Archive 4 checkpoints (1-4)
Browse files- 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/within_bootstrap.csv +113 -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/within_bootstrap_counts.csv +15 -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/within_contrast_counts.csv +25 -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/within_contrast_directions.csv +361 -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/within_bootstrap.csv
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| 1 |
+
comparison,kind,scratch_arm,pretrained_arm,state,role,informative,obs_thinned_state_cells_min,ratio_scratch,ratio_pretrained,gen_state_scratch,gen_state_pretrained,abs_log2_scratch,abs_log2_pretrained,D,D_ci_lo,D_ci_hi,p_boot,n_boot_valid,verdict,D_bc_ci_lo,D_bc_ci_hi,verdict_bc_sensitivity
|
| 2 |
+
5 pairs: scratch vs pretrained LoRA,main,scratch_n5__raw,lora_n5__raw,C1Q-high monocyte (reference),rare state,True,1590.0,1.005146,1.07489,357.0,447.0,0.009021,0.105405,-0.096384,-0.403345,0.503739,0.892,2000,not significant,-0.707317,0.224548,not significant
|
| 3 |
+
5 pairs: scratch vs pretrained LoRA,main,scratch_n5__raw,lora_n5__raw,Cycling T/NK,rare state,True,185.0,0.50825,1.15404,32.0,62.0,0.956525,0.215779,0.740746,-0.433584,1.701058,0.226,2000,not significant,-0.384391,1.71651,not significant
|
| 4 |
+
5 pairs: scratch vs pretrained LoRA,main,scratch_n5__raw,lora_n5__raw,Cycling activated T (CD38/HLA-DR),rare state,True,362.0,0.403693,0.443262,61.0,61.0,1.297953,1.163054,0.134898,-0.371331,0.567816,0.519,2000,not significant,-0.388215,0.542264,not significant
|
| 5 |
+
5 pairs: scratch vs pretrained LoRA,main,scratch_n5__raw,lora_n5__raw,Proliferating T (label),rare state,True,444.0,1.366289,2.489231,135.0,224.0,0.453972,1.317293,-0.863321,-1.273426,-0.459239,0.0,2000,scratch closer,-1.272574,-0.459233,scratch closer
|
| 6 |
+
5 pairs: scratch vs pretrained LoRA,main,scratch_n5__raw,lora_n5__raw,Plasmablast (label),rare state,True,716.0,1.124664,1.874441,156.0,260.0,0.173104,0.908225,-0.735121,-1.112894,0.042459,0.063,2000,not significant,-1.234973,-0.222538,scratch closer
|
| 7 |
+
5 pairs: scratch vs pretrained LoRA,main,scratch_n5__raw,lora_n5__raw,Plasmablast (markers),rare state,True,1618.0,0.349986,0.503011,231.0,332.0,1.511721,0.989379,0.522342,-0.082,0.991133,0.105,2000,not significant,-0.033853,1.025342,not significant
|
| 8 |
+
5 pairs: scratch vs pretrained LoRA,main,scratch_n5__raw,lora_n5__raw,MS1 monocyte (IL1R2+),rare state,True,5568.0,0.095614,0.151909,138.0,259.0,3.381509,2.716034,0.665476,-0.451216,1.226059,0.189,2000,not significant,-0.247289,1.280893,not significant
|
| 9 |
+
5 pairs: scratch vs pretrained LoRA,main,scratch_n5__raw,lora_n5__raw,Cycling monocyte (Ye 2026),rare state,True,992.0,0.061377,0.111874,19.0,43.0,3.989141,3.143797,0.845344,-0.483136,2.226373,0.203,2000,not significant,-0.345137,2.306223,not significant
|
| 10 |
+
5 pairs: scratch vs pretrained LoRA,main,scratch_n5__raw,lora_n5__raw,ISG-high monocyte (positive control),positive control,True,1907.0,0.324734,0.324813,246.0,311.0,1.619928,1.620174,-0.000246,-1.306992,1.083373,0.956,2000,not significant,-1.239194,1.11931,not significant
|
| 11 |
+
5 pairs: scratch vs pretrained LoRA,main,scratch_n5__raw,lora_n5__raw,ISG-high T,rare state,True,241.0,0.145625,0.456853,28.0,80.0,2.75497,1.122044,1.632925,-0.160394,3.040866,0.079,2000,not significant,-0.02857,3.135096,not significant
|
| 12 |
+
5 pairs: scratch vs pretrained LoRA,main,scratch_n5__raw,lora_n5__raw,DN2 / ABC B,rare state,True,607.0,1.63464,1.106915,186.0,173.0,0.711969,0.14983,0.562138,-0.502613,0.807536,0.301,2000,not significant,0.00825,0.972841,pretrained closer
|
| 13 |
+
5 pairs: scratch vs pretrained LoRA,main,scratch_n5__raw,lora_n5__raw,HSPC,rare state,True,117.0,0.479321,0.958643,13.0,26.0,1.011631,0.038598,0.973033,-0.579996,1.935675,0.333,2000,not significant,0.073321,2.96716,pretrained closer
|
| 14 |
+
5 pairs: scratch vs pretrained LoRA,main,scratch_n5__raw,lora_n5__raw,Cytotoxic CD4 T,rare state,True,342.0,1.515945,1.793379,159.0,161.0,0.603001,0.845409,-0.242407,-0.748736,0.608844,0.586,2000,not significant,-0.790866,0.509645,not significant
|
| 15 |
+
5 pairs: scratch vs pretrained LoRA,main,scratch_n5__raw,lora_n5__raw,Granulocyte-like (LDG),rare state,True,2589.0,0.128721,0.054543,118.0,50.0,2.951735,4.182267,-1.230532,-2.073124,-0.326881,0.01,2000,scratch closer,-2.059036,-0.304096,scratch closer
|
| 16 |
+
5 pairs: scratch vs pretrained LoRA,main,scratch_n5__raw,lora_n5__raw,Platelet signal in monocytes (negative control),negative control,True,3221.0,0.59832,0.835598,708.0,1237.0,0.740113,0.258647,0.481466,-0.020707,0.747433,0.055,2000,not significant,0.050351,0.76952,pretrained closer
|
| 17 |
+
5 pairs: scratch vs pretrained LoRA,main,scratch_n5__raw,lora_n5__raw,MEAN over 13 informative rare states,aggregate,True,,,,,,1.523558,1.299778,0.22378,-0.078074,0.405503,0.15,2000,not significant,0.0099,0.45829,pretrained closer
|
| 18 |
+
58 pairs: scratch vs pretrained LoRA,main,scratch_full__raw,real_lora__raw,C1Q-high monocyte (reference),rare state,True,1590.0,0.466973,1.053362,106.0,227.0,1.092207,0.077762,1.014444,-0.264498,1.342539,0.106,2000,not significant,0.381993,1.467112,pretrained closer
|
| 19 |
+
58 pairs: scratch vs pretrained LoRA,main,scratch_full__raw,real_lora__raw,Cycling T/NK,rare state,True,185.0,0.415901,0.931543,25.0,57.0,1.239729,0.092279,1.14745,0.200294,1.782647,0.009,2000,pretrained closer,0.476103,2.078572,pretrained closer
|
| 20 |
+
58 pairs: scratch vs pretrained LoRA,main,scratch_full__raw,real_lora__raw,Cycling activated T (CD38/HLA-DR),rare state,True,362.0,0.314981,0.408872,45.0,61.0,1.65183,1.279619,0.372211,-0.369907,0.957741,0.299,2000,not significant,-0.366098,0.958037,not significant
|
| 21 |
+
58 pairs: scratch vs pretrained LoRA,main,scratch_full__raw,real_lora__raw,Proliferating T (label),rare state,True,444.0,1.127185,1.489793,110.0,153.0,0.177643,0.578195,-0.400551,-0.815101,0.204075,0.226,2000,not significant,-1.005612,0.00793,not significant
|
| 22 |
+
58 pairs: scratch vs pretrained LoRA,main,scratch_full__raw,real_lora__raw,Plasmablast (label),rare state,True,716.0,1.240015,3.474925,172.0,482.0,0.313538,1.79747,-1.483933,-2.268376,0.344367,0.155,2000,not significant,-2.457168,0.022625,not significant
|
| 23 |
+
58 pairs: scratch vs pretrained LoRA,main,scratch_full__raw,real_lora__raw,Plasmablast (markers),rare state,True,1618.0,0.642013,1.039898,373.0,609.0,0.637634,0.057387,0.580247,-1.004564,0.882856,0.77,2000,not significant,0.161867,1.482193,pretrained closer
|
| 24 |
+
58 pairs: scratch vs pretrained LoRA,main,scratch_full__raw,real_lora__raw,MS1 monocyte (IL1R2+),rare state,True,5568.0,0.404617,0.205964,372.0,178.0,1.303535,2.27559,-0.972054,-1.441553,0.034955,0.058,2000,not significant,-1.491697,-0.097813,scratch closer
|
| 25 |
+
58 pairs: scratch vs pretrained LoRA,main,scratch_full__raw,real_lora__raw,Cycling monocyte (Ye 2026),rare state,True,992.0,0.086753,0.089557,17.0,16.0,3.485593,3.437149,0.048444,-0.946967,1.070351,0.937,2000,not significant,-0.926579,1.101905,not significant
|
| 26 |
+
58 pairs: scratch vs pretrained LoRA,main,scratch_full__raw,real_lora__raw,ISG-high monocyte (positive control),positive control,True,1907.0,0.306379,0.435961,142.0,181.0,1.701737,1.193965,0.507772,-0.455,1.261553,0.369,2000,not significant,-0.388731,1.297485,not significant
|
| 27 |
+
58 pairs: scratch vs pretrained LoRA,main,scratch_full__raw,real_lora__raw,ISG-high T,rare state,True,241.0,0.169555,0.373078,30.0,68.0,2.537223,1.412795,1.124428,-0.231147,2.228975,0.138,2000,not significant,-0.179553,2.277091,not significant
|
| 28 |
+
58 pairs: scratch vs pretrained LoRA,main,scratch_full__raw,real_lora__raw,DN2 / ABC B,rare state,True,607.0,0.633688,0.350657,115.0,66.0,0.652851,1.501873,-0.849022,-1.777169,0.023007,0.063,2000,not significant,-1.777169,0.023007,not significant
|
| 29 |
+
58 pairs: scratch vs pretrained LoRA,main,scratch_full__raw,real_lora__raw,HSPC,rare state,True,117.0,1.338276,0.573547,35.0,15.0,0.435506,0.760045,-0.324538,-2.121079,0.986917,0.66,2000,not significant,-1.993499,1.086802,not significant
|
| 30 |
+
58 pairs: scratch vs pretrained LoRA,main,scratch_full__raw,real_lora__raw,Cytotoxic CD4 T,rare state,True,342.0,0.800203,0.895231,76.0,81.0,0.313847,0.152535,0.161312,-0.232304,0.537524,0.539,2000,not significant,-0.180251,0.604482,not significant
|
| 31 |
+
58 pairs: scratch vs pretrained LoRA,main,scratch_full__raw,real_lora__raw,Granulocyte-like (LDG),rare state,True,2589.0,0.043096,0.038254,36.0,32.0,4.516576,4.686039,-0.169463,-1.018395,0.507479,0.639,2000,not significant,-0.948816,0.536194,not significant
|
| 32 |
+
58 pairs: scratch vs pretrained LoRA,main,scratch_full__raw,real_lora__raw,Platelet signal in monocytes (negative control),negative control,True,3221.0,0.392348,0.547251,286.0,363.0,1.347401,0.867875,0.479526,-0.124987,0.912627,0.116,2000,not significant,-0.088939,0.93658,not significant
|
| 33 |
+
58 pairs: scratch vs pretrained LoRA,main,scratch_full__raw,real_lora__raw,MEAN over 13 informative rare states,aggregate,True,,,,,,1.412132,1.39298,0.019152,-0.349716,0.254627,0.831,2000,not significant,-0.238393,0.379116,not significant
|
| 34 |
+
58 pairs: scratch vs pretrained full FT,main,scratch_full__raw,real_full__raw,C1Q-high monocyte (reference),rare state,True,1590.0,0.466973,0.916807,106.0,208.0,1.092207,0.122262,0.969945,-0.098685,1.249204,0.066,2000,not significant,0.53441,1.484467,pretrained closer
|
| 35 |
+
58 pairs: scratch vs pretrained full FT,main,scratch_full__raw,real_full__raw,Cycling T/NK,rare state,True,185.0,0.415901,1.336003,25.0,76.0,1.239729,0.424763,0.814966,-0.142378,1.8688,0.1,2000,not significant,-0.213377,1.827732,not significant
|
| 36 |
+
58 pairs: scratch vs pretrained full FT,main,scratch_full__raw,real_full__raw,Cycling activated T (CD38/HLA-DR),rare state,True,362.0,0.314981,0.578323,45.0,78.0,1.65183,0.782009,0.869821,0.238723,1.394869,0.008,2000,pretrained closer,0.156521,1.372096,pretrained closer
|
| 37 |
+
58 pairs: scratch vs pretrained full FT,main,scratch_full__raw,real_full__raw,Proliferating T (label),rare state,True,444.0,1.127185,1.845583,110.0,180.0,0.177643,0.886455,-0.708811,-1.03063,-0.096941,0.027,2000,scratch closer,-1.155112,-0.315862,scratch closer
|
| 38 |
+
58 pairs: scratch vs pretrained full FT,main,scratch_full__raw,real_full__raw,Plasmablast (label),rare state,True,716.0,1.240015,3.280271,172.0,455.0,0.313538,1.714393,-1.400855,-2.017566,-0.13381,0.032,2000,scratch closer,-2.201097,-0.416406,scratch closer
|
| 39 |
+
58 pairs: scratch vs pretrained full FT,main,scratch_full__raw,real_full__raw,Plasmablast (markers),rare state,True,1618.0,0.642013,1.154475,373.0,643.0,0.637634,0.208107,0.429526,-0.865748,1.009684,0.487,2000,not significant,-0.67825,1.088618,not significant
|
| 40 |
+
58 pairs: scratch vs pretrained full FT,main,scratch_full__raw,real_full__raw,MS1 monocyte (IL1R2+),rare state,True,5568.0,0.404617,0.361097,372.0,325.0,1.303535,1.467428,-0.163893,-0.80802,0.857015,0.778,2000,not significant,-0.862868,0.774349,not significant
|
| 41 |
+
58 pairs: scratch vs pretrained full FT,main,scratch_full__raw,real_full__raw,Cycling monocyte (Ye 2026),rare state,True,992.0,0.086753,0.113928,17.0,21.0,3.485593,3.100372,0.385221,-0.429232,1.285241,0.326,2000,not significant,-0.503188,1.228299,not significant
|
| 42 |
+
58 pairs: scratch vs pretrained full FT,main,scratch_full__raw,real_full__raw,ISG-high monocyte (positive control),positive control,True,1907.0,0.306379,0.576362,142.0,241.0,1.701737,0.792188,0.909549,-0.303309,1.731398,0.221,2000,not significant,-0.224269,1.822972,not significant
|
| 43 |
+
58 pairs: scratch vs pretrained full FT,main,scratch_full__raw,real_full__raw,ISG-high T,rare state,True,241.0,0.169555,0.449465,30.0,70.0,2.537223,1.144468,1.392755,-0.222665,2.66394,0.12,2000,not significant,-0.173705,2.720359,not significant
|
| 44 |
+
58 pairs: scratch vs pretrained full FT,main,scratch_full__raw,real_full__raw,DN2 / ABC B,rare state,True,607.0,0.633688,0.372326,115.0,76.0,0.652851,1.416782,-0.763931,-1.396096,0.00829,0.056,2000,not significant,-1.431913,-0.04734,scratch closer
|
| 45 |
+
58 pairs: scratch vs pretrained full FT,main,scratch_full__raw,real_full__raw,HSPC,rare state,True,117.0,1.338276,0.782109,35.0,20.0,0.435506,0.324388,0.111118,-1.017521,0.997173,0.907,2000,not significant,-0.94273,1.03695,not significant
|
| 46 |
+
58 pairs: scratch vs pretrained full FT,main,scratch_full__raw,real_full__raw,Cytotoxic CD4 T,rare state,True,342.0,0.800203,1.322166,76.0,111.0,0.313847,0.407641,-0.093794,-0.629953,0.477168,0.793,2000,not significant,-0.647186,0.447271,not significant
|
| 47 |
+
58 pairs: scratch vs pretrained full FT,main,scratch_full__raw,real_full__raw,Granulocyte-like (LDG),rare state,True,2589.0,0.043096,0.041325,36.0,33.0,4.516576,4.575306,-0.05873,-0.630206,0.503025,0.866,2000,not significant,-0.663258,0.455495,not significant
|
| 48 |
+
58 pairs: scratch vs pretrained full FT,main,scratch_full__raw,real_full__raw,Platelet signal in monocytes (negative control),negative control,True,3221.0,0.392348,0.699329,286.0,466.0,1.347401,0.514552,0.83285,0.446995,1.189366,0.0,2000,pretrained closer,0.446263,1.188243,pretrained closer
|
| 49 |
+
58 pairs: scratch vs pretrained full FT,main,scratch_full__raw,real_full__raw,MEAN over 13 informative rare states,aggregate,True,,,,,,1.412132,1.274952,0.13718,-0.138205,0.406414,0.339,2000,not significant,-0.128666,0.412582,not significant
|
| 50 |
+
58 pairs + recipes: scratch vs pretrained LoRA,main,scratch_recipe__raw,lora_recipe__raw,C1Q-high monocyte (reference),rare state,True,1590.0,0.5325,0.625773,108.0,136.0,0.90289,0.671411,0.231478,-0.644483,0.783102,0.524,2000,not significant,-0.607347,0.794214,not significant
|
| 51 |
+
58 pairs + recipes: scratch vs pretrained LoRA,main,scratch_recipe__raw,lora_recipe__raw,Cycling T/NK,rare state,True,185.0,0.479032,0.987329,29.0,57.0,1.039805,0.008446,1.031358,-0.007738,1.526157,0.051,2000,not significant,0.482728,1.831314,pretrained closer
|
| 52 |
+
58 pairs + recipes: scratch vs pretrained LoRA,main,scratch_recipe__raw,lora_recipe__raw,Cycling activated T (CD38/HLA-DR),rare state,True,362.0,0.278936,0.45704,39.0,65.0,1.82478,1.1197,0.705079,-0.075401,1.496507,0.079,2000,not significant,-0.12477,1.429497,not significant
|
| 53 |
+
58 pairs + recipes: scratch vs pretrained LoRA,main,scratch_recipe__raw,lora_recipe__raw,Proliferating T (label),rare state,True,444.0,0.977178,1.760317,98.0,177.0,0.027588,0.818281,-0.790693,-1.077847,-0.08463,0.025,2000,scratch closer,-1.317305,-0.487549,scratch closer
|
| 54 |
+
58 pairs + recipes: scratch vs pretrained LoRA,main,scratch_recipe__raw,lora_recipe__raw,Plasmablast (label),rare state,True,716.0,1.17513,2.299795,163.0,319.0,0.236232,1.202757,-0.966525,-1.539988,0.358279,0.196,2000,not significant,-1.678546,-0.017866,scratch closer
|
| 55 |
+
58 pairs + recipes: scratch vs pretrained LoRA,main,scratch_recipe__raw,lora_recipe__raw,Plasmablast (markers),rare state,True,1618.0,0.734132,0.710737,415.0,411.0,0.444398,0.4911,-0.046702,-0.887677,0.342857,0.636,2000,not significant,-0.680517,0.438525,not significant
|
| 56 |
+
58 pairs + recipes: scratch vs pretrained LoRA,main,scratch_recipe__raw,lora_recipe__raw,MS1 monocyte (IL1R2+),rare state,True,5568.0,0.4621,0.301019,377.0,261.0,1.111912,1.72942,-0.617507,-1.378611,0.399131,0.3,2000,not significant,-1.438362,0.353988,not significant
|
| 57 |
+
58 pairs + recipes: scratch vs pretrained LoRA,main,scratch_recipe__raw,lora_recipe__raw,Cycling monocyte (Ye 2026),rare state,True,992.0,0.086946,0.096243,15.0,17.0,3.476903,3.335872,0.141031,-0.774592,0.97613,0.747,2000,not significant,-0.795467,0.961359,not significant
|
| 58 |
+
58 pairs + recipes: scratch vs pretrained LoRA,main,scratch_recipe__raw,lora_recipe__raw,ISG-high monocyte (positive control),positive control,True,1907.0,0.263355,0.597133,108.0,243.0,1.918456,0.741134,1.177322,-0.275567,2.422896,0.153,2000,not significant,-0.204023,2.484679,not significant
|
| 59 |
+
58 pairs + recipes: scratch vs pretrained LoRA,main,scratch_recipe__raw,lora_recipe__raw,ISG-high T,rare state,True,241.0,0.183512,0.532931,32.0,91.0,2.424623,0.901032,1.523591,0.080931,2.490361,0.031,2000,pretrained closer,0.125493,2.539965,pretrained closer
|
| 60 |
+
58 pairs + recipes: scratch vs pretrained LoRA,main,scratch_recipe__raw,lora_recipe__raw,DN2 / ABC B,rare state,True,607.0,0.459289,0.28267,81.0,57.0,1.114632,1.811086,-0.696454,-1.206221,-0.077419,0.03,2000,scratch closer,-1.195191,-0.054564,scratch closer
|
| 61 |
+
58 pairs + recipes: scratch vs pretrained LoRA,main,scratch_recipe__raw,lora_recipe__raw,HSPC,rare state,True,117.0,0.955911,0.710699,25.0,19.0,0.041815,0.460432,-0.418616,-1.733639,0.531408,0.573,2000,not significant,-2.280477,0.326643,not significant
|
| 62 |
+
58 pairs + recipes: scratch vs pretrained LoRA,main,scratch_recipe__raw,lora_recipe__raw,Cytotoxic CD4 T,rare state,True,342.0,1.187554,1.233716,113.0,109.0,0.252604,0.307867,-0.055263,-0.430846,0.522995,0.924,2000,not significant,-0.484169,0.453196,not significant
|
| 63 |
+
58 pairs + recipes: scratch vs pretrained LoRA,main,scratch_recipe__raw,lora_recipe__raw,Granulocyte-like (LDG),rare state,True,2589.0,0.058573,0.025286,47.0,21.0,4.078522,5.271748,-1.193226,-2.180858,-0.355553,0.003,2000,scratch closer,-2.14473,-0.346448,scratch closer
|
| 64 |
+
