823,31,1.88894,0.0834617,0.0838364
+V0_reseed,MS1 monocyte (IL1R2+),lora_n5__raw,1,1,True,2832,3254,32.6585,17.5613,31,0.46799,0.151909,0.151909
+V0_reseed,MS1 monocyte (IL1R2+),scratch_n5__raw,0.893008,1,True,2832,2529,32.6585,17.7976,31,0.610253,0.095667,0.0956144
+V0_reseed,MS1 monocyte (IL1R2+),real_lora__raw,0.766596,1,True,2832,2171,32.6585,17.3852,31,0.694413,0.205553,0.205964
+V0_reseed,MS1 monocyte (IL1R2+),real_full__raw,0.729873,1,True,2832,2067,32.6585,18.2515,31,0.765692,0.358853,0.361097
+V0_reseed,MS1 monocyte (IL1R2+),scratch_full__raw,0.839689,1,True,2832,2378,32.6585,19.811,31,0.722421,0.404504,0.404617
+V0_reseed,MS1 monocyte (IL1R2+),lora_recipe__raw,0.728814,1,True,2832,2064,32.6585,17.14,31,0.720108,0.300059,0.301019
+V0_reseed,MS1 monocyte (IL1R2+),scratch_recipe__raw,0.825742,1,True,2832,2338.5,32.6585,18.42,31,0.683043,0.462294,0.4621
+V0_reseed,Cycling monocyte (Ye 2026),zs__raw,0.416314,1,True,2832,1179,47.7813,28.9051,39,1.4531,0.09646,0.0934457
+V0_reseed,Cycling monocyte (Ye 2026),lora_n5__raw,1,1,True,2832,3254,47.7813,28.5811,39,0.520591,0.111874,0.111874
+V0_reseed,Cycling monocyte (Ye 2026),scratch_n5__raw,0.893008,1,True,2832,2529,47.7813,27.7109,39,0.649438,0.0612595,0.0613772
+V0_reseed,Cycling monocyte (Ye 2026),real_lora__raw,0.766596,1,True,2832,2171,47.7813,22.5006,39,0.614286,0.090056,0.0895574
+V0_reseed,Cycling monocyte (Ye 2026),real_full__raw,0.729873,1,True,2832,2067,47.7813,23.5274,39,0.674636,0.115237,0.113928
+V0_reseed,Cycling monocyte (Ye 2026),scratch_full__raw,0.839689,1,True,2832,2378,47.7813,26.1174,39,0.65096,0.0863575,0.0867531
+V0_reseed,Cycling monocyte (Ye 2026),lora_recipe__raw,0.728814,1,True,2832,2064,47.7813,22.1284,39,0.635441,0.0947559,0.0962428
+V0_reseed,Cycling monocyte (Ye 2026),scratch_recipe__raw,0.825742,1,True,2832,2338.5,47.7813,24.769,39,0.62778,0.0878781,0.0869464
+V0_reseed,ISG-high monocyte (positive control),zs__raw,0.416314,1,True,2832,1179,43.0267,25.4376,31,1.4201,2.68436,2.62664
+V0_reseed,ISG-high monocyte (positive control),lora_n5__raw,1,1,True,2832,3254,43.0267,26.2935,31,0.531845,0.324813,0.324813
+V0_reseed,ISG-high monocyte (positive control),scratch_n5__raw,0.893008,1,True,2832,2529,43.0267,25.1777,31,0.655273,0.323464,0.324734
+V0_reseed,ISG-high monocyte (positive control),real_lora__raw,0.766596,1,True,2832,2171,43.0267,20.4138,31,0.618897,0.436871,0.435961
+V0_reseed,ISG-high monocyte (positive control),real_full__raw,0.729873,1,True,2832,2067,43.0267,21.1694,31,0.674099,0.576001,0.576362
+V0_reseed,ISG-high monocyte (positive control),scratch_full__raw,0.839689,1,True,2832,2378,43.0267,23.973,31,0.663537,0.302777,0.306379
+V0_reseed,ISG-high monocyte (positive control),lora_recipe__raw,0.728814,1,True,2832,2064,43.0267,19.6956,31,0.628079,0.598802,0.597133
+V0_reseed,ISG-high monocyte (positive control),scratch_recipe__raw,0.825742,1,True,2832,2338.5,43.0267,22.7988,31,0.641696,0.265203,0.263355
