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1
junidude14 commited on
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Archive 4 checkpoints (1-4)

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  1. 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 +16 -0
  2. 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 +352 -0
  3. 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
  4. paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/verify_confound_within_depth_arms.csv +521 -0
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 ADDED
@@ -0,0 +1,16 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 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
2
+ 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
3
+ 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
4
+ 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
5
+ 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
6
+ 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
7
+ 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
8
+ 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
9
+ 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
10
+ 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
11
+ 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
12
+ 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
13
+ 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
14
+ 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
15
+ 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
16
+ 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
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 ADDED
@@ -0,0 +1,352 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 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
2
+ 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
3
+ 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
4
+ 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
5
+ 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
6
+ 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
7
+ 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
8
+ 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
9
+ 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
10
+ 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
11
+ 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
12
+ 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
13
+ 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
14
+ 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
15
+ 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
16
+ 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
17
+ 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
18
+ 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
19
+ 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
20
+ 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
21
+ 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
22
+ 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
23
+ 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
24
+ 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
25
+ 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
26
+ 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
27
+ 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
28
+ 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
29
+ 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
30
+ 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
31
+ 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
32
+ 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
33
+ 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
34
+ 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
35
+ 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
36
+ 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
37
+ 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
38
+ 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
39
+ 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
40
+ 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
41
+ 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
42
+ 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
43
+ 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
44
+ 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
45
+ 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
46
+ 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
47
+ 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
48
+ 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
49
+ 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
50
+ 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
51
+ 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
52
+ 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
53
+ 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
54
+ 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
55
+ 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
56
+ 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
57
+ 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
58
+ 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
59
+ 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
60
+ 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
61
+ 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
62
+ 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
63
+ 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
64
+ 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
65
+ 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
66
+ 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
67
+ 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
68
+ 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
69
+ 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
70
+ 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
71
+ 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
72
+ 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
73
+ 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
74
+ 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
75
+ 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
76
+ 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
77
+ 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
78
+ 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
79
+ 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
80
+ 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
81
+ 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
82
+ 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
83
+ 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
84
+ 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
85
+ 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
86
+ 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
87
+ 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
88
+ 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
89
+ 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
90
+ 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
91
+ 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
92
+ 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
93
+ 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
94
+ 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
95
+ 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
96
+ 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
97
+ 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
98
+ 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
99
+ 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
100
+ 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
101
+ 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
102
+ 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
103
+ 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
104
+ 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
105
+ 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
106
+ 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
107
+ 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
108
+ 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
109
+ 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
110
+ 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
111
+ 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
112
+ 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
113
+ 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
114
+ 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
115
+ 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
116
+ 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
117
+ 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
118
+ 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
119
+ 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
120
+ 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
121
+ 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
122
+ 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
123
+ 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
124
+ 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
125
+ 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
126
+ 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
127
+ 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
128
+ 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
129
+ 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
130
+ 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
131
+ 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
132
+ 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
133
+ 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
134
+ 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
135
+ 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
136
+ 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
137
+ 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
138
+ 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
139
+ 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
140
+ 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
141
+ 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
142
+ 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
143
+ 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
144
+ 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
145
+ 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
146
+ 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
147
+ 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
148
+ 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
149