58 pairs + recipes: scratch vs pretrained LoRA,main,scratch_recipe__raw,lora_recipe__raw,Platelet signal in monocytes (negative control),negative control,True,3221.0,0.445627,0.544771,285.0,351.0,1.163691,0.874366,0.289324,-0.25081,0.848323,0.309,2000,not significant,-0.283627,0.822629,not significant
|
| 65 |
+
58 pairs + recipes: scratch vs pretrained LoRA,main,scratch_recipe__raw,lora_recipe__raw,MEAN over 13 informative rare states,aggregate,True,,,,,,1.3059,1.39455,-0.08865,-0.378816,0.177756,0.571,2000,not significant,-0.396415,0.163818,not significant
|
| 66 |
+
reference: scratch 5 pairs vs pretrained zero-shot (no pairs),reference,scratch_n5__raw,zs__raw,C1Q-high monocyte (reference),rare state,True,1590.0,1.005146,0.024986,357.0,12.0,0.009021,5.264296,-5.255275,-6.310512,-3.475067,0.0,2000,scratch closer,-7.138556,-4.232957,scratch closer
|
| 67 |
+
reference: scratch 5 pairs vs pretrained zero-shot (no pairs),reference,scratch_n5__raw,zs__raw,Cycling T/NK,rare state,True,185.0,0.50825,2.516672,32.0,69.0,0.956525,1.33804,-0.381514,-1.641948,1.007539,0.648,2000,not significant,-1.787036,0.850932,not significant
|
| 68 |
+
reference: scratch 5 pairs vs pretrained zero-shot (no pairs),reference,scratch_n5__raw,zs__raw,Cycling activated T (CD38/HLA-DR),rare state,True,362.0,0.403693,0.64599,61.0,33.0,1.297953,0.610712,0.687241,0.026059,1.339069,0.044,2000,pretrained closer,0.037181,1.375043,pretrained closer
|
| 69 |
+
reference: scratch 5 pairs vs pretrained zero-shot (no pairs),reference,scratch_n5__raw,zs__raw,Proliferating T (label),rare state,True,444.0,1.366289,3.878322,135.0,243.0,0.453972,1.956774,-1.502802,-2.158737,-0.605227,0.0,2000,scratch closer,-2.153566,-0.597921,scratch closer
|
| 70 |
+
reference: scratch 5 pairs vs pretrained zero-shot (no pairs),reference,scratch_n5__raw,zs__raw,Plasmablast (label),rare state,True,716.0,1.124664,1.506762,156.0,209.0,0.173104,0.593892,-0.420788,-1.22968,0.413543,0.379,2000,not significant,-1.278242,0.310135,not significant
|
| 71 |
+
reference: scratch 5 pairs vs pretrained zero-shot (no pairs),reference,scratch_n5__raw,zs__raw,Plasmablast (markers),rare state,True,1618.0,0.349986,0.781626,231.0,245.0,1.511721,0.352954,1.158767,0.088622,1.550717,0.027,2000,pretrained closer,0.420717,1.696536,pretrained closer
|
| 72 |
+
reference: scratch 5 pairs vs pretrained zero-shot (no pairs),reference,scratch_n5__raw,zs__raw,MS1 monocyte (IL1R2+),rare state,True,5568.0,0.095614,0.083836,138.0,141.0,3.381509,3.571302,-0.189793,-1.669584,0.503136,0.575,2000,not significant,-1.48827,0.553884,not significant
|
| 73 |
+
reference: scratch 5 pairs vs pretrained zero-shot (no pairs),reference,scratch_n5__raw,zs__raw,Cycling monocyte (Ye 2026),rare state,True,992.0,0.061377,0.093446,19.0,28.0,3.989141,3.394921,0.59422,-0.646465,1.797176,0.338,2000,not significant,-0.589144,1.849557,not significant
|
| 74 |
+
reference: scratch 5 pairs vs pretrained zero-shot (no pairs),reference,scratch_n5__raw,zs__raw,ISG-high monocyte (positive control),positive control,True,1907.0,0.324734,2.626643,246.0,1513.0,1.619928,1.393318,0.22661,-2.06135,1.75142,0.764,2000,not significant,-2.17674,1.67793,not significant
|
| 75 |
+
reference: scratch 5 pairs vs pretrained zero-shot (no pairs),reference,scratch_n5__raw,zs__raw,ISG-high T,rare state,True,241.0,0.145625,2.70515,28.0,92.0,2.75497,1.440538,1.314432,-0.379268,2.853176,0.111,2000,not significant,-0.399615,2.825918,not significant
|
| 76 |
+
reference: scratch 5 pairs vs pretrained zero-shot (no pairs),reference,scratch_n5__raw,zs__raw,DN2 / ABC B,rare state,True,607.0,1.63464,1.267906,186.0,162.0,0.711969,0.345706,0.366263,-0.426523,0.707419,0.362,2000,not significant,-0.095351,0.836449,not significant
|
| 77 |
+
reference: scratch 5 pairs vs pretrained zero-shot (no pairs),reference,scratch_n5__raw,zs__raw,HSPC,rare state,True,117.0,0.479321,0.88238,13.0,20.0,1.011631,0.151057,0.860574,-0.577855,1.974937,0.321,2000,not significant,-0.150063,2.721128,not significant
|
| 78 |
+
reference: scratch 5 pairs vs pretrained zero-shot (no pairs),reference,scratch_n5__raw,zs__raw,Cytotoxic CD4 T,rare state,True,342.0,1.515945,0.467215,159.0,19.0,0.603001,1.062474,-0.459472,-1.542936,1.196903,0.578,2000,not significant,-1.597073,1.029653,not significant
|
| 79 |
+
reference: scratch 5 pairs vs pretrained zero-shot (no pairs),reference,scratch_n5__raw,zs__raw,Granulocyte-like (LDG),rare state,True,2589.0,0.128721,0.139565,118.0,70.0,2.951735,2.830998,0.120737,-0.455348,0.952646,0.552,2000,not significant,-0.61221,0.729343,not significant
|
| 80 |
+
reference: scratch 5 pairs vs pretrained zero-shot (no pairs),reference,scratch_n5__raw,zs__raw,Platelet signal in monocytes (negative control),negative control,True,3221.0,0.59832,0.359741,708.0,350.0,0.740113,1.473134,-0.733021,-1.17367,-0.378423,0.0,2000,scratch closer,-1.103167,-0.300876,scratch closer
|
| 81 |
+
reference: scratch 5 pairs vs pretrained zero-shot (no pairs),reference,scratch_n5__raw,zs__raw,MEAN over 13 informative rare states,aggregate,True,,,,,,1.523558,1.762589,-0.239032,-0.514982,0.005007,0.055,2000,not significant,-0.507359,0.00809,not significant
|
| 82 |
+
reference: scratch 58 pairs vs pretrained zero-shot (no pairs),reference,scratch_full__raw,zs__raw,C1Q-high monocyte (reference),rare state,True,1590.0,0.466973,0.024986,106.0,12.0,1.092207,5.264296,-4.172089,-5.388853,-3.184345,0.0,2000,scratch closer,-5.23415,-3.093508,scratch closer
|
| 83 |
+
reference: scratch 58 pairs vs pretrained zero-shot (no pairs),reference,scratch_full__raw,zs__raw,Cycling T/NK,rare state,True,185.0,0.415901,2.516672,25.0,69.0,1.239729,1.33804,-0.098311,-1.169373,1.094416,0.96,2000,not significant,-1.334588,0.973457,not significant
|
| 84 |
+
reference: scratch 58 pairs vs pretrained zero-shot (no pairs),reference,scratch_full__raw,zs__raw,Cycling activated T (CD38/HLA-DR),rare state,True,362.0,0.314981,0.64599,45.0,33.0,1.65183,0.610712,1.041118,0.062103,1.919694,0.042,2000,pretrained closer,0.073904,1.925905,pretrained closer
|
| 85 |
+
reference: scratch 58 pairs vs pretrained zero-shot (no pairs),reference,scratch_full__raw,zs__raw,Proliferating T (label),rare state,True,444.0,1.127185,3.878322,110.0,243.0,0.177643,1.956774,-1.779131,-2.457499,-0.78557,0.0,2000,scratch closer,-2.619558,-1.017314,scratch closer
|
| 86 |
+
reference: scratch 58 pairs vs pretrained zero-shot (no pairs),reference,scratch_full__raw,zs__raw,Plasmablast (label),rare state,True,716.0,1.240015,1.506762,172.0,209.0,0.313538,0.593892,-0.280354,-0.956342,0.438542,0.467,2000,not significant,-0.963976,0.43016,not significant
|
| 87 |
+
reference: scratch 58 pairs vs pretrained zero-shot (no pairs),reference,scratch_full__raw,zs__raw,Plasmablast (markers),rare state,True,1618.0,0.642013,0.781626,373.0,245.0,0.637634,0.352954,0.284679,-0.56547,0.678425,0.667,2000,not significant,-0.248785,0.945493,not significant
|
| 88 |
+
reference: scratch 58 pairs vs pretrained zero-shot (no pairs),reference,scratch_full__raw,zs__raw,MS1 monocyte (IL1R2+),rare state,True,5568.0,0.404617,0.083836,372.0,141.0,1.303535,3.571302,-2.267767,-3.625875,-0.902858,0.0,2000,scratch closer,-3.598686,-0.894161,scratch closer
|
| 89 |
+
reference: scratch 58 pairs vs pretrained zero-shot (no pairs),reference,scratch_full__raw,zs__raw,Cycling monocyte (Ye 2026),rare state,True,992.0,0.086753,0.093446,17.0,28.0,3.485593,3.394921,0.090672,-1.270626,1.154354,0.932,2000,not significant,-1.151843,1.19786,not significant
|
| 90 |
+
reference: scratch 58 pairs vs pretrained zero-shot (no pairs),reference,scratch_full__raw,zs__raw,ISG-high monocyte (positive control),positive control,True,1907.0,0.306379,2.626643,142.0,1513.0,1.701737,1.393318,0.308419,-1.713626,1.495315,0.668,2000,not significant,-1.756358,1.467704,not significant
|
| 91 |
+
reference: scratch 58 pairs vs pretrained zero-shot (no pairs),reference,scratch_full__raw,zs__raw,ISG-high T,rare state,True,241.0,0.169555,2.70515,30.0,92.0,2.537223,1.440538,1.096685,-0.432566,2.373987,0.131,2000,not significant,-0.617183,2.281926,not significant
|
| 92 |
+
reference: scratch 58 pairs vs pretrained zero-shot (no pairs),reference,scratch_full__raw,zs__raw,DN2 / ABC B,rare state,True,607.0,0.633688,1.267906,115.0,162.0,0.652851,0.345706,0.307145,-1.024083,1.172095,0.737,2000,not significant,-0.885056,1.264499,not significant
|
| 93 |
+
reference: scratch 58 pairs vs pretrained zero-shot (no pairs),reference,scratch_full__raw,zs__raw,HSPC,rare state,True,117.0,1.338276,0.88238,35.0,20.0,0.435506,0.151057,0.28445,-0.896287,1.010863,0.78,2000,not significant,-0.449449,1.315307,not significant
|
| 94 |
+
reference: scratch 58 pairs vs pretrained zero-shot (no pairs),reference,scratch_full__raw,zs__raw,Cytotoxic CD4 T,rare state,True,342.0,0.800203,0.467215,76.0,19.0,0.313847,1.062474,-0.748626,-1.58055,0.091957,0.086,2000,not significant,-1.682327,-0.004346,scratch closer
|
| 95 |
+
reference: scratch 58 pairs vs pretrained zero-shot (no pairs),reference,scratch_full__raw,zs__raw,Granulocyte-like (LDG),rare state,True,2589.0,0.043096,0.139565,36.0,70.0,4.516576,2.830998,1.685578,1.037265,2.556476,0.0,2000,pretrained closer,0.917057,2.398034,pretrained closer
|
| 96 |
+
reference: scratch 58 pairs vs pretrained zero-shot (no pairs),reference,scratch_full__raw,zs__raw,Platelet signal in monocytes (negative control),negative control,True,3221.0,0.392348,0.359741,286.0,350.0,1.347401,1.473134,-0.125732,-0.656223,0.331628,0.549,2000,not significant,-0.598856,0.370848,not significant
|
| 97 |
+
reference: scratch 58 pairs vs pretrained zero-shot (no pairs),reference,scratch_full__raw,zs__raw,MEAN over 13 informative rare states,aggregate,True,,,,,,1.412132,1.762589,-0.350458,-0.660323,-0.128444,0.0,2000,scratch closer,-0.61883,-0.10131,scratch closer
|
| 98 |
+
reference: scratch 58 + recipes vs pretrained zero-shot (no pairs),reference,scratch_recipe__raw,zs__raw,C1Q-high monocyte (reference),rare state,True,1590.0,0.5325,0.024986,108.0,12.0,0.90289,5.264296,-4.361406,-5.587017,-3.564587,0.0,2000,scratch closer,-5.516041,-3.517729,scratch closer
|
| 99 |
+
reference: scratch 58 + recipes vs pretrained zero-shot (no pairs),reference,scratch_recipe__raw,zs__raw,Cycling T/NK,rare state,True,185.0,0.479032,2.516672,29.0,69.0,1.039805,1.33804,-0.298235,-1.336914,0.864509,0.707,2000,not significant,-1.563995,0.699805,not significant
|
| 100 |
+
reference: scratch 58 + recipes vs pretrained zero-shot (no pairs),reference,scratch_recipe__raw,zs__raw,Cycling activated T (CD38/HLA-DR),rare state,True,362.0,0.278936,0.64599,39.0,33.0,1.82478,0.610712,1.214068,0.207049,2.213198,0.016,2000,pretrained closer,0.26729,2.239554,pretrained closer
|
| 101 |
+
reference: scratch 58 + recipes vs pretrained zero-shot (no pairs),reference,scratch_recipe__raw,zs__raw,Proliferating T (label),rare state,True,444.0,0.977178,3.878322,98.0,243.0,0.027588,1.956774,-1.929187,-2.52347,-0.845655,0.001,2000,scratch closer,-2.725304,-1.233955,scratch closer
|
| 102 |
+
reference: scratch 58 + recipes vs pretrained zero-shot (no pairs),reference,scratch_recipe__raw,zs__raw,Plasmablast (label),rare state,True,716.0,1.17513,1.506762,163.0,209.0,0.236232,0.593892,-0.35766,-1.023557,0.504187,0.473,2000,not significant,-1.091827,0.395599,not significant
|
| 103 |
+
reference: scratch 58 + recipes vs pretrained zero-shot (no pairs),reference,scratch_recipe__raw,zs__raw,Plasmablast (markers),rare state,True,1618.0,0.734132,0.781626,415.0,245.0,0.444398,0.352954,0.091444,-0.781805,0.429589,0.891,2000,not significant,-0.436432,0.56391,not significant
|
| 104 |
+
reference: scratch 58 + recipes vs pretrained zero-shot (no pairs),reference,scratch_recipe__raw,zs__raw,MS1 monocyte (IL1R2+),rare state,True,5568.0,0.4621,0.083836,377.0,141.0,1.111912,3.571302,-2.45939,-3.827588,-1.003513,0.0,2000,scratch closer,-3.827588,-1.003513,scratch closer
|
| 105 |
+
reference: scratch 58 + recipes vs pretrained zero-shot (no pairs),reference,scratch_recipe__raw,zs__raw,Cycling monocyte (Ye 2026),rare state,True,992.0,0.086946,0.093446,15.0,28.0,3.476903,3.394921,0.081982,-1.139658,0.939323,0.951,2000,not significant,-1.047283,0.991697,not significant
|
| 106 |
+
reference: scratch 58 + recipes vs pretrained zero-shot (no pairs),reference,scratch_recipe__raw,zs__raw,ISG-high monocyte (positive control),positive control,True,1907.0,0.263355,2.626643,108.0,1513.0,1.918456,1.393318,0.525138,-1.791319,2.016456,0.535,2000,not significant,-1.992264,1.93327,not significant
|
| 107 |
+
reference: scratch 58 + recipes vs pretrained zero-shot (no pairs),reference,scratch_recipe__raw,zs__raw,ISG-high T,rare state,True,241.0,0.183512,2.70515,32.0,92.0,2.424623,1.440538,0.984085,-0.500624,2.314188,0.161,2000,not significant,-0.588365,2.265231,not significant
|
| 108 |
+
reference: scratch 58 + recipes vs pretrained zero-shot (no pairs),reference,scratch_recipe__raw,zs__raw,DN2 / ABC B,rare state,True,607.0,0.459289,1.267906,81.0,162.0,1.114632,0.345706,0.768926,-0.770734,1.609737,0.379,2000,not significant,-0.626407,1.713033,not significant
|
| 109 |
+
reference: scratch 58 + recipes vs pretrained zero-shot (no pairs),reference,scratch_recipe__raw,zs__raw,HSPC,rare state,True,117.0,0.955911,0.88238,25.0,20.0,0.041815,0.151057,-0.109241,-0.907912,0.548876,0.844,2000,not significant,-1.060248,0.470072,not significant
|
| 110 |
+
reference: scratch 58 + recipes vs pretrained zero-shot (no pairs),reference,scratch_recipe__raw,zs__raw,Cytotoxic CD4 T,rare state,True,342.0,1.187554,0.467215,113.0,19.0,0.252604,1.062474,-0.80987,-1.71992,0.412218,0.179,2000,not significant,-1.818599,0.22939,not significant
|
| 111 |
+
reference: scratch 58 + recipes vs pretrained zero-shot (no pairs),reference,scratch_recipe__raw,zs__raw,Granulocyte-like (LDG),rare state,True,2589.0,0.058573,0.139565,47.0,70.0,4.078522,2.830998,1.247524,0.559523,2.100931,0.0,2000,pretrained closer,0.405051,1.946854,pretrained closer
|
| 112 |
+
reference: scratch 58 + recipes vs pretrained zero-shot (no pairs),reference,scratch_recipe__raw,zs__raw,Platelet signal in monocytes (negative control),negative control,True,3221.0,0.445627,0.359741,285.0,350.0,1.163691,1.473134,-0.309443,-0.943299,0.284428,0.289,2000,not significant,-0.930369,0.287778,not significant
|
| 113 |
+
reference: scratch 58 + recipes vs pretrained zero-shot (no pairs),reference,scratch_recipe__raw,zs__raw,MEAN over 13 informative rare states,aggregate,True,,,,,,1.3059,1.762589,-0.456689,-0.72933,-0.23849,0.0,2000,scratch closer,-0.747601,-0.250533,scratch closer
|
paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/within_bootstrap_counts.csv
ADDED
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| 1 |
+
comparison,kind,scratch_arm,pretrained_arm,states,n_states,n_uninformative,pretrained_closer,scratch_closer,not_significant,pretrained_closer_states,scratch_closer_states,bc_pretrained_closer,bc_scratch_closer,bc_not_significant,bc_pretrained_closer_states,bc_scratch_closer_states,point_D_positive,point_D_negative
|
| 2 |
+
5 pairs: scratch vs pretrained LoRA,main,scratch_n5__raw,lora_n5__raw,rare states,13,0,0,2,11,,Proliferating T (label); Granulocyte-like (LDG),2,3,8,DN2 / ABC B; HSPC,Proliferating T (label); Plasmablast (label); Granulocyte-like (LDG),8,5
|
| 3 |
+
5 pairs: scratch vs pretrained LoRA,main,scratch_n5__raw,lora_n5__raw,controls,2,0,0,0,2,,,1,0,1,Platelet signal in monocytes (negative control),,1,1
|
| 4 |
+
58 pairs: scratch vs pretrained LoRA,main,scratch_full__raw,real_lora__raw,rare states,13,0,1,0,12,Cycling T/NK,,3,1,9,C1Q-high monocyte (reference); Cycling T/NK; Plasmablast (markers),MS1 monocyte (IL1R2+),7,6
|
| 5 |
+
58 pairs: scratch vs pretrained LoRA,main,scratch_full__raw,real_lora__raw,controls,2,0,0,0,2,,,0,0,2,,,2,0
|
| 6 |
+
58 pairs: scratch vs pretrained full FT,main,scratch_full__raw,real_full__raw,rare states,13,0,1,2,10,Cycling activated T (CD38/HLA-DR),Proliferating T (label); Plasmablast (label),2,3,8,C1Q-high monocyte (reference); Cycling activated T (CD38/HLA-DR),Proliferating T (label); Plasmablast (label); DN2 / ABC B,7,6
|
| 7 |
+
58 pairs: scratch vs pretrained full FT,main,scratch_full__raw,real_full__raw,controls,2,0,1,0,1,Platelet signal in monocytes (negative control),,1,0,1,Platelet signal in monocytes (negative control),,2,0
|
| 8 |
+
58 pairs + recipes: scratch vs pretrained LoRA,main,scratch_recipe__raw,lora_recipe__raw,rare states,13,0,1,3,9,ISG-high T,Proliferating T (label); DN2 / ABC B; Granulocyte-like (LDG),2,4,7,Cycling T/NK; ISG-high T,Proliferating T (label); Plasmablast (label); DN2 / ABC B; Granulocyte-like (LDG),5,8
|
| 9 |
+
58 pairs + recipes: scratch vs pretrained LoRA,main,scratch_recipe__raw,lora_recipe__raw,controls,2,0,0,0,2,,,0,0,2,,,2,0
|
| 10 |
+
reference: scratch 5 pairs vs pretrained zero-shot (no pairs),reference,scratch_n5__raw,zs__raw,rare states,13,0,2,2,9,Cycling activated T (CD38/HLA-DR); Plasmablast (markers),C1Q-high monocyte (reference); Proliferating T (label),2,2,9,Cycling activated T (CD38/HLA-DR); Plasmablast (markers),C1Q-high monocyte (reference); Proliferating T (label),7,6
|
| 11 |
+
reference: scratch 5 pairs vs pretrained zero-shot (no pairs),reference,scratch_n5__raw,zs__raw,controls,2,0,0,1,1,,Platelet signal in monocytes (negative control),0,1,1,,Platelet signal in monocytes (negative control),1,1
|
| 12 |
+
reference: scratch 58 pairs vs pretrained zero-shot (no pairs),reference,scratch_full__raw,zs__raw,rare states,13,0,2,3,8,Cycling activated T (CD38/HLA-DR); Granulocyte-like (LDG),C1Q-high monocyte (reference); Proliferating T (label); MS1 monocyte (IL1R2+),2,4,7,Cycling activated T (CD38/HLA-DR); Granulocyte-like (LDG),C1Q-high monocyte (reference); Proliferating T (label); MS1 monocyte (IL1R2+); Cytotoxic CD4 T,7,6