+V0_reseed,ISG-high T,zs__raw,0.46068,1,True,2060,949,18.8086,20.6657,20,2.38503,2.46016,2.70515
+V0_reseed,ISG-high T,lora_n5__raw,1,1,True,2060,2503,18.8086,26.7804,20,1.17183,0.456853,0.456853
+V0_reseed,ISG-high T,scratch_n5__raw,1,1,True,2060,2144,18.8086,29.7022,20,1.51731,0.145625,0.145625
+V0_reseed,ISG-high T,real_lora__raw,0.933981,1,True,2060,1924,18.8086,15.3318,20,0.872766,0.380318,0.373078
+V0_reseed,ISG-high T,real_full__raw,0.882039,1,True,2060,1817,18.8086,16.2067,20,0.976899,0.455244,0.449465
+V0_reseed,ISG-high T,scratch_full__raw,0.952913,1,True,2060,1963,18.8086,19.2271,20,1.07276,0.169766,0.169555
+V0_reseed,ISG-high T,lora_recipe__raw,0.922816,1,True,2060,1901,18.8086,15.2706,20,0.879799,0.523216,0.532931
+V0_reseed,ISG-high T,scratch_recipe__raw,0.927184,1,True,2060,1910,18.8086,18.0369,20,1.03428,0.184949,0.183512
+V0_reseed,DN2 / ABC B,zs__raw,0.681111,1,True,1800,1226,49.1902,47.9808,21,1.43209,1.35021,1.26791
+V0_reseed,DN2 / ABC B,lora_n5__raw,1,1,True,1800,2330,49.1902,58.8689,21,0.924537,1.10691,1.10691
+V0_reseed,DN2 / ABC B,scratch_n5__raw,1,1,True,1800,1934,49.1902,59.5189,21,1.12614,1.63464,1.63464
+V0_reseed,DN2 / ABC B,real_lora__raw,0.988333,1,True,1800,1779,49.1902,58.4713,21,1.20271,0.347215,0.350657
+V0_reseed,DN2 / ABC B,real_full__raw,0.993333,1,True,1800,1788,49.1902,61.7504,21,1.26377,0.37461,0.372326
+V0_reseed,DN2 / ABC B,scratch_full__raw,0.902222,1,True,1800,1624,49.1902,43.8013,21,0.98695,0.626223,0.633688
+V0_reseed,DN2 / ABC B,lora_recipe__raw,1,1,True,1800,1840,49.1902,45.9519,21,0.91386,0.28267,0.28267
+V0_reseed,DN2 / ABC B,scratch_recipe__raw,0.88,1,True,1800,1584,49.1902,39.3176,21,0.908292,0.44949,0.459289
+V0_reseed,HSPC,zs__raw,0.502967,1,True,2022,1017,42.8952,33.3956,43,1.54789,0.846217,0.88238
+V0_reseed,HSPC,lora_n5__raw,1,1,True,2022,2526,42.8952,39.6408,43,0.739745,0.958643,0.958643
+V0_reseed,HSPC,scratch_n5__raw,1,1,True,2022,2050,42.8952,46.1782,43,1.06183,0.479321,0.479321
+V0_reseed,HSPC,real_lora__raw,0.897626,1,True,2022,1815,42.8952,31.9379,43,0.829473,0.561078,0.573547
+V0_reseed,HSPC,real_full__raw,0.858803,1,True,2022,1736.5,42.8952,33.5854,43,0.911692,0.770436,0.782109
+V0_reseed,HSPC,scratch_full__raw,0.890208,1,True,2022,1800,42.8952,35.8821,43,0.939675,1.30918,1.33828
+V0_reseed,HSPC,lora_recipe__raw,0.892681,1,True,2022,1805,42.8952,29.0129,43,0.757681,0.710699,0.710699
+V0_reseed,HSPC,scratch_recipe__raw,0.862018,1,True,2022,1743,42.8952,34.1566,43,0.923741,0.948883,0.955911
+V0_reseed,Cytotoxic CD4 T,zs__raw,0.699238,1,True,2231,1560,3.12526,1.7477,10,0.799755,0.460483,0.467215
+V0_reseed,Cytotoxic CD4 T,lora_n5__raw,1,1,True,2231,3035,3.12526,3.51688,10,0.827204,1.79338,1.79338
+V0_reseed,Cytotoxic CD4 T,scratch_n5__raw,1,1,True,2231,2537,3.12526,4.18196,10,1.17672,1.51594,1.51594
+V0_reseed,Cytotoxic CD4 T,real_lora__raw,1,1,True,2231,2298,3.12526,2.96978,10,0.922546,0.895231,0.895231
