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1
junidude14 commited on
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1 Parent(s): e86cad6

Archive 4 checkpoints (1-4)

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  1. paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/confound_depthmatch_targets.csv +79 -0
  2. paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/confound_groupsizes.csv +19 -0
  3. paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/confound_ordering_verdict.csv +65 -0
  4. paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/confound_parent_pools.csv +301 -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/confound_depthmatch_targets.csv ADDED
@@ -0,0 +1,79 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ setting,state,scheme,target,p_obs,reference_genes,lowest_arm,p_gen[zs__raw],p_gen[lora_n5__raw],p_gen[scratch_n5__raw],p_gen[real_lora__raw],p_gen[real_full__raw],p_gen[scratch_full__raw],p_gen[lora_recipe__raw],p_gen[scratch_recipe__raw],p_gen[xcalL_K1000],p_gen[locoL_lora16sat_s26750_K1000],p_gen[locoL_lora64sat_s59000_K1000],p_gen[locoL_fullsat_s20000_K1000],p_gen[locoL_fullsat_s108500_K1000],p_gen[locoL_scratchsat_s50000_K1000],p_gen[locoL_scratchsat_s100000_K1000],p_gen[locoL_scratchsat_s150000_K1000],p_gen[locoL_scratchsat_s162000_K1000]
2
+ fold0,C1Q-high monocyte (reference),V1_lib,1179,0.416314,,zs__raw,1,0.362323,0.466192,0.543068,0.570392,0.495795,0.571221,0.504169,null,null,null,null,null,null,null,null,null
3
+ fold0,C1Q-high monocyte (reference),V2_msum,0.494121,0.494121,HLA-DRA;HLA-DRB1;RETN;ALOX5AP;CYP1B1;MCEMP1;PLAC8;CLU;CD163;IL1R2;ISG15;IFI6;IFI27;IFI44L;MX1;OAS1;IFIT3;SIGLEC1;ITGAX;FGR;TFEC;ZEB2;GZMB;GZMA;PRF1;NKG7;GNLY;CX3CR1;MMP9;CSF3R;FCGR3B;PPBP;PF4;TUBB1;GP9;NRGN,lora_recipe__raw,0.75709,0.777506,0.807296,0.990153,0.944906,0.848368,1,0.897359,null,null,null,null,null,null,null,null,null
4
+ fold0,C1Q-high monocyte (reference),V3_mmed,0.347745,0.347745,HLA-DRA;HLA-DRB1;RETN;ALOX5AP;CYP1B1;MCEMP1;PLAC8;CLU;CD163;IL1R2;ISG15;IFI6;IFI27;IFI44L;MX1;OAS1;IFIT3;SIGLEC1;ITGAX;FGR;TFEC;ZEB2;GZMB;GZMA;PRF1;NKG7;GNLY;CX3CR1;MMP9;CSF3R;FCGR3B;PPBP;PF4;TUBB1;GP9;NRGN,real_lora__raw,0.642695,0.579097,0.600029,1,0.894961,0.745923,0.93138,0.72994,null,null,null,null,null,null,null,null,null
5
+ fold0,Cycling T/NK,V1_lib,833,0.425434,,zs__raw,1,0.346794,0.417544,0.454446,0.481781,0.459967,0.46073,0.470356,null,null,null,null,null,null,null,null,null
6
+ fold0,Cycling T/NK,V2_msum,0.656654,0.656654,CD38;HLA-DRA;HLA-DRB1;PRDM1;ALOX5AP;PLAC8;ISG15;IFI6;MX1;TBX21;FGR;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;FGFBP2;CX3CR1;ZNF683;CCR7;PPBP;NRGN,lora_recipe__raw,0.748721,0.648129,0.491332,0.961567,0.946828,0.689865,1,0.725108,null,null,null,null,null,null,null,null,null
7
+ fold0,Cycling T/NK,V3_mmed,0.575016,0.575016,CD38;HLA-DRA;HLA-DRB1;PRDM1;ALOX5AP;PLAC8;ISG15;IFI6;MX1;TBX21;FGR;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;FGFBP2;CX3CR1;ZNF683;CCR7;PPBP;NRGN,lora_recipe__raw,0.760965,0.716347,0.517901,0.965665,0.902271,0.699308,1,0.731191,null,null,null,null,null,null,null,null,null
8
+ fold0,Cycling activated T (CD38/HLA-DR),V1_lib,949,0.46068,,zs__raw,1,0.379145,0.442631,0.493243,0.522289,0.483444,0.499211,0.496859,null,null,null,null,null,null,null,null,null
9
+ fold0,Cycling activated T (CD38/HLA-DR),V2_msum,0.816732,0.816732,PRDM1;ALOX5AP;PLAC8;ISG15;IFI6;MX1;TBX21;FGR;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;FGFBP2;CX3CR1;ZNF683;CCR7;PPBP;NRGN,lora_recipe__raw,0.737344,0.577184,0.522268,0.996906,0.945724,0.794082,1,0.84827,null,null,null,null,null,null,null,null,null
10
+ fold0,Cycling activated T (CD38/HLA-DR),V3_mmed,0.704607,0.704607,PRDM1;ALOX5AP;PLAC8;ISG15;IFI6;MX1;TBX21;FGR;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;FGFBP2;CX3CR1;ZNF683;CCR7;PPBP;NRGN,real_lora__raw,0.73245,0.634771,0.542998,1,0.944238,0.769405,0.984891,0.849829,null,null,null,null,null,null,null,null,null
11
+ fold0,Plasmablast (markers),V1_lib,1017,0.502967,,zs__raw,1,0.402613,0.496098,0.560331,0.585661,0.565,0.563435,0.583477,null,null,null,null,null,null,null,null,null
12
+ fold0,Plasmablast (markers),V2_msum,0.642999,0.642999,C1QA;C1QB;C1QC;CD38;HLA-DRA;HLA-DRB1;RETN;ALOX5AP;CYP1B1;MCEMP1;PLAC8;CLU;CD163;IL1R2;ISG15;IFI6;IFI27;MX1;OAS1;ITGAX;TBX21;FGR;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;FGFBP2;CX3CR1;CCR7;CSF3R;PPBP;PF4;TUBB1;GP9;NRGN,lora_recipe__raw,0.781965,0.699184,0.583955,0.986645,0.958487,0.773287,1,0.794253,null,null,null,null,null,null,null,null,null
13
+ fold0,Plasmablast (markers),V3_mmed,0.493332,0.493332,C1QA;C1QB;C1QC;CD38;HLA-DRA;HLA-DRB1;RETN;ALOX5AP;CYP1B1;MCEMP1;PLAC8;CLU;CD163;IL1R2;ISG15;IFI6;IFI27;MX1;OAS1;ITGAX;TBX21;FGR;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;FGFBP2;CX3CR1;CCR7;CSF3R;PPBP;PF4;TUBB1;GP9;NRGN,lora_recipe__raw,0.82061,0.636791,0.574018,0.956386,0.933391,0.785646,1,0.822544,null,null,null,null,null,null,null,null,null
14
+ fold0,MS1 monocyte (IL1R2+),V1_lib,1179,0.416314,,zs__raw,1,0.362323,0.466192,0.543068,0.570392,0.495795,0.571221,0.504169,null,null,null,null,null,null,null,null,null
15
+ fold0,MS1 monocyte (IL1R2+),V2_msum,0.524824,0.524824,C1QA;C1QB;C1QC;HLA-DRA;HLA-DRB1;ISG15;IFI6;IFI27;IFI44L;MX1;OAS1;IFIT3;SIGLEC1;ITGAX;FGR;TFEC;ZEB2;GZMB;GZMA;PRF1;NKG7;GNLY;CX3CR1;MMP9;CSF3R;FCGR3B;PPBP;PF4;TUBB1;GP9;NRGN,lora_recipe__raw,0.667385,0.976007,0.963048,0.985892,0.939102,0.865177,1,0.930511,null,null,null,null,null,null,null,null,null
16
+ fold0,MS1 monocyte (IL1R2+),V3_mmed,0.373308,0.373308,C1QA;C1QB;C1QC;HLA-DRA;HLA-DRB1;ISG15;IFI6;IFI27;IFI44L;MX1;OAS1;IFIT3;SIGLEC1;ITGAX;FGR;TFEC;ZEB2;GZMB;GZMA;PRF1;NKG7;GNLY;CX3CR1;MMP9;CSF3R;FCGR3B;PPBP;PF4;TUBB1;GP9;NRGN,real_lora__raw,0.576449,0.665559,0.858778,1,0.958349,0.80236,0.966375,0.841543,null,null,null,null,null,null,null,null,null
17
+ fold0,Cycling monocyte (Ye 2026),V1_lib,1179,0.416314,,zs__raw,1,0.362323,0.466192,0.543068,0.570392,0.495795,0.571221,0.504169,null,null,null,null,null,null,null,null,null
18
+ fold0,Cycling monocyte (Ye 2026),V2_msum,0.463118,0.463118,C1QA;C1QB;C1QC;HLA-DRA;HLA-DRB1;RETN;ALOX5AP;CYP1B1;MCEMP1;PLAC8;CLU;CD163;IL1R2;ISG15;IFI6;IFI27;IFI44L;MX1;OAS1;IFIT3;SIGLEC1;ITGAX;FGR;TFEC;ZEB2;GZMB;GZMA;PRF1;NKG7;GNLY;CX3CR1;MMP9;CSF3R;FCGR3B;PPBP;PF4;TUBB1;GP9;NRGN,lora_recipe__raw,0.765552,0.774231,0.798543,0.983455,0.940535,0.847264,1,0.893388,null,null,null,null,null,null,null,null,null
19
+ fold0,Cycling monocyte (Ye 2026),V3_mmed,0.310993,0.310993,C1QA;C1QB;C1QC;HLA-DRA;HLA-DRB1;RETN;ALOX5AP;CYP1B1;MCEMP1;PLAC8;CLU;CD163;IL1R2;ISG15;IFI6;IFI27;IFI44L;MX1;OAS1;IFIT3;SIGLEC1;ITGAX;FGR;TFEC;ZEB2;GZMB;GZMA;PRF1;NKG7;GNLY;CX3CR1;MMP9;CSF3R;FCGR3B;PPBP;PF4;TUBB1;GP9;NRGN,real_lora__raw,0.840172,0.551607,0.552422,1,0.82326,0.685839,0.90273,0.703392,null,null,null,null,null,null,null,null,null
20
+ fold0,ISG-high monocyte (positive control),V1_lib,1179,0.416314,,zs__raw,1,0.362323,0.466192,0.543068,0.570392,0.495795,0.571221,0.504169,null,null,null,null,null,null,null,null,null
21
+ fold0,ISG-high monocyte (positive control),V2_msum,0.457752,0.457752,C1QA;C1QB;C1QC;HLA-DRA;HLA-DRB1;RETN;ALOX5AP;CYP1B1;MCEMP1;PLAC8;CLU;CD163;IL1R2;ITGAX;FGR;TFEC;ZEB2;GZMB;GZMA;PRF1;NKG7;GNLY;CX3CR1;MMP9;CSF3R;FCGR3B;PPBP;PF4;TUBB1;GP9;NRGN,lora_recipe__raw,0.77427,0.749068,0.782263,0.964818,0.930379,0.821574,1,0.863888,null,null,null,null,null,null,null,null,null