|
| 13 |
+
reference: scratch 58 pairs vs pretrained zero-shot (no pairs),reference,scratch_full__raw,zs__raw,controls,2,0,0,0,2,,,0,0,2,,,1,1
|
| 14 |
+
reference: scratch 58 + recipes vs pretrained zero-shot (no pairs),reference,scratch_recipe__raw,zs__raw,rare states,13,0,2,3,8,Cycling activated T (CD38/HLA-DR); Granulocyte-like (LDG),C1Q-high monocyte (reference); Proliferating T (label); MS1 monocyte (IL1R2+),2,3,8,Cycling activated T (CD38/HLA-DR); Granulocyte-like (LDG),C1Q-high monocyte (reference); Proliferating T (label); MS1 monocyte (IL1R2+),6,7
|
| 15 |
+
reference: scratch 58 + recipes vs pretrained zero-shot (no pairs),reference,scratch_recipe__raw,zs__raw,controls,2,0,0,0,2,,,0,0,2,,,1,1
|
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/within_contrast_counts.csv
ADDED
|
@@ -0,0 +1,25 @@
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| 1 |
+
arm,init,pairs,set,n,kept,reversed,reversed_strong,reversed_weak,flat,median_compression_kept,not_kept
|
| 2 |
+
zs__raw,pretrained zero-shot,0,"rare, common eligible set",25,21,4,1,3,0,0.132312,Proliferating T (label) | adult sepsis vs adult HC (reversed strong: gen +2.93 vs obs -0.51 pp); Cycling monocyte (Ye 2026) | adult sepsis vs adult HC (reversed weak: gen -0.03 vs obs +2.81 pp); DN2 / ABC B | adult sepsis vs adult HC (reversed weak: gen +0.41 vs obs -2.18 pp); Granulocyte-like (LDG) | all sepsis vs all controls (reversed weak: gen -0.03 vs obs +2.76 pp)
|
| 3 |
+
zs__raw,pretrained zero-shot,0,"rare, own eligible set",23,19,4,1,3,0,0.076834,Proliferating T (label) | adult sepsis vs adult HC (reversed strong: gen +2.93 vs obs -0.51 pp); Cycling monocyte (Ye 2026) | adult sepsis vs adult HC (reversed weak: gen -0.03 vs obs +2.81 pp); DN2 / ABC B | adult sepsis vs adult HC (reversed weak: gen +0.41 vs obs -2.18 pp); Granulocyte-like (LDG) | all sepsis vs all controls (reversed weak: gen -0.03 vs obs +2.76 pp)
|
| 4 |
+
zs__raw,pretrained zero-shot,0,"controls, own |obs_diff| >= 0.5",6,6,0,0,0,0,1.006615,
|
| 5 |
+
lora_n5__raw,pretrained + LoRA,5,"rare, common eligible set",25,23,2,2,0,0,0.219377,C1Q-high monocyte (reference) | adult sepsis vs adult HC (reversed strong: gen -0.72 vs obs +4.72 pp); Proliferating T (label) | adult sepsis vs adult HC (reversed strong: gen +0.63 vs obs -0.51 pp)
|
| 6 |
+
lora_n5__raw,pretrained + LoRA,5,"rare, own eligible set",25,23,2,2,0,0,0.219377,C1Q-high monocyte (reference) | adult sepsis vs adult HC (reversed strong: gen -0.72 vs obs +4.72 pp); Proliferating T (label) | adult sepsis vs adult HC (reversed strong: gen +0.63 vs obs -0.51 pp)
|
| 7 |
+
lora_n5__raw,pretrained + LoRA,5,"controls, own |obs_diff| >= 0.5",4,3,1,1,0,0,0.674595,ISG-high monocyte (positive control) | adult sepsis vs adult HC (reversed strong: gen +5.71 vs obs -8.56 pp)
|
| 8 |
+
scratch_n5__raw,scratch,5,"rare, common eligible set",25,17,7,3,4,1,0.096428,C1Q-high monocyte (reference) | all sepsis vs all controls (reversed weak: gen -0.01 vs obs +5.96 pp); Plasmablast (label) | adult sepsis vs adult HC (reversed weak: gen -0.01 vs obs +0.57 pp); Cycling monocyte (Ye 2026) | paediatric sepsis vs paediatric HC (flat : gen +0.00 vs obs +10.75 pp); Cycling monocyte (Ye 2026) | all sepsis vs all controls (reversed weak: gen -0.05 vs obs +5.61 pp); ISG-high T | all sepsis vs all controls (reversed weak: gen -0.03 vs obs +1.37 pp); DN2 / ABC B | adult sepsis vs adult HC (reversed strong: gen +4.74 vs obs -3.16 pp); Cytotoxic CD4 T | adult sepsis vs adult HC (reversed strong: gen +1.70 vs obs -3.11 pp); Cytotoxic CD4 T | all sepsis vs all controls (reversed strong: gen +1.00 vs obs -0.87 pp)
|
| 9 |
+
scratch_n5__raw,scratch,5,"rare, own eligible set",25,17,7,3,4,1,0.096428,C1Q-high monocyte (reference) | all sepsis vs all controls (reversed weak: gen -0.01 vs obs +5.96 pp); Plasmablast (label) | adult sepsis vs adult HC (reversed weak: gen -0.01 vs obs +0.57 pp); Cycling monocyte (Ye 2026) | paediatric sepsis vs paediatric HC (flat : gen +0.00 vs obs +10.75 pp); Cycling monocyte (Ye 2026) | all sepsis vs all controls (reversed weak: gen -0.05 vs obs +5.61 pp); ISG-high T | all sepsis vs all controls (reversed weak: gen -0.03 vs obs +1.37 pp); DN2 / ABC B | adult sepsis vs adult HC (reversed strong: gen +4.74 vs obs -3.16 pp); Cytotoxic CD4 T | adult sepsis vs adult HC (reversed strong: gen +1.70 vs obs -3.11 pp); Cytotoxic CD4 T | all sepsis vs all controls (reversed strong: gen +1.00 vs obs -0.87 pp)
|
| 10 |
+
scratch_n5__raw,scratch,5,"controls, own |obs_diff| >= 0.5",5,2,3,3,0,0,0.858492,ISG-high monocyte (positive control) | adult sepsis vs adult HC (reversed strong: gen +3.00 vs obs -6.85 pp); Platelet signal in monocytes (negative control) | paediatric sepsis vs paediatric HC (reversed strong: gen -1.95 vs obs +11.74 pp); Platelet signal in monocytes (negative control) | all sepsis vs all controls (reversed strong: gen -0.73 vs obs +0.94 pp)
|
| 11 |
+
real_lora__raw,pretrained + LoRA,58,"rare, common eligible set",25,20,5,0,5,0,0.792766,Cycling monocyte (Ye 2026) | adult sepsis vs adult HC (reversed weak: gen -0.09 vs obs +4.38 pp); Cycling monocyte (Ye 2026) | all sepsis vs all controls (reversed weak: gen -0.11 vs obs +5.32 pp); ISG-high T | paediatric sepsis vs paediatric HC (reversed weak: gen -0.04 vs obs +1.52 pp); Granulocyte-like (LDG) | adult sepsis vs adult HC (reversed weak: gen -0.21 vs obs +3.78 pp); Granulocyte-like (LDG) | all sepsis vs all controls (reversed weak: gen -0.03 vs obs +3.42 pp)
|
| 12 |
+
real_lora__raw,pretrained + LoRA,58,"rare, own eligible set",25,20,5,0,5,0,0.792766,Cycling monocyte (Ye 2026) | adult sepsis vs adult HC (reversed weak: gen -0.09 vs obs +4.38 pp); Cycling monocyte (Ye 2026) | all sepsis vs all controls (reversed weak: gen -0.11 vs obs +5.32 pp); ISG-high T | paediatric sepsis vs paediatric HC (reversed weak: gen -0.04 vs obs +1.52 pp); Granulocyte-like (LDG) | adult sepsis vs adult HC (reversed weak: gen -0.21 vs obs +3.78 pp); Granulocyte-like (LDG) | all sepsis vs all controls (reversed weak: gen -0.03 vs obs +3.42 pp)
|
| 13 |
+
real_lora__raw,pretrained + LoRA,58,"controls, own |obs_diff| >= 0.5",6,3,3,2,1,0,0.186354,ISG-high monocyte (positive control) | adult sepsis vs adult HC (reversed strong: gen +1.93 vs obs -4.90 pp); Platelet signal in monocytes (negative control) | adult sepsis vs adult HC (reversed weak: gen -0.02 vs obs +0.96 pp); Platelet signal in monocytes (negative control) | all sepsis vs all controls (reversed strong: gen -0.67 vs obs +1.80 pp)
|
| 14 |
+
real_full__raw,pretrained + full FT,58,"rare, common eligible set",25,20,5,0,5,0,0.819153,Proliferating T (label) | adult sepsis vs adult HC (reversed weak: gen +0.00 vs obs -0.51 pp); ISG-high T | paediatric sepsis vs paediatric HC (reversed weak: gen -0.06 vs obs +1.34 pp); DN2 / ABC B | paediatric sepsis vs paediatric HC (reversed weak: gen -0.42 vs obs +5.28 pp); Granulocyte-like (LDG) | adult sepsis vs adult HC (reversed weak: gen -0.12 vs obs +3.80 pp); Granulocyte-like (LDG) | all sepsis vs all controls (reversed weak: gen -0.08 vs obs +3.36 pp)
|
| 15 |
+
real_full__raw,pretrained + full FT,58,"rare, own eligible set",25,20,5,0,5,0,0.819153,Proliferating T (label) | adult sepsis vs adult HC (reversed weak: gen +0.00 vs obs -0.51 pp); ISG-high T | paediatric sepsis vs paediatric HC (reversed weak: gen -0.06 vs obs +1.34 pp); DN2 / ABC B | paediatric sepsis vs paediatric HC (reversed weak: gen -0.42 vs obs +5.28 pp); Granulocyte-like (LDG) | adult sepsis vs adult HC (reversed weak: gen -0.12 vs obs +3.80 pp); Granulocyte-like (LDG) | all sepsis vs all controls (reversed weak: gen -0.08 vs obs +3.36 pp)
|
| 16 |
+
real_full__raw,pretrained + full FT,58,"controls, own |obs_diff| >= 0.5",6,5,1,1,0,0,1.206205,ISG-high monocyte (positive control) | adult sepsis vs adult HC (reversed strong: gen +5.13 vs obs -4.60 pp)
|
| 17 |
+
scratch_full__raw,scratch (100k-step cap),58,"rare, common eligible set",25,19,6,0,6,0,0.438968,Cycling monocyte (Ye 2026) | paediatric sepsis vs paediatric HC (reversed weak: gen -0.21 vs obs +10.62 pp); Cycling monocyte (Ye 2026) | all sepsis vs all controls (reversed weak: gen -0.04 vs obs +5.60 pp); ISG-high T | paediatric sepsis vs paediatric HC (reversed weak: gen -0.31 vs obs +1.56 pp); ISG-high T | all sepsis vs all controls (reversed weak: gen -0.17 vs obs +1.31 pp); Granulocyte-like (LDG) | adult sepsis vs adult HC (reversed weak: gen -0.13 vs obs +3.70 pp); Granulocyte-like (LDG) | all sepsis vs all controls (reversed weak: gen -0.05 vs obs +3.34 pp)
|
| 18 |
+
scratch_full__raw,scratch (100k-step cap),58,"rare, own eligible set",25,19,6,0,6,0,0.438968,Cycling monocyte (Ye 2026) | paediatric sepsis vs paediatric HC (reversed weak: gen -0.21 vs obs +10.62 pp); Cycling monocyte (Ye 2026) | all sepsis vs all controls (reversed weak: gen -0.04 vs obs +5.60 pp); ISG-high T | paediatric sepsis vs paediatric HC (reversed weak: gen -0.31 vs obs +1.56 pp); ISG-high T | all sepsis vs all controls (reversed weak: gen -0.17 vs obs +1.31 pp); Granulocyte-like (LDG) | adult sepsis vs adult HC (reversed weak: gen -0.13 vs obs +3.70 pp); Granulocyte-like (LDG) | all sepsis vs all controls (reversed weak: gen -0.05 vs obs +3.34 pp)
|
| 19 |
+
scratch_full__raw,scratch (100k-step cap),58,"controls, own |obs_diff| >= 0.5",6,3,3,2,1,0,0.367041,ISG-high monocyte (positive control) | paediatric sepsis vs paediatric HC (reversed strong: gen -3.31 vs obs +15.71 pp); ISG-high monocyte (positive control) | all sepsis vs all controls (reversed strong: gen -2.08 vs obs +2.52 pp); Platelet signal in monocytes (negative control) | all sepsis vs all controls (reversed weak: gen -0.21 vs obs +1.03 pp)
|
| 20 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,"rare, common eligible set",25,23,2,0,2,0,0.403506,Granulocyte-like (LDG) | adult sepsis vs adult HC (reversed weak: gen -0.04 vs obs +3.75 pp); Granulocyte-like (LDG) | all sepsis vs all controls (reversed weak: gen -0.02 vs obs +3.38 pp)
|
| 21 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,"rare, own eligible set",25,23,2,0,2,0,0.403506,Granulocyte-like (LDG) | adult sepsis vs adult HC (reversed weak: gen -0.04 vs obs +3.75 pp); Granulocyte-like (LDG) | all sepsis vs all controls (reversed weak: gen -0.02 vs obs +3.38 pp)
|
| 22 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,"controls, own |obs_diff| >= 0.5",6,5,1,1,0,0,0.94189,ISG-high monocyte (positive control) | adult sepsis vs adult HC (reversed strong: gen +4.32 vs obs -4.57 pp)
|
| 23 |
+
scratch_recipe__raw,scratch + recipes,58,"rare, common eligible set",25,16,9,0,9,0,0.599454,Plasmablast (label) | adult sepsis vs adult HC (reversed weak: gen -0.03 vs obs +0.57 pp); Plasmablast (label) | all sepsis vs all controls (reversed weak: gen -0.02 vs obs +0.56 pp); Plasmablast (markers) | adult sepsis vs adult HC (reversed weak: gen -0.01 vs obs +0.66 pp); Cycling monocyte (Ye 2026) | adult sepsis vs adult HC (reversed weak: gen -0.43 vs obs +4.55 pp); Cycling monocyte (Ye 2026) | all sepsis vs all controls (reversed weak: gen -0.04 vs obs +5.56 pp); ISG-high T | paediatric sepsis vs paediatric HC (reversed weak: gen -0.05 vs obs +1.65 pp); ISG-high T | all sepsis vs all controls (reversed weak: gen -0.07 vs obs +1.29 pp); Granulocyte-like (LDG) | adult sepsis vs adult HC (reversed weak: gen -0.18 vs obs +3.70 pp); Granulocyte-like (LDG) | all sepsis vs all controls (reversed weak: gen -0.02 vs obs +3.32 pp)
|
| 24 |
+
scratch_recipe__raw,scratch + recipes,58,"rare, own eligible set",25,16,9,0,9,0,0.599454,Plasmablast (label) | adult sepsis vs adult HC (reversed weak: gen -0.03 vs obs +0.57 pp); Plasmablast (label) | all sepsis vs all controls (reversed weak: gen -0.02 vs obs +0.56 pp); Plasmablast (markers) | adult sepsis vs adult HC (reversed weak: gen -0.01 vs obs +0.66 pp); Cycling monocyte (Ye 2026) | adult sepsis vs adult HC (reversed weak: gen -0.43 vs obs +4.55 pp); Cycling monocyte (Ye 2026) | all sepsis vs all controls (reversed weak: gen -0.04 vs obs +5.56 pp); ISG-high T | paediatric sepsis vs paediatric HC (reversed weak: gen -0.05 vs obs +1.65 pp); ISG-high T | all sepsis vs all controls (reversed weak: gen -0.07 vs obs +1.29 pp); Granulocyte-like (LDG) | adult sepsis vs adult HC (reversed weak: gen -0.18 vs obs +3.70 pp); Granulocyte-like (LDG) | all sepsis vs all controls (reversed weak: gen -0.02 vs obs +3.32 pp)
|
| 25 |
+
scratch_recipe__raw,scratch + recipes,58,"controls, own |obs_diff| >= 0.5",6,4,2,1,1,0,0.721358,ISG-high monocyte (positive control) | paediatric sepsis vs paediatric HC (reversed weak: gen -0.08 vs obs +15.23 pp); ISG-high monocyte (positive control) | all sepsis vs all controls (reversed strong: gen -2.66 vs obs +2.43 pp)
|
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/within_contrast_directions.csv
ADDED
|
@@ -0,0 +1,361 @@
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| 1 |
+
arm,init,pairs,state,contrast,is_control,n_a,n_b,obs_a,obs_b,gen_a,gen_b,obs_diff,gen_diff,compression_gen_over_obs_diff,same_direction,status,reversal_strength,informative,min_abs_obs_diff_trained,eligible_common,eligible_own
|
| 2 |
+
zs__raw,pretrained zero-shot,0,C1Q-high monocyte (reference),adult sepsis vs adult HC,False,9,2,881 / 11786,58 / 4050,8 / 6190,0 / 946,4.276060882946521,0.1097238645577782,0.025660033278611872,True,kept,,True,4.624190267718834,True,True
|
| 3 |
+
zs__raw,pretrained zero-shot,0,C1Q-high monocyte (reference),paediatric sepsis vs paediatric HC,False,3,1,503 / 4875,12 / 536,1 / 1002,0 / 103,8.399192490605433,0.0863557858376511,0.010281439070986977,True,kept,,True,9.01996194833378,True,True
|
| 4 |
+
zs__raw,pretrained zero-shot,0,C1Q-high monocyte (reference),all sepsis vs all controls,False,12,5,1384 / 16661,206 / 14810,9 / 7192,3 / 2314,5.370945335680511,0.0117242828406663,0.0021829086143884215,True,kept,,True,5.7663825593883855,True,True
|
| 5 |
+
zs__raw,pretrained zero-shot,0,Cycling T/NK,adult sepsis vs adult HC,False,9,2,81 / 32559,33 / 13492,36 / 5027,8 / 1689,0.1438951733669122,0.384332097230333,2.6709172256274427,True,kept,,True,0.145083485821765,False,False
|
| 6 |
+
zs__raw,pretrained zero-shot,0,Cycling T/NK,paediatric sepsis vs paediatric HC,False,3,1,34 / 7554,14 / 7214,19 / 1996,1 / 805,0.1749078367466812,0.8179069872466934,4.67621692921208,True,kept,,True,0.2046612128146713,False,False
|
| 7 |
+
zs__raw,pretrained zero-shot,0,Cycling T/NK,all sepsis vs all controls,False,12,5,115 / 40113,70 / 31506,55 / 7023,14 / 3591,0.1578700393158156,0.4653521323141081,2.9476912423083723,True,kept,,True,0.139750126904236,False,False
|
| 8 |
+
zs__raw,pretrained zero-shot,0,Cycling activated T (CD38/HLA-DR),adult sepsis vs adult HC,False,9,2,177 / 27788,65 / 9780,18 / 3877,3 / 1428,0.2058388803918536,0.3555034324742354,1.7270956380906597,True,kept,,True,0.0302496416826634,False,False
|
| 9 |
+
zs__raw,pretrained zero-shot,0,Cycling activated T (CD38/HLA-DR),paediatric sepsis vs paediatric HC,False,3,1,55 / 6991,23 / 6513,10 / 1683,0 / 751,0.3144917937511258,0.6067194397651688,1.9292059501091416,True,kept,,True,0.1908024119474702,False,False
|
| 10 |
+
zs__raw,pretrained zero-shot,0,Cycling activated T (CD38/HLA-DR),all sepsis vs all controls,False,12,5,232 / 34779,130 / 26383,28 / 5560,5 / 3071,0.3234088457052525,0.4032214346262101,1.2467854234070546,True,kept,,True,0.3218838308472096,False,False
|
| 11 |
+
zs__raw,pretrained zero-shot,0,Proliferating T (label),adult sepsis vs adult HC,False,9,2,164 / 27788,141 / 9780,129 / 3877,14 / 1428,-0.5088118686492611,2.9251174850322874,-5.748917557284138,False,reversed,strong,True,0.5088118686492611,True,True
|
| 12 |
+
zs__raw,pretrained zero-shot,0,Proliferating T (label),paediatric sepsis vs paediatric HC,False,3,1,48 / 6991,22 / 6513,83 / 1683,3 / 751,0.2915730545618303,4.362209127727407,14.960947383436515,True,kept,,True,0.2915730545618303,False,False
|
| 13 |
+
zs__raw,pretrained zero-shot,0,Proliferating T (label),all sepsis vs all controls,False,12,5,212 / 34779,232 / 26383,212 / 5560,31 / 3071,-0.0207030921946846,3.03662138949861,-146.6747750018833,False,reversed,strong,True,0.0207030921946846,False,False
|
| 14 |
+
zs__raw,pretrained zero-shot,0,Plasmablast (label),adult sepsis vs adult HC,False,9,2,398 / 58201,25 / 19985,92 / 13500,1 / 3000,0.5740491259895562,0.6481481481481481,1.1290813256284622,True,kept,,True,0.5740491259895562,True,True
|
| 15 |
+
zs__raw,pretrained zero-shot,0,Plasmablast (label),paediatric sepsis vs paediatric HC,False,3,1,187 / 18496,35 / 9638,109 / 4500,0 / 1500,0.7582490640969721,2.422222222222222,3.1944941799657074,True,kept,,True,0.7582490640969721,True,True
|
| 16 |
+
zs__raw,pretrained zero-shot,0,Plasmablast (label),all sepsis vs all controls,False,12,5,585 / 76697,131 / 54932,201 / 18000,8 / 7500,0.5634910591100524,1.0100000000000002,1.792397561010356,True,kept,,True,0.5634910591100524,True,True
|
| 17 |
+
zs__raw,pretrained zero-shot,0,Plasmablast (markers),adult sepsis vs adult HC,False,9,2,736 / 58201,132 / 19985,110 / 13500,4 / 3000,0.6152296922736753,0.6814814814814815,1.1076862674864774,True,kept,,True,0.6366074122109222,True,True
|
| 18 |
+
zs__raw,pretrained zero-shot,0,Plasmablast (markers),paediatric sepsis vs paediatric HC,False,3,1,410 / 18496,135 / 9638,115 / 4500,5 / 1500,0.891776008788554,2.2222222222222223,2.491906263817337,True,kept,,True,1.2018554367570171,True,True
|
| 19 |
+
zs__raw,pretrained zero-shot,0,Plasmablast (markers),all sepsis vs all controls,False,12,5,1146 / 76697,472 / 54932,225 / 18000,20 / 7500,0.653321498966696,0.9833333333333336,1.5051293044673866,True,kept,,True,0.8621475829142105,True,True
|
| 20 |
+