+ 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
150
+ 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
151
+ 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
152
+ 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
153
+ 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
154
+ 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
155
+ 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
156
+ 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
157
+ 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
158
+ 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
159
+ 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
160
+ 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
161
+ 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
162
+ 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
163
+ 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
164
+ 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
165
+ 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
166
+ 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
167
+ 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
168
+ 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
169
+ 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
170
+ 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
171
+ 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
172
+ 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
173
+ 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
174
+ 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
175
+ 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
176
+ 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
177
+ 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
178
+ 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
179
+ 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
180
+ 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
181
+ 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
182
+ 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
183
+ 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
184
+ 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
185
+ 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
186
+ 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
187
+ 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
188
+ 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
189
+ 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
190
+ 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
191
+ 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
192
+ 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
193
+ 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
194
+ 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
195
+ 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
196
+ 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
197
+ 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
198
+ 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
199
+ 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
200
+ 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
201
+ 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
202
+ 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
203
+ 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
204
+ 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
205
+ 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
206
+ 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
207
+ 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
208
+ 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
209
+ 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
210
+ 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
211
+ 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
212
+ 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
213
+ 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
214
+ 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
215
+ 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
216
+ 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
217
+ 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
218
+ 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
219
+ 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
220
+ 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
221
+ 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
222
+ 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
223
+ 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
224
+ 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
225
+ 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
226
+ 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
227
+ 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
228
+ 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
229
+ 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
230
+ 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
231
+ 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
232
+ 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
233
+ 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
234
+ 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
235
+ 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
236
+ 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
237
+ 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,Abd-S123,adult_sepsis,0,0
238
+ 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,Abd-S123,adult_sepsis,0,0
239
+ 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,Abd-S123,adult_sepsis,0,0
240
+ 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-S123,adult_sepsis,0,0
241
+ 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,Abd-S39,adult_sepsis,0,0
242
+ lora_n5__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,Abd-S39,adult_sepsis,0,0
243
+ 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-S39,adult_sepsis,0,0
244
+ 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-S39,adult_sepsis,0,0
245
+ 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,Abd-S39,adult_sepsis,0,0
246
+ 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-S39,adult_sepsis,0,0
247
+ 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,Abd-S39,adult_sepsis,0,0
248
+ 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,Abd-S39,adult_sepsis,0,0
249
+ 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,Abd-S47,adult_sepsis,0,0
250
+ 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-S47,adult_sepsis,0,0
251
+ 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-S47,adult_sepsis,0,0
252
+ 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-S47,adult_sepsis,0,0
253
+ 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-S47,adult_sepsis,0,0
254
+ 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-S47,adult_sepsis,0,0
255
+ 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,Abd-S47,adult_sepsis,0,0
256
+ scratch_recipe__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-S47,adult_sepsis,0,0
257
+ zs__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-S66,adult_sepsis,0,0
258
+ 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-S66,adult_sepsis,0,0
259
+ 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-S66,adult_sepsis,0,0
260
+ 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-S66,adult_sepsis,0,0
261
+ 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-S66,adult_sepsis,0,0
262
+ 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,Abd-S66,adult_sepsis,0,0
263
+ 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,Abd-S66,adult_sepsis,0,0
264
+ scratch_recipe__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-S66,adult_sepsis,0,0
265
+ 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,HC01,adult_HC,0,0
266
+ lora_n5__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,HC01,adult_HC,0,0
267
+ 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,HC01,adult_HC,0,0
268
+ 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,HC01,adult_HC,0,0
269
+ 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,HC01,adult_HC,0,0
270
+ 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,HC01,adult_HC,0,0
271
+ 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,HC01,adult_HC,0,0
272
+ 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,HC01,adult_HC,0,0
273
+ 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,HC07,adult_HC,0,1
274
+ lora_n5__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,HC07,adult_HC,0,1
275
+ 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,HC07,adult_HC,0,1
276
+ 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,HC07,adult_HC,0,1
277
+ 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,HC07,adult_HC,0,1
278
+ 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,HC07,adult_HC,0,1
279
+ 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,HC07,adult_HC,0,1
280
+ 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,HC07,adult_HC,0,1
281
+ 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,IC23,adult_ICU_ctrl,0,0
282
+ 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,IC23,adult_ICU_ctrl,0,0
283
+ 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,IC23,adult_ICU_ctrl,0,0
284
+ 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,IC23,adult_ICU_ctrl,0,0
285
+ 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,IC23,adult_ICU_ctrl,0,0
286
+ 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,IC23,adult_ICU_ctrl,0,0
287
+ 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,IC23,adult_ICU_ctrl,0,0
288
+ scratch_recipe__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,IC23,adult_ICU_ctrl,0,0
289
+ zs__raw,null,null,null,null,null,null,null,null,null,lodo,null,12,null,null,null,null,null,null,null,null,null,null,null,null,null,null,PHC03,ped_HC,8,0
290
+ lora_n5__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,PHC03,ped_HC,8,0
291
+ scratch_n5__raw,null,null,null,null,null,null,null,null,null,lodo,null,10,null,null,null,null,null,null,null,null,null,null,null,null,null,null,PHC03,ped_HC,8,0
292
+ real_lora__raw,null,null,null,null,null,null,null,null,null,lodo,null,13,null,null,null,null,null,null,null,null,null,null,null,null,null,null,PHC03,ped_HC,8,0
293
+ real_full__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,PHC03,ped_HC,8,0
294
+ scratch_full__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,PHC03,ped_HC,8,0
295
+ lora_recipe__raw,null,null,null,null,null,null,null,null,null,lodo,null,15,null,null,null,null,null,null,null,null,null,null,null,null,null,null,PHC03,ped_HC,8,0
296