+V0_reseed,Cytotoxic CD4 T,real_full__raw,0.997087,1,True,2231,2224.5,3.12526,3.1956,10,1.0255,1.32217,1.32217
+V0_reseed,Cytotoxic CD4 T,scratch_full__raw,1,1,True,2231,2291,3.12526,3.08296,10,0.960632,0.800203,0.800203
+V0_reseed,Cytotoxic CD4 T,lora_recipe__raw,1,1,True,2231,2302,3.12526,2.85258,10,0.884601,1.23372,1.23372
+V0_reseed,Cytotoxic CD4 T,scratch_recipe__raw,0.987001,1,True,2231,2202,3.12526,3.0925,10,1.00255,1.19046,1.18755
+V0_reseed,Granulocyte-like (LDG),zs__raw,0.502967,1,True,2022,1017,42.4198,32.5913,42,1.52754,0.139998,0.139565
+V0_reseed,Granulocyte-like (LDG),lora_n5__raw,1,1,True,2022,2526,42.4198,39.4487,42,0.744409,0.0545427,0.0545427
+V0_reseed,Granulocyte-like (LDG),scratch_n5__raw,1,1,True,2022,2050,42.4198,45.998,42,1.06954,0.128721,0.128721
+V0_reseed,Granulocyte-like (LDG),real_lora__raw,0.897626,1,True,2022,1815,42.4198,31.8397,42,0.836189,0.0385578,0.0382542
+V0_reseed,Granulocyte-like (LDG),real_full__raw,0.858803,1,True,2022,1736.5,42.4198,33.4651,42,0.918607,0.041017,0.0413254
+V0_reseed,Granulocyte-like (LDG),scratch_full__raw,0.890208,1,True,2022,1800,42.4198,35.7068,42,0.945563,0.0432161,0.0430958
+V0_reseed,Granulocyte-like (LDG),lora_recipe__raw,0.892681,1,True,2022,1805,42.4198,28.9076,42,0.763392,0.0253035,0.0252858
+V0_reseed,Granulocyte-like (LDG),scratch_recipe__raw,0.862018,1,True,2022,1743,42.4198,34.0142,42,0.930198,0.0582218,0.0585732
+V0_reseed,Platelet signal in monocytes (negative control),zs__raw,0.416314,1,True,2832,1179,44.2486,28.1905,34,1.53032,0.35885,0.359741
+V0_reseed,Platelet signal in monocytes (negative control),lora_n5__raw,1,1,True,2832,3254,44.2486,25.7067,34,0.505618,0.835598,0.835598
+V0_reseed,Platelet signal in monocytes (negative control),scratch_n5__raw,0.893008,1,True,2832,2529,44.2486,25.6236,34,0.648464,0.602155,0.59832
+V0_reseed,Platelet signal in monocytes (negative control),real_lora__raw,0.766596,1,True,2832,2171,44.2486,21.2038,34,0.625098,0.553649,0.547251
+V0_reseed,Platelet signal in monocytes (negative control),real_full__raw,0.729873,1,True,2832,2067,44.2486,21.9689,34,0.68024,0.699466,0.699329
+V0_reseed,Platelet signal in monocytes (negative control),scratch_full__raw,0.839689,1,True,2832,2378,44.2486,24.4931,34,0.659212,0.393872,0.392348
+V0_reseed,Platelet signal in monocytes (negative control),lora_recipe__raw,0.728814,1,True,2832,2064,44.2486,20.9105,34,0.648407,0.549174,0.544771
+V0_reseed,Platelet signal in monocytes (negative control),scratch_recipe__raw,0.825742,1,True,2832,2338.5,44.2486,23.2446,34,0.636177,0.441367,0.445627
+V1_lib_trained,C1Q-high monocyte (reference),zs__raw,0.728814,1,False,2832,1179,44.2525,28.8818,36,1.56771,0.0228189,0.024986
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+V1_lib_trained,C1Q-high monocyte (reference),scratch_recipe__raw,0.728814,0.882617,True,2832,2338.5,44.2525,24.3671,36,0.666842,0.532545,0.5325
+V1_lib_trained,Cycling T/NK,zs__raw,0.883044,1,False,1958,833,33.3202,29.223,24,2.06151,1.71171,2.51667