zs__raw,pretrained zero-shot,0,MS1 monocyte (IL1R2+),adult sepsis vs adult HC,False,9,2,4271 / 11786,11 / 4050,125 / 6190,1 / 946,23.820320743644707,1.348318979614286,0.05660372898102219,True,kept,,True,30.252469541186557,True,True
|
| 21 |
+
zs__raw,pretrained zero-shot,0,MS1 monocyte (IL1R2+),paediatric sepsis vs paediatric HC,False,3,1,1249 / 4875,0 / 536,13 / 1002,0 / 103,31.17260391180388,1.670009471279737,0.05357298594639917,True,kept,,True,37.56930287384914,True,True
|
| 22 |
+
zs__raw,pretrained zero-shot,0,MS1 monocyte (IL1R2+),all sepsis vs all controls,False,12,5,5520 / 16661,48 / 14810,138 / 7192,3 / 2314,25.60541962341093,1.3960680825809213,0.054522366870508224,True,kept,,True,31.987663455361798,True,True
|
| 23 |
+
zs__raw,pretrained zero-shot,0,Cycling monocyte (Ye 2026),adult sepsis vs adult HC,False,9,2,487 / 11786,26 / 4050,18 / 6190,3 / 946,2.810096066975927,-0.0328462308554522,-0.011688650520335958,False,reversed,weak,True,4.358788991998614,True,True
|
| 24 |
+
zs__raw,pretrained zero-shot,0,Cycling monocyte (Ye 2026),paediatric sepsis vs paediatric HC,False,3,1,348 / 4875,2 / 536,7 / 1002,0 / 103,7.867454763226328,0.6044905008635578,0.0768343154242256,True,kept,,True,10.10349110468969,True,True
|
| 25 |
+
zs__raw,pretrained zero-shot,0,Cycling monocyte (Ye 2026),all sepsis vs all controls,False,12,5,835 / 16661,157 / 14810,25 / 7192,3 / 2314,3.7995773214453705,0.2246187931957955,0.059116784366517336,True,kept,,True,5.274053384832444,True,True
|
| 26 |
+
zs__raw,pretrained zero-shot,0,ISG-high monocyte (positive control),adult sepsis vs adult HC,True,9,2,654 / 11786,362 / 4050,1142 / 6190,85 / 946,1.8117381698539103,9.443101537315531,5.212177838079647,True,kept,,True,4.567079544422736,True,True
|
| 27 |
+
zs__raw,pretrained zero-shot,0,ISG-high monocyte (positive control),paediatric sepsis vs paediatric HC,True,3,1,476 / 4875,9 / 536,140 / 1002,4 / 103,8.142922313556813,9.75609888026072,1.198107817388629,True,kept,,True,14.05627695238122,True,True
|
| 28 |
+
zs__raw,pretrained zero-shot,0,ISG-high monocyte (positive control),all sepsis vs all controls,True,12,5,1130 / 16661,777 / 14810,1282 / 7192,231 / 2314,4.932815633999692,8.037221781434473,1.62933755846002,True,kept,,True,1.881905279379918,True,True
|
| 29 |
+
zs__raw,pretrained zero-shot,0,ISG-high T,adult sepsis vs adult HC,False,9,2,84 / 27788,68 / 9780,58 / 3877,3 / 1428,-0.0461841974232911,1.2558791406048482,-27.19283241179584,False,reversed,strong,True,0.4459470789413076,False,False
|
| 30 |
+
zs__raw,pretrained zero-shot,0,ISG-high T,paediatric sepsis vs paediatric HC,False,3,1,39 / 6991,14 / 6513,10 / 1683,4 / 751,0.4038276994122016,0.0534313722242231,0.13231230126609952,True,kept,,True,1.336497901642753,True,False
|
| 31 |
+
zs__raw,pretrained zero-shot,0,ISG-high T,all sepsis vs all controls,False,12,5,123 / 34779,118 / 26383,68 / 5560,24 / 3071,0.2409027609420586,0.2476761242531834,1.0281165864792803,True,kept,,True,1.160026741869428,True,False
|
| 32 |
+
zs__raw,pretrained zero-shot,0,DN2 / ABC B,adult sepsis vs adult HC,False,9,2,155 / 10384,66 / 1381,79 / 1752,15 / 308,-2.175469949899981,0.4064388319044383,-0.1868280607245918,False,reversed,weak,True,2.859719600992,True,True
|
| 33 |
+
zs__raw,pretrained zero-shot,0,DN2 / ABC B,paediatric sepsis vs paediatric HC,False,3,1,254 / 4938,45 / 1716,29 / 1243,10 / 572,4.43406640608162,0.6308694120969989,0.142277844831489,True,kept,,True,5.031013533574927,True,True
|
| 34 |
+
zs__raw,pretrained zero-shot,0,DN2 / ABC B,all sepsis vs all controls,False,12,5,409 / 15322,198 / 5700,108 / 2995,54 / 1430,-0.0116909622294683,0.1118991396459216,-9.57142256125574,False,reversed,weak,True,0.2423989271570441,False,False
|
| 35 |
+
zs__raw,pretrained zero-shot,0,HSPC,adult sepsis vs adult HC,False,9,2,46 / 58201,25 / 19985,15 / 13500,1 / 3000,-0.0308892646683845,0.0777777777777777,-2.5179549792709732,False,reversed,weak,True,0.0382823847570121,False,False
|
| 36 |
+
zs__raw,pretrained zero-shot,0,HSPC,paediatric sepsis vs paediatric HC,False,3,1,20 / 18496,1 / 9638,1 / 4500,0 / 1500,0.0874031095253155,0.0222222222222222,0.2542497897719044,True,kept,,True,0.0874031095253155,False,False
|
| 37 |
+
zs__raw,pretrained zero-shot,0,HSPC,all sepsis vs all controls,False,12,5,66 / 76697,51 / 54932,16 / 18000,4 / 7500,0.0032510957400729,0.0355555555555555,10.936483696034811,True,kept,,True,0.006412849901588,False,False
|
| 38 |
+
zs__raw,pretrained zero-shot,0,Cytotoxic CD4 T,adult sepsis vs adult HC,False,9,2,153 / 13595,149 / 4230,7 / 1466,7 / 427,-2.342748051507301,-0.7717893849621273,0.3294376381897173,True,kept,,True,3.0496548209163503,True,True
|
| 39 |
+
zs__raw,pretrained zero-shot,0,Cytotoxic CD4 T,paediatric sepsis vs paediatric HC,False,3,1,9 / 3008,1 / 2585,1 / 636,0 / 447,0.2236225533590796,0.1022494887525562,0.4572413972412261,True,kept,,True,0.2236225533590796,False,False
|
| 40 |
+
zs__raw,pretrained zero-shot,0,Cytotoxic CD4 T,all sepsis vs all controls,False,12,5,162 / 16603,180 / 12697,8 / 2102,11 / 1382,-0.5208595912603435,-0.3254209781441095,0.6247767797779745,True,kept,,True,0.8519177539185641,True,True
|
| 41 |
+
zs__raw,pretrained zero-shot,0,Granulocyte-like (LDG),adult sepsis vs adult HC,False,9,2,1765 / 58201,202 / 19985,43 / 13500,8 / 3000,3.259241887387509,0.0518518518518518,0.01590917570509453,True,kept,,True,3.6999283284419806,True,True
|
| 42 |
+
zs__raw,pretrained zero-shot,0,Granulocyte-like (LDG),paediatric sepsis vs paediatric HC,False,3,1,315 / 18496,17 / 9638,5 / 4500,0 / 1500,1.6633778025312644,0.1111111111111111,0.06679848134442247,True,kept,,True,3.1271940079296017,True,True
|
| 43 |
+
zs__raw,pretrained zero-shot,0,Granulocyte-like (LDG),all sepsis vs all controls,False,12,5,2080 / 76697,509 / 54932,48 / 18000,22 / 7500,2.7577868519954656,-0.0266666666666666,-0.00966958945625956,False,reversed,weak,True,3.3200407039391204,True,True
|
| 44 |
+
zs__raw,pretrained zero-shot,0,Platelet signal in monocytes (negative control),adult sepsis vs adult HC,True,9,2,1431 / 11786,324 / 4050,263 / 6190,16 / 946,2.1784072973101942,1.7756678322534694,0.815122054744303,True,kept,,True,0.2437024947920285,False,True
|
| 45 |
+
zs__raw,pretrained zero-shot,0,Platelet signal in monocytes (negative control),paediatric sepsis vs paediatric HC,True,3,1,537 / 4875,23 / 536,30 / 1002,1 / 103,6.485093383119645,1.597605015545554,0.2463503485861954,True,kept,,True,9.994647604889671,True,True
|
| 46 |
+
zs__raw,pretrained zero-shot,0,Platelet signal in monocytes (negative control),all sepsis vs all controls,True,12,5,1968 / 16661,1253 / 14810,293 / 7192,57 / 2314,2.7529814379274797,1.0624983804261552,0.3859446219971731,True,kept,,True,0.2642459369230465,False,True
|
| 47 |
+
lora_n5__raw,pretrained + LoRA,5,C1Q-high monocyte (reference),adult sepsis vs adult HC,False,9,2,1006 / 11786,72 / 4050,316 / 4423,46 / 735,4.715573896039681,-0.7223694214816145,-0.15318801855449407,False,reversed,strong,True,4.624190267718834,True,True
|
| 48 |
+
lora_n5__raw,pretrained + LoRA,5,C1Q-high monocyte (reference),paediatric sepsis vs paediatric HC,False,3,1,562 / 4875,13 / 536,45 / 839,0 / 143,9.480948542306855,3.95486619086493,0.4171382402527683,True,kept,,True,9.01996194833378,True,True
|
| 49 |
+
lora_n5__raw,pretrained + LoRA,5,C1Q-high monocyte (reference),all sepsis vs all controls,False,12,5,1568 / 16661,254 / 14810,361 / 5262,86 / 1921,5.966295747721721,1.1057377547661682,0.18533069789381515,True,kept,,True,5.7663825593883855,True,True
|
| 50 |
+
lora_n5__raw,pretrained + LoRA,5,Cycling T/NK,adult sepsis vs adult HC,False,9,2,122 / 32559,48 / 13492,39 / 6755,6 / 1925,0.1633988208747068,0.4046689559691186,2.4765720695097073,True,kept,,True,0.145083485821765,False,False
|
| 51 |
+
lora_n5__raw,pretrained + LoRA,5,Cycling T/NK,paediatric sepsis vs paediatric HC,False,3,1,52 / 7554,24 / 7214,10 / 2352,0 / 899,0.2354667092538578,0.4352820542857443,1.8485927614356075,True,kept,,True,0.2046612128146713,False,False
|
| 52 |
+
lora_n5__raw,pretrained + LoRA,5,Cycling T/NK,all sepsis vs all controls,False,12,5,174 / 40113,114 / 31506,49 / 9107,13 / 4253,0.1583123145958036,0.3330208334028,2.10356872270521,True,kept,,True,0.139750126904236,False,False
|
| 53 |
+
lora_n5__raw,pretrained + LoRA,5,Cycling activated T (CD38/HLA-DR),adult sepsis vs adult HC,False,9,2,344 / 27788,133 / 9780,37 / 6181,4 / 1800,0.0469405412741057,0.5020488334438216,10.695420628240008,True,kept,,True,0.0302496416826634,False,False
|
| 54 |
+
lora_n5__raw,pretrained + LoRA,5,Cycling activated T (CD38/HLA-DR),paediatric sepsis vs paediatric HC,False,3,1,82 / 6991,49 / 6513,12 / 2192,0 / 864,0.2445905427450145,0.5707924778551466,2.3336653635467726,True,kept,,True,0.1908024119474702,False,False
|
| 55 |
+
lora_n5__raw,pretrained + LoRA,5,Cycling activated T (CD38/HLA-DR),all sepsis vs all controls,False,12,5,426 / 34779,253 / 26383,49 / 8373,12 / 4023,0.3395363720626423,0.3560545400563664,1.0486491856332747,True,kept,,True,0.3218838308472096,False,False
|
| 56 |
+
lora_n5__raw,pretrained + LoRA,5,Proliferating T (label),adult sepsis vs adult HC,False,9,2,164 / 27788,141 / 9780,116 / 6181,28 / 1800,-0.5088118686492611,0.6309474136368451,-1.2400406761576068,False,reversed,strong,True,0.5088118686492611,True,True
|
| 57 |
+
lora_n5__raw,pretrained + LoRA,5,Proliferating T (label),paediatric sepsis vs paediatric HC,False,3,1,48 / 6991,22 / 6513,45 / 2192,10 / 864,0.2915730545618303,0.8857334495818008,3.0377753901603217,True,kept,,True,0.2915730545618303,False,False
|
| 58 |
+
lora_n5__raw,pretrained + LoRA,5,Proliferating T (label),all sepsis vs all controls,False,12,5,212 / 34779,232 / 26383,161 / 8373,63 / 4023,-0.0207030921946846,0.5551944415848009,-26.816981558307695,False,reversed,strong,True,0.0207030921946846,False,False
|
| 59 |
+
lora_n5__raw,pretrained + LoRA,5,Plasmablast (label),adult sepsis vs adult HC,False,9,2,398 / 58201,25 / 19985,149 / 13500,6 / 3000,0.5740491259895562,0.9037037037037036,1.5742619625905412,True,kept,,True,0.5740491259895562,True,True
|
| 60 |
+
lora_n5__raw,pretrained + LoRA,5,Plasmablast (label),paediatric sepsis vs paediatric HC,False,3,1,187 / 18496,35 / 9638,85 / 4500,4 / 1500,0.7582490640969721,1.6222222222222225,2.1394318819953826,True,kept,,True,0.7582490640969721,True,True
|
| 61 |
+
lora_n5__raw,pretrained + LoRA,5,Plasmablast (label),all sepsis vs all controls,False,12,5,585 / 76697,131 / 54932,234 / 18000,26 / 7500,0.5634910591100524,0.9533333333333334,1.691834001481722,True,kept,,True,0.5634910591100524,True,True
|
| 62 |
+
lora_n5__raw,pretrained + LoRA,5,Plasmablast (markers),adult sepsis vs adult HC,False,9,2,1440 / 58201,340 / 19985,190 / 13500,8 / 3000,0.6913637797713146,1.1407407407407408,1.6499862649994026,True,kept,,True,0.6366074122109222,True,True
|
| 63 |
+
lora_n5__raw,pretrained + LoRA,5,Plasmablast (markers),paediatric sepsis vs paediatric HC,False,3,1,888 / 18496,326 / 9638,105 / 4500,8 / 1500,1.5050099445385818,1.8000000000000005,1.196005386231424,True,kept,,True,1.2018554367570171,True,True
|
| 64 |
+
lora_n5__raw,pretrained + LoRA,5,Plasmablast (markers),all sepsis vs all controls,False,12,5,2328 / 76697,1079 / 54932,295 / 18000,37 / 7500,0.9948492508518444,1.1455555555555557,1.1514865740459355,True,kept,,True,0.8621475829142105,True,True
|
| 65 |
+
lora_n5__raw,pretrained + LoRA,5,MS1 monocyte (IL1R2+),adult sepsis vs adult HC,False,9,2,5725 / 11786,28 / 4050,203 / 4423,1 / 735,33.531819926700265,3.5220653487478764,0.10503651028924242,True,kept,,True,30.252469541186557,True,True
|
| 66 |
+
lora_n5__raw,pretrained + LoRA,5,MS1 monocyte (IL1R2+),paediatric sepsis vs paediatric HC,False,3,1,1610 / 4875,0 / 536,46 / 839,0 / 143,40.50224183733485,5.144391418158556,0.1270149795366752,True,kept,,True,37.56930287384914,True,True
|
| 67 |
+
lora_n5__raw,pretrained + LoRA,5,MS1 monocyte (IL1R2+),all sepsis vs all controls,False,12,5,7335 / 16661,135 / 14810,249 / 5262,10 / 1921,35.08500483878219,3.6082325851565695,0.1028425847947471,True,kept,,True,31.987663455361798,True,True
|
| 68 |
+
lora_n5__raw,pretrained + LoRA,5,Cycling monocyte (Ye 2026),adult sepsis vs adult HC,False,9,2,867 / 11786,46 / 4050,24 / 4423,2 / 735,5.222755615482493,0.1642715155146932,0.031453035065956716,True,kept,,True,4.358788991998614,True,True
|
| 69 |
+
lora_n5__raw,pretrained + LoRA,5,Cycling monocyte (Ye 2026),paediatric sepsis vs paediatric HC,False,3,1,508 / 4875,3 / 536,13 / 839,0 / 143,11.331226610494712,1.5096002347701265,0.13322478551192074,True,kept,,True,10.10349110468969,True,True
|
| 70 |
+
lora_n5__raw,pretrained + LoRA,5,Cycling monocyte (Ye 2026),all sepsis vs all controls,False,12,5,1375 / 16661,309 / 14810,37 / 5262,6 / 1921,6.134825924107242,0.4173180071061471,0.06802442518642067,True,kept,,True,5.274053384832444,True,True
|
| 71 |
+
lora_n5__raw,pretrained + LoRA,5,ISG-high monocyte (positive control),adult sepsis vs adult HC,True,9,2,898 / 11786,926 / 4050,255 / 4423,10 / 735,-8.562608877084871,5.712331956925833,-0.6671251763248339,False,reversed,strong,True,4.567079544422736,True,True
|
| 72 |
+
lora_n5__raw,pretrained + LoRA,5,ISG-high monocyte (positive control),paediatric sepsis vs paediatric HC,True,3,1,1228 / 4875,38 / 536,17 / 839,0 / 143,17.88322166919658,1.5095793492347027,0.08441316543287707,True,kept,,True,14.05627695238122,True,True
|
| 73 |
+
lora_n5__raw,pretrained + LoRA,5,ISG-high monocyte (positive control),all sepsis vs all controls,True,12,5,2126 / 16661,2069 / 14810,272 / 5262,39 / 1921,1.881905279379918,3.9177109349760775,2.0817790235792053,True,kept,,True,1.881905279379918,True,True
|
| 74 |
+
lora_n5__raw,pretrained + LoRA,5,ISG-high T,adult sepsis vs adult HC,False,9,2,349 / 27788,220 / 9780,68 / 6181,1 / 1800,0.4526079476226159,0.8908009621426299,1.9681513919976035,True,kept,,True,0.4459470789413076,False,False
|
| 75 |
+
lora_n5__raw,pretrained + LoRA,5,ISG-high T,paediatric sepsis vs paediatric HC,False,3,1,152 / 6991,45 / 6513,7 / 2192,0 / 864,1.7015856254311426,0.3082460641235928,0.18115224971149504,True,kept,,True,1.336497901642753,True,True
|
| 76 |
+
lora_n5__raw,pretrained + LoRA,5,ISG-high T,all sepsis vs all controls,False,12,5,501 / 34779,363 / 26383,75 / 8373,5 / 4023,1.366251710065567,0.6634134062977118,0.4855718762583466,True,kept,,True,1.160026741869428,True,True
|
| 77 |
+
lora_n5__raw,pretrained + LoRA,5,DN2 / ABC B,adult sepsis vs adult HC,False,9,2,218 / 10384,89 / 1381,102 / 1661,20 / 296,-3.163704148200882,-0.6940432549463429,0.2193767882312977,True,kept,,True,2.859719600992,True,True
|
| 78 |
+
lora_n5__raw,pretrained + LoRA,5,DN2 / ABC B,paediatric sepsis vs paediatric HC,False,3,1,329 / 4938,65 / 1716,31 / 1160,6 / 446,5.321056953166782,1.9078994286497837,0.3585564757983493,True,kept,,True,5.031013533574927,True,True
|
| 79 |
+
lora_n5__raw,pretrained + LoRA,5,DN2 / ABC B,all sepsis vs all controls,False,12,5,547 / 15322,275 / 5700,133 / 2821,40 / 1176,-0.4100989111231561,1.3034650888354502,-3.1784163612275695,False,reversed,strong,True,0.2423989271570441,False,False
|
| 80 |
+
lora_n5__raw,pretrained + LoRA,5,HSPC,adult sepsis vs adult HC,False,9,2,52 / 58201,30 / 19985,23 / 13500,0 / 3000,-0.046869385533229,0.1703703703703704,-3.6350032848112095,False,reversed,weak,True,0.0382823847570121,False,False
|
| 81 |
+
lora_n5__raw,pretrained + LoRA,5,HSPC,paediatric sepsis vs paediatric HC,False,3,1,23 / 18496,1 / 9638,1 / 4500,0 / 1500,0.1046876169991105,0.0222222222222222,0.2122717362303797,True,kept,,True,0.0874031095253155,False,False
|
| 82 |
+
lora_n5__raw,pretrained + LoRA,5,HSPC,all sepsis vs all controls,False,12,5,75 / 76697,65 / 54932,24 / 18000,2 / 7500,-0.0098805568803483,0.1066666666666666,-10.795612834213703,False,reversed,weak,True,0.006412849901588,False,False
|
| 83 |
+
lora_n5__raw,pretrained + LoRA,5,Cytotoxic CD4 T,adult sepsis vs adult HC,False,9,2,171 / 13595,186 / 4230,74 / 2983,49 / 765,-3.1106666437074013,-3.956776770167042,1.2720028287734546,True,kept,,True,3.0496548209163503,True,True
|
| 84 |
+
lora_n5__raw,pretrained + LoRA,5,Cytotoxic CD4 T,paediatric sepsis vs paediatric HC,False,3,1,9 / 3008,1 / 2585,17 / 1264,6 / 502,0.2236225533590796,0.2063064049231058,0.922565286122243,True,kept,,True,0.2236225533590796,False,False
|
| 85 |
+
lora_n5__raw,pretrained + LoRA,5,Cytotoxic CD4 T,all sepsis vs all controls,False,12,5,180 / 16603,233 / 12697,91 / 4247,70 / 2122,-0.8748157457669141,-1.2754335339028118,1.457945333145202,True,kept,,True,0.8519177539185641,True,True
|
| 86 |
+
lora_n5__raw,pretrained + LoRA,5,Granulocyte-like (LDG),adult sepsis vs adult HC,False,9,2,2700 / 58201,487 / 19985,31 / 13500,5 / 3000,3.760942459845782,0.0629629629629629,0.016741272602597782,True,kept,,True,3.6999283284419806,True,True
|
| 87 |
+
lora_n5__raw,pretrained + LoRA,5,Granulocyte-like (LDG),paediatric sepsis vs paediatric HC,False,3,1,739 / 18496,56 / 9638,6 / 4500,0 / 1500,3.7127097855629048,0.1333333333333333,0.03591267323177481,True,kept,,True,3.1271940079296017,True,True
|
| 88 |
+
lora_n5__raw,pretrained + LoRA,5,Granulocyte-like (LDG),all sepsis vs all controls,False,12,5,3439 / 76697,1293 / 54932,37 / 18000,13 / 7500,3.4343706226313437,0.0322222222222222,0.009382278665525679,True,kept,,True,3.3200407039391204,True,True
|
| 89 |
+
lora_n5__raw,pretrained + LoRA,5,Platelet signal in monocytes (negative control),adult sepsis vs adult HC,True,9,2,2346 / 11786,705 / 4050,918 / 4423,55 / 735,-0.2437024947920285,9.83592766387684,-40.36038971316503,False,reversed,strong,True,0.2437024947920285,False,False
|
| 90 |
+
lora_n5__raw,pretrained + LoRA,5,Platelet signal in monocytes (negative control),paediatric sepsis vs paediatric HC,True,3,1,1042 / 4875,50 / 536,110 / 839,5 / 143,12.09844975079112,8.161551750624914,0.6745948380775999,True,kept,,True,9.994647604889671,True,True