+ scratch_recipe__raw,null,null,null,null,null,null,null,null,null,lodo,null,10,null,null,null,null,null,null,null,null,null,null,null,null,null,null,PHC03,ped_HC,8,0
297
+ zs__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,PIC04,ped_ICU_ctrl,0,0
298
+ 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,PIC04,ped_ICU_ctrl,0,0
299
+ 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,PIC04,ped_ICU_ctrl,0,0
300
+ 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,PIC04,ped_ICU_ctrl,0,0
301
+ 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,PIC04,ped_ICU_ctrl,0,0
302
+ scratch_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,PIC04,ped_ICU_ctrl,0,0
303
+ 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,PIC04,ped_ICU_ctrl,0,0
304
+ 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,PIC04,ped_ICU_ctrl,0,0
305
+ 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,Res-PS25,ped_sepsis,0,0
306
+ 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,Res-PS25,ped_sepsis,0,0
307
+ 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,Res-PS25,ped_sepsis,0,0
308
+ 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,Res-PS25,ped_sepsis,0,0
309
+ 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,Res-PS25,ped_sepsis,0,0
310
+ scratch_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,Res-PS25,ped_sepsis,0,0
311
+ 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,Res-PS25,ped_sepsis,0,0
312
+ 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,Res-PS25,ped_sepsis,0,0
313
+ 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,Res-S139,adult_sepsis,0,1
314
+ lora_n5__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,Res-S139,adult_sepsis,0,1
315
+ scratch_n5__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,Res-S139,adult_sepsis,0,1
316
+ 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,Res-S139,adult_sepsis,0,1
317
+ 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,Res-S139,adult_sepsis,0,1
318
+ 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,Res-S139,adult_sepsis,0,1
319
+ 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,Res-S139,adult_sepsis,0,1
320
+ scratch_recipe__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,Res-S139,adult_sepsis,0,1
321
+ 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,Res-S26,adult_sepsis,0,0
322
+ 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,Res-S26,adult_sepsis,0,0
323
+ 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,Res-S26,adult_sepsis,0,0
324
+ 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,Res-S26,adult_sepsis,0,0
325
+ 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,Res-S26,adult_sepsis,0,0
326
+ 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,Res-S26,adult_sepsis,0,0
327
+ 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,Res-S26,adult_sepsis,0,0
328
+ scratch_recipe__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,Res-S26,adult_sepsis,0,0
329
+ 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,Res-S77,adult_sepsis,0,0
330
+ 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,Res-S77,adult_sepsis,0,0
331
+ 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,Res-S77,adult_sepsis,0,0
332
+ 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,Res-S77,adult_sepsis,0,0
333
+ 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,Res-S77,adult_sepsis,0,0
334
+ 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,Res-S77,adult_sepsis,0,0
335
+ 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,Res-S77,adult_sepsis,0,0
336
+ scratch_recipe__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,Res-S77,adult_sepsis,0,0
337
+ 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,Skin-S140,adult_sepsis,0,0
338
+ 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,Skin-S140,adult_sepsis,0,0
339
+ scratch_n5__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,Skin-S140,adult_sepsis,0,0
340
+ 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,Skin-S140,adult_sepsis,0,0
341
+ 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,Skin-S140,adult_sepsis,0,0
342
+ 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,Skin-S140,adult_sepsis,0,0
343
+ 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,Skin-S140,adult_sepsis,0,0
344
+ 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,Skin-S140,adult_sepsis,0,0
345
+ 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
346
+ 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
347
+ 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
348
+ 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
349
+ 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
350
+ 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
351
+ 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
352
+ 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
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 ADDED
The diff for this file is too large to render. See raw diff
 
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 ADDED
@@ -0,0 +1,521 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ 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
2
+ 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
3
+ 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
4
+ 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
5
+ 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
6
+ 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
7
+ 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
8
+ 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
9
+ 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
10
+ V0_reseed,Cycling T/NK,zs__raw,0.425434,1,True,1958,833,33.3202,29.223,24,2.06151,2.48976,2.51667
11
+ V0_reseed,Cycling T/NK,lora_n5__raw,1,1,True,1958,2402,33.3202,33.7585,24,0.825877,1.15404,1.15404
12
+ V0_reseed,Cycling T/NK,scratch_n5__raw,1,1,True,1958,1995,33.3202,44.5317,24,1.31169,0.50825,0.50825
13
+ 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
14
+ 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
15
+ 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
16
+ 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
17
+ 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
18
+ 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
19
+ 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
20
+ 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
21
+ 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
22
+ 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
23
+ 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
24
+ 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
25
+ 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
26
+ V0_reseed,Plasmablast (markers),zs__raw,0.502967,1,True,2022,1017,39.742,32.6793,38,1.63487,0.763229,0.781626
27
+ V0_reseed,Plasmablast (markers),lora_n5__raw,1,1,True,2022,2526,39.742,36.5484,38,0.73615,0.503011,0.503011
28
+ V0_reseed,Plasmablast (markers),scratch_n5__raw,1,1,True,2022,2050,39.742,43.7604,38,1.08607,0.349986,0.349986
29
+ V0_reseed,Plasmablast (markers),real_lora__raw,0.897626,1,True,2022,1815,39.742,25.9,38,0.726028,1.0375,1.0399
30
+ 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
31
+ V0_reseed,Plasmablast (markers),scratch_full__raw,0.890208,1,True,2022,1800,39.742,33.046,38,0.934067,0.650692,0.642013
32
+ V0_reseed,Plasmablast (markers),lora_recipe__raw,0.892681,1,True,2022,1805,39.742,25.5541,38,0.720301,0.710261,0.710737
33
+ V0_reseed,Plasmablast (markers),scratch_recipe__raw,0.862018,1,True,2022,1743,39.742,32.1737,38,0.93915,0.740476,0.734132
34
+ V0_reseed,MS1 monocyte (IL1R2+),zs__raw,0.416314,1,True,2832,1179,32.6585,25.6823,31,1.88894,0.0834617,0.0838364
35
+ V0_reseed,MS1 monocyte (IL1R2+),lora_n5__raw,1,1,True,2832,3254,32.6585,17.5613,31,0.46799,0.151909,0.151909
36
+ 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
37
+ 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
38
+ 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
39
+ 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
40
+ 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
41
+ 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
42
+ 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
43
+ 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
44
+ 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
45
+ 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
46
+ 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
47
+ 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
48
+ 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
49
+ 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
50
+ 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
51
+ 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
52
+ 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
53
+ 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
54
+ 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
55
+ 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
56
+ 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
57
+ 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
58
+ V0_reseed,ISG-high T,zs__raw,0.46068,1,True,2060,949,18.8086,20.6657,20,2.38503,2.46016,2.70515
59
+ V0_reseed,ISG-high T,lora_n5__raw,1,1,True,2060,2503,18.8086,26.7804,20,1.17183,0.456853,0.456853
60
+ V0_reseed,ISG-high T,scratch_n5__raw,1,1,True,2060,2144,18.8086,29.7022,20,1.51731,0.145625,0.145625
61
+ 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
62
+ 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
63
+ 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
64
+ 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
65
+ 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
66
+ V0_reseed,DN2 / ABC B,zs__raw,0.681111,1,True,1800,1226,49.1902,47.9808,21,1.43209,1.35021,1.26791
67
+ V0_reseed,DN2 / ABC B,lora_n5__raw,1,1,True,1800,2330,49.1902,58.8689,21,0.924537,1.10691,1.10691
68
+ V0_reseed,DN2 / ABC B,scratch_n5__raw,1,1,True,1800,1934,49.1902,59.5189,21,1.12614,1.63464,1.63464
69
+ 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
70
+ 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
71
+ 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
72
+ V0_reseed,DN2 / ABC B,lora_recipe__raw,1,1,True,1800,1840,49.1902,45.9519,21,0.91386,0.28267,0.28267
73
+ 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
74
+ V0_reseed,HSPC,zs__raw,0.502967,1,True,2022,1017,42.8952,33.3956,43,1.54789,0.846217,0.88238
75