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+V1_lib_trained,Cycling T/NK,real_lora__raw,0.883044,0.943262,True,1958,1833,33.3202,22.7544,24,0.72947,0.942118,0.931543
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+V1_lib_trained,Cycling T/NK,lora_recipe__raw,0.883044,0.956305,True,1958,1808,33.3202,21.8799,24,0.711133,0.987329,0.987329
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+V2_msum_all,MS1 monocyte (IL1R2+),lora_recipe__raw,0.524824,1,True,2832,2064,32.6585,17.14,31,0.720108,0.337671,0.301019
+V2_msum_all,MS1 monocyte (IL1R2+),scratch_recipe__raw,0.524824,0.930511,True,2832,2338.5,32.6585,18.42,31,0.683043,0.510408,0.4621
+V2_msum_all,Cycling monocyte (Ye 2026),zs__raw,0.463118,0.765552,True,2832,1179,47.7813,28.9051,39,1.4531,0.0705758,0.0934457
+V2_msum_all,Cycling monocyte (Ye 2026),lora_n5__raw,0.463118,0.774231,True,2832,3254,47.7813,28.5811,39,0.520591,0.165573,0.111874
+V2_msum_all,Cycling monocyte (Ye 2026),scratch_n5__raw,0.463118,0.798543,True,2832,2529,47.7813,27.7109,39,0.649438,0.0781802,0.0613772
+V2_msum_all,Cycling monocyte (Ye 2026),real_lora__raw,0.463118,0.983455,True,2832,2171,47.7813,22.5006,39,0.614286,0.125398,0.0895574
+V2_msum_all,Cycling monocyte (Ye 2026),real_full__raw,0.463118,0.940535,True,2832,2067,47.7813,23.5274,39,0.674636,0.155436,0.113928
+V2_msum_all,Cycling monocyte (Ye 2026),scratch_full__raw,0.463118,0.847264,True,2832,2378,47.7813,26.1174,39,0.65096,0.120893,0.0867531
+V2_msum_all,Cycling monocyte (Ye 2026),lora_recipe__raw,0.463118,1,True,2832,2064,47.7813,22.1284,39,0.635441,0.130748,0.0962428
+V2_msum_all,Cycling monocyte (Ye 2026),scratch_recipe__raw,0.463118,0.893388,True,2832,2338.5,47.7813,24.769,39,0.62778,0.101707,0.0869464
+V2_msum_all,ISG-high monocyte (positive control),zs__raw,0.457752,0.77427,True,2832,1179,43.0267,25.4376,31,1.4201,1.98416,2.62664
+V2_msum_all,ISG-high monocyte (positive control),lora_n5__raw,0.457752,0.749068,True,2832,3254,43.0267,26.2935,31,0.531845,0.495243,0.324813
+V2_msum_all,ISG-high monocyte (positive control),scratch_n5__raw,0.457752,0.782263,True,2832,2529,43.0267,25.1777,31,0.655273,0.48025,0.324734
+V2_msum_all,ISG-high monocyte (positive control),real_lora__raw,0.457752,0.964818,True,2832,2171,43.0267,20.4138,31,0.618897,0.696383,0.435961
+V2_msum_all,ISG-high monocyte (positive control),real_full__raw,0.457752,0.930379,True,2832,2067,43.0267,21.1694,31,0.674099,0.823013,0.576362
+V2_msum_all,ISG-high monocyte (positive control),scratch_full__raw,0.457752,0.821574,True,2832,2378,43.0267,23.973,31,0.663537,0.450076,0.306379
+V2_msum_all,ISG-high monocyte (positive control),lora_recipe__raw,0.457752,1,True,2832,2064,43.0267,19.6956,31,0.628079,0.927725,0.597133
+V2_msum_all,ISG-high monocyte (positive control),scratch_recipe__raw,0.457752,0.863888,True,2832,2338.5,43.0267,22.7988,31,0.641696,0.395478,0.263355
+V2_msum_all,ISG-high T,zs__raw,0.811893,0.738933,True,2060,949,18.8086,20.6657,20,2.38503,0.704161,2.70515