|
| 91 |
+
lora_n5__raw,pretrained + LoRA,5,Platelet signal in monocytes (negative control),all sepsis vs all controls,True,12,5,3388 / 16661,3098 / 14810,1028 / 5262,209 / 1921,0.2642459369230465,6.328881845910033,23.950725296310328,True,kept,,True,0.2642459369230465,False,False
|
| 92 |
+
scratch_n5__raw,scratch,5,C1Q-high monocyte (reference),adult sepsis vs adult HC,False,9,2,988 / 11786,68 / 4050,234 / 3649,33 / 633,4.713627648496958,0.2055581115048124,0.04360932318664565,True,kept,,True,4.624190267718834,True,True
|
| 93 |
+
scratch_n5__raw,scratch,5,C1Q-high monocyte (reference),paediatric sepsis vs paediatric HC,False,3,1,558 / 4875,12 / 536,33 / 899,2 / 235,9.585906954123178,2.352058223073396,0.24536626887054305,True,kept,,True,9.01996194833378,True,True
|
| 94 |
+
scratch_n5__raw,scratch,5,C1Q-high monocyte (reference),all sepsis vs all controls,False,12,5,1546 / 16661,245 / 14810,267 / 4548,90 / 1693,5.964655088524543,-0.0095671841175581,-0.00160397943813457,False,reversed,weak,True,5.7663825593883855,True,True
|
| 95 |
+
scratch_n5__raw,scratch,5,Cycling T/NK,adult sepsis vs adult HC,False,9,2,122 / 32559,48 / 13492,9 / 7912,4 / 1930,0.1633988208747068,-0.1016100048620615,-0.621852742376736,False,reversed,weak,True,0.145083485821765,False,False
|
| 96 |
+
scratch_n5__raw,scratch,5,Cycling T/NK,paediatric sepsis vs paediatric HC,False,3,1,52 / 7554,24 / 7214,15 / 2951,2 / 1078,0.2354667092538578,0.3097066717024053,1.3152885717212324,True,kept,,True,0.2046612128146713,False,False
|
| 97 |
+
scratch_n5__raw,scratch,5,Cycling T/NK,all sepsis vs all controls,False,12,5,174 / 40113,114 / 31506,24 / 10863,8 / 4794,0.1583123145958036,0.0447094101876481,0.28241271250311956,True,kept,,True,0.139750126904236,False,False
|
| 98 |
+
scratch_n5__raw,scratch,5,Cycling activated T (CD38/HLA-DR),adult sepsis vs adult HC,False,9,2,344 / 27788,133 / 9780,26 / 6933,6 / 1686,0.0469405412741057,0.0266717340026216,0.5682025234194478,True,kept,,True,0.0302496416826634,False,False
|
| 99 |
+
scratch_n5__raw,scratch,5,Cycling activated T (CD38/HLA-DR),paediatric sepsis vs paediatric HC,False,3,1,82 / 6991,49 / 6513,19 / 2512,4 / 943,0.2445905427450145,0.3124147462049423,1.2772969171201134,True,kept,,True,0.1908024119474702,False,False
|
| 100 |
+
scratch_n5__raw,scratch,5,Cycling activated T (CD38/HLA-DR),all sepsis vs all controls,False,12,5,426 / 34779,253 / 26383,45 / 9445,16 / 4166,0.3395363720626423,0.0907598116546753,0.2673051228748203,True,kept,,True,0.3218838308472096,False,False
|
| 101 |
+
scratch_n5__raw,scratch,5,Proliferating T (label),adult sepsis vs adult HC,False,9,2,164 / 27788,141 / 9780,52 / 6933,19 / 1686,-0.5088118686492611,-0.3485959378471732,0.6851175440788912,True,kept,,True,0.5088118686492611,True,True
|
| 102 |
+
scratch_n5__raw,scratch,5,Proliferating T (label),paediatric sepsis vs paediatric HC,False,3,1,48 / 6991,22 / 6513,30 / 2512,7 / 943,0.2915730545618303,0.4407155868034055,1.5115099969223953,True,kept,,True,0.2915730545618303,False,False
|
| 103 |
+
scratch_n5__raw,scratch,5,Proliferating T (label),all sepsis vs all controls,False,12,5,212 / 34779,232 / 26383,82 / 9445,53 / 4166,-0.0207030921946846,-0.4305171666563013,20.794824396658683,True,kept,,True,0.0207030921946846,False,False
|
| 104 |
+
scratch_n5__raw,scratch,5,Plasmablast (label),adult sepsis vs adult HC,False,9,2,398 / 58201,25 / 19985,79 / 13500,18 / 3000,0.5740491259895562,-0.0148148148148147,-0.02580757315722179,False,reversed,weak,True,0.5740491259895562,True,True
|
| 105 |
+
scratch_n5__raw,scratch,5,Plasmablast (label),paediatric sepsis vs paediatric HC,False,3,1,187 / 18496,35 / 9638,40 / 4500,5 / 1500,0.7582490640969721,0.5555555555555556,0.7326821513682816,True,kept,,True,0.7582490640969721,True,True
|
| 106 |
+
scratch_n5__raw,scratch,5,Plasmablast (label),all sepsis vs all controls,False,12,5,585 / 76697,131 / 54932,119 / 18000,37 / 7500,0.5634910591100524,0.1677777777777779,0.29774700958477873,True,kept,,True,0.5634910591100524,True,True
|
| 107 |
+
scratch_n5__raw,scratch,5,Plasmablast (markers),adult sepsis vs adult HC,False,9,2,1440 / 58201,340 / 19985,117 / 13500,24 / 3000,0.6913637797713146,0.0666666666666666,0.09642776873373121,True,kept,,True,0.6366074122109222,True,True
|
| 108 |
+
scratch_n5__raw,scratch,5,Plasmablast (markers),paediatric sepsis vs paediatric HC,False,3,1,888 / 18496,326 / 9638,54 / 4500,11 / 1500,1.5050099445385818,0.4666666666666667,0.3100754705044432,True,kept,,True,1.2018554367570171,True,True
|
| 109 |
+
scratch_n5__raw,scratch,5,Plasmablast (markers),all sepsis vs all controls,False,12,5,2328 / 76697,1079 / 54932,171 / 18000,60 / 7500,0.9948492508518444,0.1499999999999998,0.15077661250843943,True,kept,,True,0.8621475829142105,True,True
|
| 110 |
+
scratch_n5__raw,scratch,5,MS1 monocyte (IL1R2+),adult sepsis vs adult HC,False,9,2,5573 / 11786,25 / 4050,89 / 3649,6 / 633,32.50386738011677,1.5002479371846578,0.046155982598624176,True,kept,,True,30.252469541186557,True,True
|
| 111 |
+
scratch_n5__raw,scratch,5,MS1 monocyte (IL1R2+),paediatric sepsis vs paediatric HC,False,3,1,1578 / 4875,0 / 536,30 / 899,0 / 235,39.64585234518889,3.738000273576541,0.09428477513941393,True,kept,,True,37.56930287384914,True,True
|
| 112 |
+
scratch_n5__raw,scratch,5,MS1 monocyte (IL1R2+),all sepsis vs all controls,False,12,5,7151 / 16661,127 / 14810,119 / 4548,19 / 1693,34.09475090366733,1.7853759377982144,0.05236512631644345,True,kept,,True,31.987663455361798,True,True
|
| 113 |
+
scratch_n5__raw,scratch,5,Cycling monocyte (Ye 2026),adult sepsis vs adult HC,False,9,2,790 / 11786,42 / 4050,13 / 3649,1 / 633,4.684089096470446,0.1932156906950416,0.04124936283569701,True,kept,,True,4.358788991998614,True,True
|
| 114 |
+
scratch_n5__raw,scratch,5,Cycling monocyte (Ye 2026),paediatric sepsis vs paediatric HC,False,3,1,482 / 4875,3 / 536,0 / 899,0 / 235,10.754501604595289,0.0,0.0,False,flat,,True,10.10349110468969,True,True
|
| 115 |
+
scratch_n5__raw,scratch,5,Cycling monocyte (Ye 2026),all sepsis vs all controls,False,12,5,1272 / 16661,289 / 14810,13 / 4548,6 / 1693,5.614054769933272,-0.0495419322209046,-0.00882462573864299,False,reversed,weak,True,5.274053384832444,True,True
|
| 116 |
+
scratch_n5__raw,scratch,5,ISG-high monocyte (positive control),adult sepsis vs adult HC,True,9,2,855 / 11786,835 / 4050,178 / 3649,11 / 633,-6.853831828065044,3.000232617946978,-0.4377452924452621,False,reversed,strong,True,4.567079544422736,True,True
|
| 117 |
+
scratch_n5__raw,scratch,5,ISG-high monocyte (positive control),paediatric sepsis vs paediatric HC,True,3,1,1095 / 4875,35 / 536,40 / 899,2 / 235,15.80577211615284,4.26483060640727,0.26982741336937227,True,kept,,True,14.05627695238122,True,True
|
| 118 |
+
scratch_n5__raw,scratch,5,ISG-high monocyte (positive control),all sepsis vs all controls,True,12,5,1950 / 16661,1870 / 14810,218 / 4548,28 / 1693,2.2615841088446604,3.2728650993939468,1.44715603836901,True,kept,,True,1.881905279379918,True,True
|
| 119 |
+
scratch_n5__raw,scratch,5,ISG-high T,adult sepsis vs adult HC,False,9,2,349 / 27788,220 / 9780,8 / 6933,4 / 1686,0.4526079476226159,-0.1239331786338576,-0.27382015557798595,False,reversed,weak,True,0.4459470789413076,False,False
|
| 120 |
+
scratch_n5__raw,scratch,5,ISG-high T,paediatric sepsis vs paediatric HC,False,3,1,152 / 6991,45 / 6513,11 / 2512,1 / 943,1.7015856254311426,0.3145698424616973,0.18486865295538243,True,kept,,True,1.336497901642753,True,True
|
| 121 |
+
scratch_n5__raw,scratch,5,ISG-high T,all sepsis vs all controls,False,12,5,501 / 34779,363 / 26383,19 / 9445,9 / 4166,1.366251710065567,-0.0331985754958393,-0.024299018439469026,False,reversed,weak,True,1.160026741869428,True,True
|
| 122 |
+
scratch_n5__raw,scratch,5,DN2 / ABC B,adult sepsis vs adult HC,False,9,2,218 / 10384,89 / 1381,131 / 1509,15 / 376,-3.163704148200882,4.739600797578298,-1.498117578495318,False,reversed,strong,True,2.859719600992,True,True
|
| 123 |
+
scratch_n5__raw,scratch,5,DN2 / ABC B,paediatric sepsis vs paediatric HC,False,3,1,329 / 4938,65 / 1716,21 / 537,2 / 161,5.321056953166782,3.0953658972982643,0.5817201214988093,True,kept,,True,5.031013533574927,True,True
|
| 124 |
+
scratch_n5__raw,scratch,5,DN2 / ABC B,all sepsis vs all controls,False,12,5,547 / 15322,275 / 5700,152 / 2046,34 / 864,-0.4100989111231561,3.6784635020253695,-8.969698290470946,False,reversed,strong,True,0.2423989271570441,False,False
|
| 125 |
+
scratch_n5__raw,scratch,5,HSPC,adult sepsis vs adult HC,False,9,2,52 / 58201,30 / 19985,4 / 13500,2 / 3000,-0.046869385533229,-0.037037037037037,0.7902181053937403,True,kept,,True,0.0382823847570121,False,False
|
| 126 |
+
scratch_n5__raw,scratch,5,HSPC,paediatric sepsis vs paediatric HC,False,3,1,23 / 18496,1 / 9638,3 / 4500,0 / 1500,0.1046876169991105,0.0666666666666666,0.6368152086911392,True,kept,,True,0.0874031095253155,False,False
|
| 127 |
+
scratch_n5__raw,scratch,5,HSPC,all sepsis vs all controls,False,12,5,75 / 76697,65 / 54932,7 / 18000,6 / 7500,-0.0098805568803483,-0.0411111111111111,4.160809113186533,True,kept,,True,0.006412849901588,False,False
|
| 128 |
+
scratch_n5__raw,scratch,5,Cytotoxic CD4 T,adult sepsis vs adult HC,False,9,2,171 / 13595,186 / 4230,86 / 3845,5 / 941,-3.1106666437074013,1.696692324257283,-0.545443314438575,False,reversed,strong,True,3.0496548209163503,True,True
|
| 129 |
+
scratch_n5__raw,scratch,5,Cytotoxic CD4 T,paediatric sepsis vs paediatric HC,False,3,1,9 / 3008,1 / 2585,40 / 1300,14 / 492,0.2236225533590796,0.2374990242217034,1.062053091936312,True,kept,,True,0.2236225533590796,False,False
|
| 130 |
+
scratch_n5__raw,scratch,5,Cytotoxic CD4 T,all sepsis vs all controls,False,12,5,180 / 16603,233 / 12697,126 / 5145,33 / 2296,-0.8748157457669141,0.9982204311819872,-1.1410636308413602,False,reversed,strong,True,0.8519177539185641,True,True
|
| 131 |
+
scratch_n5__raw,scratch,5,Granulocyte-like (LDG),adult sepsis vs adult HC,False,9,2,2700 / 58201,487 / 19985,89 / 13500,10 / 3000,3.760942459845782,0.3259259259259259,0.08666070523697683,True,kept,,True,3.6999283284419806,True,True
|
| 132 |
+
scratch_n5__raw,scratch,5,Granulocyte-like (LDG),paediatric sepsis vs paediatric HC,False,3,1,739 / 18496,56 / 9638,7 / 4500,2 / 1500,3.7127097855629048,0.0222222222222222,0.005985445538629129,True,kept,,True,3.1271940079296017,True,True
|
| 133 |
+
scratch_n5__raw,scratch,5,Granulocyte-like (LDG),all sepsis vs all controls,False,12,5,3439 / 76697,1293 / 54932,96 / 18000,22 / 7500,3.4343706226313437,0.24,0.06988179971563958,True,kept,,True,3.3200407039391204,True,True
|
| 134 |
+
scratch_n5__raw,scratch,5,Platelet signal in monocytes (negative control),adult sepsis vs adult HC,True,9,2,2221 / 11786,634 / 4050,391 / 3649,78 / 633,0.4518618417832698,-1.1602293537206272,-2.5676639327228643,False,reversed,strong,True,0.2437024947920285,False,False
|
| 135 |
+
scratch_n5__raw,scratch,5,Platelet signal in monocytes (negative control),paediatric sepsis vs paediatric HC,True,3,1,962 / 4875,43 / 536,113 / 899,34 / 235,11.737878555182675,-1.94903233727338,-0.16604638803430247,False,reversed,strong,True,9.994647604889671,True,True
|
| 136 |
+
scratch_n5__raw,scratch,5,Platelet signal in monocytes (negative control),all sepsis vs all controls,True,12,5,3183 / 16661,2784 / 14810,504 / 4548,204 / 1693,0.9438757161225304,-0.7308333369674251,-0.7742897973577605,False,reversed,strong,True,0.2642459369230465,False,True
|
| 137 |
+
real_lora__raw,pretrained + LoRA,58,C1Q-high monocyte (reference),adult sepsis vs adult HC,False,9,2,972 / 11786,63 / 4050,182 / 2027,12 / 746,4.68956691360172,3.9727031287832326,0.8471364631264179,True,kept,,True,4.624190267718834,True,True
|
| 138 |
+
real_lora__raw,pretrained + LoRA,58,C1Q-high monocyte (reference),paediatric sepsis vs paediatric HC,False,3,1,541 / 4875,12 / 536,24 / 474,0 / 108,9.191185510769156,6.167992214503843,0.6710768928857884,True,kept,,True,9.01996194833378,True,True
|
| 139 |
+
real_lora__raw,pretrained + LoRA,58,C1Q-high monocyte (reference),all sepsis vs all controls,False,12,5,1513 / 16661,230 / 14810,206 / 2501,21 / 1390,5.847336012770039,4.3176482892900925,0.7383957891013531,True,kept,,True,5.7663825593883855,True,True
|
| 140 |
+
real_lora__raw,pretrained + LoRA,58,Cycling T/NK,adult sepsis vs adult HC,False,9,2,117 / 32559,48 / 13492,27 / 8515,8 / 1965,0.148917736099012,-0.0511151794235092,-0.34324440300061965,False,reversed,weak,True,0.145083485821765,False,False
|
| 141 |
+
real_lora__raw,pretrained + LoRA,58,Cycling T/NK,paediatric sepsis vs paediatric HC,False,3,1,49 / 7554,24 / 7214,15 / 2351,4 / 1084,0.2046612128146713,0.3397639073018703,1.6601284758804773,True,kept,,True,0.2046612128146713,False,False
|
| 142 |
+
real_lora__raw,pretrained + LoRA,58,Cycling T/NK,all sepsis vs all controls,False,12,5,166 / 40113,114 / 31506,42 / 10866,15 / 4785,0.139750126904236,0.1410773894638221,1.0094973978842652,True,kept,,True,0.139750126904236,False,False
|
| 143 |
+
real_lora__raw,pretrained + LoRA,58,Cycling activated T (CD38/HLA-DR),adult sepsis vs adult HC,False,9,2,325 / 27788,126 / 9780,32 / 7606,6 / 1670,0.0601718795013532,0.1285050112769903,2.1356323309478866,True,kept,,True,0.0302496416826634,False,False
|
| 144 |
+
real_lora__raw,pretrained + LoRA,58,Cycling activated T (CD38/HLA-DR),paediatric sepsis vs paediatric HC,False,3,1,82 / 6991,44 / 6513,18 / 2212,2 / 1025,0.3213600805923967,0.6875963770203886,2.1396446495559442,True,kept,,True,0.1908024119474702,False,False
|
| 145 |
+
real_lora__raw,pretrained + LoRA,58,Cycling activated T (CD38/HLA-DR),all sepsis vs all controls,False,12,5,407 / 34779,238 / 26383,50 / 9818,11 / 4329,0.3494242275166737,0.3408722405797765,0.9755254894668427,True,kept,,True,0.3218838308472096,False,False
|
| 146 |
+
real_lora__raw,pretrained + LoRA,58,Proliferating T (label),adult sepsis vs adult HC,False,9,2,164 / 27788,141 / 9780,79 / 7606,21 / 1670,-0.5088118686492611,-0.1383039732713462,0.2718175062199329,True,kept,,True,0.5088118686492611,True,True
|
| 147 |
+
real_lora__raw,pretrained + LoRA,58,Proliferating T (label),paediatric sepsis vs paediatric HC,False,3,1,48 / 6991,22 / 6513,32 / 2212,10 / 1025,0.2915730545618303,0.5367704314056743,1.840946627294903,True,kept,,True,0.2915730545618303,False,False
|
| 148 |
+
real_lora__raw,pretrained + LoRA,58,Proliferating T (label),all sepsis vs all controls,False,12,5,212 / 34779,232 / 26383,111 / 9818,42 / 4329,-0.0207030921946846,0.2709854609379758,-13.089129797120343,False,reversed,weak,True,0.0207030921946846,False,False
|
| 149 |
+
real_lora__raw,pretrained + LoRA,58,Plasmablast (label),adult sepsis vs adult HC,False,9,2,398 / 58201,25 / 19985,189 / 13500,4 / 3000,0.5740491259895562,1.2666666666666666,2.2065475049424803,True,kept,,True,0.5740491259895562,True,True
|
| 150 |
+
real_lora__raw,pretrained + LoRA,58,Plasmablast (label),paediatric sepsis vs paediatric HC,False,3,1,187 / 18496,35 / 9638,271 / 4500,5 / 1500,0.7582490640969721,5.688888888888889,7.502665230011203,True,kept,,True,0.7582490640969721,True,True
|
| 151 |
+
real_lora__raw,pretrained + LoRA,58,Plasmablast (label),all sepsis vs all controls,False,12,5,585 / 76697,131 / 54932,460 / 18000,22 / 7500,0.5634910591100524,2.2622222222222224,4.014655043143107,True,kept,,True,0.5634910591100524,True,True
|
| 152 |
+
real_lora__raw,pretrained + LoRA,58,Plasmablast (markers),adult sepsis vs adult HC,False,9,2,1280 / 58201,297 / 19985,255 / 13500,10 / 3000,0.6480028908603268,1.5555555555555554,2.4005379875548214,True,kept,,True,0.6366074122109222,True,True
|
| 153 |
+
real_lora__raw,pretrained + LoRA,58,Plasmablast (markers),paediatric sepsis vs paediatric HC,False,3,1,776 / 18496,293 / 9638,315 / 4500,8 / 1500,1.2377923512978612,6.466666666666667,5.224355005818366,True,kept,,True,1.2018554367570171,True,True
|
| 154 |
+
real_lora__raw,pretrained + LoRA,58,Plasmablast (markers),all sepsis vs all controls,False,12,5,2056 / 76697,967 / 54932,570 / 18000,39 / 7500,0.8621475829142105,2.6466666666666665,3.069853374430939,True,kept,,True,0.8621475829142105,True,True
|
| 155 |
+
real_lora__raw,pretrained + LoRA,58,MS1 monocyte (IL1R2+),adult sepsis vs adult HC,False,9,2,5373 / 11786,22 / 4050,149 / 2027,0 / 746,31.059621483244136,7.35736594602518,0.23687880259565586,True,kept,,True,30.252469541186557,True,True
|
| 156 |
+
real_lora__raw,pretrained + LoRA,58,MS1 monocyte (IL1R2+),paediatric sepsis vs paediatric HC,False,3,1,1518 / 4875,0 / 536,16 / 474,0 / 108,38.099731977164296,4.948152622571228,0.12987368587099207,True,kept,,True,37.56930287384914,True,True
|
| 157 |
+
real_lora__raw,pretrained + LoRA,58,MS1 monocyte (IL1R2+),all sepsis vs all controls,False,12,5,6891 / 16661,99 / 14810,165 / 2501,13 / 1390,32.697355560044535,5.697712992564229,0.1742560795811485,True,kept,,True,31.987663455361798,True,True
|
| 158 |
+
real_lora__raw,pretrained + LoRA,58,Cycling monocyte (Ye 2026),adult sepsis vs adult HC,False,9,2,723 / 11786,33 / 4050,6 / 2027,2 / 746,4.376229598902141,-0.0865632483416875,-0.019780326051312185,False,reversed,weak,True,4.358788991998614,True,True
|
| 159 |
+
real_lora__raw,pretrained + LoRA,58,Cycling monocyte (Ye 2026),paediatric sepsis vs paediatric HC,False,3,1,468 / 4875,3 / 536,4 / 474,0 / 108,10.422366217741216,0.7634484378670425,0.07325097026119474,True,kept,,True,10.10349110468969,True,True
|
| 160 |
+
real_lora__raw,pretrained + LoRA,58,Cycling monocyte (Ye 2026),all sepsis vs all controls,False,12,5,1191 / 16661,254 / 14810,10 / 2501,6 / 1390,5.324993698572323,-0.1132444359392115,-0.021266585905927612,False,reversed,weak,True,5.274053384832444,True,True