+ V0_reseed,HSPC,lora_n5__raw,1,1,True,2022,2526,42.8952,39.6408,43,0.739745,0.958643,0.958643
76
+ V0_reseed,HSPC,scratch_n5__raw,1,1,True,2022,2050,42.8952,46.1782,43,1.06183,0.479321,0.479321
77
+ V0_reseed,HSPC,real_lora__raw,0.897626,1,True,2022,1815,42.8952,31.9379,43,0.829473,0.561078,0.573547
78
+ V0_reseed,HSPC,real_full__raw,0.858803,1,True,2022,1736.5,42.8952,33.5854,43,0.911692,0.770436,0.782109
79
+ V0_reseed,HSPC,scratch_full__raw,0.890208,1,True,2022,1800,42.8952,35.8821,43,0.939675,1.30918,1.33828
80
+ V0_reseed,HSPC,lora_recipe__raw,0.892681,1,True,2022,1805,42.8952,29.0129,43,0.757681,0.710699,0.710699
81
+ V0_reseed,HSPC,scratch_recipe__raw,0.862018,1,True,2022,1743,42.8952,34.1566,43,0.923741,0.948883,0.955911
82
+ V0_reseed,Cytotoxic CD4 T,zs__raw,0.699238,1,True,2231,1560,3.12526,1.7477,10,0.799755,0.460483,0.467215
83
+ V0_reseed,Cytotoxic CD4 T,lora_n5__raw,1,1,True,2231,3035,3.12526,3.51688,10,0.827204,1.79338,1.79338
84
+ V0_reseed,Cytotoxic CD4 T,scratch_n5__raw,1,1,True,2231,2537,3.12526,4.18196,10,1.17672,1.51594,1.51594
85
+ V0_reseed,Cytotoxic CD4 T,real_lora__raw,1,1,True,2231,2298,3.12526,2.96978,10,0.922546,0.895231,0.895231
86
+ 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
87
+ V0_reseed,Cytotoxic CD4 T,scratch_full__raw,1,1,True,2231,2291,3.12526,3.08296,10,0.960632,0.800203,0.800203
88
+ V0_reseed,Cytotoxic CD4 T,lora_recipe__raw,1,1,True,2231,2302,3.12526,2.85258,10,0.884601,1.23372,1.23372
89
+ 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
90
+ V0_reseed,Granulocyte-like (LDG),zs__raw,0.502967,1,True,2022,1017,42.4198,32.5913,42,1.52754,0.139998,0.139565
91
+ V0_reseed,Granulocyte-like (LDG),lora_n5__raw,1,1,True,2022,2526,42.4198,39.4487,42,0.744409,0.0545427,0.0545427
92
+ V0_reseed,Granulocyte-like (LDG),scratch_n5__raw,1,1,True,2022,2050,42.4198,45.998,42,1.06954,0.128721,0.128721
93
+ 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
94
+ 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
95
+ 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
96
+ 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
97
+ 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
98
+ 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
99
+ 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
100
+ 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
101
+ 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
102
+ 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
103
+ 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
104
+ 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
105
+ 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
106
+ 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
107
+ V1_lib_trained,C1Q-high monocyte (reference),lora_n5__raw,0.728814,0.634296,True,2832,3254,44.2525,28.1233,36,0.553102,0.805297,1.07489
108
+ V1_lib_trained,C1Q-high monocyte (reference),scratch_n5__raw,0.728814,0.816133,True,2832,2529,44.2525,27.0856,36,0.685401,0.990567,1.00515
109
+ V1_lib_trained,C1Q-high monocyte (reference),real_lora__raw,0.728814,0.950714,True,2832,2171,44.2525,22.0835,36,0.650975,1.01741,1.05336
110
+ V1_lib_trained,C1Q-high monocyte (reference),real_full__raw,0.728814,0.998549,True,2832,2067,44.2525,23.141,36,0.71647,0.912595,0.916807
111
+ V1_lib_trained,C1Q-high monocyte (reference),scratch_full__raw,0.728814,0.867956,True,2832,2378,44.2525,25.7743,36,0.693634,0.438921,0.466973
112
+ V1_lib_trained,C1Q-high monocyte (reference),lora_recipe__raw,0.728814,1,True,2832,2064,44.2525,21.8661,36,0.67798,0.620023,0.625773
113
+ 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
114
+ 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
115
+ V1_lib_trained,Cycling T/NK,lora_n5__raw,0.883044,0.719817,True,1958,2402,33.3202,33.7585,24,0.825877,1.06426,1.15404
116
+ V1_lib_trained,Cycling T/NK,scratch_n5__raw,0.883044,0.866667,True,1958,1995,33.3202,44.5317,24,1.31169,0.52133,0.50825
117
+ 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
118
+ V1_lib_trained,Cycling T/NK,real_full__raw,0.883044,1,True,1958,1729,33.3202,23.1086,24,0.785386,1.35074,1.336
119
+ V1_lib_trained,Cycling T/NK,scratch_full__raw,0.883044,0.954721,True,1958,1811,33.3202,31.7162,24,1.02912,0.422017,0.415901
120
+ 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
121
+ V1_lib_trained,Cycling T/NK,scratch_recipe__raw,0.883044,0.976285,True,1958,1771,33.3202,30.1746,24,1.00122,0.47727,0.479032
122
+ V1_lib_trained,Cycling activated T (CD38/HLA-DR),zs__raw,0.882039,1,False,2060,949,18.7705,20.7914,21,2.40442,0.385889,0.64599
123
+ V1_lib_trained,Cycling activated T (CD38/HLA-DR),lora_n5__raw,0.882039,0.725929,True,2060,2503,18.7705,26.5607,21,1.16459,0.46409,0.443262
124
+ V1_lib_trained,Cycling activated T (CD38/HLA-DR),scratch_n5__raw,0.882039,0.847481,True,2060,2144,18.7705,29.3536,21,1.50255,0.430078,0.403693
125
+ V1_lib_trained,Cycling activated T (CD38/HLA-DR),real_lora__raw,0.882039,0.944387,True,2060,1924,18.7705,15.378,21,0.877178,0.428051,0.408872
126
+ V1_lib_trained,Cycling activated T (CD38/HLA-DR),real_full__raw,0.882039,1,True,2060,1817,18.7705,16.2103,21,0.979101,0.585957,0.578323
127
+ V1_lib_trained,Cycling activated T (CD38/HLA-DR),scratch_full__raw,0.882039,0.925624,True,2060,1963,18.7705,19.3059,21,1.07935,0.322836,0.314981
128
+ V1_lib_trained,Cycling activated T (CD38/HLA-DR),lora_recipe__raw,0.882039,0.955813,True,2060,1901,18.7705,15.3304,21,0.885044,0.451772,0.45704
129
+ V1_lib_trained,Cycling activated T (CD38/HLA-DR),scratch_recipe__raw,0.882039,0.951309,True,2060,1910,18.7705,18.0726,21,1.03844,0.28492,0.278936
130
+ V1_lib_trained,Plasmablast (markers),zs__raw,0.858803,1,False,2022,1017,39.742,32.6793,38,1.63487,0.435193,0.781626
131
+ V1_lib_trained,Plasmablast (markers),lora_n5__raw,0.858803,0.687451,True,2022,2526,39.742,36.5484,38,0.73615,0.559534,0.503011
132
+ V1_lib_trained,Plasmablast (markers),scratch_n5__raw,0.858803,0.847073,True,2022,2050,39.742,43.7604,38,1.08607,0.376575,0.349986
133
+ V1_lib_trained,Plasmablast (markers),real_lora__raw,0.858803,0.956749,True,2022,1815,39.742,25.9,38,0.726028,1.06223,1.0399
134
+ V1_lib_trained,Plasmablast (markers),real_full__raw,0.858803,1,True,2022,1736.5,39.742,26.6609,38,0.781143,1.14216,1.15447
135
+ V1_lib_trained,Plasmablast (markers),scratch_full__raw,0.858803,0.964722,True,2022,1800,39.742,33.046,38,0.934067,0.641244,0.642013
136
+ V1_lib_trained,Plasmablast (markers),lora_recipe__raw,0.858803,0.96205,True,2022,1805,39.742,25.5541,38,0.720301,0.715848,0.710737
137
+ V1_lib_trained,Plasmablast (markers),scratch_recipe__raw,0.858803,0.996271,True,2022,1743,39.742,32.1737,38,0.93915,0.735387,0.734132
138
+ V1_lib_trained,MS1 monocyte (IL1R2+),zs__raw,0.728814,1,False,2832,1179,32.6585,25.6823,31,1.88894,0.0677899,0.0838364
139
+ V1_lib_trained,MS1 monocyte (IL1R2+),lora_n5__raw,0.728814,0.634296,True,2832,3254,32.6585,17.5613,31,0.46799,0.103711,0.151909
140
+ V1_lib_trained,MS1 monocyte (IL1R2+),scratch_n5__raw,0.728814,0.816133,True,2832,2529,32.6585,17.7976,31,0.610253,0.0834823,0.0956144
141
+ V1_lib_trained,MS1 monocyte (IL1R2+),real_lora__raw,0.728814,0.950714,True,2832,2171,32.6585,17.3852,31,0.694413,0.199678,0.205964
142
+ V1_lib_trained,MS1 monocyte (IL1R2+),real_full__raw,0.728814,0.998549,True,2832,2067,32.6585,18.2515,31,0.765692,0.36052,0.361097
143
+ V1_lib_trained,MS1 monocyte (IL1R2+),scratch_full__raw,0.728814,0.867956,True,2832,2378,32.6585,19.811,31,0.722421,0.381612,0.404617
144
+ V1_lib_trained,MS1 monocyte (IL1R2+),lora_recipe__raw,0.728814,1,True,2832,2064,32.6585,17.14,31,0.720108,0.300844,0.301019
145
+ V1_lib_trained,MS1 monocyte (IL1R2+),scratch_recipe__raw,0.728814,0.882617,True,2832,2338.5,32.6585,18.42,31,0.683043,0.436959,0.4621
146
+ V1_lib_trained,Cycling monocyte (Ye 2026),zs__raw,0.728814,1,False,2832,1179,47.7813,28.9051,39,1.4531,0.0652803,0.0934457
147
+ V1_lib_trained,Cycling monocyte (Ye 2026),lora_n5__raw,0.728814,0.634296,True,2832,3254,47.7813,28.5811,39,0.520591,0.10799,0.111874
148
+ V1_lib_trained,Cycling monocyte (Ye 2026),scratch_n5__raw,0.728814,0.816133,True,2832,2529,47.7813,27.7109,39,0.649438,0.049716,0.0613772
149
+ V1_lib_trained,Cycling monocyte (Ye 2026),real_lora__raw,0.728814,0.950714,True,2832,2171,47.7813,22.5006,39,0.614286,0.0797423,0.0895574
150
+ V1_lib_trained,Cycling monocyte (Ye 2026),real_full__raw,0.728814,0.998549,True,2832,2067,47.7813,23.5274,39,0.674636,0.112965,0.113928
151
+ V1_lib_trained,Cycling monocyte (Ye 2026),scratch_full__raw,0.728814,0.867956,True,2832,2378,47.7813,26.1174,39,0.65096,0.0768775,0.0867531
152
+ V1_lib_trained,Cycling monocyte (Ye 2026),lora_recipe__raw,0.728814,1,True,2832,2064,47.7813,22.1284,39,0.635441,0.0950228,0.0962428
153
+ V1_lib_trained,Cycling monocyte (Ye 2026),scratch_recipe__raw,0.728814,0.882617,True,2832,2338.5,47.7813,24.769,39,0.62778,0.0800764,0.0869464
154
+ V1_lib_trained,ISG-high monocyte (positive control),zs__raw,0.728814,1,False,2832,1179,43.0267,25.4376,31,1.4201,1.54694,2.62664
155
+ V1_lib_trained,ISG-high monocyte (positive control),lora_n5__raw,0.728814,0.634296,True,2832,3254,43.0267,26.2935,31,0.531845,0.266559,0.324813
156
+ V1_lib_trained,ISG-high monocyte (positive control),scratch_n5__raw,0.728814,0.816133,True,2832,2529,43.0267,25.1777,31,0.655273,0.325481,0.324734
157
+ V1_lib_trained,ISG-high monocyte (positive control),real_lora__raw,0.728814,0.950714,True,2832,2171,43.0267,20.4138,31,0.618897,0.434632,0.435961
158
+ V1_lib_trained,ISG-high monocyte (positive control),real_full__raw,0.728814,0.998549,True,2832,2067,43.0267,21.1694,31,0.674099,0.56853,0.576362
159
+ V1_lib_trained,ISG-high monocyte (positive control),scratch_full__raw,0.728814,0.867956,True,2832,2378,43.0267,23.973,31,0.663537,0.308242,0.306379
160
+ V1_lib_trained,ISG-high monocyte (positive control),lora_recipe__raw,0.728814,1,True,2832,2064,43.0267,19.6956,31,0.628079,0.595658,0.597133
161
+ V1_lib_trained,ISG-high monocyte (positive control),scratch_recipe__raw,0.728814,0.882617,True,2832,2338.5,43.0267,22.7988,31,0.641696,0.262026,0.263355
162
+ V1_lib_trained,ISG-high T,zs__raw,0.882039,1,False,2060,949,18.8086,20.6657,20,2.38503,0.920821,2.70515
163
+ V1_lib_trained,ISG-high T,lora_n5__raw,0.882039,0.725929,True,2060,2503,18.8086,26.7804,20,1.17183,0.320571,0.456853
164
+ V1_lib_trained,ISG-high T,scratch_n5__raw,0.882039,0.847481,True,2060,2144,18.8086,29.7022,20,1.51731,0.133284,0.145625
165
+ V1_lib_trained,ISG-high T,real_lora__raw,0.882039,0.944387,True,2060,1924,18.8086,15.3318,20,0.872766,0.384702,0.373078