22
+ fold0,ISG-high monocyte (positive control),V3_mmed,0.306741,0.306741,C1QA;C1QB;C1QC;HLA-DRA;HLA-DRB1;RETN;ALOX5AP;CYP1B1;MCEMP1;PLAC8;CLU;CD163;IL1R2;ITGAX;FGR;TFEC;ZEB2;GZMB;GZMA;PRF1;NKG7;GNLY;CX3CR1;MMP9;CSF3R;FCGR3B;PPBP;PF4;TUBB1;GP9;NRGN,zs__raw,1,0.493926,0.531697,0.986328,0.819107,0.676462,0.917262,0.693775,null,null,null,null,null,null,null,null,null
23
+ fold0,ISG-high T,V1_lib,949,0.46068,,zs__raw,1,0.379145,0.442631,0.493243,0.522289,0.483444,0.499211,0.496859,null,null,null,null,null,null,null,null,null
24
+ fold0,ISG-high T,V2_msum,0.811893,0.811893,HLA-DRA;HLA-DRB1;PRDM1;ALOX5AP;PLAC8;TBX21;FGR;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;FGFBP2;CX3CR1;ZNF683;CCR7;PPBP;NRGN,lora_recipe__raw,0.738933,0.570215,0.514123,0.996008,0.94224,0.794222,1,0.84663,null,null,null,null,null,null,null,null,null
25
+ fold0,ISG-high T,V3_mmed,0.72252,0.72252,HLA-DRA;HLA-DRB1;PRDM1;ALOX5AP;PLAC8;TBX21;FGR;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;FGFBP2;CX3CR1;ZNF683;CCR7;PPBP;NRGN,lora_recipe__raw,0.750185,0.660016,0.554299,0.98846,0.964174,0.789837,1,0.853333,null,null,null,null,null,null,null,null,null
26
+ fold0,DN2 / ABC B,V1_lib,1226,0.681111,,zs__raw,1,0.52618,0.633919,0.689151,0.685682,0.754926,0.666304,0.77399,null,null,null,null,null,null,null,null,null
27
+ fold0,DN2 / ABC B,V2_msum,0.799297,0.799297,CD38;HLA-DRA;HLA-DRB1;JCHAIN;MZB1;TNFRSF17;TXNDC5;PRDM1;IRF4;IGLL5;ALOX5AP;PLAC8;ISG15;IFI6;MX1;OAS1;NKG7;GNLY;CCR7;PPBP;NRGN,scratch_recipe__raw,0.819444,0.667883,0.66059,0.672424,0.636717,0.897634,0.855624,1,null,null,null,null,null,null,null,null,null
28
+ fold0,DN2 / ABC B,V3_mmed,0.367364,0.367364,CD38;HLA-DRA;HLA-DRB1;JCHAIN;MZB1;TNFRSF17;TXNDC5;PRDM1;IRF4;IGLL5;ALOX5AP;PLAC8;ISG15;IFI6;MX1;OAS1;NKG7;GNLY;CCR7;PPBP;NRGN,zs__raw,1,0.411257,0.363029,0.434162,0.382506,0.553051,0.471425,0.610015,null,null,null,null,null,null,null,null,null
29
+ fold0,HSPC,V1_lib,1017,0.502967,,zs__raw,1,0.402613,0.496098,0.560331,0.585661,0.565,0.563435,0.583477,null,null,null,null,null,null,null,null,null
30
+ fold0,HSPC,V2_msum,0.676367,0.676367,C1QA;C1QB;C1QC;CD38;HLA-DRA;HLA-DRB1;JCHAIN;MZB1;TXNDC5;PRDM1;IGLL5;RETN;ALOX5AP;CYP1B1;MCEMP1;PLAC8;CLU;CD163;IL1R2;ISG15;IFI6;IFI27;MX1;OAS1;ITGAX;TBX21;FGR;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;FGFBP2;CX3CR1;CCR7;CSF3R;PPBP;PF4;TUBB1;GP9;NRGN,lora_recipe__raw,0.868765,0.731895,0.628281,0.908417,0.863855,0.808562,1,0.849408,null,null,null,null,null,null,null,null,null
31
+ fold0,HSPC,V3_mmed,0.500399,0.500399,C1QA;C1QB;C1QC;CD38;HLA-DRA;HLA-DRB1;JCHAIN;MZB1;TXNDC5;PRDM1;IGLL5;RETN;ALOX5AP;CYP1B1;MCEMP1;PLAC8;CLU;CD163;IL1R2;ISG15;IFI6;IFI27;MX1;OAS1;ITGAX;TBX21;FGR;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;FGFBP2;CX3CR1;CCR7;CSF3R;PPBP;PF4;TUBB1;GP9;NRGN,lora_recipe__raw,0.937856,0.654925,0.596418,0.94796,0.889233,0.782989,1,0.814303,null,null,null,null,null,null,null,null,null
32
+ fold0,Cytotoxic CD4 T,V1_lib,1560,0.699238,,zs__raw,1,0.514003,0.614899,0.678851,0.701281,0.680925,0.677672,0.708447,null,null,null,null,null,null,null,null,null
33
+ fold0,Cytotoxic CD4 T,V2_msum,0.559219,0.559219,HLA-DRA;HLA-DRB1;PRDM1;ALOX5AP;PLAC8;ISG15;IFI6;MX1;PPBP;NRGN,zs__raw,1,0.496947,0.417915,0.588497,0.546909,0.566891,0.612674,0.565143,null,null,null,null,null,null,null,null,null
34
+ fold0,Cytotoxic CD4 T,V3_mmed,0.50489,0.50489,HLA-DRA;HLA-DRB1;PRDM1;ALOX5AP;PLAC8;ISG15;IFI6;MX1;PPBP;NRGN,zs__raw,1,0.431791,0.415639,0.525885,0.523812,0.543269,0.565885,0.590464,null,null,null,null,null,null,null,null,null
35
+ fold0,Granulocyte-like (LDG),V1_lib,1017,0.502967,,zs__raw,1,0.402613,0.496098,0.560331,0.585661,0.565,0.563435,0.583477,null,null,null,null,null,null,null,null,null
36
+ fold0,Granulocyte-like (LDG),V2_msum,0.681465,0.681465,C1QA;C1QB;C1QC;CD38;HLA-DRA;HLA-DRB1;JCHAIN;MZB1;TXNDC5;PRDM1;IGLL5;RETN;ALOX5AP;CYP1B1;MCEMP1;PLAC8;CLU;CD163;IL1R2;ISG15;IFI6;IFI27;MX1;OAS1;ITGAX;TBX21;FGR;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;FGFBP2;CX3CR1;CCR7;PPBP;PF4;TUBB1;GP9;NRGN,lora_recipe__raw,0.886974,0.73279,0.628454,0.907911,0.863814,0.809583,1,0.849869,null,null,null,null,null,null,null,null,null
37
+ fold0,Granulocyte-like (LDG),V3_mmed,0.502614,0.502614,C1QA;C1QB;C1QC;CD38;HLA-DRA;HLA-DRB1;JCHAIN;MZB1;TXNDC5;PRDM1;IGLL5;RETN;ALOX5AP;CYP1B1;MCEMP1;PLAC8;CLU;CD163;IL1R2;ISG15;IFI6;IFI27;MX1;OAS1;ITGAX;TBX21;FGR;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;FGFBP2;CX3CR1;CCR7;PPBP;PF4;TUBB1;GP9;NRGN,lora_recipe__raw,0.961536,0.648771,0.596074,0.921394,0.892948,0.780286,1,0.807832,null,null,null,null,null,null,null,null,null
38
+ fold0,Platelet signal in monocytes (negative control),V1_lib,1179,0.416314,,zs__raw,1,0.362323,0.466192,0.543068,0.570392,0.495795,0.571221,0.504169,null,null,null,null,null,null,null,null,null
39
+ fold0,Platelet signal in monocytes (negative control),V2_msum,0.472568,0.472568,C1QA;C1QB;C1QC;HLA-DRA;HLA-DRB1;RETN;ALOX5AP;CYP1B1;MCEMP1;PLAC8;CLU;CD163;IL1R2;ISG15;IFI6;IFI27;IFI44L;MX1;OAS1;IFIT3;SIGLEC1;ITGAX;FGR;TFEC;ZEB2;GZMB;GZMA;PRF1;NKG7;GNLY;CX3CR1;MMP9;CSF3R;FCGR3B,lora_recipe__raw,0.741755,0.813426,0.816062,0.986166,0.95182,0.85373,1,0.899585,null,null,null,null,null,null,null,null,null
40
+ fold0,Platelet signal in monocytes (negative control),V3_mmed,0.347745,0.347745,C1QA;C1QB;C1QC;HLA-DRA;HLA-DRB1;RETN;ALOX5AP;CYP1B1;MCEMP1;PLAC8;CLU;CD163;IL1R2;ISG15;IFI6;IFI27;IFI44L;MX1;OAS1;IFIT3;SIGLEC1;ITGAX;FGR;TFEC;ZEB2;GZMB;GZMA;PRF1;NKG7;GNLY;CX3CR1;MMP9;CSF3R;FCGR3B,real_lora__raw,0.530713,0.648286,0.600029,1,0.894961,0.745923,0.93138,0.72994,null,null,null,null,null,null,null,null,null
41
+ loco,C1Q-high monocyte (reference),V1_lib,954,0.338178,,locoL_fullsat_s20000_K1000,0.803707,0.411739,null,0.41103,null,null,null,null,0.42306,0.84951,0.899152,1,0.914669,0.0713378,0.0513483,0.0475727,0.0469939
42
+ loco,C1Q-high monocyte (reference),V2_msum,0.294354,0.294354,HLA-DRA;HLA-DRB1;JCHAIN;MZB1;RETN;ALOX5AP;CYP1B1;MCEMP1;PLAC8;CLU;CD163;IL1R2;ISG15;IFI6;IFI27;IFI44L;MX1;OAS1;IFIT1;IFIT3;SIGLEC1;ITGAX;FGR;TFEC;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;CX3CR1;MMP9;CSF3R;FCGR3B;PPBP;PF4;TUBB1;GP9;NRGN,locoL_lora64sat_s59000_K1000,0.441014,0.514807,null,0.536881,null,null,null,null,0.44612,0.914991,1,0.896932,0.762249,0.685501,0.780699,0.770174,0.808848
43
+ loco,C1Q-high monocyte (reference),V3_mmed,0.123339,0.123339,HLA-DRA;HLA-DRB1;JCHAIN;MZB1;RETN;ALOX5AP;CYP1B1;MCEMP1;PLAC8;CLU;CD163;IL1R2;ISG15;IFI6;IFI27;IFI44L;MX1;OAS1;IFIT1;IFIT3;SIGLEC1;ITGAX;FGR;TFEC;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;CX3CR1;MMP9;CSF3R;FCGR3B;PPBP;PF4;TUBB1;GP9;NRGN,locoL_lora64sat_s59000_K1000,0.394475,0.290962,null,0.274299,null,null,null,null,0.235759,0.817546,1,0.553152,0.510199,0.532526,0.720319,0.719631,0.738245
44
+ loco,Cycling T/NK,V1_lib,787,0.419286,,zs__raw,1,0.451261,null,0.419063,null,null,null,null,0.545014,0.727357,0.813017,0.735514,0.768555,0.0564603,0.0412733,0.0384803,0.0384531
45
+ loco,Cycling T/NK,V2_msum,0.60734,0.60734,CD38;HLA-DRA;HLA-DRB1;JCHAIN;PRDM1;ALOX5AP;PLAC8;ISG15;IFI6;MX1;OAS1;TBX21;FGR;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;FGFBP2;CX3CR1;ZNF683;CCR7;PPBP;NRGN,lora_n5__raw,0.598057,1,null,0.760297,null,null,null,null,0.408882,0.693075,0.687675,0.613331,0.544696,0.470567,0.510433,0.505664,0.509653