+V2_msum_all,ISG-high T,lora_n5__raw,0.811893,0.570215,True,2060,2503,18.8086,26.7804,20,1.17183,0.249035,0.456853
+V2_msum_all,ISG-high T,scratch_n5__raw,0.811893,0.514123,True,2060,2144,18.8086,29.7022,20,1.51731,0.0708765,0.145625
+V2_msum_all,ISG-high T,real_lora__raw,0.811893,0.996008,True,2060,1924,18.8086,15.3318,20,0.872766,0.4637,0.373078
+V2_msum_all,ISG-high T,real_full__raw,0.811893,0.94224,True,2060,1817,18.8086,16.2067,20,0.976899,0.445191,0.449465
+V2_msum_all,ISG-high T,scratch_full__raw,0.811893,0.794222,True,2060,1963,18.8086,19.2271,20,1.07276,0.107643,0.169555
+V2_msum_all,ISG-high T,lora_recipe__raw,0.811893,1,True,2060,1901,18.8086,15.2706,20,0.879799,0.633801,0.532931
+V2_msum_all,ISG-high T,scratch_recipe__raw,0.811893,0.84663,True,2060,1910,18.8086,18.0369,20,1.03428,0.167592,0.183512
+V2_msum_all,DN2 / ABC B,zs__raw,0.799297,0.819444,True,1800,1226,49.1902,47.9808,21,1.43209,0.893771,1.26791
+V2_msum_all,DN2 / ABC B,lora_n5__raw,0.799297,0.667883,True,1800,2330,49.1902,58.8689,21,0.924537,0.867694,1.10691
+V2_msum_all,DN2 / ABC B,scratch_n5__raw,0.799297,0.66059,True,1800,1934,49.1902,59.5189,21,1.12614,1.47408,1.63464
+V2_msum_all,DN2 / ABC B,real_lora__raw,0.799297,0.672424,True,1800,1779,49.1902,58.4713,21,1.20271,0.223376,0.350657
+V2_msum_all,DN2 / ABC B,real_full__raw,0.799297,0.636717,True,1800,1788,49.1902,61.7504,21,1.26377,0.279053,0.372326
+V2_msum_all,DN2 / ABC B,scratch_full__raw,0.799297,0.897634,True,1800,1624,49.1902,43.8013,21,0.98695,0.620132,0.633688
+V2_msum_all,DN2 / ABC B,lora_recipe__raw,0.799297,0.855624,True,1800,1840,49.1902,45.9519,21,0.91386,0.24187,0.28267
+V2_msum_all,DN2 / ABC B,scratch_recipe__raw,0.799297,1,True,1800,1584,49.1902,39.3176,21,0.908292,0.487869,0.459289
+V2_msum_all,HSPC,zs__raw,0.676367,0.868765,True,2022,1017,42.8952,33.3956,43,1.54789,0.664793,0.88238
+V2_msum_all,HSPC,lora_n5__raw,0.676367,0.731895,True,2022,2526,42.8952,39.6408,43,0.739745,0.821215,0.958643
+V2_msum_all,HSPC,scratch_n5__raw,0.676367,0.628281,True,2022,2050,42.8952,46.1782,43,1.06183,0.469266,0.479321
+V2_msum_all,HSPC,real_lora__raw,0.676367,0.908417,True,2022,1815,42.8952,31.9379,43,0.829473,0.586582,0.573547
+V2_msum_all,HSPC,real_full__raw,0.676367,0.863855,True,2022,1736.5,42.8952,33.5854,43,0.911692,0.703898,0.782109
+V2_msum_all,HSPC,scratch_full__raw,0.676367,0.808562,True,2022,1800,42.8952,35.8821,43,0.939675,1.29048,1.33828
+V2_msum_all,HSPC,lora_recipe__raw,0.676367,1,True,2022,1805,42.8952,29.0129,43,0.757681,0.743004,0.710699
+V2_msum_all,HSPC,scratch_recipe__raw,0.676367,0.849408,True,2022,1743,42.8952,34.1566,43,0.923741,0.977637,0.955911
+V2_msum_all,Cytotoxic CD4 T,zs__raw,0.559219,1,True,2231,1560,3.12526,1.7477,10,0.799755,0.497781,0.467215
+V2_msum_all,Cytotoxic CD4 T,lora_n5__raw,0.559219,0.496947,True,2231,3035,3.12526,3.51688,10,0.827204,1.96341,1.79338