166
+ V1_lib_trained,ISG-high T,real_full__raw,0.882039,1,True,2060,1817,18.8086,16.2067,20,0.976899,0.4501,0.449465
167
+ V1_lib_trained,ISG-high T,scratch_full__raw,0.882039,0.925624,True,2060,1963,18.8086,19.2271,20,1.07276,0.160654,0.169555
168
+ V1_lib_trained,ISG-high T,lora_recipe__raw,0.882039,0.955813,True,2060,1901,18.8086,15.2706,20,0.879799,0.548845,0.532931
169
+ V1_lib_trained,ISG-high T,scratch_recipe__raw,0.882039,0.951309,True,2060,1910,18.8086,18.0369,20,1.03428,0.193847,0.183512
170
+ V1_lib_trained,DN2 / ABC B,zs__raw,0.88,1,False,1800,1226,49.1902,47.9808,21,1.43209,1.01936,1.26791
171
+ V1_lib_trained,DN2 / ABC B,lora_n5__raw,0.88,0.679828,True,1800,2330,49.1902,58.8689,21,0.924537,0.870769,1.10691
172
+ V1_lib_trained,DN2 / ABC B,scratch_n5__raw,0.88,0.819028,True,1800,1934,49.1902,59.5189,21,1.12614,1.60747,1.63464
173
+ V1_lib_trained,DN2 / ABC B,real_lora__raw,0.88,0.890388,True,1800,1779,49.1902,58.4713,21,1.20271,0.31234,0.350657
174
+ V1_lib_trained,DN2 / ABC B,real_full__raw,0.88,0.885906,True,1800,1788,49.1902,61.7504,21,1.26377,0.377776,0.372326
175
+ V1_lib_trained,DN2 / ABC B,scratch_full__raw,0.88,0.975369,True,1800,1624,49.1902,43.8013,21,0.98695,0.617157,0.633688
176
+ V1_lib_trained,DN2 / ABC B,lora_recipe__raw,0.88,0.86087,True,1800,1840,49.1902,45.9519,21,0.91386,0.253763,0.28267
177
+ V1_lib_trained,DN2 / ABC B,scratch_recipe__raw,0.88,1,True,1800,1584,49.1902,39.3176,21,0.908292,0.446514,0.459289
178
+ V1_lib_trained,HSPC,zs__raw,0.858803,1,False,2022,1017,42.8952,33.3956,43,1.54789,0.753565,0.88238
179
+ V1_lib_trained,HSPC,lora_n5__raw,0.858803,0.687451,True,2022,2526,42.8952,39.6408,43,0.739745,0.565174,0.958643
180
+ V1_lib_trained,HSPC,scratch_n5__raw,0.858803,0.847073,True,2022,2050,42.8952,46.1782,43,1.06183,0.414461,0.479321
181
+ V1_lib_trained,HSPC,real_lora__raw,0.858803,0.956749,True,2022,1815,42.8952,31.9379,43,0.829473,0.565174,0.573547
182
+ V1_lib_trained,HSPC,real_full__raw,0.858803,1,True,2022,1736.5,42.8952,33.5854,43,0.911692,0.753565,0.782109
183
+ V1_lib_trained,HSPC,scratch_full__raw,0.858803,0.964722,True,2022,1800,42.8952,35.8821,43,0.939675,1.31874,1.33828
184
+ V1_lib_trained,HSPC,lora_recipe__raw,0.858803,0.96205,True,2022,1805,42.8952,29.0129,43,0.757681,0.678209,0.710699
185
+ V1_lib_trained,HSPC,scratch_recipe__raw,0.858803,0.996271,True,2022,1743,42.8952,34.1566,43,0.923741,0.941956,0.955911
186
+ V1_lib_trained,Cytotoxic CD4 T,zs__raw,0.987001,1,False,2231,1560,3.12526,1.7477,10,0.799755,0.390679,0.467215
187
+ V1_lib_trained,Cytotoxic CD4 T,lora_n5__raw,0.987001,0.725535,True,2231,3035,3.12526,3.51688,10,0.827204,1.74343,1.79338
188
+ V1_lib_trained,Cytotoxic CD4 T,scratch_n5__raw,0.987001,0.867954,True,2231,2537,3.12526,4.18196,10,1.17672,1.49226,1.51594
189
+ V1_lib_trained,Cytotoxic CD4 T,real_lora__raw,0.987001,0.958225,True,2231,2298,3.12526,2.96978,10,0.922546,0.892826,0.895231
190
+ V1_lib_trained,Cytotoxic CD4 T,real_full__raw,0.987001,0.989885,True,2231,2224.5,3.12526,3.1956,10,1.0255,1.32307,1.32217
191
+ V1_lib_trained,Cytotoxic CD4 T,scratch_full__raw,0.987001,0.961152,True,2231,2291,3.12526,3.08296,10,0.960632,0.786765,0.800203
192
+ V1_lib_trained,Cytotoxic CD4 T,lora_recipe__raw,0.987001,0.95656,True,2231,2302,3.12526,2.85258,10,0.884601,1.20006,1.23372
193
+ V1_lib_trained,Cytotoxic CD4 T,scratch_recipe__raw,0.987001,1,True,2231,2202,3.12526,3.0925,10,1.00255,1.19046,1.18755
194
+ V1_lib_trained,Granulocyte-like (LDG),zs__raw,0.858803,1,False,2022,1017,42.4198,32.5913,42,1.52754,0.0872367,0.139565
195
+ V1_lib_trained,Granulocyte-like (LDG),lora_n5__raw,0.858803,0.687451,True,2022,2526,42.4198,39.4487,42,0.744409,0.0373872,0.0545427
196
+ V1_lib_trained,Granulocyte-like (LDG),scratch_n5__raw,0.858803,0.847073,True,2022,2050,42.4198,45.998,42,1.06954,0.123378,0.128721
197
+ V1_lib_trained,Granulocyte-like (LDG),real_lora__raw,0.858803,0.956749,True,2022,1815,42.4198,31.8397,42,0.836189,0.0361409,0.0382542
198
+ V1_lib_trained,Granulocyte-like (LDG),real_full__raw,0.858803,1,True,2022,1736.5,42.4198,33.4651,42,0.918607,0.0411259,0.0413254
199
+ V1_lib_trained,Granulocyte-like (LDG),scratch_full__raw,0.858803,0.964722,True,2022,1800,42.4198,35.7068,42,0.945563,0.0448646,0.0430958
200
+ V1_lib_trained,Granulocyte-like (LDG),lora_recipe__raw,0.858803,0.96205,True,2022,1805,42.4198,28.9076,42,0.763392,0.0249248,0.0252858
201
+ V1_lib_trained,Granulocyte-like (LDG),scratch_recipe__raw,0.858803,0.996271,True,2022,1743,42.4198,34.0142,42,0.930198,0.0585732,0.0585732
202
+ V1_lib_trained,Platelet signal in monocytes (negative control),zs__raw,0.728814,1,False,2832,1179,44.2486,28.1905,34,1.53032,0.228186,0.359741
203
+ V1_lib_trained,Platelet signal in monocytes (negative control),lora_n5__raw,0.728814,0.634296,True,2832,3254,44.2486,25.7067,34,0.505618,0.826566,0.835598
204
+ V1_lib_trained,Platelet signal in monocytes (negative control),scratch_n5__raw,0.728814,0.816133,True,2832,2529,44.2486,25.6236,34,0.648464,0.624618,0.59832
205
+ V1_lib_trained,Platelet signal in monocytes (negative control),real_lora__raw,0.728814,0.950714,True,2832,2171,44.2486,21.2038,34,0.625098,0.562252,0.547251
206
+ V1_lib_trained,Platelet signal in monocytes (negative control),real_full__raw,0.728814,0.998549,True,2832,2067,44.2486,21.9689,34,0.68024,0.699477,0.699329
207
+ V1_lib_trained,Platelet signal in monocytes (negative control),scratch_full__raw,0.728814,0.867956,True,2832,2378,44.2486,24.4931,34,0.659212,0.417672,0.392348
208
+ V1_lib_trained,Platelet signal in monocytes (negative control),lora_recipe__raw,0.728814,1,True,2832,2064,44.2486,20.9105,34,0.648407,0.548633,0.544771
209
+ V1_lib_trained,Platelet signal in monocytes (negative control),scratch_recipe__raw,0.728814,0.882617,True,2832,2338.5,44.2486,23.2446,34,0.636177,0.447847,0.445627
210
+ V1_lib_all,C1Q-high monocyte (reference),zs__raw,0.416314,1,True,2832,1179,44.2525,28.8818,36,1.56771,0.0250807,0.024986
211
+ V1_lib_all,C1Q-high monocyte (reference),lora_n5__raw,0.416314,0.362323,True,2832,3254,44.2525,28.1233,36,0.553102,0.437025,1.07489
212
+ V1_lib_all,C1Q-high monocyte (reference),scratch_n5__raw,0.416314,0.466192,True,2832,2529,44.2525,27.0856,36,0.685401,0.83407,1.00515
213
+ V1_lib_all,C1Q-high monocyte (reference),real_lora__raw,0.416314,0.543068,True,2832,2171,44.2525,22.0835,36,0.650975,0.684225,1.05336
214
+ V1_lib_all,C1Q-high monocyte (reference),real_full__raw,0.416314,0.570392,True,2832,2067,44.2525,23.141,36,0.71647,0.660661,0.916807
215
+ V1_lib_all,C1Q-high monocyte (reference),scratch_full__raw,0.416314,0.495795,True,2832,2378,44.2525,25.7743,36,0.693634,0.354435,0.466973
216
+ V1_lib_all,C1Q-high monocyte (reference),lora_recipe__raw,0.416314,0.571221,True,2832,2064,44.2525,21.8661,36,0.67798,0.390847,0.625773
217
+ V1_lib_all,C1Q-high monocyte (reference),scratch_recipe__raw,0.416314,0.504169,True,2832,2338.5,44.2525,24.3671,36,0.666842,0.430714,0.5325
218
+ V1_lib_all,Cycling T/NK,zs__raw,0.425434,1,True,1958,833,33.3202,29.223,24,2.06151,2.50314,2.51667
219
+ V1_lib_all,Cycling T/NK,lora_n5__raw,0.425434,0.346794,True,1958,2402,33.3202,33.7585,24,0.825877,1.12402,1.15404
220
+ V1_lib_all,Cycling T/NK,scratch_n5__raw,0.425434,0.417544,True,1958,1995,33.3202,44.5317,24,1.31169,0.54104,0.50825
221
+ V1_lib_all,Cycling T/NK,real_lora__raw,0.425434,0.454446,True,1958,1833,33.3202,22.7544,24,0.72947,1.03329,0.931543
222
+ V1_lib_all,Cycling T/NK,real_full__raw,0.425434,0.481781,True,1958,1729,33.3202,23.1086,24,0.785386,1.58542,1.336
223
+ V1_lib_all,Cycling T/NK,scratch_full__raw,0.425434,0.459967,True,1958,1811,33.3202,31.7162,24,1.02912,0.493715,0.415901
224
+ V1_lib_all,Cycling T/NK,lora_recipe__raw,0.425434,0.46073,True,1958,1808,33.3202,21.8799,24,0.711133,0.962558,0.987329
225
+ V1_lib_all,Cycling T/NK,scratch_recipe__raw,0.425434,0.470356,True,1958,1771,33.3202,30.1746,24,1.00122,0.577609,0.479032
226
+ V1_lib_all,Cycling activated T (CD38/HLA-DR),zs__raw,0.46068,1,True,2060,949,18.7705,20.7914,21,2.40442,0.685773,0.64599
227
+ V1_lib_all,Cycling activated T (CD38/HLA-DR),lora_n5__raw,0.46068,0.379145,True,2060,2503,18.7705,26.5607,21,1.16459,0.708993,0.443262
228
+ V1_lib_all,Cycling activated T (CD38/HLA-DR),scratch_n5__raw,0.46068,0.442631,True,2060,2144,18.7705,29.3536,21,1.50255,0.540283,0.403693
229
+ V1_lib_all,Cycling activated T (CD38/HLA-DR),real_lora__raw,0.46068,0.493243,True,2060,1924,18.7705,15.378,21,0.877178,0.595883,0.408872
230
+ V1_lib_all,Cycling activated T (CD38/HLA-DR),real_full__raw,0.46068,0.522289,True,2060,1817,18.7705,16.2103,21,0.979101,0.694213,0.578323
231
+ V1_lib_all,Cycling activated T (CD38/HLA-DR),scratch_full__raw,0.46068,0.483444,True,2060,1963,18.7705,19.3059,21,1.07935,0.466981,0.314981
232
+ V1_lib_all,Cycling activated T (CD38/HLA-DR),lora_recipe__raw,0.46068,0.499211,True,2060,1901,18.7705,15.3304,21,0.885044,0.530921,0.45704
233
+ V1_lib_all,Cycling activated T (CD38/HLA-DR),scratch_recipe__raw,0.46068,0.496859,True,2060,1910,18.7705,18.0726,21,1.03844,0.376508,0.278936
234
+ V1_lib_all,Plasmablast (markers),zs__raw,0.502967,1,True,2022,1017,39.742,32.6793,38,1.63487,0.762309,0.781626
235
+ V1_lib_all,Plasmablast (markers),lora_n5__raw,0.502967,0.402613,True,2022,2526,39.742,36.5484,38,0.73615,0.899214,0.503011
236
+ V1_lib_all,Plasmablast (markers),scratch_n5__raw,0.502967,0.496098,True,2022,2050,39.742,43.7604,38,1.08607,0.556952,0.349986
237
+ V1_lib_all,Plasmablast (markers),real_lora__raw,0.502967,0.560331,True,2022,1815,39.742,25.9,38,0.726028,1.67708,1.0399
238
+ V1_lib_all,Plasmablast (markers),real_full__raw,0.502967,0.585661,True,2022,1736.5,39.742,26.6609,38,0.781143,1.75487,1.15447
239
+ V1_lib_all,Plasmablast (markers),scratch_full__raw,0.502967,0.565,True,2022,1800,39.742,33.046,38,0.934067,0.833873,0.642013
240
+ V1_lib_all,Plasmablast (markers),lora_recipe__raw,0.502967,0.563435,True,2022,1805,39.742,25.5541,38,0.720301,1.11079,0.710737
241
+ V1_lib_all,Plasmablast (markers),scratch_recipe__raw,0.502967,0.583477,True,2022,1743,39.742,32.1737,38,0.93915,0.914771,0.734132
242
+ V1_lib_all,MS1 monocyte (IL1R2+),zs__raw,0.416314,1,True,2832,1179,32.6585,25.6823,31,1.88894,0.0833573,0.0838364
243
+ V1_lib_all,MS1 monocyte (IL1R2+),lora_n5__raw,0.416314,0.362323,True,2832,3254,32.6585,17.5613,31,0.46799,0.0743259,0.151909
244
+ V1_lib_all,MS1 monocyte (IL1R2+),scratch_n5__raw,0.416314,0.466192,True,2832,2529,32.6585,17.7976,31,0.610253,0.0666346,0.0956144