46
+ loco,Cycling T/NK,V3_mmed,0.472826,0.472826,CD38;HLA-DRA;HLA-DRB1;JCHAIN;PRDM1;ALOX5AP;PLAC8;ISG15;IFI6;MX1;OAS1;TBX21;FGR;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;FGFBP2;CX3CR1;ZNF683;CCR7;PPBP;NRGN,lora_n5__raw,0.572422,1,null,0.708774,null,null,null,null,0.559763,0.808329,0.836645,0.738571,0.601317,0.568314,0.599831,0.571233,0.562818
47
+ loco,Cycling activated T (CD38/HLA-DR),V1_lib,874,0.441191,,zs__raw,1,0.482606,null,0.44298,null,null,null,null,0.566429,0.734454,0.819119,0.712887,0.762653,0.0619199,0.0455564,0.0423984,0.0424169
48
+ loco,Cycling activated T (CD38/HLA-DR),V2_msum,0.728217,0.728217,JCHAIN;PRDM1;ALOX5AP;PLAC8;ISG15;IFI6;MX1;OAS1;TBX21;FGR;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;FGFBP2;CX3CR1;ZNF683;CCR7;PPBP;NRGN,lora_n5__raw,0.637135,1,null,0.843701,null,null,null,null,0.414698,0.859425,0.842277,0.746136,0.668847,0.645428,0.703937,0.685702,0.677425
49
+ loco,Cycling activated T (CD38/HLA-DR),V3_mmed,0.553696,0.553696,JCHAIN;PRDM1;ALOX5AP;PLAC8;ISG15;IFI6;MX1;OAS1;TBX21;FGR;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;FGFBP2;CX3CR1;ZNF683;CCR7;PPBP;NRGN,locoL_lora16sat_s26750_K1000,0.618867,0.897818,null,0.746885,null,null,null,null,0.561012,1,0.986578,0.910108,0.662761,0.69953,0.700116,0.7082,0.675833
50
+ loco,Plasmablast (markers),V1_lib,973,0.494662,,zs__raw,1,0.544793,null,0.517003,null,null,null,null,0.597666,0.857269,0.960513,0.909346,0.922275,0.0700454,0.0508413,0.0474079,0.0472193
51
+ loco,Plasmablast (markers),V2_msum,0.640383,0.640383,C1QA;C1QB;C1QC;CD38;HLA-DRA;HLA-DRB1;RETN;ALOX5AP;CYP1B1;MCEMP1;PLAC8;CLU;CD163;IL1R2;ISG15;IFI6;IFI27;IFI44L;MX1;OAS1;ITGAX;TBX21;FGR;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;FGFBP2;CX3CR1;CCR7;CSF3R;PPBP;PF4;TUBB1;GP9;NRGN,locoL_lora64sat_s59000_K1000,0.715863,0.982424,null,0.854097,null,null,null,null,0.585852,0.985858,1,0.92988,0.829562,0.675813,0.743399,0.770607,0.764771
52
+ loco,Plasmablast (markers),V3_mmed,0.264919,0.264919,C1QA;C1QB;C1QC;CD38;HLA-DRA;HLA-DRB1;RETN;ALOX5AP;CYP1B1;MCEMP1;PLAC8;CLU;CD163;IL1R2;ISG15;IFI6;IFI27;IFI44L;MX1;OAS1;ITGAX;TBX21;FGR;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;FGFBP2;CX3CR1;CCR7;CSF3R;PPBP;PF4;TUBB1;GP9;NRGN,locoL_lora64sat_s59000_K1000,0.387455,0.532706,null,0.46436,null,null,null,null,0.388966,0.929803,1,0.765646,0.664095,0.527912,0.614799,0.590489,0.608293
53
+ loco,MS1 monocyte (IL1R2+),V1_lib,954,0.338178,,locoL_fullsat_s20000_K1000,0.803707,0.411739,null,0.41103,null,null,null,null,0.42306,0.84951,0.899152,1,0.914669,0.0713378,0.0513483,0.0475727,0.0469939
54
+ loco,MS1 monocyte (IL1R2+),V2_msum,0.311934,0.311934,C1QA;C1QB;C1QC;HLA-DRA;HLA-DRB1;JCHAIN;MZB1;ISG15;IFI6;IFI27;IFI44L;MX1;OAS1;IFIT1;IFIT3;SIGLEC1;ITGAX;FGR;TFEC;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;CX3CR1;MMP9;CSF3R;FCGR3B;PPBP;PF4;TUBB1;GP9;NRGN,locoL_lora64sat_s59000_K1000,0.425943,0.642205,null,0.621359,null,null,null,null,0.472352,0.921995,1,0.885379,0.741155,0.668698,0.757475,0.746154,0.78622
55
+ loco,MS1 monocyte (IL1R2+),V3_mmed,0.12258,0.12258,C1QA;C1QB;C1QC;HLA-DRA;HLA-DRB1;JCHAIN;MZB1;ISG15;IFI6;IFI27;IFI44L;MX1;OAS1;IFIT1;IFIT3;SIGLEC1;ITGAX;FGR;TFEC;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;CX3CR1;MMP9;CSF3R;FCGR3B;PPBP;PF4;TUBB1;GP9;NRGN,locoL_lora64sat_s59000_K1000,0.41109,0.318876,null,0.315331,null,null,null,null,0.250279,0.829982,1,0.56409,0.504113,0.60131,0.730842,0.715384,0.759096
56
+ loco,Cycling monocyte (Ye 2026),V1_lib,954,0.338178,,locoL_fullsat_s20000_K1000,0.803707,0.411739,null,0.41103,null,null,null,null,0.42306,0.84951,0.899152,1,0.914669,0.0713378,0.0513483,0.0475727,0.0469939
57
+ loco,Cycling monocyte (Ye 2026),V2_msum,0.268678,0.268678,C1QA;C1QB;C1QC;HLA-DRA;HLA-DRB1;JCHAIN;MZB1;RETN;ALOX5AP;CYP1B1;MCEMP1;PLAC8;CLU;CD163;IL1R2;ISG15;IFI6;IFI27;IFI44L;MX1;OAS1;IFIT1;IFIT3;SIGLEC1;ITGAX;FGR;TFEC;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;CX3CR1;MMP9;CSF3R;FCGR3B;PPBP;PF4;TUBB1;GP9;NRGN,locoL_lora64sat_s59000_K1000,0.441755,0.5112,null,0.533223,null,null,null,null,0.446473,0.915326,1,0.896054,0.761995,0.684921,0.78004,0.769827,0.808368
58
+ loco,Cycling monocyte (Ye 2026),V3_mmed,0.106637,0.106637,C1QA;C1QB;C1QC;HLA-DRA;HLA-DRB1;JCHAIN;MZB1;RETN;ALOX5AP;CYP1B1;MCEMP1;PLAC8;CLU;CD163;IL1R2;ISG15;IFI6;IFI27;IFI44L;MX1;OAS1;IFIT1;IFIT3;SIGLEC1;ITGAX;FGR;TFEC;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;CX3CR1;MMP9;CSF3R;FCGR3B;PPBP;PF4;TUBB1;GP9;NRGN,locoL_lora64sat_s59000_K1000,0.357623,0.253964,null,0.274318,null,null,null,null,0.217727,0.732601,1,0.49384,0.482435,0.525176,0.656247,0.627181,0.671334
59
+ loco,ISG-high monocyte (positive control),V1_lib,954,0.338178,,locoL_fullsat_s20000_K1000,0.803707,0.411739,null,0.41103,null,null,null,null,0.42306,0.84951,0.899152,1,0.914669,0.0713378,0.0513483,0.0475727,0.0469939
60
+ loco,ISG-high monocyte (positive control),V2_msum,0.233704,0.233704,C1QA;C1QB;C1QC;HLA-DRA;HLA-DRB1;JCHAIN;MZB1;RETN;ALOX5AP;CYP1B1;MCEMP1;PLAC8;CLU;CD163;IL1R2;ITGAX;FGR;TFEC;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;CX3CR1;MMP9;CSF3R;FCGR3B;PPBP;PF4;TUBB1;GP9;NRGN,locoL_lora64sat_s59000_K1000,0.381681,0.435091,null,0.464678,null,null,null,null,0.415097,0.887566,1,0.866363,0.756134,0.627282,0.707457,0.704094,0.743807
61
+ loco,ISG-high monocyte (positive control),V3_mmed,0.0841298,0.0841298,C1QA;C1QB;C1QC;HLA-DRA;HLA-DRB1;JCHAIN;MZB1;RETN;ALOX5AP;CYP1B1;MCEMP1;PLAC8;CLU;CD163;IL1R2;ITGAX;FGR;TFEC;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;CX3CR1;MMP9;CSF3R;FCGR3B;PPBP;PF4;TUBB1;GP9;NRGN,locoL_lora64sat_s59000_K1000,0.341247,0.200406,null,0.221958,null,null,null,null,0.244665,0.78131,1,0.554723,0.536164,0.789844,0.826798,0.854316,0.894761
62
+ loco,ISG-high T,V1_lib,874,0.441191,,zs__raw,1,0.482606,null,0.44298,null,null,null,null,0.566429,0.734454,0.819119,0.712887,0.762653,0.0619199,0.0455564,0.0423984,0.0424169
63
+ loco,ISG-high T,V2_msum,0.72862,0.72862,HLA-DRA;HLA-DRB1;JCHAIN;PRDM1;ALOX5AP;PLAC8;TBX21;FGR;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;FGFBP2;CX3CR1;ZNF683;CCR7;PPBP;NRGN,lora_n5__raw,0.641015,1,null,0.8491,null,null,null,null,0.413741,0.890381,0.866905,0.761589,0.688278,0.653159,0.710135,0.693297,0.686249
64
+ loco,ISG-high T,V3_mmed,0.512987,0.512987,HLA-DRA;HLA-DRB1;JCHAIN;PRDM1;ALOX5AP;PLAC8;TBX21;FGR;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;FGFBP2;CX3CR1;ZNF683;CCR7;PPBP;NRGN,locoL_lora16sat_s26750_K1000,0.573367,0.831809,null,0.692248,null,null,null,null,0.519765,1,0.988304,0.868701,0.638378,0.650109,0.654758,0.656132,0.659611
65
+ loco,DN2 / ABC B,V1_lib,1046,0.541128,,locoL_lora64sat_s59000_K1000,0.941494,0.591295,null,0.579501,null,null,null,null,0.548506,0.838141,1,0.907199,0.95438,0.0728666,0.0520346,0.0489586,0.0487418
66
+ loco,DN2 / ABC B,V2_msum,0.385873,0.385873,MKI67;TYMS;UBE2C;CD38;HLA-DRA;HLA-DRB1;JCHAIN;MZB1;TNFRSF17;TXNDC5;PRDM1;IRF4;IGLL5;ALOX5AP;PLAC8;ISG15;IFI6;IFI44L;MX1;OAS1;NKG7;GNLY;CCR7;PPBP;NRGN,locoL_lora64sat_s59000_K1000,0.583091,0.675405,null,0.535551,null,null,null,null,0.55717,0.912511,1,0.635919,0.627775,0.634601,0.616246,0.702784,0.626643
67