|
| 161 |
+
real_lora__raw,pretrained + LoRA,58,ISG-high monocyte (positive control),adult sepsis vs adult HC,True,9,2,802 / 11786,728 / 4050,115 / 2027,31 / 746,-4.904734306160284,1.929927815737556,-0.3934826425385756,False,reversed,strong,True,4.567079544422736,True,True
|
| 162 |
+
real_lora__raw,pretrained + LoRA,58,ISG-high monocyte (positive control),paediatric sepsis vs paediatric HC,True,3,1,946 / 4875,25 / 536,16 / 474,1 / 108,14.62832580791864,2.726042260925982,0.1863536741470657,True,kept,,True,14.05627695238122,True,True
|
| 163 |
+
real_lora__raw,pretrained + LoRA,58,ISG-high monocyte (positive control),all sepsis vs all controls,True,12,5,1748 / 16661,1610 / 14810,131 / 2501,50 / 1390,2.986479938844031,2.2646049873071163,0.758285685382394,True,kept,,True,1.881905279379918,True,True
|
| 164 |
+
real_lora__raw,pretrained + LoRA,58,ISG-high T,adult sepsis vs adult HC,False,9,2,319 / 27788,201 / 9780,45 / 7606,6 / 1670,0.4618228483042297,0.0915867469483392,0.19831575523956244,True,kept,,True,0.4459470789413076,False,False
|
| 165 |
+
real_lora__raw,pretrained + LoRA,58,ISG-high T,paediatric sepsis vs paediatric HC,False,3,1,137 / 6991,40 / 6513,7 / 2212,4 / 1025,1.516984261983759,-0.0427256904864646,-0.028164887110029905,False,reversed,weak,True,1.336497901642753,True,True
|
| 166 |
+
real_lora__raw,pretrained + LoRA,58,ISG-high T,all sepsis vs all controls,False,12,5,456 / 34779,332 / 26383,52 / 9818,16 / 4329,1.278812912260182,0.0710402826068782,0.0555517401535469,True,kept,,True,1.160026741869428,True,True
|
| 167 |
+
real_lora__raw,pretrained + LoRA,58,DN2 / ABC B,adult sepsis vs adult HC,False,9,2,212 / 10384,88 / 1381,40 / 2325,10 / 172,-3.112231817232997,-3.953318551799647,1.2702519554968237,True,kept,,True,2.859719600992,True,True
|
| 168 |
+
real_lora__raw,pretrained + LoRA,58,DN2 / ABC B,paediatric sepsis vs paediatric HC,False,3,1,325 / 4938,64 / 1716,11 / 1507,3 / 269,5.268543623428087,0.1399487960731578,0.02656308955113049,True,kept,,True,5.031013533574927,True,True
|
| 169 |
+
real_lora__raw,pretrained + LoRA,58,DN2 / ABC B,all sepsis vs all controls,False,12,5,537 / 15322,270 / 5700,51 / 3832,15 / 1071,-0.3418211326225657,-0.8343374898885827,2.440859883317533,True,kept,,True,0.2423989271570441,False,False
|
| 170 |
+
real_lora__raw,pretrained + LoRA,58,HSPC,adult sepsis vs adult HC,False,9,2,50 / 58201,29 / 19985,2 / 13500,8 / 3000,-0.0479770473264888,-0.2518518518518518,5.249423753362181,True,kept,,True,0.0382823847570121,False,False
|
| 171 |
+
real_lora__raw,pretrained + LoRA,58,HSPC,paediatric sepsis vs paediatric HC,False,3,1,23 / 18496,1 / 9638,1 / 4500,1 / 1500,0.1046876169991105,-0.0444444444444444,-0.4245434724607594,False,reversed,weak,True,0.0874031095253155,False,False
|
| 172 |
+
real_lora__raw,pretrained + LoRA,58,HSPC,all sepsis vs all controls,False,12,5,73 / 76697,62 / 54932,3 / 18000,12 / 7500,-0.009245678551214,-0.1433333333333333,15.502738121315389,True,kept,,True,0.006412849901588,False,False
|
| 173 |
+
real_lora__raw,pretrained + LoRA,58,Cytotoxic CD4 T,adult sepsis vs adult HC,False,9,2,171 / 13595,186 / 4230,41 / 3296,30 / 639,-3.1106666437074013,-3.540045838618018,1.1380344614487097,True,kept,,True,3.0496548209163503,True,True
|
| 174 |
+
real_lora__raw,pretrained + LoRA,58,Cytotoxic CD4 T,paediatric sepsis vs paediatric HC,False,3,1,9 / 3008,1 / 2585,2 / 1084,0 / 454,0.2236225533590796,0.1418439716312056,0.6343008319176157,True,kept,,True,0.2236225533590796,False,False
|
| 175 |
+
real_lora__raw,pretrained + LoRA,58,Cytotoxic CD4 T,all sepsis vs all controls,False,12,5,180 / 16603,233 / 12697,43 / 4380,38 / 2039,-0.8748157457669141,-1.2792732803544156,1.462334539066773,True,kept,,True,0.8519177539185641,True,True
|
| 176 |
+
real_lora__raw,pretrained + LoRA,58,Granulocyte-like (LDG),adult sepsis vs adult HC,False,9,2,2534 / 58201,416 / 19985,16 / 13500,10 / 3000,3.780483910417151,-0.2148148148148148,-0.05682204180869307,False,reversed,weak,True,3.6999283284419806,True,True
|
| 177 |
+
real_lora__raw,pretrained + LoRA,58,Granulocyte-like (LDG),paediatric sepsis vs paediatric HC,False,3,1,676 / 18496,47 / 9638,5 / 4500,0 / 1500,3.445619306485858,0.1111111111111111,0.032247065397492176,True,kept,,True,3.1271940079296017,True,True
|
| 178 |
+
real_lora__raw,pretrained + LoRA,58,Granulocyte-like (LDG),all sepsis vs all controls,False,12,5,3210 / 76697,1108 / 54932,21 / 18000,11 / 7500,3.4184689147489555,-0.0299999999999999,-0.008775858651387804,False,reversed,weak,True,3.3200407039391204,True,True
|
| 179 |
+
real_lora__raw,pretrained + LoRA,58,Platelet signal in monocytes (negative control),adult sepsis vs adult HC,True,9,2,2062 / 11786,570 / 4050,213 / 2027,67 / 746,0.9591285608649772,-0.0247404460694067,-0.025794713116555366,False,reversed,weak,True,0.2437024947920285,False,True
|
| 180 |
+
real_lora__raw,pretrained + LoRA,58,Platelet signal in monocytes (negative control),paediatric sepsis vs paediatric HC,True,3,1,887 / 4875,36 / 536,21 / 474,3 / 108,11.50245235779838,0.9429846639148964,0.08198118406250786,True,kept,,True,9.994647604889671,True,True
|
| 181 |
+
real_lora__raw,pretrained + LoRA,58,Platelet signal in monocytes (negative control),all sepsis vs all controls,True,12,5,2949 / 16661,2416 / 14810,234 / 2501,129 / 1390,1.80142362119528,-0.6738526269219243,-0.37406672089422793,False,reversed,strong,True,0.2642459369230465,False,True
|
| 182 |
+
real_full__raw,pretrained + full FT,58,C1Q-high monocyte (reference),adult sepsis vs adult HC,False,9,2,960 / 11786,64 / 4050,158 / 2149,16 / 751,4.624190267718834,4.006112573240748,0.8663381784281573,True,kept,,True,4.624190267718834,True,True
|
| 183 |
+
real_full__raw,pretrained + full FT,58,C1Q-high monocyte (reference),paediatric sepsis vs paediatric HC,False,3,1,540 / 4875,13 / 536,17 / 393,0 / 113,9.01996194833378,6.640474221119383,0.7361975869916003,True,kept,,True,9.01996194833378,True,True
|
| 184 |
+
real_full__raw,pretrained + full FT,58,C1Q-high monocyte (reference),all sepsis vs all controls,False,12,5,1500 / 16661,233 / 14810,175 / 2542,33 / 1578,5.7663825593883855,4.451464640813844,0.7719683172193125,True,kept,,True,5.7663825593883855,True,True
|
| 185 |
+
real_full__raw,pretrained + full FT,58,Cycling T/NK,adult sepsis vs adult HC,False,9,2,112 / 32559,46 / 13492,40 / 8045,7 / 1989,0.150326695049157,0.1556752108443639,1.0355792814673264,True,kept,,True,0.145083485821765,False,False
|
| 186 |
+
real_full__raw,pretrained + full FT,58,Cycling T/NK,paediatric sepsis vs paediatric HC,False,3,1,52 / 7554,23 / 7214,17 / 2272,3 / 1014,0.2493286443800014,0.493413810307228,1.978969610708735,True,kept,,True,0.2046612128146713,False,False
|
| 187 |
+
real_full__raw,pretrained + full FT,58,Cycling T/NK,all sepsis vs all controls,False,12,5,164 / 40113,111 / 31506,57 / 10317,19 / 4498,0.1460920272788129,0.1443017084213823,0.9877452665229032,True,kept,,True,0.139750126904236,False,False
|
| 188 |
+
real_full__raw,pretrained + full FT,58,Cycling activated T (CD38/HLA-DR),adult sepsis vs adult HC,False,9,2,306 / 27788,124 / 9780,45 / 7210,9 / 1728,0.0302496416826634,0.1166954548115188,3.857746681290411,True,kept,,True,0.0302496416826634,False,False
|
| 189 |
+
real_full__raw,pretrained + full FT,58,Cycling activated T (CD38/HLA-DR),paediatric sepsis vs paediatric HC,False,3,1,77 / 6991,42 / 6513,16 / 2135,1 / 964,0.2887570744560039,0.6974970116332913,2.415514885470155,True,kept,,True,0.1908024119474702,False,False
|
| 190 |
+
real_full__raw,pretrained + full FT,58,Cycling activated T (CD38/HLA-DR),all sepsis vs all controls,False,12,5,383 / 34779,231 / 26383,61 / 9345,17 / 4090,0.3285399616719253,0.2630733907337215,0.8007348311449015,True,kept,,True,0.3218838308472096,False,False
|
| 191 |
+
real_full__raw,pretrained + full FT,58,Proliferating T (label),adult sepsis vs adult HC,False,9,2,164 / 27788,141 / 9780,93 / 7210,23 / 1728,-0.5088118686492611,0.0014323770158382,-0.0028151407309753213,False,reversed,weak,True,0.5088118686492611,True,True
|
| 192 |
+
real_full__raw,pretrained + full FT,58,Proliferating T (label),paediatric sepsis vs paediatric HC,False,3,1,48 / 6991,22 / 6513,36 / 2135,9 / 964,0.2915730545618303,0.7554005290379442,2.5907761956026554,True,kept,,True,0.2915730545618303,False,False
|
| 193 |
+
real_full__raw,pretrained + full FT,58,Proliferating T (label),all sepsis vs all controls,False,12,5,212 / 34779,232 / 26383,129 / 9345,51 / 4090,-0.0207030921946846,0.1604529774727361,-7.750193834036612,False,reversed,weak,True,0.0207030921946846,False,False
|
| 194 |
+
real_full__raw,pretrained + full FT,58,Plasmablast (label),adult sepsis vs adult HC,False,9,2,398 / 58201,25 / 19985,222 / 13500,3 / 3000,0.5740491259895562,1.5444444444444445,2.690439501640393,True,kept,,True,0.5740491259895562,True,True
|
| 195 |
+
real_full__raw,pretrained + full FT,58,Plasmablast (label),paediatric sepsis vs paediatric HC,False,3,1,187 / 18496,35 / 9638,208 / 4500,5 / 1500,0.7582490640969721,4.28888888888889,5.656306208563135,True,kept,,True,0.7582490640969721,True,True
|
| 196 |
+
real_full__raw,pretrained + full FT,58,Plasmablast (label),all sepsis vs all controls,False,12,5,585 / 76697,131 / 54932,430 / 18000,25 / 7500,0.5634910591100524,2.055555555555556,3.647893826038678,True,kept,,True,0.5634910591100524,True,True
|
| 197 |
+
real_full__raw,pretrained + full FT,58,Plasmablast (markers),adult sepsis vs adult HC,False,9,2,1242 / 58201,273 / 19985,318 / 13500,13 / 3000,0.7115131743554026,1.9222222222222225,2.701597512883251,True,kept,,True,0.6366074122109222,True,True
|
| 198 |
+
real_full__raw,pretrained + full FT,58,Plasmablast (markers),paediatric sepsis vs paediatric HC,False,3,1,741 / 18496,278 / 9638,260 / 4500,15 / 1500,1.2018554367570171,4.777777777777779,3.9753348295113775,True,kept,,True,1.2018554367570171,True,True
|
| 199 |
+
real_full__raw,pretrained + full FT,58,Plasmablast (markers),all sepsis vs all controls,False,12,5,1983 / 76697,892 / 54932,578 / 18000,65 / 7500,0.9074118001305798,2.344444444444444,2.583660961987788,True,kept,,True,0.8621475829142105,True,True
|
| 200 |
+
real_full__raw,pretrained + full FT,58,MS1 monocyte (IL1R2+),adult sepsis vs adult HC,False,9,2,5274 / 11786,19 / 4050,280 / 2149,2 / 751,30.252469541186557,11.478967003599427,0.37943900705268513,True,kept,,True,30.252469541186557,True,True
|
| 201 |
+
real_full__raw,pretrained + full FT,58,MS1 monocyte (IL1R2+),paediatric sepsis vs paediatric HC,False,3,1,1509 / 4875,0 / 536,23 / 393,0 / 113,37.85813865288483,10.66170388751034,0.28162250620047075,True,kept,,True,37.56930287384914,True,True
|
| 202 |
+
real_full__raw,pretrained + full FT,58,MS1 monocyte (IL1R2+),all sepsis vs all controls,False,12,5,6783 / 16661,92 / 14810,303 / 2542,22 / 1578,32.02290219196204,10.245395140347249,0.3199396194302124,True,kept,,True,31.987663455361798,True,True
|
| 203 |
+
real_full__raw,pretrained + full FT,58,Cycling monocyte (Ye 2026),adult sepsis vs adult HC,False,9,2,711 / 11786,31 / 4050,11 / 2149,1 / 751,4.373083406353647,0.3886624941660311,0.088876076226066,True,kept,,True,4.358788991998614,True,True
|
| 204 |
+
real_full__raw,pretrained + full FT,58,Cycling monocyte (Ye 2026),paediatric sepsis vs paediatric HC,False,3,1,454 / 4875,3 / 536,5 / 393,0 / 113,10.139257930884236,1.5763716570168185,0.1554720934966238,True,kept,,True,10.10349110468969,True,True
|
| 205 |
+
real_full__raw,pretrained + full FT,58,Cycling monocyte (Ye 2026),all sepsis vs all controls,False,12,5,1165 / 16661,243 / 14810,16 / 2542,5 / 1578,5.275190442460001,0.5066416327598441,0.09604233975742112,True,kept,,True,5.274053384832444,True,True
|
| 206 |
+
real_full__raw,pretrained + full FT,58,ISG-high monocyte (positive control),adult sepsis vs adult HC,True,9,2,787 / 11786,698 / 4050,181 / 2149,19 / 751,-4.59844497069172,5.132152598321337,-1.116062632266171,False,reversed,strong,True,4.567079544422736,True,True
|
| 207 |
+
real_full__raw,pretrained + full FT,58,ISG-high monocyte (positive control),paediatric sepsis vs paediatric HC,True,3,1,889 / 4875,22 / 536,14 / 393,2 / 113,14.05627695238122,0.9603063064381936,0.06831868137569044,True,kept,,True,14.05627695238122,True,True
|
| 208 |
+
real_full__raw,pretrained + full FT,58,ISG-high monocyte (positive control),all sepsis vs all controls,True,12,5,1676 / 16661,1518 / 14810,195 / 2542,46 / 1578,3.023366044665467,3.646800173331128,1.2062053087371507,True,kept,,True,1.881905279379918,True,True
|
| 209 |
+
real_full__raw,pretrained + full FT,58,ISG-high T,adult sepsis vs adult HC,False,9,2,288 / 27788,176 / 9780,49 / 7210,1 / 1728,0.4768781928877281,0.5644191541648612,1.1835709046518363,True,kept,,True,0.4459470789413076,False,False
|
| 210 |
+
real_full__raw,pretrained + full FT,58,ISG-high T,paediatric sepsis vs paediatric HC,False,3,1,122 / 6991,40 / 6513,10 / 2135,5 / 964,1.336497901642753,-0.0630869493272709,-0.04720317873281188,False,reversed,weak,True,1.336497901642753,True,True
|
| 211 |
+
real_full__raw,pretrained + full FT,58,ISG-high T,all sepsis vs all controls,False,12,5,410 / 34779,299 / 26383,59 / 9345,11 / 4090,1.160026741869428,0.3129937673134846,0.2698159930426113,True,kept,,True,1.160026741869428,True,True
|
| 212 |
+
real_full__raw,pretrained + full FT,58,DN2 / ABC B,adult sepsis vs adult HC,False,9,2,218 / 10384,89 / 1381,43 / 2473,7 / 144,-3.163000875438786,-3.370366837314692,1.0655598812779776,True,kept,,True,2.859719600992,True,True
|
| 213 |
+
real_full__raw,pretrained + full FT,58,DN2 / ABC B,paediatric sepsis vs paediatric HC,False,3,1,328 / 4938,65 / 1716,12 / 1633,5 / 333,5.28381300530831,-0.4164608513663903,-0.07881824185450899,False,reversed,weak,True,5.031013533574927,True,True
|
| 214 |
+
real_full__raw,pretrained + full FT,58,DN2 / ABC B,all sepsis vs all controls,False,12,5,546 / 15322,274 / 5700,55 / 4106,21 / 1127,-0.4067685731346167,-1.2016973573451588,2.954253196319242,True,kept,,True,0.2423989271570441,False,False
|
| 215 |
+
real_full__raw,pretrained + full FT,58,HSPC,adult sepsis vs adult HC,False,9,2,51 / 58201,28 / 19985,9 / 13500,5 / 3000,-0.0382823847570121,-0.1,2.6121674664398546,True,kept,,True,0.0382823847570121,False,False
|
| 216 |
+
real_full__raw,pretrained + full FT,58,HSPC,paediatric sepsis vs paediatric HC,False,3,1,20 / 18496,1 / 9638,1 / 4500,2 / 1500,0.0874031095253155,-0.1111111111111111,-1.271248948859523,False,reversed,weak,True,0.0874031095253155,False,False
|
| 217 |
+
real_full__raw,pretrained + full FT,58,HSPC,all sepsis vs all controls,False,12,5,71 / 76697,61 / 54932,10 / 18000,10 / 7500,-0.0080793388635295,-0.0777777777777778,9.626750293748689,True,kept,,True,0.006412849901588,False,False
|
| 218 |
+
real_full__raw,pretrained + full FT,58,Cytotoxic CD4 T,adult sepsis vs adult HC,False,9,2,171 / 13595,186 / 4230,55 / 3173,42 / 632,-3.1106666437074013,-4.942021239012726,1.5887338005215024,True,kept,,True,3.0496548209163503,True,True
|
| 219 |
+
real_full__raw,pretrained + full FT,58,Cytotoxic CD4 T,paediatric sepsis vs paediatric HC,False,3,1,9 / 3008,1 / 2585,8 / 977,1 / 438,0.2236225533590796,0.5021384377958803,2.2454731432637596,True,kept,,True,0.2236225533590796,False,False
|
| 220 |
+
real_full__raw,pretrained + full FT,58,Cytotoxic CD4 T,all sepsis vs all controls,False,12,5,180 / 16603,233 / 12697,63 / 4150,48 / 1806,-0.8748157457669141,-1.4131046832092464,1.6153169282183382,True,kept,,True,0.8519177539185641,True,True
|
| 221 |
+
real_full__raw,pretrained + full FT,58,Granulocyte-like (LDG),adult sepsis vs adult HC,False,9,2,2468 / 58201,380 / 19985,15 / 13500,7 / 3000,3.8048003972146818,-0.1222222222222222,-0.032123162705642964,False,reversed,weak,True,3.6999283284419806,True,True
|
| 222 |
+
real_full__raw,pretrained + full FT,58,Granulocyte-like (LDG),paediatric sepsis vs paediatric HC,False,3,1,619 / 18496,44 / 9638,4 / 4500,0 / 1500,3.1590580962086543,0.0888888888888888,0.02813778226983823,True,kept,,True,3.1271940079296017,True,True
|
| 223 |
+
real_full__raw,pretrained + full FT,58,Granulocyte-like (LDG),all sepsis vs all controls,False,12,5,3087 / 76697,1035 / 54932,19 / 18000,14 / 7500,3.3550791145100822,-0.0811111111111111,-0.02417561802352764,False,reversed,weak,True,3.3200407039391204,True,True
|
| 224 |
+
real_full__raw,pretrained + full FT,58,Platelet signal in monocytes (negative control),adult sepsis vs adult HC,True,9,2,2014 / 11786,522 / 4050,273 / 2149,63 / 751,1.5800751808075455,3.8755777291528,2.452780586789591,True,kept,,True,0.2437024947920285,False,True
|
| 225 |
+
real_full__raw,pretrained + full FT,58,Platelet signal in monocytes (negative control),paediatric sepsis vs paediatric HC,True,3,1,828 / 4875,35 / 536,37 / 393,3 / 113,10.3913747013159,6.520759983506201,0.6275165866822656,True,kept,,True,9.994647604889671,True,True
|
| 226 |
+
real_full__raw,pretrained + full FT,58,Platelet signal in monocytes (negative control),all sepsis vs all controls,True,12,5,2842 / 16661,2248 / 14810,310 / 2542,156 / 1578,2.0261984111930538,2.5449579114595338,1.2560260127541147,True,kept,,True,0.2642459369230465,False,True
|
| 227 |
+
scratch_full__raw,scratch (100k-step cap),58,C1Q-high monocyte (reference),adult sepsis vs adult HC,False,9,2,976 / 11786,65 / 4050,70 / 1927,3 / 657,4.718865242679902,2.778204403550676,0.5887441706160906,True,kept,,True,4.624190267718834,True,True
|
| 228 |
+
scratch_full__raw,scratch (100k-step cap),58,C1Q-high monocyte (reference),paediatric sepsis vs paediatric HC,False,3,1,555 / 4875,12 / 536,20 / 669,0 / 158,9.49880734762468,3.728383309535142,0.3925106777186591,True,kept,,True,9.01996194833378,True,True
|
| 229 |
+