245
+ V1_lib_all,MS1 monocyte (IL1R2+),real_lora__raw,0.416314,0.543068,True,2832,2171,32.6585,17.3852,31,0.694413,0.1271,0.205964
246
+ V1_lib_all,MS1 monocyte (IL1R2+),real_full__raw,0.416314,0.570392,True,2832,2067,32.6585,18.2515,31,0.765692,0.278263,0.361097
247
+ V1_lib_all,MS1 monocyte (IL1R2+),scratch_full__raw,0.416314,0.495795,True,2832,2378,32.6585,19.811,31,0.722421,0.297979,0.404617
248
+ V1_lib_all,MS1 monocyte (IL1R2+),lora_recipe__raw,0.416314,0.571221,True,2832,2064,32.6585,17.14,31,0.720108,0.211186,0.301019
249
+ V1_lib_all,MS1 monocyte (IL1R2+),scratch_recipe__raw,0.416314,0.504169,True,2832,2338.5,32.6585,18.42,31,0.683043,0.328005,0.4621
250
+ V1_lib_all,Cycling monocyte (Ye 2026),zs__raw,0.416314,1,True,2832,1179,47.7813,28.9051,39,1.4531,0.0957625,0.0934457
251
+ V1_lib_all,Cycling monocyte (Ye 2026),lora_n5__raw,0.416314,0.362323,True,2832,3254,47.7813,28.5811,39,0.520591,0.149363,0.111874
252
+ V1_lib_all,Cycling monocyte (Ye 2026),scratch_n5__raw,0.416314,0.466192,True,2832,2529,47.7813,27.7109,39,0.649438,0.0468839,0.0613772
253
+ V1_lib_all,Cycling monocyte (Ye 2026),real_lora__raw,0.416314,0.543068,True,2832,2171,47.7813,22.5006,39,0.614286,0.125333,0.0895574
254
+ V1_lib_all,Cycling monocyte (Ye 2026),real_full__raw,0.416314,0.570392,True,2832,2067,47.7813,23.5274,39,0.674636,0.126258,0.113928
255
+ V1_lib_all,Cycling monocyte (Ye 2026),scratch_full__raw,0.416314,0.495795,True,2832,2378,47.7813,26.1174,39,0.65096,0.104719,0.0867531
256
+ V1_lib_all,Cycling monocyte (Ye 2026),lora_recipe__raw,0.416314,0.571221,True,2832,2064,47.7813,22.1284,39,0.635441,0.106595,0.0962428
257
+ V1_lib_all,Cycling monocyte (Ye 2026),scratch_recipe__raw,0.416314,0.504169,True,2832,2338.5,47.7813,24.769,39,0.62778,0.0903595,0.0869464
258
+ V1_lib_all,ISG-high monocyte (positive control),zs__raw,0.416314,1,True,2832,1179,43.0267,25.4376,31,1.4201,2.67718,2.62664
259
+ V1_lib_all,ISG-high monocyte (positive control),lora_n5__raw,0.416314,0.362323,True,2832,3254,43.0267,26.2935,31,0.531845,0.15221,0.324813
260
+ V1_lib_all,ISG-high monocyte (positive control),scratch_n5__raw,0.416314,0.466192,True,2832,2529,43.0267,25.1777,31,0.655273,0.231783,0.324734
261
+ V1_lib_all,ISG-high monocyte (positive control),real_lora__raw,0.416314,0.543068,True,2832,2171,43.0267,20.4138,31,0.618897,0.423645,0.435961
262
+ V1_lib_all,ISG-high monocyte (positive control),real_full__raw,0.416314,0.570392,True,2832,2067,43.0267,21.1694,31,0.674099,0.612394,0.576362
263
+ V1_lib_all,ISG-high monocyte (positive control),scratch_full__raw,0.416314,0.495795,True,2832,2378,43.0267,23.973,31,0.663537,0.295899,0.306379
264
+ V1_lib_all,ISG-high monocyte (positive control),lora_recipe__raw,0.416314,0.571221,True,2832,2064,43.0267,19.6956,31,0.628079,0.602396,0.597133
265
+ V1_lib_all,ISG-high monocyte (positive control),scratch_recipe__raw,0.416314,0.504169,True,2832,2338.5,43.0267,22.7988,31,0.641696,0.247772,0.263355
266
+ V1_lib_all,ISG-high T,zs__raw,0.46068,1,True,2060,949,18.8086,20.6657,20,2.38503,2.68289,2.70515
267
+ V1_lib_all,ISG-high T,lora_n5__raw,0.46068,0.379145,True,2060,2503,18.8086,26.7804,20,1.17183,0.142132,0.456853
268
+ V1_lib_all,ISG-high T,scratch_n5__raw,0.46068,0.442631,True,2060,2144,18.8086,29.7022,20,1.51731,0.0554762,0.145625
269
+ V1_lib_all,ISG-high T,real_lora__raw,0.46068,0.493243,True,2060,1924,18.8086,15.3318,20,0.872766,0.338037,0.373078
270
+ V1_lib_all,ISG-high T,real_full__raw,0.46068,0.522289,True,2060,1817,18.8086,16.2067,20,0.976899,0.580764,0.449465
271
+ V1_lib_all,ISG-high T,scratch_full__raw,0.46068,0.483444,True,2060,1963,18.8086,19.2271,20,1.07276,0.0748926,0.169555
272
+ V1_lib_all,ISG-high T,lora_recipe__raw,0.46068,0.499211,True,2060,1901,18.8086,15.2706,20,0.879799,0.745037,0.532931
273
+ V1_lib_all,ISG-high T,scratch_recipe__raw,0.46068,0.496859,True,2060,1910,18.8086,18.0369,20,1.03428,0.236847,0.183512
274
+ V1_lib_all,DN2 / ABC B,zs__raw,0.681111,1,True,1800,1226,49.1902,47.9808,21,1.43209,1.29348,1.26791
275
+ V1_lib_all,DN2 / ABC B,lora_n5__raw,0.681111,0.52618,True,1800,2330,49.1902,58.8689,21,0.924537,0.74251,1.10691
276
+ V1_lib_all,DN2 / ABC B,scratch_n5__raw,0.681111,0.633919,True,1800,1934,49.1902,59.5189,21,1.12614,1.63907,1.63464
277
+ V1_lib_all,DN2 / ABC B,real_lora__raw,0.681111,0.689151,True,1800,1779,49.1902,58.4713,21,1.20271,0.259417,0.350657
278
+ V1_lib_all,DN2 / ABC B,real_full__raw,0.681111,0.685682,True,1800,1788,49.1902,61.7504,21,1.26377,0.357834,0.372326
279
+ V1_lib_all,DN2 / ABC B,scratch_full__raw,0.681111,0.754926,True,1800,1624,49.1902,43.8013,21,0.98695,0.643273,0.633688
280
+ V1_lib_all,DN2 / ABC B,lora_recipe__raw,0.681111,0.666304,True,1800,1840,49.1902,45.9519,21,0.91386,0.226086,0.28267
281
+ V1_lib_all,DN2 / ABC B,scratch_recipe__raw,0.681111,0.77399,True,1800,1584,49.1902,39.3176,21,0.908292,0.503631,0.459289
282
+ V1_lib_all,HSPC,zs__raw,0.502967,1,True,2022,1017,42.8952,33.3956,43,1.54789,0.874902,0.88238
283
+ V1_lib_all,HSPC,lora_n5__raw,0.502967,0.402613,True,2022,2526,42.8952,39.6408,43,0.739745,0.218725,0.958643
284
+ V1_lib_all,HSPC,scratch_n5__raw,0.502967,0.496098,True,2022,2050,42.8952,46.1782,43,1.06183,0.481196,0.479321
285
+ V1_lib_all,HSPC,real_lora__raw,0.502967,0.560331,True,2022,1815,42.8952,31.9379,43,0.829473,0.262471,0.573547
286
+ V1_lib_all,HSPC,real_full__raw,0.502967,0.585661,True,2022,1736.5,42.8952,33.5854,43,0.911692,0.568686,0.782109
287
+ V1_lib_all,HSPC,scratch_full__raw,0.502967,0.565,True,2022,1800,42.8952,35.8821,43,0.939675,1.39984,1.33828
288
+ V1_lib_all,HSPC,lora_recipe__raw,0.502967,0.563435,True,2022,1805,42.8952,29.0129,43,0.757681,0.524941,0.710699
289
+ V1_lib_all,HSPC,scratch_recipe__raw,0.502967,0.583477,True,2022,1743,42.8952,34.1566,43,0.923741,0.831157,0.955911
290
+ V1_lib_all,Cytotoxic CD4 T,zs__raw,0.699238,1,True,2231,1560,3.12526,1.7477,10,0.799755,0.463152,0.467215
291
+ V1_lib_all,Cytotoxic CD4 T,lora_n5__raw,0.699238,0.514003,True,2231,3035,3.12526,3.51688,10,0.827204,1.82683,1.79338
292
+ V1_lib_all,Cytotoxic CD4 T,scratch_n5__raw,0.699238,0.614899,True,2231,2537,3.12526,4.18196,10,1.17672,1.62071,1.51594
293
+ V1_lib_all,Cytotoxic CD4 T,real_lora__raw,0.699238,0.678851,True,2231,2298,3.12526,2.96978,10,0.922546,0.939376,0.895231
294
+ V1_lib_all,Cytotoxic CD4 T,real_full__raw,0.699238,0.701281,True,2231,2224.5,3.12526,3.1956,10,1.0255,1.34036,1.32217
295
+ V1_lib_all,Cytotoxic CD4 T,scratch_full__raw,0.699238,0.680925,True,2231,2291,3.12526,3.08296,10,0.960632,0.882299,0.800203
296
+ V1_lib_all,Cytotoxic CD4 T,lora_recipe__raw,0.699238,0.677672,True,2231,2302,3.12526,2.85258,10,0.884601,1.26009,1.23372
297
+ V1_lib_all,Cytotoxic CD4 T,scratch_recipe__raw,0.699238,0.708447,True,2231,2202,3.12526,3.0925,10,1.00255,1.29889,1.18755
298
+ V1_lib_all,Granulocyte-like (LDG),zs__raw,0.502967,1,True,2022,1017,42.4198,32.5913,42,1.52754,0.136973,0.139565
299
+ V1_lib_all,Granulocyte-like (LDG),lora_n5__raw,0.502967,0.402613,True,2022,2526,42.4198,39.4487,42,0.744409,0.0273946,0.0545427
300
+ V1_lib_all,Granulocyte-like (LDG),scratch_n5__raw,0.502967,0.496098,True,2022,2050,42.4198,45.998,42,1.06954,0.0939243,0.128721
301
+ V1_lib_all,Granulocyte-like (LDG),real_lora__raw,0.502967,0.560331,True,2022,1815,42.4198,31.8397,42,0.836189,0.0371784,0.0382542
302
+ V1_lib_all,Granulocyte-like (LDG),real_full__raw,0.502967,0.585661,True,2022,1736.5,42.4198,33.4651,42,0.918607,0.0254378,0.0413254
303
+ V1_lib_all,Granulocyte-like (LDG),scratch_full__raw,0.502967,0.565,True,2022,1800,42.4198,35.7068,42,0.945563,0.0313081,0.0430958
304
+ V1_lib_all,Granulocyte-like (LDG),lora_recipe__raw,0.502967,0.563435,True,2022,1805,42.4198,28.9076,42,0.763392,0.0234811,0.0252858
305
+ V1_lib_all,Granulocyte-like (LDG),scratch_recipe__raw,0.502967,0.583477,True,2022,1743,42.4198,34.0142,42,0.930198,0.0313081,0.0585732
306
+ V1_lib_all,Platelet signal in monocytes (negative control),zs__raw,0.416314,1,True,2832,1179,44.2486,28.1905,34,1.53032,0.355437,0.359741
307
+ V1_lib_all,Platelet signal in monocytes (negative control),lora_n5__raw,0.416314,0.362323,True,2832,3254,44.2486,25.7067,34,0.505618,0.844008,0.835598
308
+ V1_lib_all,Platelet signal in monocytes (negative control),scratch_n5__raw,0.416314,0.466192,True,2832,2529,44.2486,25.6236,34,0.648464,0.640382,0.59832
309
+ V1_lib_all,Platelet signal in monocytes (negative control),real_lora__raw,0.416314,0.543068,True,2832,2171,44.2486,21.2038,34,0.625098,0.553269,0.547251
310
+ V1_lib_all,Platelet signal in monocytes (negative control),real_full__raw,0.416314,0.570392,True,2832,2067,44.2486,21.9689,34,0.68024,0.738085,0.699329
311
+ V1_lib_all,Platelet signal in monocytes (negative control),scratch_full__raw,0.416314,0.495795,True,2832,2378,44.2486,24.4931,34,0.659212,0.452068,0.392348
312
+ V1_lib_all,Platelet signal in monocytes (negative control),lora_recipe__raw,0.416314,0.571221,True,2832,2064,44.2486,20.9105,34,0.648407,0.540509,0.544771
313
+ V1_lib_all,Platelet signal in monocytes (negative control),scratch_recipe__raw,0.416314,0.504169,True,2832,2338.5,44.2486,23.2446,34,0.636177,0.482952,0.445627
314
+ V2_msum_trained,C1Q-high monocyte (reference),zs__raw,0.494121,0.75709,True,2832,1179,44.2525,28.8818,36,1.56771,0.0204487,0.024986
315
+ V2_msum_trained,C1Q-high monocyte (reference),lora_n5__raw,0.494121,0.777506,True,2832,3254,44.2525,28.1233,36,0.553102,0.987758,1.07489
316
+ V2_msum_trained,C1Q-high monocyte (reference),scratch_n5__raw,0.494121,0.807296,True,2832,2529,44.2525,27.0856,36,0.685401,1.05587,1.00515
317
+ V2_msum_trained,C1Q-high monocyte (reference),real_lora__raw,0.494121,0.990153,True,2832,2171,44.2525,22.0835,36,0.650975,1.12904,1.05336
318
+ V2_msum_trained,C1Q-high monocyte (reference),real_full__raw,0.494121,0.944906,True,2832,2067,44.2525,23.141,36,0.71647,0.953055,0.916807
319
+ V2_msum_trained,C1Q-high monocyte (reference),scratch_full__raw,0.494121,0.848368,True,2832,2378,44.2525,25.7743,36,0.693634,0.476813,0.466973
320
+ V2_msum_trained,C1Q-high monocyte (reference),lora_recipe__raw,0.494121,1,True,2832,2064,44.2525,21.8661,36,0.67798,0.666744,0.625773
321
+ V2_msum_trained,C1Q-high monocyte (reference),scratch_recipe__raw,0.494121,0.897359,True,2832,2338.5,44.2525,24.3671,36,0.666842,0.556467,0.5325
322
+ V2_msum_trained,Cycling T/NK,zs__raw,0.656654,0.748721,True,1958,833,33.3202,29.223,24,2.06151,1.70862,2.51667
323
+ V2_msum_trained,Cycling T/NK,lora_n5__raw,0.656654,0.648129,True,1958,2402,33.3202,33.7585,24,0.825877,1.17337,1.15404