+ loco,DN2 / ABC B,V3_mmed,0.210402,0.210402,MKI67;TYMS;UBE2C;CD38;HLA-DRA;HLA-DRB1;JCHAIN;MZB1;TNFRSF17;TXNDC5;PRDM1;IRF4;IGLL5;ALOX5AP;PLAC8;ISG15;IFI6;IFI44L;MX1;OAS1;NKG7;GNLY;CCR7;PPBP;NRGN,zs__raw,1,0.782849,null,0.413022,null,null,null,null,0.581214,0.599292,0.72852,0.382326,0.383403,0.61815,0.466558,0.491909,0.471675
68
+ loco,HSPC,V1_lib,973,0.494662,,zs__raw,1,0.544793,null,0.517003,null,null,null,null,0.597666,0.857269,0.960513,0.909346,0.922275,0.0700454,0.0508413,0.0474079,0.0472193
69
+ loco,HSPC,V2_msum,0.585326,0.585326,C1QA;C1QB;C1QC;CD38;HLA-DRA;HLA-DRB1;JCHAIN;MZB1;TNFRSF17;TXNDC5;PRDM1;IRF4;IGLL5;RETN;ALOX5AP;CYP1B1;MCEMP1;PLAC8;CLU;CD163;IL1R2;ISG15;IFI6;IFI27;IFI44L;MX1;OAS1;ITGAX;TBX21;FGR;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;FGFBP2;CX3CR1;CCR7;CSF3R;PPBP;PF4;TUBB1;GP9;NRGN,lora_n5__raw,0.757416,1,null,0.819984,null,null,null,null,0.606872,0.970366,0.974607,0.831035,0.735811,0.670222,0.709485,0.740891,0.715634
70
+ loco,HSPC,V3_mmed,0.286871,0.286871,C1QA;C1QB;C1QC;CD38;HLA-DRA;HLA-DRB1;JCHAIN;MZB1;TNFRSF17;TXNDC5;PRDM1;IRF4;IGLL5;RETN;ALOX5AP;CYP1B1;MCEMP1;PLAC8;CLU;CD163;IL1R2;ISG15;IFI6;IFI27;IFI44L;MX1;OAS1;ITGAX;TBX21;FGR;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;FGFBP2;CX3CR1;CCR7;CSF3R;PPBP;PF4;TUBB1;GP9;NRGN,locoL_lora16sat_s26750_K1000,0.605515,0.617624,null,0.533724,null,null,null,null,0.654322,1,0.987736,0.691813,0.55166,0.665766,0.661317,0.643605,0.645026
71
+ loco,Cytotoxic CD4 T,V1_lib,1400,0.618921,,zs__raw,1,0.652073,null,0.59778,null,null,null,null,0.673725,0.895713,0.995733,0.79096,0.897436,0.0997115,0.0742036,0.068261,0.0684329
72
+ loco,Cytotoxic CD4 T,V2_msum,0.646305,0.646305,HLA-DRA;HLA-DRB1;PRDM1;ALOX5AP;PLAC8;ISG15;IFI6;IFI44L;MX1;OAS1;PPBP;NRGN,zs__raw,1,0.787333,null,0.680275,null,null,null,null,0.666067,0.827528,0.827388,0.776201,0.631869,0.881608,0.909849,0.882418,0.871141
73
+ loco,Cytotoxic CD4 T,V3_mmed,0.662764,0.662764,HLA-DRA;HLA-DRB1;PRDM1;ALOX5AP;PLAC8;ISG15;IFI6;IFI44L;MX1;OAS1;PPBP;NRGN,zs__raw,1,0.845392,null,0.714835,null,null,null,null,0.633843,0.881939,0.873858,0.730253,0.706767,0.930627,0.964186,0.900776,0.935891
74
+ loco,Granulocyte-like (LDG),V1_lib,973,0.494662,,zs__raw,1,0.544793,null,0.517003,null,null,null,null,0.597666,0.857269,0.960513,0.909346,0.922275,0.0700454,0.0508413,0.0474079,0.0472193
75
+ loco,Granulocyte-like (LDG),V2_msum,0.587059,0.587059,C1QA;C1QB;C1QC;CD38;HLA-DRA;HLA-DRB1;JCHAIN;MZB1;TNFRSF17;TXNDC5;PRDM1;IRF4;IGLL5;RETN;ALOX5AP;CYP1B1;MCEMP1;PLAC8;CLU;CD163;IL1R2;ISG15;IFI6;IFI27;IFI44L;MX1;OAS1;ITGAX;TBX21;FGR;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;FGFBP2;CX3CR1;CCR7;PPBP;PF4;TUBB1;GP9;NRGN,lora_n5__raw,0.773057,1,null,0.820115,null,null,null,null,0.607657,0.969429,0.973426,0.82964,0.734767,0.670433,0.709097,0.741024,0.715118
76
+ loco,Granulocyte-like (LDG),V3_mmed,0.288824,0.288824,C1QA;C1QB;C1QC;CD38;HLA-DRA;HLA-DRB1;JCHAIN;MZB1;TNFRSF17;TXNDC5;PRDM1;IRF4;IGLL5;RETN;ALOX5AP;CYP1B1;MCEMP1;PLAC8;CLU;CD163;IL1R2;ISG15;IFI6;IFI27;IFI44L;MX1;OAS1;ITGAX;TBX21;FGR;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;FGFBP2;CX3CR1;CCR7;PPBP;PF4;TUBB1;GP9;NRGN,locoL_lora16sat_s26750_K1000,0.624263,0.616151,null,0.529023,null,null,null,null,0.675998,1,0.914149,0.673955,0.513547,0.687209,0.661419,0.652253,0.636209
77
+ loco,Platelet signal in monocytes (negative control),V1_lib,954,0.338178,,locoL_fullsat_s20000_K1000,0.803707,0.411739,null,0.41103,null,null,null,null,0.42306,0.84951,0.899152,1,0.914669,0.0713378,0.0513483,0.0475727,0.0469939
78
+ loco,Platelet signal in monocytes (negative control),V2_msum,0.282989,0.282989,C1QA;C1QB;C1QC;HLA-DRA;HLA-DRB1;JCHAIN;MZB1;RETN;ALOX5AP;CYP1B1;MCEMP1;PLAC8;CLU;CD163;IL1R2;ISG15;IFI6;IFI27;IFI44L;MX1;OAS1;IFIT1;IFIT3;SIGLEC1;ITGAX;FGR;TFEC;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;CX3CR1;MMP9;CSF3R;FCGR3B,locoL_lora64sat_s59000_K1000,0.441325,0.533369,null,0.552962,null,null,null,null,0.443539,0.911875,1,0.90019,0.763352,0.686033,0.782219,0.768951,0.807485
79
+ loco,Platelet signal in monocytes (negative control),V3_mmed,0.145402,0.145402,C1QA;C1QB;C1QC;HLA-DRA;HLA-DRB1;JCHAIN;MZB1;RETN;ALOX5AP;CYP1B1;MCEMP1;PLAC8;CLU;CD163;IL1R2;ISG15;IFI6;IFI27;IFI44L;MX1;OAS1;IFIT1;IFIT3;SIGLEC1;ITGAX;FGR;TFEC;ZEB2;GZMH;GZMB;GZMA;PRF1;NKG7;GNLY;CX3CR1;MMP9;CSF3R;FCGR3B,locoL_lora64sat_s59000_K1000,0.410599,0.346361,null,0.323367,null,null,null,null,0.272677,0.892999,1,0.630386,0.590087,0.556945,0.849171,0.838613,0.840571
paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/confound_groupsizes.csv ADDED
@@ -0,0 +1,19 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ setting,contrast,n_a,n_b,groups_a,groups_b,small_n_flag_le2
2
+ fold0,adult sepsis vs adult HC,9,2,adult_sepsis,adult_HC,True
3
+ fold0,paediatric sepsis vs paediatric HC,3,1,ped_sepsis,ped_HC,True
4
+ fold0,all sepsis vs all controls,12,5,adult_sepsis+ped_sepsis,adult_HC+adult_ICU_ctrl+ped_HC+ped_ICU_ctrl,False
5
+ fold0,group size: adult_sepsis,9,null,null,null,null
6
+ fold0,group size: ped_sepsis,3,null,null,null,null
7
+ fold0,group size: adult_HC,2,null,null,null,null
8
+ fold0,group size: adult_ICU_ctrl,1,null,null,null,null
9
+ fold0,group size: ped_HC,1,null,null,null,null
10
+ fold0,group size: ped_ICU_ctrl,1,null,null,null,null
11
+ loco,adult sepsis vs adult HC,46,7,adult_sepsis,adult_HC,False
12
+ loco,paediatric sepsis vs paediatric HC,15,4,ped_sepsis,ped_HC,False
13
+ loco,all sepsis vs all controls,61,21,adult_sepsis+ped_sepsis,adult_HC+adult_ICU_ctrl+ped_HC+ped_ICU_ctrl,False
14
+ loco,group size: adult_sepsis,46,null,null,null,null
15
+ loco,group size: ped_sepsis,15,null,null,null,null
16
+ loco,group size: adult_HC,7,null,null,null,null
17
+ loco,group size: adult_ICU_ctrl,6,null,null,null,null
18
+ loco,group size: ped_HC,4,null,null,null,null
19
+ loco,group size: ped_ICU_ctrl,4,null,null,null,null
paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/confound_ordering_verdict.csv ADDED
@@ -0,0 +1,65 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ setting,state,pair,scratch_arm,pretrained_arm,valid_schemes,closer_by_scheme,boot_p_scratch_closer_min,boot_p_scratch_closer_max,verdict,verdict_V0_V2,boot_p_scratch_closer_V0,boot_p_scratch_closer_V2,closer_donor_mean_weighting_V0,closer_donor_mean_weighting_V2,both_arms_below_0.25_in_V0_and_V2,scratch_g_o_V0,pretrained_g_o_V0,scratch_g_o_V2,pretrained_g_o_V2,scratch_g_o_V1,pretrained_g_o_V1,V1_valid
2
+ fold0,C1Q-high monocyte (reference),n5,scratch_n5__raw,lora_n5__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=scratch;V1_lib=scratch;V2_msum=pretrained;V3_mmed=scratch,0.4415,0.9355,scheme-dependent,flips between V0 and V2,0.445,0.4415,scratch,scratch,False,1.00515,1.07489,1.04546,0.989944,0.840968,0.445605,True
3
+ fold0,C1Q-high monocyte (reference),58 pairs vs LoRA,scratch_full__raw,real_lora__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=pretrained;V1_lib=pretrained;V2_msum=pretrained;V3_mmed=pretrained,0.03,0.0965,"pretrained closer, robust","pretrained closer, robust",0.0535,0.0795,pretrained,pretrained,False,0.466973,1.05336,0.484021,1.12461,0.354659,0.65911,True
4
+ fold0,C1Q-high monocyte (reference),58 pairs vs full FT,scratch_full__raw,real_full__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=pretrained;V1_lib=pretrained;V2_msum=pretrained;V3_mmed=pretrained,0.009,0.0615,"pretrained closer, robust","pretrained closer, robust",0.0445,0.0535,pretrained,pretrained,False,0.466973,0.916807,0.484021,0.953046,0.354659,0.675555,True