scratch_full__raw,scratch (100k-step cap),58,C1Q-high monocyte (reference),all sepsis vs all controls,False,12,5,1531 / 16661,239 / 14810,90 / 2596,16 / 1440,5.934616818976749,2.262182329510348,0.38118422781344713,True,kept,,True,5.7663825593883855,True,True
|
| 230 |
+
scratch_full__raw,scratch (100k-step cap),58,Cycling T/NK,adult sepsis vs adult HC,False,9,2,115 / 32559,47 / 13492,8 / 8578,5 / 2059,0.145083485821765,-0.1480482677452512,-1.020435006139351,False,reversed,weak,True,0.145083485821765,False,False
|
| 231 |
+
scratch_full__raw,scratch (100k-step cap),58,Cycling T/NK,paediatric sepsis vs paediatric HC,False,3,1,50 / 7554,24 / 7214,5 / 2168,4 / 958,0.2193519723269381,-0.2047461042650295,-0.933413554904631,False,reversed,weak,True,0.2046612128146713,False,False
|
| 232 |
+
scratch_full__raw,scratch (100k-step cap),58,Cycling T/NK,all sepsis vs all controls,False,12,5,165 / 40113,111 / 31506,13 / 10746,12 / 4852,0.1466947790442809,-0.1138842506569632,-0.7763347230141462,False,reversed,weak,True,0.139750126904236,False,False
|
| 233 |
+
scratch_full__raw,scratch (100k-step cap),58,Cycling activated T (CD38/HLA-DR),adult sepsis vs adult HC,False,9,2,333 / 27788,125 / 9780,19 / 7204,6 / 1712,0.105456810370464,-0.0741150970112719,-0.7028004806034777,False,reversed,weak,True,0.0302496416826634,False,False
|
| 234 |
+
scratch_full__raw,scratch (100k-step cap),58,Cycling activated T (CD38/HLA-DR),paediatric sepsis vs paediatric HC,False,3,1,80 / 6991,44 / 6513,9 / 1956,6 / 872,0.3032981280953316,-0.2193203235815825,-0.7231179597410721,False,reversed,weak,True,0.1908024119474702,False,False
|
| 235 |
+
scratch_full__raw,scratch (100k-step cap),58,Cycling activated T (CD38/HLA-DR),all sepsis vs all controls,False,12,5,413 / 34779,237 / 26383,28 / 9160,17 / 4283,0.3769979283923237,-0.0677851463118659,-0.1798024371139916,False,reversed,weak,True,0.3218838308472096,False,False
|
| 236 |
+
scratch_full__raw,scratch (100k-step cap),58,Proliferating T (label),adult sepsis vs adult HC,False,9,2,164 / 27788,141 / 9780,42 / 7204,22 / 1712,-0.5088118686492611,-0.6298054943230668,1.2377963902355629,True,kept,,True,0.5088118686492611,True,True
|
| 237 |
+
scratch_full__raw,scratch (100k-step cap),58,Proliferating T (label),paediatric sepsis vs paediatric HC,False,3,1,48 / 6991,22 / 6513,24 / 1956,13 / 872,0.2915730545618303,-0.3345403708487509,-1.1473638102515713,False,reversed,weak,True,0.2915730545618303,False,False
|
| 238 |
+
scratch_full__raw,scratch (100k-step cap),58,Proliferating T (label),all sepsis vs all controls,False,12,5,212 / 34779,232 / 26383,66 / 9160,44 / 4283,-0.0207030921946846,-0.2388235699266201,11.535647316874561,True,kept,,True,0.0207030921946846,False,False
|
| 239 |
+
scratch_full__raw,scratch (100k-step cap),58,Plasmablast (label),adult sepsis vs adult HC,False,9,2,398 / 58201,25 / 19985,65 / 13500,2 / 3000,0.5740491259895562,0.4148148148148148,0.7226120484022157,True,kept,,True,0.5740491259895562,True,True
|
| 240 |
+
scratch_full__raw,scratch (100k-step cap),58,Plasmablast (label),paediatric sepsis vs paediatric HC,False,3,1,187 / 18496,35 / 9638,65 / 4500,4 / 1500,0.7582490640969721,1.177777777777778,1.5532861609007573,True,kept,,True,0.7582490640969721,True,True
|
| 241 |
+
scratch_full__raw,scratch (100k-step cap),58,Plasmablast (label),all sepsis vs all controls,False,12,5,585 / 76697,131 / 54932,130 / 18000,42 / 7500,0.5634910591100524,0.1622222222222223,0.28788783708197146,True,kept,,True,0.5634910591100524,True,True
|
| 242 |
+
scratch_full__raw,scratch (100k-step cap),58,Plasmablast (markers),adult sepsis vs adult HC,False,9,2,1273 / 58201,285 / 19985,151 / 13500,13 / 3000,0.7038196622858801,0.6851851851851851,0.973523790113829,True,kept,,True,0.6366074122109222,True,True
|
| 243 |
+
scratch_full__raw,scratch (100k-step cap),58,Plasmablast (markers),paediatric sepsis vs paediatric HC,False,3,1,775 / 18496,289 / 9638,133 / 4500,19 / 1500,1.283439908544901,1.688888888888889,1.3159080356194202,True,kept,,True,1.2018554367570171,True,True
|
| 244 |
+
scratch_full__raw,scratch (100k-step cap),58,Plasmablast (markers),all sepsis vs all controls,False,12,5,2048 / 76697,951 / 54932,284 / 18000,89 / 7500,0.890978388396328,0.3911111111111109,0.4389681233627583,True,kept,,True,0.8621475829142105,True,True
|
| 245 |
+
scratch_full__raw,scratch (100k-step cap),58,MS1 monocyte (IL1R2+),adult sepsis vs adult HC,False,9,2,5501 / 11786,26 / 4050,334 / 1927,1 / 657,31.728801806134303,13.525240015630988,0.42627641908041036,True,kept,,True,30.252469541186557,True,True
|
| 246 |
+
scratch_full__raw,scratch (100k-step cap),58,MS1 monocyte (IL1R2+),paediatric sepsis vs paediatric HC,False,3,1,1552 / 4875,0 / 536,32 / 669,0 / 158,38.969416672994384,7.263148287468503,0.18638072898078123,True,kept,,True,37.56930287384914,True,True
|
| 247 |
+
scratch_full__raw,scratch (100k-step cap),58,MS1 monocyte (IL1R2+),all sepsis vs all controls,False,12,5,7053 / 16661,116 / 14810,366 / 2596,6 / 1440,33.40198024180847,11.67702291346785,0.34959073770279037,True,kept,,True,31.987663455361798,True,True
|
| 248 |
+
scratch_full__raw,scratch (100k-step cap),58,Cycling monocyte (Ye 2026),adult sepsis vs adult HC,False,9,2,775 / 11786,40 / 4050,8 / 1927,2 / 657,4.693075315948169,0.0043882613382184,0.0009350502693417386,True,kept,,True,4.358788991998614,True,True
|
| 249 |
+
scratch_full__raw,scratch (100k-step cap),58,Cycling monocyte (Ye 2026),paediatric sepsis vs paediatric HC,False,3,1,474 / 4875,3 / 536,3 / 669,1 / 158,10.62084234269377,-0.2058660700717828,-0.019383214949368024,False,reversed,weak,True,10.10349110468969,True,True
|
| 250 |
+
scratch_full__raw,scratch (100k-step cap),58,Cycling monocyte (Ye 2026),all sepsis vs all controls,False,12,5,1249 / 16661,279 / 14810,11 / 2596,6 / 1440,5.603313747415422,-0.0389718890344137,-0.006955150254149132,False,reversed,weak,True,5.274053384832444,True,True
|
| 251 |
+
scratch_full__raw,scratch (100k-step cap),58,ISG-high monocyte (positive control),adult sepsis vs adult HC,True,9,2,825 / 11786,797 / 4050,44 / 1927,33 / 657,-6.292552634601151,-2.309625295240593,0.3670410768660955,True,kept,,True,4.567079544422736,True,True
|
| 252 |
+
scratch_full__raw,scratch (100k-step cap),58,ISG-high monocyte (positive control),paediatric sepsis vs paediatric HC,True,3,1,1027 / 4875,28 / 536,29 / 669,11 / 158,15.71383081350232,-3.3120992699750134,-0.21077605513793923,False,reversed,strong,True,14.05627695238122,True,True
|
| 253 |
+
scratch_full__raw,scratch (100k-step cap),58,ISG-high monocyte (positive control),all sepsis vs all controls,True,12,5,1852 / 16661,1762 / 14810,73 / 2596,69 / 1440,2.522848137130799,-2.0774135562998706,-0.8234397963654225,False,reversed,strong,True,1.881905279379918,True,True
|
| 254 |
+
scratch_full__raw,scratch (100k-step cap),58,ISG-high T,adult sepsis vs adult HC,False,9,2,328 / 27788,206 / 9780,13 / 7204,8 / 1712,0.4506794895193198,-0.300980104786635,-0.6678362601050487,False,reversed,weak,True,0.4459470789413076,False,False
|
| 255 |
+
scratch_full__raw,scratch (100k-step cap),58,ISG-high T,paediatric sepsis vs paediatric HC,False,3,1,140 / 6991,42 / 6513,3 / 1956,4 / 872,1.5564695026040418,-0.3080276732029549,-0.19790151537669776,False,reversed,weak,True,1.336497901642753,True,True
|
| 256 |
+
scratch_full__raw,scratch (100k-step cap),58,ISG-high T,all sepsis vs all controls,False,12,5,468 / 34779,337 / 26383,16 / 9160,14 / 4283,1.305277280046335,-0.1656938161585183,-0.12694146959536173,False,reversed,weak,True,1.160026741869428,True,True
|
| 257 |
+
scratch_full__raw,scratch (100k-step cap),58,DN2 / ABC B,adult sepsis vs adult HC,False,9,2,202 / 10384,82 / 1381,53 / 2600,15 / 205,-2.859719600992,-5.54439317809923,1.9387890953280704,True,kept,,True,2.859719600992,True,True
|
| 258 |
+
scratch_full__raw,scratch (100k-step cap),58,DN2 / ABC B,paediatric sepsis vs paediatric HC,False,3,1,304 / 4938,59 / 1716,25 / 1476,7 / 343,5.031013533574927,0.0771495324424407,0.015334789287998585,True,kept,,True,5.031013533574927,True,True
|
| 259 |
+
scratch_full__raw,scratch (100k-step cap),58,DN2 / ABC B,all sepsis vs all controls,False,12,5,506 / 15322,249 / 5700,78 / 4076,37 / 977,-0.2423989271570441,-2.5718197395785736,10.609864365910981,True,kept,,True,0.2423989271570441,False,False
|
| 260 |
+
scratch_full__raw,scratch (100k-step cap),58,HSPC,adult sepsis vs adult HC,False,9,2,50 / 58201,30 / 19985,20 / 13500,3 / 3000,-0.049687098746989,0.0481481481481481,-0.9690271592093278,False,reversed,weak,True,0.0382823847570121,False,False
|
| 261 |
+
scratch_full__raw,scratch (100k-step cap),58,HSPC,paediatric sepsis vs paediatric HC,False,3,1,21 / 18496,1 / 9638,4 / 4500,1 / 1500,0.0915781262253823,0.0222222222222222,0.24265862535264413,True,kept,,True,0.0874031095253155,False,False
|
| 262 |
+
scratch_full__raw,scratch (100k-step cap),58,HSPC,all sepsis vs all controls,False,12,5,71 / 76697,64 / 54932,24 / 18000,11 / 7500,-0.0138192034488164,-0.0133333333333333,0.9648409463481259,True,kept,,True,0.006412849901588,False,False
|
| 263 |
+
scratch_full__raw,scratch (100k-step cap),58,Cytotoxic CD4 T,adult sepsis vs adult HC,False,9,2,171 / 13595,186 / 4230,31 / 3679,26 / 756,-3.1106666437074013,-2.5687895255689805,0.8258003250735371,True,kept,,True,3.0496548209163503,True,True
|
| 264 |
+
scratch_full__raw,scratch (100k-step cap),58,Cytotoxic CD4 T,paediatric sepsis vs paediatric HC,False,3,1,9 / 3008,1 / 2585,6 / 982,1 / 390,0.2236225533590796,0.3147784126207115,1.4076326734149185,True,kept,,True,0.2236225533590796,False,False
|
| 265 |
+
scratch_full__raw,scratch (100k-step cap),58,Cytotoxic CD4 T,all sepsis vs all controls,False,12,5,180 / 16603,233 / 12697,37 / 4661,39 / 2077,-0.8748157457669141,-1.1183238765374788,1.2783536212612308,True,kept,,True,0.8519177539185641,True,True
|
| 266 |
+
scratch_full__raw,scratch (100k-step cap),58,Granulocyte-like (LDG),adult sepsis vs adult HC,False,9,2,2534 / 58201,434 / 19985,14 / 13500,7 / 3000,3.6999283284419806,-0.1296296296296296,-0.03503571370103158,False,reversed,weak,True,3.6999283284419806,True,True
|
| 267 |
+
scratch_full__raw,scratch (100k-step cap),58,Granulocyte-like (LDG),paediatric sepsis vs paediatric HC,False,3,1,648 / 18496,51 / 9638,9 / 4500,0 / 1500,3.2515027965070087,0.1999999999999999,0.06151001937161298,True,kept,,True,3.1271940079296017,True,True
|
| 268 |
+
scratch_full__raw,scratch (100k-step cap),58,Granulocyte-like (LDG),all sepsis vs all controls,False,12,5,3182 / 76697,1130 / 54932,23 / 18000,13 / 7500,3.3444840036116634,-0.0455555555555555,-0.013621101343693277,False,reversed,weak,True,3.3200407039391204,True,True
|
| 269 |
+
scratch_full__raw,scratch (100k-step cap),58,Platelet signal in monocytes (negative control),adult sepsis vs adult HC,True,9,2,2154 / 11786,609 / 4050,112 / 1927,41 / 657,0.5899499915067388,0.0837160344470664,0.14190361158113543,True,kept,,True,0.2437024947920285,False,True
|
| 270 |
+
scratch_full__raw,scratch (100k-step cap),58,Platelet signal in monocytes (negative control),paediatric sepsis vs paediatric HC,True,3,1,908 / 4875,43 / 536,68 / 669,2 / 158,10.416404328410083,7.545598299875609,0.724395680311244,True,kept,,True,9.994647604889671,True,True
|
| 271 |
+
scratch_full__raw,scratch (100k-step cap),58,Platelet signal in monocytes (negative control),all sepsis vs all controls,True,12,5,3062 / 16661,2622 / 14810,180 / 2596,106 / 1440,1.028583805771822,-0.2145184409397647,-0.20855708570950693,False,reversed,weak,True,0.2642459369230465,False,True
|
| 272 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,C1Q-high monocyte (reference),adult sepsis vs adult HC,False,9,2,957 / 11786,63 / 4050,93 / 2070,17 / 754,4.685189212836743,1.0384989158099471,0.22165570452621416,True,kept,,True,4.624190267718834,True,True
|
| 273 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,C1Q-high monocyte (reference),paediatric sepsis vs paediatric HC,False,3,1,542 / 4875,10 / 536,15 / 394,0 / 83,9.563400401731174,3.962252737281471,0.41431421574320165,True,kept,,True,9.01996194833378,True,True
|
| 274 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,C1Q-high monocyte (reference),all sepsis vs all controls,False,12,5,1499 / 16661,226 / 14810,108 / 2464,28 / 1501,5.92600546697942,1.8793297959888815,0.31713264634344085,True,kept,,True,5.7663825593883855,True,True
|
| 275 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,Cycling T/NK,adult sepsis vs adult HC,False,9,2,114 / 32559,46 / 13492,23 / 8211,7 / 2002,0.1576716422888903,-0.062677332272366,-0.3975181038422044,False,reversed,weak,True,0.145083485821765,False,False
|
| 276 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,Cycling T/NK,paediatric sepsis vs paediatric HC,False,3,1,52 / 7554,22 / 7214,20 / 2349,3 / 1039,0.263190579506145,0.6106610715227203,2.320223895051922,True,kept,,True,0.2046612128146713,False,False
|
| 277 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,Cycling T/NK,all sepsis vs all controls,False,12,5,166 / 40113,106 / 31506,43 / 10560,14 / 4641,0.1706835421154018,0.1453113465423737,0.8513494900646393,True,kept,,True,0.139750126904236,False,False
|
| 278 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,Cycling activated T (CD38/HLA-DR),adult sepsis vs adult HC,False,9,2,314 / 27788,122 / 9780,32 / 7407,6 / 1754,0.0683266061411072,0.1107302061622542,1.6206015843019577,True,kept,,True,0.0302496416826634,False,False
|
| 279 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,Cycling activated T (CD38/HLA-DR),paediatric sepsis vs paediatric HC,False,3,1,78 / 6991,47 / 6513,21 / 2188,3 / 997,0.2270704928680486,0.7082909359746672,3.119255729921093,True,kept,,True,0.1908024119474702,False,False
|
| 280 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,Cycling activated T (CD38/HLA-DR),all sepsis vs all controls,False,12,5,392 / 34779,236 / 26383,53 / 9595,12 / 4256,0.3218838308472096,0.3208632354446035,0.9968293051567086,True,kept,,True,0.3218838308472096,False,False
|
| 281 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,Proliferating T (label),adult sepsis vs adult HC,False,9,2,164 / 27788,141 / 9780,85 / 7407,29 / 1754,-0.5088118686492611,-0.474444914081227,0.9324564604609799,True,kept,,True,0.5088118686492611,True,True
|
| 282 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,Proliferating T (label),paediatric sepsis vs paediatric HC,False,3,1,48 / 6991,22 / 6513,37 / 2188,11 / 997,0.2915730545618303,0.6399974093418039,2.194981323989551,True,kept,,True,0.2915730545618303,False,False
|
| 283 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,Proliferating T (label),all sepsis vs all controls,False,12,5,212 / 34779,232 / 26383,122 / 9595,55 / 4256,-0.0207030921946846,0.0473463050505282,-2.2869194903495664,False,reversed,weak,True,0.0207030921946846,False,False
|
| 284 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,Plasmablast (label),adult sepsis vs adult HC,False,9,2,398 / 58201,25 / 19985,140 / 13500,1 / 3000,0.5740491259895562,1.0037037037037038,1.74846308140179,True,kept,,True,0.5740491259895562,True,True
|
| 285 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,Plasmablast (label),paediatric sepsis vs paediatric HC,False,3,1,187 / 18496,35 / 9638,164 / 4500,3 / 1500,0.7582490640969721,3.444444444444444,4.542629338483345,True,kept,,True,0.7582490640969721,True,True
|
| 286 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,Plasmablast (label),all sepsis vs all controls,False,12,5,585 / 76697,131 / 54932,304 / 18000,15 / 7500,0.5634910591100524,1.488888888888889,2.6422582307523395,True,kept,,True,0.5634910591100524,True,True
|
| 287 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,Plasmablast (markers),adult sepsis vs adult HC,False,9,2,1279 / 58201,301 / 19985,178 / 13500,6 / 3000,0.6366074122109222,1.1185185185185185,1.756998892981674,True,kept,,True,0.6366074122109222,True,True
|
| 288 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,Plasmablast (markers),paediatric sepsis vs paediatric HC,False,3,1,761 / 18496,278 / 9638,205 / 4500,5 / 1500,1.316451774876934,4.222222222222223,3.2072745107711444,True,kept,,True,1.2018554367570171,True,True
|
| 289 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,Plasmablast (markers),all sepsis vs all controls,False,12,5,2040 / 76697,945 / 54932,383 / 18000,28 / 7500,0.8887456366596596,1.7544444444444445,1.974068138369156,True,kept,,True,0.8621475829142105,True,True
|
| 290 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,MS1 monocyte (IL1R2+),adult sepsis vs adult HC,False,9,2,5287 / 11786,18 / 4050,227 / 2070,1 / 754,30.34991880615571,8.139126861388116,0.26817623181704525,True,kept,,True,30.252469541186557,True,True
|
| 291 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,MS1 monocyte (IL1R2+),paediatric sepsis vs paediatric HC,False,3,1,1496 / 4875,0 / 536,18 / 394,0 / 83,37.56930287384914,8.945103464783985,0.23809607260533977,True,kept,,True,37.56930287384914,True,True
|
| 292 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,MS1 monocyte (IL1R2+),all sepsis vs all controls,False,12,5,6783 / 16661,99 / 14810,245 / 2464,16 / 1501,31.987663455361798,7.485665346646544,0.2340172597192869,True,kept,,True,31.987663455361798,True,True
|
| 293 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,Cycling monocyte (Ye 2026),adult sepsis vs adult HC,False,9,2,715 / 11786,33 / 4050,9 / 2070,1 / 754,4.358788991998614,0.210258160706504,0.048237747019292024,True,kept,,True,4.358788991998614,True,True
|
| 294 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,Cycling monocyte (Ye 2026),paediatric sepsis vs paediatric HC,False,3,1,446 / 4875,2 / 536,4 / 394,0 / 83,10.10349110468969,1.330084956058445,0.13164607582433221,True,kept,,True,10.10349110468969,True,True
|