+V2_msum_all,Cytotoxic CD4 T,scratch_n5__raw,0.559219,0.417915,True,2231,2537,3.12526,4.18196,10,1.17672,1.57015,1.51594
+V2_msum_all,Cytotoxic CD4 T,real_lora__raw,0.559219,0.588497,True,2231,2298,3.12526,2.96978,10,0.922546,0.99539,0.895231
+V2_msum_all,Cytotoxic CD4 T,real_full__raw,0.559219,0.546909,True,2231,2224.5,3.12526,3.1956,10,1.0255,1.40992,1.32217
+V2_msum_all,Cytotoxic CD4 T,scratch_full__raw,0.559219,0.566891,True,2231,2291,3.12526,3.08296,10,0.960632,0.907625,0.800203
+V2_msum_all,Cytotoxic CD4 T,lora_recipe__raw,0.559219,0.612674,True,2231,2302,3.12526,2.85258,10,0.884601,1.35431,1.23372
+V2_msum_all,Cytotoxic CD4 T,scratch_recipe__raw,0.559219,0.565143,True,2231,2202,3.12526,3.0925,10,1.00255,1.2752,1.18755
+V2_msum_all,Granulocyte-like (LDG),zs__raw,0.681465,0.886974,True,2022,1017,42.4198,32.5913,42,1.52754,0.0896946,0.139565
+V2_msum_all,Granulocyte-like (LDG),lora_n5__raw,0.681465,0.73279,True,2022,2526,42.4198,39.4487,42,0.744409,0.0463422,0.0545427
+V2_msum_all,Granulocyte-like (LDG),scratch_n5__raw,0.681465,0.628454,True,2022,2050,42.4198,45.998,42,1.06954,0.0971691,0.128721
+V2_msum_all,Granulocyte-like (LDG),real_lora__raw,0.681465,0.907911,True,2022,1815,42.4198,31.8397,42,0.836189,0.0403625,0.0382542
+V2_msum_all,Granulocyte-like (LDG),real_full__raw,0.681465,0.863814,True,2022,1736.5,42.4198,33.4651,42,0.918607,0.0358778,0.0413254
+V2_msum_all,Granulocyte-like (LDG),scratch_full__raw,0.681465,0.809583,True,2022,1800,42.4198,35.7068,42,0.945563,0.0403625,0.0430958
+V2_msum_all,Granulocyte-like (LDG),lora_recipe__raw,0.681465,1,True,2022,1805,42.4198,28.9076,42,0.763392,0.0313931,0.0252858
+V2_msum_all,Granulocyte-like (LDG),scratch_recipe__raw,0.681465,0.849869,True,2022,1743,42.4198,34.0142,42,0.930198,0.0553116,0.0585732
+V2_msum_all,Platelet signal in monocytes (negative control),zs__raw,0.472568,0.741755,True,2832,1179,44.2486,28.1905,34,1.53032,0.278742,0.359741
+V2_msum_all,Platelet signal in monocytes (negative control),lora_n5__raw,0.472568,0.813426,True,2832,3254,44.2486,25.7067,34,0.505618,1.35668,0.835598
+V2_msum_all,Platelet signal in monocytes (negative control),scratch_n5__raw,0.472568,0.816062,True,2832,2529,44.2486,25.6236,34,0.648464,0.871703,0.59832
+V2_msum_all,Platelet signal in monocytes (negative control),real_lora__raw,0.472568,0.986166,True,2832,2171,44.2486,21.2038,34,0.625098,0.809946,0.547251
+V2_msum_all,Platelet signal in monocytes (negative control),real_full__raw,0.472568,0.95182,True,2832,2067,44.2486,21.9689,34,0.68024,0.974321,0.699329
+V2_msum_all,Platelet signal in monocytes (negative control),scratch_full__raw,0.472568,0.85373,True,2832,2378,44.2486,24.4931,34,0.659212,0.558372,0.392348
+V2_msum_all,Platelet signal in monocytes (negative control),lora_recipe__raw,0.472568,1,True,2832,2064,44.2486,20.9105,34,0.648407,0.779289,0.544771
+V2_msum_all,Platelet signal in monocytes (negative control),scratch_recipe__raw,0.472568,0.899585,True,2832,2338.5,44.2486,23.2446,34,0.636177,0.665491,0.445627