5
+ fold0,C1Q-high monocyte (reference),58 pairs + recipes,scratch_recipe__raw,lora_recipe__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=pretrained;V1_lib=scratch;V2_msum=pretrained;V3_mmed=pretrained,0.176,0.7575,scheme-dependent,"pretrained closer in V0 and V2, bootstrap-uncertain",0.2735,0.243,scratch,scratch,False,0.5325,0.625773,0.559231,0.670055,0.469664,0.396108,True
6
+ fold0,Plasmablast (markers),n5,scratch_n5__raw,lora_n5__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=pretrained;V1_lib=pretrained;V2_msum=pretrained;V3_mmed=pretrained,0.00325,0.0455,"pretrained closer, robust","pretrained closer, robust",0.03625,0.00325,pretrained,pretrained,False,0.349986,0.503011,0.448117,0.773798,0.550768,0.875109,True
7
+ fold0,Plasmablast (markers),58 pairs vs LoRA,scratch_full__raw,real_lora__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=pretrained;V1_lib=scratch;V2_msum=scratch;V3_mmed=scratch,0.373,0.885,scheme-dependent,flips between V0 and V2,0.373,0.65075,pretrained,scratch,False,0.642013,1.0399,0.795837,1.48638,0.783315,1.63701,True
8
+ fold0,Plasmablast (markers),58 pairs vs full FT,scratch_full__raw,real_full__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=pretrained;V1_lib=scratch;V2_msum=scratch;V3_mmed=scratch,0.2515,0.90075,scheme-dependent,flips between V0 and V2,0.2515,0.6135,pretrained,scratch,False,0.642013,1.15447,0.795837,1.55249,0.783315,1.71962,True
9
+ fold0,Plasmablast (markers),58 pairs + recipes,scratch_recipe__raw,lora_recipe__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=scratch;V1_lib=pretrained;V2_msum=pretrained;V3_mmed=scratch,0.6095,0.7875,scheme-dependent,flips between V0 and V2,0.648,0.622,scratch,pretrained,False,0.734132,0.710737,0.874196,1.00643,0.887349,1.09848,True
10
+ fold0,MS1 monocyte (IL1R2+),n5,scratch_n5__raw,lora_n5__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=pretrained;V1_lib=scratch;V2_msum=pretrained;V3_mmed=pretrained,0.0725,0.527,scheme-dependent,"pretrained closer, robust",0.091,0.0725,pretrained,pretrained,True,0.0956144,0.151909,0.109393,0.178125,0.0632474,0.0628033,True
11
+ fold0,MS1 monocyte (IL1R2+),58 pairs vs LoRA,scratch_full__raw,real_lora__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=scratch;V1_lib=scratch;V2_msum=scratch;V3_mmed=scratch,0.9545,0.99,"scratch closer, robust","scratch closer, robust",0.9805,0.973,scratch,scratch,False,0.404617,0.205964,0.429787,0.227451,0.305979,0.123185,True
12
+ fold0,MS1 monocyte (IL1R2+),58 pairs vs full FT,scratch_full__raw,real_full__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=scratch;V1_lib=scratch;V2_msum=scratch;V3_mmed=scratch,0.56,0.6485,"scratch closer in all valid schemes, bootstrap-uncertain","scratch closer in V0 and V2, bootstrap-uncertain",0.594,0.6485,pretrained,scratch,False,0.404617,0.361097,0.429787,0.373153,0.305979,0.268261,True
13
+ fold0,MS1 monocyte (IL1R2+),58 pairs + recipes,scratch_recipe__raw,lora_recipe__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=scratch;V1_lib=scratch;V2_msum=scratch;V3_mmed=scratch,0.807,0.8845,"scratch closer, robust","scratch closer, robust",0.8845,0.8445,scratch,scratch,False,0.4621,0.301019,0.503191,0.332896,0.36987,0.22186,True
14
+ fold0,Cycling monocyte (Ye 2026),n5,scratch_n5__raw,lora_n5__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=pretrained;V1_lib=pretrained;V2_msum=pretrained;V3_mmed=pretrained,0.0335,0.0905,"pretrained closer, robust","pretrained closer, robust",0.0905,0.061,pretrained,pretrained,True,0.0613772,0.111874,0.0759002,0.156623,0.0463098,0.12518,True
15
+ fold0,Cycling monocyte (Ye 2026),58 pairs vs LoRA,scratch_full__raw,real_lora__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=pretrained;V1_lib=pretrained;V2_msum=scratch;V3_mmed=pretrained,0.371,0.527,scheme-dependent,flips between V0 and V2,0.4625,0.527,scratch,scratch,True,0.0867531,0.0895574,0.117367,0.114132,0.0795671,0.0907854,True
16
+ fold0,Cycling monocyte (Ye 2026),58 pairs vs full FT,scratch_full__raw,real_full__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=pretrained;V1_lib=pretrained;V2_msum=pretrained;V3_mmed=pretrained,0.0255,0.274,"pretrained closer in all valid schemes, bootstrap-uncertain","pretrained closer in V0 and V2, bootstrap-uncertain",0.155,0.274,pretrained,pretrained,True,0.0867531,0.113928,0.117367,0.143718,0.0795671,0.148095,True
17
+ fold0,Cycling monocyte (Ye 2026),58 pairs + recipes,scratch_recipe__raw,lora_recipe__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=pretrained;V1_lib=pretrained;V2_msum=pretrained;V3_mmed=pretrained,0.12,0.373,"pretrained closer in all valid schemes, bootstrap-uncertain","pretrained closer in V0 and V2, bootstrap-uncertain",0.366,0.373,pretrained,pretrained,True,0.0869464,0.0962428,0.115198,0.126935,0.0624772,0.105289,True
18
+ fold0,ISG-high monocyte (positive control),n5,scratch_n5__raw,lora_n5__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=pretrained;V1_lib=scratch;V2_msum=pretrained;V3_mmed=pretrained,0.4825,0.74,scheme-dependent,"pretrained closer in V0 and V2, bootstrap-uncertain",0.5445,0.496,pretrained,pretrained,False,0.324734,0.324813,0.46891,0.477807,0.231753,0.175901,True
19
+ fold0,ISG-high monocyte (positive control),58 pairs vs LoRA,scratch_full__raw,real_lora__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=pretrained;V1_lib=pretrained;V2_msum=pretrained;V3_mmed=pretrained,0.14,0.231,"pretrained closer in all valid schemes, bootstrap-uncertain","pretrained closer, robust",0.1855,0.14,pretrained,pretrained,False,0.306379,0.435961,0.455554,0.700921,0.29658,0.414448,True
20
+ fold0,ISG-high monocyte (positive control),58 pairs vs full FT,scratch_full__raw,real_full__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=pretrained;V1_lib=pretrained;V2_msum=pretrained;V3_mmed=pretrained,0.112,0.252,"pretrained closer in all valid schemes, bootstrap-uncertain","pretrained closer, robust",0.112,0.162,pretrained,pretrained,False,0.306379,0.576362,0.455554,0.833031,0.29658,0.625453,True
21
+ fold0,ISG-high monocyte (positive control),58 pairs + recipes,scratch_recipe__raw,lora_recipe__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=pretrained;V1_lib=pretrained;V2_msum=pretrained;V3_mmed=pretrained,0.078,0.1665,"pretrained closer, robust","pretrained closer, robust",0.085,0.1085,pretrained,pretrained,False,0.263355,0.597133,0.391775,0.939016,0.244892,0.654096,True
22
+ fold0,ISG-high T,n5,scratch_n5__raw,lora_n5__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=pretrained;V1_lib=pretrained;V2_msum=pretrained;V3_mmed=pretrained,0.0005,0.313,"pretrained closer in all valid schemes, bootstrap-uncertain","pretrained closer, robust",0.039,0.0005,pretrained,pretrained,False,0.145625,0.456853,0.014733,0.226479,0.1165,0.201015,True
23
+ fold0,ISG-high T,58 pairs vs LoRA,scratch_full__raw,real_lora__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=pretrained;V1_lib=pretrained;V2_msum=pretrained;V3_mmed=pretrained,0,0.053,"pretrained closer, robust","pretrained closer, robust",0.053,0.013,pretrained,pretrained,False,0.169555,0.373078,0.171547,0.474856,0.0168508,0.35227,True
24