324
+ V2_msum_trained,Cycling T/NK,scratch_n5__raw,0.656654,0.491332,True,1958,1995,33.3202,44.5317,24,1.31169,0.471167,0.50825
325
+ V2_msum_trained,Cycling T/NK,real_lora__raw,0.656654,0.961567,True,1958,1833,33.3202,22.7544,24,0.72947,1.11945,0.931543
326
+ V2_msum_trained,Cycling T/NK,real_full__raw,0.656654,0.946828,True,1958,1729,33.3202,23.1086,24,0.785386,1.57683,1.336
327
+ V2_msum_trained,Cycling T/NK,scratch_full__raw,0.656654,0.689865,True,1958,1811,33.3202,31.7162,24,1.02912,0.453243,0.415901
328
+ V2_msum_trained,Cycling T/NK,lora_recipe__raw,0.656654,1,True,1958,1808,33.3202,21.8799,24,0.711133,1.15259,0.987329
329
+ V2_msum_trained,Cycling T/NK,scratch_recipe__raw,0.656654,0.725108,True,1958,1771,33.3202,30.1746,24,1.00122,0.557157,0.479032
330
+ V2_msum_trained,Cycling activated T (CD38/HLA-DR),zs__raw,0.816732,0.737344,True,2060,949,18.7705,20.7914,21,2.40442,0.345674,0.64599
331
+ V2_msum_trained,Cycling activated T (CD38/HLA-DR),lora_n5__raw,0.816732,0.577184,True,2060,2503,18.7705,26.5607,21,1.16459,0.429792,0.443262
332
+ V2_msum_trained,Cycling activated T (CD38/HLA-DR),scratch_n5__raw,0.816732,0.522268,True,2060,2144,18.7705,29.3536,21,1.50255,0.407083,0.403693
333
+ V2_msum_trained,Cycling activated T (CD38/HLA-DR),real_lora__raw,0.816732,0.996906,True,2060,1924,18.7705,15.378,21,0.877178,0.459447,0.408872
334
+ V2_msum_trained,Cycling activated T (CD38/HLA-DR),real_full__raw,0.816732,0.945724,True,2060,1817,18.7705,16.2103,21,0.979101,0.578969,0.578323
335
+ V2_msum_trained,Cycling activated T (CD38/HLA-DR),scratch_full__raw,0.816732,0.794082,True,2060,1963,18.7705,19.3059,21,1.07935,0.332907,0.314981
336
+ V2_msum_trained,Cycling activated T (CD38/HLA-DR),lora_recipe__raw,0.816732,1,True,2060,1901,18.7705,15.3304,21,0.885044,0.500037,0.45704
337
+ V2_msum_trained,Cycling activated T (CD38/HLA-DR),scratch_recipe__raw,0.816732,0.84827,True,2060,1910,18.7705,18.0726,21,1.03844,0.277665,0.278936
338
+ V2_msum_trained,Plasmablast (markers),zs__raw,0.642999,0.781965,True,2022,1017,39.742,32.6793,38,1.63487,0.535763,0.781626
339
+ V2_msum_trained,Plasmablast (markers),lora_n5__raw,0.642999,0.699184,True,2022,2526,39.742,36.5484,38,0.73615,0.753494,0.503011
340
+ V2_msum_trained,Plasmablast (markers),scratch_n5__raw,0.642999,0.583955,True,2022,2050,39.742,43.7604,38,1.08607,0.464818,0.349986
341
+ V2_msum_trained,Plasmablast (markers),real_lora__raw,0.642999,0.986645,True,2022,1815,39.742,25.9,38,0.726028,1.48742,1.0399
342
+ V2_msum_trained,Plasmablast (markers),real_full__raw,0.642999,0.958487,True,2022,1736.5,39.742,26.6609,38,0.781143,1.55102,1.15447
343
+ V2_msum_trained,Plasmablast (markers),scratch_full__raw,0.642999,0.773287,True,2022,1800,39.742,33.046,38,0.934067,0.768172,0.642013
344
+ V2_msum_trained,Plasmablast (markers),lora_recipe__raw,0.642999,1,True,2022,1805,39.742,25.5541,38,0.720301,1.00547,0.710737
345
+ V2_msum_trained,Plasmablast (markers),scratch_recipe__raw,0.642999,0.794253,True,2022,1743,39.742,32.1737,38,0.93915,0.861136,0.734132
346
+ V2_msum_trained,MS1 monocyte (IL1R2+),zs__raw,0.524824,0.667385,True,2832,1179,32.6585,25.6823,31,1.88894,0.0410121,0.0838364
347
+ V2_msum_trained,MS1 monocyte (IL1R2+),lora_n5__raw,0.524824,0.976007,True,2832,3254,32.6585,17.5613,31,0.46799,0.179966,0.151909
348
+ V2_msum_trained,MS1 monocyte (IL1R2+),scratch_n5__raw,0.524824,0.963048,True,2832,2529,32.6585,17.7976,31,0.610253,0.109318,0.0956144
349
+ V2_msum_trained,MS1 monocyte (IL1R2+),real_lora__raw,0.524824,0.985892,True,2832,2171,32.6585,17.3852,31,0.694413,0.229395,0.205964
350
+ V2_msum_trained,MS1 monocyte (IL1R2+),real_full__raw,0.524824,0.939102,True,2832,2067,32.6585,18.2515,31,0.765692,0.383486,0.361097
351
+ V2_msum_trained,MS1 monocyte (IL1R2+),scratch_full__raw,0.524824,0.865177,True,2832,2378,32.6585,19.811,31,0.722421,0.43341,0.404617
352
+ V2_msum_trained,MS1 monocyte (IL1R2+),lora_recipe__raw,0.524824,1,True,2832,2064,32.6585,17.14,31,0.720108,0.337671,0.301019
353
+ V2_msum_trained,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
354
+ V2_msum_trained,Cycling monocyte (Ye 2026),zs__raw,0.463118,0.765552,True,2832,1179,47.7813,28.9051,39,1.4531,0.0705758,0.0934457
355
+ V2_msum_trained,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
356
+ V2_msum_trained,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
357
+ V2_msum_trained,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
358
+ V2_msum_trained,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
359
+ V2_msum_trained,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
360
+ V2_msum_trained,Cycling monocyte (Ye 2026),lora_recipe__raw,0.463118,1,True,2832,2064,47.7813,22.1284,39,0.635441,0.130748,0.0962428
361
+ V2_msum_trained,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
362
+ V2_msum_trained,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
363
+ V2_msum_trained,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
364
+ V2_msum_trained,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
365
+ V2_msum_trained,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
366
+ V2_msum_trained,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
367
+ V2_msum_trained,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
368
+ V2_msum_trained,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
369
+ V2_msum_trained,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
370
+ V2_msum_trained,ISG-high T,zs__raw,0.811893,0.738933,True,2060,949,18.8086,20.6657,20,2.38503,0.704161,2.70515
371
+ V2_msum_trained,ISG-high T,lora_n5__raw,0.811893,0.570215,True,2060,2503,18.8086,26.7804,20,1.17183,0.249035,0.456853
372
+ V2_msum_trained,ISG-high T,scratch_n5__raw,0.811893,0.514123,True,2060,2144,18.8086,29.7022,20,1.51731,0.0708765,0.145625
373
+ V2_msum_trained,ISG-high T,real_lora__raw,0.811893,0.996008,True,2060,1924,18.8086,15.3318,20,0.872766,0.4637,0.373078
374
+ V2_msum_trained,ISG-high T,real_full__raw,0.811893,0.94224,True,2060,1817,18.8086,16.2067,20,0.976899,0.445191,0.449465
375
+ V2_msum_trained,ISG-high T,scratch_full__raw,0.811893,0.794222,True,2060,1963,18.8086,19.2271,20,1.07276,0.107643,0.169555
376
+ V2_msum_trained,ISG-high T,lora_recipe__raw,0.811893,1,True,2060,1901,18.8086,15.2706,20,0.879799,0.633801,0.532931
377
+ V2_msum_trained,ISG-high T,scratch_recipe__raw,0.811893,0.84663,True,2060,1910,18.8086,18.0369,20,1.03428,0.167592,0.183512
378
+ V2_msum_trained,DN2 / ABC B,zs__raw,0.799297,0.819444,True,1800,1226,49.1902,47.9808,21,1.43209,0.893771,1.26791
379
+ V2_msum_trained,DN2 / ABC B,lora_n5__raw,0.799297,0.667883,True,1800,2330,49.1902,58.8689,21,0.924537,0.867694,1.10691
380
+ V2_msum_trained,DN2 / ABC B,scratch_n5__raw,0.799297,0.66059,True,1800,1934,49.1902,59.5189,21,1.12614,1.47408,1.63464
381
+ V2_msum_trained,DN2 / ABC B,real_lora__raw,0.799297,0.672424,True,1800,1779,49.1902,58.4713,21,1.20271,0.223376,0.350657
382
+ V2_msum_trained,DN2 / ABC B,real_full__raw,0.799297,0.636717,True,1800,1788,49.1902,61.7504,21,1.26377,0.279053,0.372326
383
+ V2_msum_trained,DN2 / ABC B,scratch_full__raw,0.799297,0.897634,True,1800,1624,49.1902,43.8013,21,0.98695,0.620132,0.633688
384
+ V2_msum_trained,DN2 / ABC B,lora_recipe__raw,0.799297,0.855624,True,1800,1840,49.1902,45.9519,21,0.91386,0.24187,0.28267
385
+ V2_msum_trained,DN2 / ABC B,scratch_recipe__raw,0.799297,1,True,1800,1584,49.1902,39.3176,21,0.908292,0.487869,0.459289
386
+ V2_msum_trained,HSPC,zs__raw,0.676367,0.868765,True,2022,1017,42.8952,33.3956,43,1.54789,0.664793,0.88238
387
+ V2_msum_trained,HSPC,lora_n5__raw,0.676367,0.731895,True,2022,2526,42.8952,39.6408,43,0.739745,0.821215,0.958643
388
+ V2_msum_trained,HSPC,scratch_n5__raw,0.676367,0.628281,True,2022,2050,42.8952,46.1782,43,1.06183,0.469266,0.479321
389
+ V2_msum_trained,HSPC,real_lora__raw,0.676367,0.908417,True,2022,1815,42.8952,31.9379,43,0.829473,0.586582,0.573547
390
+ V2_msum_trained,HSPC,real_full__raw,0.676367,0.863855,True,2022,1736.5,42.8952,33.5854,43,0.911692,0.703898,0.782109
391
+ V2_msum_trained,HSPC,scratch_full__raw,0.676367,0.808562,True,2022,1800,42.8952,35.8821,43,0.939675,1.29048,1.33828
392
+ V2_msum_trained,HSPC,lora_recipe__raw,0.676367,1,True,2022,1805,42.8952,29.0129,43,0.757681,0.743004,0.710699
393
+ V2_msum_trained,HSPC,scratch_recipe__raw,0.676367,0.849408,True,2022,1743,42.8952,34.1566,43,0.923741,0.977637,0.955911
394
+ V2_msum_trained,Cytotoxic CD4 T,zs__raw,0.912752,1,False,2231,1560,3.12526,1.7477,10,0.799755,0.411824,0.467215
395
+ V2_msum_trained,Cytotoxic CD4 T,lora_n5__raw,0.912752,0.811113,True,2231,3035,3.12526,3.51688,10,0.827204,1.83779,1.79338
396
+ V2_msum_trained,Cytotoxic CD4 T,scratch_n5__raw,0.912752,0.682116,True,2231,2537,3.12526,4.18196,10,1.17672,1.53243,1.51594
397
+ V2_msum_trained,Cytotoxic CD4 T,real_lora__raw,0.912752,0.960538,True,2231,2298,3.12526,2.96978,10,0.922546,0.929385,0.895231
398
+ V2_msum_trained,Cytotoxic CD4 T,real_full__raw,0.912752,0.89266,True,2231,2224.5,3.12526,3.1956,10,1.0255,1.34396,1.32217
399
+ V2_msum_trained,Cytotoxic CD4 T,scratch_full__raw,0.912752,0.925274,True,2231,2291,3.12526,3.08296,10,0.960632,0.840555,0.800203
400
+ V2_msum_trained,Cytotoxic CD4 T,lora_recipe__raw,0.912752,1,True,2231,2302,3.12526,2.85258,10,0.884601,1.31321,1.23372
401
+ V2_msum_trained,Cytotoxic CD4 T,scratch_recipe__raw,0.912752,0.92242,True,2231,2202,3.12526,3.0925,10,1.00255,1.21047,1.18755
402
+ V2_msum_trained,Granulocyte-like (LDG),zs__raw,0.681465,0.886974,True,2022,1017,42.4198,32.5913,42,1.52754,0.0919036,0.139565
403
+ V2_msum_trained,Granulocyte-like (LDG),lora_n5__raw,0.681465,0.73279,True,2022,2526,42.4198,39.4487,42,0.744409,0.0459518,0.0545427
404
+ V2_msum_trained,Granulocyte-like (LDG),scratch_n5__raw,0.681465,0.628454,True,2022,2050,42.4198,45.998,42,1.06954,0.0980306,0.128721
405
+ V2_msum_trained,Granulocyte-like (LDG),real_lora__raw,0.681465,0.907911,True,2022,1815,42.4198,31.8397,42,0.836189,0.0428884,0.0382542
406
+ V2_msum_trained,Granulocyte-like (LDG),real_full__raw,0.681465,0.863814,True,2022,1736.5,42.4198,33.4651,42,0.918607,0.0428884,0.0413254
407
+ V2_msum_trained,Granulocyte-like (LDG),scratch_full__raw,0.681465,0.809583,True,2022,1800,42.4198,35.7068,42,0.945563,0.0398249,0.0430958
408
+ V2_msum_trained,Granulocyte-like (LDG),lora_recipe__raw,0.681465,1,True,2022,1805,42.4198,28.9076,42,0.763392,0.0321663,0.0252858
409
+ V2_msum_trained,Granulocyte-like (LDG),scratch_recipe__raw,0.681465,0.849869,True,2022,1743,42.4198,34.0142,42,0.930198,0.0612691,0.0585732