| 295 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,Cycling monocyte (Ye 2026),all sepsis vs all controls,False,12,5,1161 / 16661,241 / 14810,13 / 2464,4 / 1501,5.274053384832444,0.352071633764849,0.06675541714791237,True,kept,,True,5.274053384832444,True,True
|
| 296 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,ISG-high monocyte (positive control),adult sepsis vs adult HC,True,9,2,799 / 11786,704 / 4050,174 / 2070,23 / 754,-4.567079544422736,4.324577721679559,-0.9469022117122271,False,reversed,strong,True,4.567079544422736,True,True
|
| 297 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,ISG-high monocyte (positive control),paediatric sepsis vs paediatric HC,True,3,1,910 / 4875,19 / 536,22 / 394,4 / 83,15.007968690859748,0.8420642749430804,0.05610781127601366,True,kept,,True,14.05627695238122,True,True
|
| 298 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,ISG-high monocyte (positive control),all sepsis vs all controls,True,12,5,1709 / 16661,1521 / 14810,196 / 2464,47 / 1501,3.312232281049408,3.5451381793600074,1.0703168976533277,True,kept,,True,1.881905279379918,True,True
|
| 299 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,ISG-high T,adult sepsis vs adult HC,False,9,2,303 / 27788,190 / 9780,65 / 7407,6 / 1754,0.4592559362682604,0.4513989958422354,0.9828920220610157,True,kept,,True,0.4459470789413076,False,False
|
| 300 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,ISG-high T,paediatric sepsis vs paediatric HC,False,3,1,132 / 6991,38 / 6513,14 / 2188,5 / 997,1.5032734628174271,0.127603271853415,0.0848836056842656,True,kept,,True,1.336497901642753,True,True
|
| 301 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,ISG-high T,all sepsis vs all controls,False,12,5,435 / 34779,319 / 26383,79 / 9595,12 / 4256,1.2164649296762804,0.4908507935083642,0.40350591417295273,True,kept,,True,1.160026741869428,True,True
|
| 302 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,DN2 / ABC B,adult sepsis vs adult HC,False,9,2,218 / 10384,89 / 1381,35 / 2450,4 / 139,-3.163704148200882,-2.134036465358031,0.6745373035502081,True,kept,,True,2.859719600992,True,True
|
| 303 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,DN2 / ABC B,paediatric sepsis vs paediatric HC,False,3,1,329 / 4938,65 / 1716,9 / 1592,1 / 356,5.321056953166782,0.5408901876815114,0.10165089237761403,True,kept,,True,5.031013533574927,True,True
|
| 304 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,DN2 / ABC B,all sepsis vs all controls,False,12,5,547 / 15322,275 / 5700,44 / 4042,13 / 1115,-0.4100989111231561,-0.6527207093911824,1.5916177577832313,True,kept,,True,0.2423989271570441,False,False
|
| 305 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,HSPC,adult sepsis vs adult HC,False,9,2,52 / 58201,30 / 19985,6 / 13500,7 / 3000,-0.046869385533229,-0.1888888888888888,4.030112337508077,True,kept,,True,0.0382823847570121,False,False
|
| 306 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,HSPC,paediatric sepsis vs paediatric HC,False,3,1,23 / 18496,1 / 9638,0 / 4500,2 / 1500,0.1046876169991105,-0.1333333333333333,-1.2736304173822792,False,reversed,weak,True,0.0874031095253155,False,False
|
| 307 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,HSPC,all sepsis vs all controls,False,12,5,75 / 76697,63 / 54932,6 / 18000,13 / 7500,-0.006412849901588,-0.14,21.83116744480985,True,kept,,True,0.006412849901588,False,False
|
| 308 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,Cytotoxic CD4 T,adult sepsis vs adult HC,False,9,2,171 / 13595,186 / 4230,50 / 3284,41 / 654,-3.1106666437074013,-4.823477693857969,1.5506250737652747,True,kept,,True,3.0496548209163503,True,True
|
| 309 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,Cytotoxic CD4 T,paediatric sepsis vs paediatric HC,False,3,1,9 / 3008,1 / 2585,8 / 1031,1 / 475,0.2236225533590796,0.4949410563445651,2.213287742716266,True,kept,,True,0.2236225533590796,False,False
|
| 310 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,Cytotoxic CD4 T,all sepsis vs all controls,False,12,5,180 / 16603,233 / 12697,58 / 4315,51 / 1953,-0.8748157457669141,-1.5972065084203229,1.825763329191245,True,kept,,True,0.8519177539185641,True,True
|
| 311 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,Granulocyte-like (LDG),adult sepsis vs adult HC,False,9,2,2525 / 58201,422 / 19985,12 / 13500,4 / 3000,3.75363585194151,-0.0444444444444444,-0.011840371894747383,False,reversed,weak,True,3.6999283284419806,True,True
|
| 312 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,Granulocyte-like (LDG),paediatric sepsis vs paediatric HC,False,3,1,652 / 18496,43 / 9638,2 / 4500,0 / 1500,3.3429228998974247,0.0444444444444444,0.013295085102264292,True,kept,,True,3.1271940079296017,True,True
|
| 313 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,Granulocyte-like (LDG),all sepsis vs all controls,False,12,5,3177 / 76697,1110 / 54932,14 / 18000,7 / 7500,3.3823489114475978,-0.0155555555555555,-0.00459903929571179,False,reversed,weak,True,3.3200407039391204,True,True
|
| 314 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,Platelet signal in monocytes (negative control),adult sepsis vs adult HC,True,9,2,1979 / 11786,553 / 4050,214 / 2070,45 / 754,0.5426511526887552,2.898154409844789,5.340732062366159,True,kept,,True,0.2437024947920285,False,True
|
| 315 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,Platelet signal in monocytes (negative control),paediatric sepsis vs paediatric HC,True,3,1,833 / 4875,37 / 536,27 / 394,1 / 83,9.994647604889671,3.368927147822765,0.337073129639367,True,kept,,True,9.994647604889671,True,True
|
| 316 |
+
lora_recipe__raw,pretrained + LoRA + recipes,58,Platelet signal in monocytes (negative control),all sepsis vs all controls,True,12,5,2812 / 16661,2302 / 14810,241 / 2464,110 / 1501,1.3611704447546842,1.2820732552041365,0.9418903122269872,True,kept,,True,0.2642459369230465,False,True
|
| 317 |
+
scratch_recipe__raw,scratch + recipes,58,C1Q-high monocyte (reference),adult sepsis vs adult HC,False,9,2,984 / 11786,69 / 4050,53 / 1632,5 / 466,4.634194642679231,3.5780372994588863,0.7720947382111396,True,kept,,True,4.624190267718834,True,True
|
| 318 |
+
scratch_recipe__raw,scratch + recipes,58,C1Q-high monocyte (reference),paediatric sepsis vs paediatric HC,False,3,1,547 / 4875,13 / 536,38 / 742,0 / 151,9.159112064371016,5.3144693460206165,0.5802384891319241,True,kept,,True,9.01996194833378,True,True
|
| 319 |
+
scratch_recipe__raw,scratch + recipes,58,C1Q-high monocyte (reference),all sepsis vs all controls,False,12,5,1531 / 16661,243 / 14810,91 / 2374,17 / 1224,5.831499933308349,3.6225430482139926,0.6212026219056883,True,kept,,True,5.7663825593883855,True,True
|
| 320 |
+
scratch_recipe__raw,scratch + recipes,58,Cycling T/NK,adult sepsis vs adult HC,False,9,2,113 / 32559,47 / 13492,9 / 8804,9 / 2253,0.1465259452560681,-0.2963103315089785,-2.0222379797048764,False,reversed,weak,True,0.145083485821765,False,False
|
| 321 |
+
scratch_recipe__raw,scratch + recipes,58,Cycling T/NK,paediatric sepsis vs paediatric HC,False,3,1,49 / 7554,24 / 7214,6 / 2131,1 / 966,0.2112946038634783,0.1478462090843371,0.6997159718279579,True,kept,,True,0.2046612128146713,False,False
|
| 322 |
+
scratch_recipe__raw,scratch + recipes,58,Cycling T/NK,all sepsis vs all controls,False,12,5,162 / 40113,109 / 31506,15 / 10935,14 / 5064,0.1533919051059377,-0.1235542233808213,-0.8054807279138395,False,reversed,weak,True,0.139750126904236,False,False
|
| 323 |
+
scratch_recipe__raw,scratch + recipes,58,Cycling activated T (CD38/HLA-DR),adult sepsis vs adult HC,False,9,2,318 / 27788,118 / 9780,11 / 7487,9 / 1806,0.0827283347625447,-0.339107236756206,-4.0990458435981605,False,reversed,weak,True,0.0302496416826634,False,False
|
| 324 |
+
scratch_recipe__raw,scratch + recipes,58,Cycling activated T (CD38/HLA-DR),paediatric sepsis vs paediatric HC,False,3,1,74 / 6991,46 / 6513,10 / 1947,1 / 916,0.1908024119474702,0.3766883957965522,1.9742328828644906,True,kept,,True,0.1908024119474702,False,False
|
| 325 |
+
scratch_recipe__raw,scratch + recipes,58,Cycling activated T (CD38/HLA-DR),all sepsis vs all controls,False,12,5,392 / 34779,227 / 26383,21 / 9434,18 / 4381,0.3343947038759107,-0.163497924617878,-0.48893694404487287,False,reversed,weak,True,0.3218838308472096,False,False
|
| 326 |
+
scratch_recipe__raw,scratch + recipes,58,Proliferating T (label),adult sepsis vs adult HC,False,9,2,164 / 27788,141 / 9780,31 / 7487,25 / 1806,-0.5088118686492611,-0.9185896926470096,1.8053621569119103,True,kept,,True,0.5088118686492611,True,True
|
| 327 |
+
scratch_recipe__raw,scratch + recipes,58,Proliferating T (label),paediatric sepsis vs paediatric HC,False,3,1,48 / 6991,22 / 6513,21 / 1947,2 / 916,0.2915730545618303,0.8330795947001628,2.8571899277596033,True,kept,,True,0.2915730545618303,False,False
|
| 328 |
+
scratch_recipe__raw,scratch + recipes,58,Proliferating T (label),all sepsis vs all controls,False,12,5,212 / 34779,232 / 26383,52 / 9434,46 / 4381,-0.0207030921946846,-0.4292611504096011,20.734156345969005,True,kept,,True,0.0207030921946846,False,False
|
| 329 |
+
scratch_recipe__raw,scratch + recipes,58,Plasmablast (label),adult sepsis vs adult HC,False,9,2,398 / 58201,25 / 19985,59 / 13500,14 / 3000,0.5740491259895562,-0.0296296296296296,-0.05161514631444393,False,reversed,weak,True,0.5740491259895562,True,True
|
| 330 |
+
scratch_recipe__raw,scratch + recipes,58,Plasmablast (label),paediatric sepsis vs paediatric HC,False,3,1,187 / 18496,35 / 9638,55 / 4500,8 / 1500,0.7582490640969721,0.6888888888888888,0.908525867696669,True,kept,,True,0.7582490640969721,True,True
|
| 331 |
+
scratch_recipe__raw,scratch + recipes,58,Plasmablast (label),all sepsis vs all controls,False,12,5,585 / 76697,131 / 54932,114 / 18000,49 / 7500,0.5634910591100524,-0.0199999999999999,-0.035493021010105874,False,reversed,weak,True,0.5634910591100524,True,True
|
| 332 |
+
scratch_recipe__raw,scratch + recipes,58,Plasmablast (markers),adult sepsis vs adult HC,False,9,2,1236 / 58201,283 / 19985,170 / 13500,38 / 3000,0.6573714455157855,-0.0074074074074073,-0.011268222034796955,False,reversed,weak,True,0.6366074122109222,True,True
|
| 333 |
+
scratch_recipe__raw,scratch + recipes,58,Plasmablast (markers),paediatric sepsis vs paediatric HC,False,3,1,764 / 18496,277 / 9638,134 / 4500,24 / 1500,1.3381536943866386,1.3777777777777778,1.0296110107212322,True,kept,,True,1.2018554367570171,True,True
|
| 334 |
+
scratch_recipe__raw,scratch + recipes,58,Plasmablast (markers),all sepsis vs all controls,False,12,5,2000 / 76697,918 / 54932,304 / 18000,111 / 7500,0.8893134477494431,0.2088888888888889,0.23488781083600757,True,kept,,True,0.8621475829142105,True,True
|
| 335 |
+
scratch_recipe__raw,scratch + recipes,58,MS1 monocyte (IL1R2+),adult sepsis vs adult HC,False,9,2,5484 / 11786,24 / 4050,339 / 1632,0 / 466,31.762754153314702,16.29279174189772,0.5129527390242837,True,kept,,True,30.252469541186557,True,True
|
| 336 |
+
scratch_recipe__raw,scratch + recipes,58,MS1 monocyte (IL1R2+),paediatric sepsis vs paediatric HC,False,3,1,1539 / 4875,0 / 536,30 / 742,0 / 151,38.7058043580862,6.472807638254861,0.16723092945884221,True,kept,,True,37.56930287384914,True,True
|
| 337 |
+
scratch_recipe__raw,scratch + recipes,58,MS1 monocyte (IL1R2+),all sepsis vs all controls,False,12,5,7023 / 16661,113 / 14810,369 / 2374,8 / 1224,33.34796380704896,13.153809052972516,0.3944411457647113,True,kept,,True,31.987663455361798,True,True
|
| 338 |
+
scratch_recipe__raw,scratch + recipes,58,Cycling monocyte (Ye 2026),adult sepsis vs adult HC,False,9,2,769 / 11786,41 / 4050,6 / 1632,3 / 466,4.549298798133071,-0.4304506422747093,-0.0946191185444571,False,reversed,weak,True,4.358788991998614,True,True
|
| 339 |
+
scratch_recipe__raw,scratch + recipes,58,Cycling monocyte (Ye 2026),paediatric sepsis vs paediatric HC,False,3,1,473 / 4875,2 / 536,4 / 742,1 / 151,10.704520137320433,0.189305345471432,0.017684617623487334,True,kept,,True,10.10349110468969,True,True
|
| 340 |
+
scratch_recipe__raw,scratch + recipes,58,Cycling monocyte (Ye 2026),all sepsis vs all controls,False,12,5,1242 / 16661,267 / 14810,10 / 2374,5 / 1224,5.564430952776831,-0.0428821554617983,-0.007706476336164925,False,reversed,weak,True,5.274053384832444,True,True
|
| 341 |
+
scratch_recipe__raw,scratch + recipes,58,ISG-high monocyte (positive control),adult sepsis vs adult HC,True,9,2,819 / 11786,787 / 4050,21 / 1632,22 / 466,-6.091817163003441,-2.618408000377097,0.42982379974880053,True,kept,,True,4.567079544422736,True,True
|
| 342 |
+
scratch_recipe__raw,scratch + recipes,58,ISG-high monocyte (positive control),paediatric sepsis vs paediatric HC,True,3,1,1008 / 4875,28 / 536,22 / 742,3 / 151,15.226992185600055,-0.0807410275693587,-0.0053024935315665505,False,reversed,weak,True,14.05627695238122,True,True
|
| 343 |
+
scratch_recipe__raw,scratch + recipes,58,ISG-high monocyte (positive control),all sepsis vs all controls,True,12,5,1827 / 16661,1760 / 14810,43 / 2374,65 / 1224,2.432461441583218,-2.6593722371323927,-1.0932844367726071,False,reversed,strong,True,1.881905279379918,True,True
|
| 344 |
+
scratch_recipe__raw,scratch + recipes,58,ISG-high T,adult sepsis vs adult HC,False,9,2,317 / 27788,195 / 9780,14 / 7487,6 / 1806,0.4459470789413076,-0.15013747145815,-0.33667105032861994,False,reversed,weak,True,0.4459470789413076,False,False
|
| 345 |
+
scratch_recipe__raw,scratch + recipes,58,ISG-high T,paediatric sepsis vs paediatric HC,False,3,1,141 / 6991,34 / 6513,6 / 1947,3 / 916,1.6452316123947472,-0.0469882506804286,-0.02856026490521537,False,reversed,weak,True,1.336497901642753,True,True
|
| 346 |
+
scratch_recipe__raw,scratch + recipes,58,ISG-high T,all sepsis vs all controls,False,12,5,458 / 34779,314 / 26383,20 / 9434,12 / 4381,1.285180616758722,-0.0652215183668384,-0.05074891226676739,False,reversed,weak,True,1.160026741869428,True,True
|
| 347 |
+
scratch_recipe__raw,scratch + recipes,58,DN2 / ABC B,adult sepsis vs adult HC,False,9,2,189 / 10384,82 / 1381,34 / 2620,13 / 198,-2.969383951724354,-5.16637087289795,1.7398797046430392,True,kept,,True,2.859719600992,True,True
|
| 348 |
+
scratch_recipe__raw,scratch + recipes,58,DN2 / ABC B,paediatric sepsis vs paediatric HC,False,3,1,299 / 4938,54 / 1716,20 / 1434,4 / 348,5.160753203158054,0.7010286180450127,0.13583843102902649,True,kept,,True,5.031013533574927,True,True
|
| 349 |
+
scratch_recipe__raw,scratch + recipes,58,DN2 / ABC B,all sepsis vs all controls,False,12,5,488 / 15322,246 / 5700,54 / 4054,27 / 997,-0.3665869100614971,-2.2397842974975237,6.109831627980898,True,kept,,True,0.2423989271570441,False,False
|
| 350 |
+
scratch_recipe__raw,scratch + recipes,58,HSPC,adult sepsis vs adult HC,False,9,2,48 / 58201,29 / 19985,12 / 13500,0 / 3000,-0.0474908441233411,0.0888888888888888,-1.8717058104511797,False,reversed,weak,True,0.0382823847570121,False,False
|
| 351 |
+
scratch_recipe__raw,scratch + recipes,58,HSPC,paediatric sepsis vs paediatric HC,False,3,1,23 / 18496,1 / 9638,5 / 4500,1 / 1500,0.1046876169991105,0.0444444444444444,0.4245434724607594,True,kept,,True,0.0874031095253155,False,False
|
| 352 |
+
scratch_recipe__raw,scratch + recipes,58,HSPC,all sepsis vs all controls,False,12,5,71 / 76697,64 / 54932,17 / 18000,8 / 7500,-0.0121301811939066,-0.0122222222222222,1.007587770276823,True,kept,,True,0.006412849901588,False,False
|
| 353 |
+
scratch_recipe__raw,scratch + recipes,58,Cytotoxic CD4 T,adult sepsis vs adult HC,False,9,2,170 / 13595,184 / 4230,57 / 3829,33 / 761,-3.0496548209163503,-2.783739576524746,0.9128048057872651,True,kept,,True,3.0496548209163503,True,True
|
| 354 |
+
scratch_recipe__raw,scratch + recipes,58,Cytotoxic CD4 T,paediatric sepsis vs paediatric HC,False,3,1,9 / 3008,1 / 2585,16 / 958,2 / 414,0.2236225533590796,1.0963235782277008,4.902562651931134,True,kept,,True,0.2236225533590796,False,False
|
| 355 |
+
scratch_recipe__raw,scratch + recipes,58,Cytotoxic CD4 T,all sepsis vs all controls,False,12,5,179 / 16603,231 / 12697,73 / 4787,40 / 2013,-0.8519177539185641,-0.527055178488504,0.6186690863809442,True,kept,,True,0.8519177539185641,True,True
|
| 356 |
+
scratch_recipe__raw,scratch + recipes,58,Granulocyte-like (LDG),adult sepsis vs adult HC,False,9,2,2462 / 58201,401 / 19985,16 / 13500,9 / 3000,3.703167345818627,-0.1814814814814815,-0.04900709704258935,False,reversed,weak,True,3.6999283284419806,True,True
|
| 357 |
+
scratch_recipe__raw,scratch + recipes,58,Granulocyte-like (LDG),paediatric sepsis vs paediatric HC,False,3,1,627 / 18496,48 / 9638,16 / 4500,2 / 1500,3.1271940079296017,0.2222222222222222,0.07106122026926856,True,kept,,True,3.1271940079296017,True,True
|
| 358 |
+
scratch_recipe__raw,scratch + recipes,58,Granulocyte-like (LDG),all sepsis vs all controls,False,12,5,3089 / 76697,1053 / 54932,32 / 18000,15 / 7500,3.3200407039391204,-0.0222222222222222,-0.006693358366316489,False,reversed,weak,True,3.3200407039391204,True,True
|
| 359 |
+
scratch_recipe__raw,scratch + recipes,58,Platelet signal in monocytes (negative control),adult sepsis vs adult HC,True,9,2,2124 / 11786,599 / 4050,90 / 1632,32 / 466,0.505865862762942,0.2272974576428899,0.4493235744381622,True,kept,,True,0.2437024947920285,False,True
|
| 360 |
+
scratch_recipe__raw,scratch + recipes,58,Platelet signal in monocytes (negative control),paediatric sepsis vs paediatric HC,True,3,1,895 / 4875,41 / 536,103 / 742,2 / 151,10.629735148808749,10.559494514797075,0.9933920616997174,True,kept,,True,9.994647604889671,True,True
|
| 361 |
+
scratch_recipe__raw,scratch + recipes,58,Platelet signal in monocytes (negative control),all sepsis vs all controls,True,12,5,3019 / 16661,2575 / 14810,193 / 2374,92 / 1224,1.0570822919420486,1.3900005037976628,1.3149406762305933,True,kept,,True,0.2642459369230465,False,True
|