+ fold0,ISG-high T,58 pairs vs full FT,scratch_full__raw,real_full__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=pretrained;V1_lib=pretrained;V2_msum=pretrained;V3_mmed=pretrained,0,0.0655,"pretrained closer, robust","pretrained closer, robust",0.0655,0.0525,pretrained,pretrained,False,0.169555,0.449465,0.171547,0.485096,0.0168508,0.438383,True
25
+ fold0,ISG-high T,58 pairs + recipes,scratch_recipe__raw,lora_recipe__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=pretrained;V1_lib=pretrained;V2_msum=pretrained;V3_mmed=pretrained,0.001,0.32375,"pretrained closer in all valid schemes, bootstrap-uncertain","pretrained closer, robust",0.015,0.001,pretrained,pretrained,False,0.183512,0.532931,0.181443,0.658737,0.262354,0.556052,True
26
+ fold0,DN2 / ABC B,n5,scratch_n5__raw,lora_n5__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=pretrained;V1_lib=pretrained;V2_msum=pretrained;V3_mmed=pretrained,0.075,0.2925,"pretrained closer in all valid schemes, bootstrap-uncertain","pretrained closer in V0 and V2, bootstrap-uncertain",0.1455,0.2695,pretrained,scratch,False,1.63464,1.10691,1.57133,0.884003,1.78161,0.772925,True
27
+ fold0,DN2 / ABC B,58 pairs vs LoRA,scratch_full__raw,real_lora__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=scratch;V1_lib=scratch;V2_msum=scratch;V3_mmed=scratch,0.973,0.999,"scratch closer, robust","scratch closer, robust",0.973,0.999,scratch,scratch,False,0.633688,0.350657,0.62287,0.242236,0.660588,0.289701,True
28
+ fold0,DN2 / ABC B,58 pairs vs full FT,scratch_full__raw,real_full__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=scratch;V1_lib=scratch;V2_msum=scratch;V3_mmed=scratch,0.962,0.9965,"scratch closer, robust","scratch closer, robust",0.977,0.9965,scratch,scratch,False,0.633688,0.372326,0.62287,0.295048,0.660588,0.346076,True
29
+ fold0,DN2 / ABC B,58 pairs + recipes,scratch_recipe__raw,lora_recipe__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=scratch;V1_lib=scratch;V2_msum=scratch;V3_mmed=scratch,0.9825,0.998,"scratch closer, robust","scratch closer, robust",0.9825,0.998,scratch,scratch,False,0.459289,0.28267,0.476155,0.24182,0.44994,0.241003,True
30
+ fold0,Platelet signal in monocytes (negative control),n5,scratch_n5__raw,lora_n5__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=pretrained;V1_lib=pretrained;V2_msum=scratch;V3_mmed=scratch,0.0225,0.92,scheme-dependent,flips between V0 and V2,0.0225,0.803,pretrained,scratch,False,0.59832,0.835598,0.893081,1.36127,0.608674,0.896147,True
31
+ fold0,Platelet signal in monocytes (negative control),58 pairs vs LoRA,scratch_full__raw,real_lora__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=pretrained;V1_lib=pretrained;V2_msum=pretrained;V3_mmed=pretrained,0.056,0.136,"pretrained closer, robust","pretrained closer, robust",0.06,0.056,pretrained,pretrained,False,0.392348,0.547251,0.572715,0.800297,0.449718,0.576086,True
32
+ fold0,Platelet signal in monocytes (negative control),58 pairs vs full FT,scratch_full__raw,real_full__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=pretrained;V1_lib=pretrained;V2_msum=pretrained;V3_mmed=pretrained,0,0.2755,"pretrained closer in all valid schemes, bootstrap-uncertain","pretrained closer, robust",0,0.0055,pretrained,pretrained,False,0.392348,0.699329,0.572715,0.95059,0.449718,0.76073,True
33
+ fold0,Platelet signal in monocytes (negative control),58 pairs + recipes,scratch_recipe__raw,lora_recipe__raw,V0_screen;V1_lib;V2_msum;V3_mmed,V0_screen=pretrained;V1_lib=pretrained;V2_msum=pretrained;V3_mmed=pretrained,0.108,0.2205,"pretrained closer in all valid schemes, bootstrap-uncertain","pretrained closer, robust",0.155,0.1835,pretrained,pretrained,False,0.445627,0.544771,0.65698,0.772161,0.509978,0.597854,True
34
+ loco,C1Q-high monocyte (reference),final scratch vs LoRA r16,locoL_scratchsat_s162000_K1000,locoL_lora16sat_s26750_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=scratch;V2_msum=scratch;V3_mmed=scratch,0.998,1,"scratch closer, robust","scratch closer, robust",1,1,scratch,scratch,True,0.0677486,0.0345515,0.0649994,0.0331605,0,0.0270519,False
35
+ loco,C1Q-high monocyte (reference),final scratch vs LoRA r64,locoL_scratchsat_s162000_K1000,locoL_lora64sat_s59000_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=scratch;V2_msum=scratch;V3_mmed=pretrained,0.2285,0.8965,scheme-dependent,"scratch closer in V0 and V2, bootstrap-uncertain",0.8965,0.716,scratch,scratch,True,0.0677486,0.0564803,0.0649994,0.0593904,0,0.0450856,False
36
+ loco,C1Q-high monocyte (reference),final scratch vs full FT 108.5k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s108500_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=pretrained;V2_msum=pretrained;V3_mmed=scratch,0.037,0.977,scheme-dependent,"pretrained closer in V0 and V2, bootstrap-uncertain",0.037,0.5085,pretrained,pretrained,True,0.0677486,0.0931976,0.0649994,0.0652386,0,0.0826788,False
37
+ loco,C1Q-high monocyte (reference),final scratch vs full FT 20k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s20000_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=pretrained;V2_msum=pretrained;V3_mmed=scratch,0.0475,0.993,scheme-dependent,"pretrained closer, robust",0.0475,0.083,pretrained,pretrained,True,0.0677486,0.0844517,0.0649994,0.0790579,0,0.0843472,False
38
+ loco,Plasmablast (markers),final scratch vs LoRA r16,locoL_scratchsat_s162000_K1000,locoL_lora16sat_s26750_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=pretrained;V2_msum=pretrained;V3_mmed=scratch,0,0.5325,scheme-dependent,"pretrained closer, robust",0,0,pretrained,pretrained,False,0.338486,0.784733,0.466264,0.72005,0.321349,0.856614,False
39
+ loco,Plasmablast (markers),final scratch vs LoRA r64,locoL_scratchsat_s162000_K1000,locoL_lora64sat_s59000_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=pretrained;V2_msum=pretrained;V3_mmed=pretrained,0,0.281,"pretrained closer in all valid schemes, bootstrap-uncertain","pretrained closer, robust",0,0.01175,pretrained,pretrained,False,0.338486,0.685604,0.466264,0.579345,0.321349,0.699406,False
40
+ loco,Plasmablast (markers),final scratch vs full FT 108.5k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s108500_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=pretrained;V2_msum=pretrained;V3_mmed=scratch,0.0115,0.9465,scheme-dependent,"pretrained closer, robust",0.0115,0.051,pretrained,pretrained,False,0.338486,1.47352,0.466264,1.2111,0.321349,1.52546,False
41
+ loco,Plasmablast (markers),final scratch vs full FT 20k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s20000_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=pretrained;V2_msum=pretrained;V3_mmed=scratch,0.0005,0.8485,scheme-dependent,"pretrained closer, robust",0.0005,0.0055,pretrained,pretrained,False,0.338486,1.10177,0.466264,0.954473,0.321349,1.15528,False
42
+ loco,MS1 monocyte (IL1R2+),final scratch vs LoRA r16,locoL_scratchsat_s162000_K1000,locoL_lora16sat_s26750_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=pretrained;V2_msum=scratch;V3_mmed=scratch,0.275,0.698,scheme-dependent,flips between V0 and V2,0.275,0.57,pretrained,pretrained,True,0.102022,0.120599,0.138654,0.127604,0,0.106123,False
43
+ loco,MS1 monocyte (IL1R2+),final scratch vs LoRA r64,locoL_scratchsat_s162000_K1000,locoL_lora64sat_s59000_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=pretrained;V2_msum=scratch;V3_mmed=scratch,0.318,0.576,scheme-dependent,flips between V0 and V2,0.318,0.576,pretrained,pretrained,True,0.102022,0.112676,0.138654,0.128551,0,0.106294,False