410
+ V2_msum_trained,Platelet signal in monocytes (negative control),zs__raw,0.472568,0.741755,True,2832,1179,44.2486,28.1905,34,1.53032,0.272401,0.359741
411
+ V2_msum_trained,Platelet signal in monocytes (negative control),lora_n5__raw,0.472568,0.813426,True,2832,3254,44.2486,25.7067,34,0.505618,1.33002,0.835598
412
+ V2_msum_trained,Platelet signal in monocytes (negative control),scratch_n5__raw,0.472568,0.816062,True,2832,2529,44.2486,25.6236,34,0.648464,0.896372,0.59832
413
+ V2_msum_trained,Platelet signal in monocytes (negative control),real_lora__raw,0.472568,0.986166,True,2832,2171,44.2486,21.2038,34,0.625098,0.822216,0.547251
414
+ V2_msum_trained,Platelet signal in monocytes (negative control),real_full__raw,0.472568,0.95182,True,2832,2067,44.2486,21.9689,34,0.68024,0.956701,0.699329
415
+ V2_msum_trained,Platelet signal in monocytes (negative control),scratch_full__raw,0.472568,0.85373,True,2832,2378,44.2486,24.4931,34,0.659212,0.575895,0.392348
416
+ V2_msum_trained,Platelet signal in monocytes (negative control),lora_recipe__raw,0.472568,1,True,2832,2064,44.2486,20.9105,34,0.648407,0.782353,0.544771
417
+ V2_msum_trained,Platelet signal in monocytes (negative control),scratch_recipe__raw,0.472568,0.899585,True,2832,2338.5,44.2486,23.2446,34,0.636177,0.665651,0.445627
418
+ V2_msum_all,C1Q-high monocyte (reference),zs__raw,0.494121,0.75709,True,2832,1179,44.2525,28.8818,36,1.56771,0.0204487,0.024986
419
+ V2_msum_all,C1Q-high monocyte (reference),lora_n5__raw,0.494121,0.777506,True,2832,3254,44.2525,28.1233,36,0.553102,0.987758,1.07489
420
+ V2_msum_all,C1Q-high monocyte (reference),scratch_n5__raw,0.494121,0.807296,True,2832,2529,44.2525,27.0856,36,0.685401,1.05587,1.00515
421
+ V2_msum_all,C1Q-high monocyte (reference),real_lora__raw,0.494121,0.990153,True,2832,2171,44.2525,22.0835,36,0.650975,1.12904,1.05336
422
+ V2_msum_all,C1Q-high monocyte (reference),real_full__raw,0.494121,0.944906,True,2832,2067,44.2525,23.141,36,0.71647,0.953055,0.916807
423
+ V2_msum_all,C1Q-high monocyte (reference),scratch_full__raw,0.494121,0.848368,True,2832,2378,44.2525,25.7743,36,0.693634,0.476813,0.466973
424
+ V2_msum_all,C1Q-high monocyte (reference),lora_recipe__raw,0.494121,1,True,2832,2064,44.2525,21.8661,36,0.67798,0.666744,0.625773
425
+ V2_msum_all,C1Q-high monocyte (reference),scratch_recipe__raw,0.494121,0.897359,True,2832,2338.5,44.2525,24.3671,36,0.666842,0.556467,0.5325
426
+ V2_msum_all,Cycling T/NK,zs__raw,0.656654,0.748721,True,1958,833,33.3202,29.223,24,2.06151,1.70862,2.51667
427
+ V2_msum_all,Cycling T/NK,lora_n5__raw,0.656654,0.648129,True,1958,2402,33.3202,33.7585,24,0.825877,1.17337,1.15404
428
+ V2_msum_all,Cycling T/NK,scratch_n5__raw,0.656654,0.491332,True,1958,1995,33.3202,44.5317,24,1.31169,0.471167,0.50825
429
+ V2_msum_all,Cycling T/NK,real_lora__raw,0.656654,0.961567,True,1958,1833,33.3202,22.7544,24,0.72947,1.11945,0.931543
430
+ V2_msum_all,Cycling T/NK,real_full__raw,0.656654,0.946828,True,1958,1729,33.3202,23.1086,24,0.785386,1.57683,1.336
431
+ V2_msum_all,Cycling T/NK,scratch_full__raw,0.656654,0.689865,True,1958,1811,33.3202,31.7162,24,1.02912,0.453243,0.415901
432
+ V2_msum_all,Cycling T/NK,lora_recipe__raw,0.656654,1,True,1958,1808,33.3202,21.8799,24,0.711133,1.15259,0.987329
433
+ V2_msum_all,Cycling T/NK,scratch_recipe__raw,0.656654,0.725108,True,1958,1771,33.3202,30.1746,24,1.00122,0.557157,0.479032
434
+ V2_msum_all,Cycling activated T (CD38/HLA-DR),zs__raw,0.816732,0.737344,True,2060,949,18.7705,20.7914,21,2.40442,0.345674,0.64599
435
+ V2_msum_all,Cycling activated T (CD38/HLA-DR),lora_n5__raw,0.816732,0.577184,True,2060,2503,18.7705,26.5607,21,1.16459,0.429792,0.443262
436
+ V2_msum_all,Cycling activated T (CD38/HLA-DR),scratch_n5__raw,0.816732,0.522268,True,2060,2144,18.7705,29.3536,21,1.50255,0.407083,0.403693
437
+ V2_msum_all,Cycling activated T (CD38/HLA-DR),real_lora__raw,0.816732,0.996906,True,2060,1924,18.7705,15.378,21,0.877178,0.459447,0.408872
438
+ V2_msum_all,Cycling activated T (CD38/HLA-DR),real_full__raw,0.816732,0.945724,True,2060,1817,18.7705,16.2103,21,0.979101,0.578969,0.578323
439
+ V2_msum_all,Cycling activated T (CD38/HLA-DR),scratch_full__raw,0.816732,0.794082,True,2060,1963,18.7705,19.3059,21,1.07935,0.332907,0.314981
440
+ V2_msum_all,Cycling activated T (CD38/HLA-DR),lora_recipe__raw,0.816732,1,True,2060,1901,18.7705,15.3304,21,0.885044,0.500037,0.45704
441
+ V2_msum_all,Cycling activated T (CD38/HLA-DR),scratch_recipe__raw,0.816732,0.84827,True,2060,1910,18.7705,18.0726,21,1.03844,0.277665,0.278936
442
+ V2_msum_all,Plasmablast (markers),zs__raw,0.642999,0.781965,True,2022,1017,39.742,32.6793,38,1.63487,0.535763,0.781626
443
+ V2_msum_all,Plasmablast (markers),lora_n5__raw,0.642999,0.699184,True,2022,2526,39.742,36.5484,38,0.73615,0.753494,0.503011
444
+ V2_msum_all,Plasmablast (markers),scratch_n5__raw,0.642999,0.583955,True,2022,2050,39.742,43.7604,38,1.08607,0.464818,0.349986
445
+ V2_msum_all,Plasmablast (markers),real_lora__raw,0.642999,0.986645,True,2022,1815,39.742,25.9,38,0.726028,1.48742,1.0399
446
+ V2_msum_all,Plasmablast (markers),real_full__raw,0.642999,0.958487,True,2022,1736.5,39.742,26.6609,38,0.781143,1.55102,1.15447
447
+ V2_msum_all,Plasmablast (markers),scratch_full__raw,0.642999,0.773287,True,2022,1800,39.742,33.046,38,0.934067,0.768172,0.642013
448
+ V2_msum_all,Plasmablast (markers),lora_recipe__raw,0.642999,1,True,2022,1805,39.742,25.5541,38,0.720301,1.00547,0.710737
449
+ V2_msum_all,Plasmablast (markers),scratch_recipe__raw,0.642999,0.794253,True,2022,1743,39.742,32.1737,38,0.93915,0.861136,0.734132
450
+ V2_msum_all,MS1 monocyte (IL1R2+),zs__raw,0.524824,0.667385,True,2832,1179,32.6585,25.6823,31,1.88894,0.0410121,0.0838364
451
+ V2_msum_all,MS1 monocyte (IL1R2+),lora_n5__raw,0.524824,0.976007,True,2832,3254,32.6585,17.5613,31,0.46799,0.179966,0.151909
452
+ V2_msum_all,MS1 monocyte (IL1R2+),scratch_n5__raw,0.524824,0.963048,True,2832,2529,32.6585,17.7976,31,0.610253,0.109318,0.0956144
453
+ V2_msum_all,MS1 monocyte (IL1R2+),real_lora__raw,0.524824,0.985892,True,2832,2171,32.6585,17.3852,31,0.694413,0.229395,0.205964
454
+ V2_msum_all,MS1 monocyte (IL1R2+),real_full__raw,0.524824,0.939102,True,2832,2067,32.6585,18.2515,31,0.765692,0.383486,0.361097
455
+ V2_msum_all,MS1 monocyte (IL1R2+),scratch_full__raw,0.524824,0.865177,True,2832,2378,32.6585,19.811,31,0.722421,0.43341,0.404617
456
+ 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
457
+ 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
458
+ 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
459
+ 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
460
+ 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
461
+ 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
462
+ 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
463
+ 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
464
+ 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
465
+ 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
466
+ 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
467
+ 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
468
+ 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
469
+ 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
470
+ 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
471
+ 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
472
+ 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
473
+ 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
474
+ 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
475
+ 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
476
+ 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
477
+ 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
478
+ 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
479
+ 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
480
+ 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
481
+ 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
482
+ 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
483
+ 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
484
+ 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
485
+ 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
486
+ 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
487
+ 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
488
+ 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
489
+ 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
490
+ V2_msum_all,HSPC,zs__raw,0.676367,0.868765,True,2022,1017,42.8952,33.3956,43,1.54789,0.664793,0.88238
491
+ 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
492
+ 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
493
+ 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
494
+ 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
495
+ 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
496
+ V2_msum_all,HSPC,lora_recipe__raw,0.676367,1,True,2022,1805,42.8952,29.0129,43,0.757681,0.743004,0.710699
497
+ 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
498
+ 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
499
+ 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
500
+ 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
501
+ 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
502
+ 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
503
+ 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
504
+ 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
505
+ 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
506
+ 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
507
+ 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
508
+ 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
509
+ 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
510
+ 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
511
+ 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
512
+ 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
513
+ 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
514
+ 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
515
+ 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
516
+ 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
517
+ 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
518
+ 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
519
+ 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
520
+ 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
521
+ 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