44
+ loco,MS1 monocyte (IL1R2+),final scratch vs full FT 108.5k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s108500_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=pretrained;V2_msum=pretrained;V3_mmed=scratch,0.0025,0.9245,scheme-dependent,"pretrained closer, robust",0.0025,0.132,pretrained,pretrained,False,0.102022,0.26511,0.138654,0.198084,0,0.246298,False
45
+ loco,MS1 monocyte (IL1R2+),final scratch vs full FT 20k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s20000_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=pretrained;V2_msum=pretrained;V3_mmed=pretrained,0.0005,0.352,"pretrained closer in all valid schemes, bootstrap-uncertain","pretrained closer, robust",0.0005,0.023,pretrained,pretrained,False,0.102022,0.292078,0.138654,0.261431,0,0.29273,False
46
+ loco,Cycling monocyte (Ye 2026),final scratch vs LoRA r16,locoL_scratchsat_s162000_K1000,locoL_lora16sat_s26750_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=pretrained;V2_msum=pretrained;V3_mmed=pretrained,0.001,0.348,"pretrained closer in all valid schemes, bootstrap-uncertain","pretrained closer, robust",0.001,0.1255,pretrained,pretrained,True,0.0244068,0.0624578,0.0564967,0.0782887,0.00236507,0.0633616,False
47
+ loco,Cycling monocyte (Ye 2026),final scratch vs LoRA r64,locoL_scratchsat_s162000_K1000,locoL_lora64sat_s59000_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=pretrained;V2_msum=pretrained;V3_mmed=pretrained,0,0.0425,"pretrained closer, robust","pretrained closer, robust",0,0.0425,pretrained,pretrained,True,0.0244068,0.0700621,0.0564967,0.0908624,0.00236507,0.0515338,False
48
+ loco,Cycling monocyte (Ye 2026),final scratch vs full FT 108.5k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s108500_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=pretrained;V2_msum=pretrained;V3_mmed=pretrained,0,0.0305,"pretrained closer, robust","pretrained closer, robust",0,0.008,pretrained,pretrained,True,0.0244068,0.114252,0.0564967,0.123625,0.00236507,0.111077,False
49
+ loco,Cycling monocyte (Ye 2026),final scratch vs full FT 20k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s20000_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=pretrained;V2_msum=pretrained;V3_mmed=pretrained,0,0.001,"pretrained closer, robust","pretrained closer, robust",0,0,pretrained,pretrained,True,0.0244068,0.150206,0.0564967,0.156731,0.00236507,0.149675,False
50
+ loco,ISG-high monocyte (positive control),final scratch vs LoRA r16,locoL_scratchsat_s162000_K1000,locoL_lora16sat_s26750_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=pretrained;V2_msum=scratch;V3_mmed=scratch,0.0855,0.9735,scheme-dependent,flips between V0 and V2,0.0855,0.9735,scratch,scratch,False,0.47253,1.31132,1.24219,1.97925,0.00644973,1.33955,False
51
+ loco,ISG-high monocyte (positive control),final scratch vs LoRA r64,locoL_scratchsat_s162000_K1000,locoL_lora64sat_s59000_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=pretrained;V2_msum=scratch;V3_mmed=scratch,0.1475,1,scheme-dependent,flips between V0 and V2,0.1475,0.9885,scratch,scratch,False,0.47253,1.45044,1.24219,2.28982,0.00644973,1.47168,False
52
+ loco,ISG-high monocyte (positive control),final scratch vs full FT 108.5k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s108500_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=pretrained;V2_msum=scratch;V3_mmed=pretrained,0.3555,0.9755,scheme-dependent,flips between V0 and V2,0.3555,0.9755,scratch,scratch,False,0.47253,1.77138,1.24219,2.12271,0.00644973,1.78996,False
53
+ loco,ISG-high monocyte (positive control),final scratch vs full FT 20k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s20000_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=pretrained;V2_msum=scratch;V3_mmed=pretrained,0.0075,0.956,scheme-dependent,flips between V0 and V2,0.121,0.956,scratch,scratch,False,0.47253,1.37158,1.24219,1.78418,0.00644973,1.38617,False
54
+ loco,ISG-high T,final scratch vs LoRA r16,locoL_scratchsat_s162000_K1000,locoL_lora16sat_s26750_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=pretrained;V2_msum=pretrained;V3_mmed=scratch,0.276,0.705,scheme-dependent,"pretrained closer in V0 and V2, bootstrap-uncertain",0.511,0.276,pretrained,pretrained,False,0.599284,1.66187,0.54955,1.21488,0,1.66747,False
55
+ loco,ISG-high T,final scratch vs LoRA r64,locoL_scratchsat_s162000_K1000,locoL_lora64sat_s59000_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=scratch;V2_msum=pretrained;V3_mmed=scratch,0.289,0.7115,scheme-dependent,flips between V0 and V2,0.605,0.289,pretrained,pretrained,False,0.599284,1.92704,0.54955,1.19457,0,1.95158,False
56
+ loco,ISG-high T,final scratch vs full FT 108.5k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s108500_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=scratch;V2_msum=pretrained;V3_mmed=scratch,0.235,0.62,scheme-dependent,flips between V0 and V2,0.62,0.235,pretrained,pretrained,False,0.599284,2.05126,0.54955,1.0757,0,2.08008,False
57
+ loco,ISG-high T,final scratch vs full FT 20k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s20000_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=pretrained;V2_msum=pretrained;V3_mmed=scratch,0.075,0.5785,scheme-dependent,"pretrained closer in V0 and V2, bootstrap-uncertain",0.36,0.075,pretrained,pretrained,False,0.599284,1.35208,0.54955,0.843097,0,1.35302,False
58
+ loco,DN2 / ABC B,final scratch vs LoRA r16,locoL_scratchsat_s162000_K1000,locoL_lora16sat_s26750_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=pretrained;V2_msum=pretrained;V3_mmed=pretrained,0.1085,0.312,"pretrained closer in all valid schemes, bootstrap-uncertain","pretrained closer in V0 and V2, bootstrap-uncertain",0.312,0.1085,pretrained,pretrained,True,0.163239,0.172721,0.18383,0.223716,0,0.149522,False
59
+ loco,DN2 / ABC B,final scratch vs LoRA r64,locoL_scratchsat_s162000_K1000,locoL_lora64sat_s59000_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=pretrained;V2_msum=pretrained;V3_mmed=pretrained,0,0.1285,"pretrained closer, robust","pretrained closer, robust",0.1285,0.0035,pretrained,pretrained,False,0.163239,0.181652,0.18383,0.259563,0,0.179905,False
60
+ loco,DN2 / ABC B,final scratch vs full FT 108.5k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s108500_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=pretrained;V2_msum=pretrained;V3_mmed=scratch,0,0.936,scheme-dependent,"pretrained closer in V0 and V2, bootstrap-uncertain",0,0.3895,pretrained,pretrained,False,0.163239,0.28372,0.18383,0.190568,0,0.268886,False
61
+ loco,DN2 / ABC B,final scratch vs full FT 20k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s20000_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=pretrained;V2_msum=scratch;V3_mmed=scratch,0.0005,0.8195,scheme-dependent,flips between V0 and V2,0.0005,0.4925,pretrained,scratch,True,0.163239,0.247879,0.18383,0.1832,0,0.231469,False
62
+ loco,Platelet signal in monocytes (negative control),final scratch vs LoRA r16,locoL_scratchsat_s162000_K1000,locoL_lora16sat_s26750_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=pretrained;V2_msum=pretrained;V3_mmed=pretrained,0,0.0525,"pretrained closer, robust","pretrained closer, robust",0,0.0015,pretrained,pretrained,True,0.0781632,0.183958,0.172455,0.232008,0.00391097,0.186328,False
63
+ loco,Platelet signal in monocytes (negative control),final scratch vs LoRA r64,locoL_scratchsat_s162000_K1000,locoL_lora64sat_s59000_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=pretrained;V2_msum=pretrained;V3_mmed=pretrained,0,0.0105,"pretrained closer, robust","pretrained closer, robust",0,0,pretrained,pretrained,True,0.0781632,0.181032,0.172455,0.232689,0.00391097,0.180292,False
64
+ loco,Platelet signal in monocytes (negative control),final scratch vs full FT 108.5k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s108500_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=pretrained;V2_msum=pretrained;V3_mmed=pretrained,0,0,"pretrained closer, robust","pretrained closer, robust",0,0,pretrained,pretrained,False,0.0781632,0.357289,0.172455,0.347161,0.00391097,0.353051,False
65
+ loco,Platelet signal in monocytes (negative control),final scratch vs full FT 20k,locoL_scratchsat_s162000_K1000,locoL_fullsat_s20000_K1000,V0_screen;V2_msum;V3_mmed,V0_screen=pretrained;V2_msum=pretrained;V3_mmed=pretrained,0,0,"pretrained closer, robust","pretrained closer, robust",0,0,pretrained,pretrained,False,0.0781632,0.448817,0.172455,0.475804,0.00391097,0.444644,False
paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/confound_parent_pools.csv ADDED
@@ -0,0 +1,301 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ setting,arm,arm_class,state,parent,gen_parent_total,gen_parent_donor_min,gen_parent_donor_median,n_donors_gen_parent_lt20,n_donors_gen_parent_zero,obs_parent_total,obs_parent_donor_min,obs_parent_donor_median,gen_parent_pct_of_cells,gen_state_total,obsthin_state_total,n_donors_gen_state_zero,obs_parent_pct_of_cells,parent_gen_over_obs
2
+ fold0,zs__raw,pretrained zero-shot,C1Q-high monocyte (reference),Monocyte,9506,27,518,0,0,31471,139,1385,37.2784,12,1590,11,23.9089,1.55919
3
+ fold0,zs__raw,pretrained zero-shot,Cycling T/NK,T cell+NK cell,10614,254,686,0,0,71619,806,4565,41.6235,69,185,1,54.4097,0.765001
4
+ fold0,zs__raw,pretrained zero-shot,Cycling activated T (CD38/HLA-DR),T cell,8631,121,533,0,0,61162,593,3917,33.8471,33,362,3,46.4654,0.728435
5
+ fold0,zs__raw,pretrained zero-shot,Proliferating T (label),T cell,8631,121,533,0,0,61162,593,3917,33.8471,243,444,0,46.4654,0.728435
6
+ fold0,zs__raw,pretrained zero-shot,Plasmablast (label),ALL,25500,1500,1500,0,0,131629,2657,7804,100,209,716,2,100,1
7
+ fold0,zs__raw,pretrained zero-shot,Plasmablast (markers),ALL,25500,1500,1500,0,0,131629,2657,7804,100,245,1618,1,100,1
8
+ fold0,zs__raw,pretrained zero-shot,MS1 monocyte (IL1R2+),Monocyte,9506,27,518,0,0,31471,139,1385,37.2784,141,5568,6,23.9089,1.55919
9
+ fold0,zs__raw,pretrained zero-shot,Cycling monocyte (Ye 2026),Monocyte,9506,27,518,0,0,31471,139,1385,37.2784,28,992,9,23.9089,1.55919
10
+ fold0,zs__raw,pretrained zero-shot,ISG-high monocyte (positive control),Monocyte,9506,27,518,0,0,31471,139,1385,37.2784,1513,1907,0,23.9089,1.55919
11
+ fold0,zs__raw,pretrained zero-shot,ISG-high T,T cell,8631,121,533,0,0,61162,593,3917,33.8471,92,241,0,46.4654,0.728435
12
+ fold0,zs__raw,pretrained zero-shot,DN2 / ABC B,B cell,4425,52,226,0,0,21022,184,1410,17.3529,162,607,0,15.9706,1.08655
13
+ fold0,zs__raw,pretrained zero-shot,HSPC,ALL,25500,1500,1500,0,0,131629,2657,7804,100,20,117,8,100,1
14
+ fold0,zs__raw,pretrained zero-shot,Cytotoxic CD4 T,Naive CD4 T cell+Memory CD4 T cell+Treg,3484,26,180,0,0,29300,258,1531,13.6627,19,342,8,22.2595,0.613793
15
+ fold0,zs__raw,pretrained zero-shot,Granulocyte-like (LDG),ALL,25500,1500,1500,0,0,131629,2657,7804,100,70,2589,3,100,1
16
+ fold0,zs__raw,pretrained zero-shot,Platelet signal in monocytes (negative control),Monocyte,9506,27,518,0,0,31471,139,1385,37.2784,350,3221,1,23.9089,1.55919
17
+ fold0,lora_n5__raw,pretrained LoRA (5 pairs),C1Q-high monocyte (reference),Monocyte,7183,51,389,0,0,31471,139,1385,28.1686,447,1822,3,23.9089,1.17817
18
+ fold0,lora_n5__raw,pretrained LoRA (5 pairs),Cycling T/NK,T cell+NK cell,13360,446,817,0,0,71619,806,4565,52.3922,62,288,1,54.4097,0.962919
19
+ fold0,lora_n5__raw,pretrained LoRA (5 pairs),Cycling activated T (CD38/HLA-DR),T cell,12396,394,767,0,0,61162,593,3917,48.6118,61,679,3,46.4654,1.04619
20
+ fold0,lora_n5__raw,pretrained LoRA (5 pairs),Proliferating T (label),T cell,12396,394,767,0,0,61162,593,3917,48.6118,224,444,0,46.4654,1.04619
21
+ fold0,lora_n5__raw,pretrained LoRA (5 pairs),Plasmablast (label),ALL,25500,1500,1500,0,0,131629,2657,7804,100,260,716,0,100,1
22
+ fold0,lora_n5__raw,pretrained LoRA (5 pairs),Plasmablast (markers),ALL,25500,1500,1500,0,0,131629,2657,7804,100,332,3407,0,100,1
23
+ fold0,lora_n5__raw,pretrained LoRA (5 pairs),MS1 monocyte (IL1R2+),Monocyte,7183,51,389,0,0,31471,139,1385,28.1686,259,7470,3,23.9089,1.17817
24
+ fold0,lora_n5__raw,pretrained LoRA (5 pairs),Cycling monocyte (Ye 2026),Monocyte,7183,51,389,0,0,31471,139,1385,28.1686,43,1684,6,23.9089,1.17817
25
+ fold0,lora_n5__raw,pretrained LoRA (5 pairs),ISG-high monocyte (positive control),Monocyte,7183,51,389,0,0,31471,139,1385,28.1686,311,4195,2,23.9089,1.17817
26
+ fold0,lora_n5__raw,pretrained LoRA (5 pairs),ISG-high T,T cell,12396,394,767,0,0,61162,593,3917,48.6118,80,864,4,46.4654,1.04619
27
+ fold0,lora_n5__raw,pretrained LoRA (5 pairs),DN2 / ABC B,B cell,3997,112,217,0,0,21022,184,1410,15.6745,173,822,0,15.9706,0.981458
28
+ fold0,lora_n5__raw,pretrained LoRA (5 pairs),HSPC,ALL,25500,1500,1500,0,0,131629,2657,7804,100,26,140,8,100,1
29
+ fold0,lora_n5__raw,pretrained LoRA (5 pairs),Cytotoxic CD4 T,Naive CD4 T cell+Memory CD4 T cell+Treg,6369,175,394,0,0,29300,258,1531,24.9765,161,413,0,22.2595,1.12206
30
+ fold0,lora_n5__raw,pretrained LoRA (5 pairs),Granulocyte-like (LDG),ALL,25500,1500,1500,0,0,131629,2657,7804,100,50,4732,4,100,1
31
+ fold0,lora_n5__raw,pretrained LoRA (5 pairs),Platelet signal in monocytes (negative control),Monocyte,7183,51,389,0,0,31471,139,1385,28.1686,1237,6486,0,23.9089,1.17817
32
+ fold0,scratch_n5__raw,scratch (5 pairs),C1Q-high monocyte (reference),Monocyte,6241,232,333,0,0,31471,139,1385,24.4745,357,1791,0,23.9089,1.02366
33
+ fold0,scratch_n5__raw,scratch (5 pairs),Cycling T/NK,T cell+NK cell,15657,665,928,0,0,71619,806,4565,61.4,32,288,4,54.4097,1.12847
34
+ fold0,scratch_n5__raw,scratch (5 pairs),Cycling activated T (CD38/HLA-DR),T cell,13611,570,816,0,0,61162,593,3917,53.3765,61,679,1,46.4654,1.14873
35
+ fold0,scratch_n5__raw,scratch (5 pairs),Proliferating T (label),T cell,13611,570,816,0,0,61162,593,3917,53.3765,135,444,0,46.4654,1.14873
36
+ fold0,scratch_n5__raw,scratch (5 pairs),Plasmablast (label),ALL,25500,1500,1500,0,0,131629,2657,7804,100,156,716,0,100,1
37
+ fold0,scratch_n5__raw,scratch (5 pairs),Plasmablast (markers),ALL,25500,1500,1500,0,0,131629,2657,7804,100,231,3407,0,100,1
38
+ fold0,scratch_n5__raw,scratch (5 pairs),MS1 monocyte (IL1R2+),Monocyte,6241,232,333,0,0,31471,139,1385,24.4745,138,7278,1,23.9089,1.02366
39
+ fold0,scratch_n5__raw,scratch (5 pairs),Cycling monocyte (Ye 2026),Monocyte,6241,232,333,0,0,31471,139,1385,24.4745,19,1561,7,23.9089,1.02366
40
+ fold0,scratch_n5__raw,scratch (5 pairs),ISG-high monocyte (positive control),Monocyte,6241,232,333,0,0,31471,139,1385,24.4745,246,3820,0,23.9089,1.02366
41
+ fold0,scratch_n5__raw,scratch (5 pairs),ISG-high T,T cell,13611,570,816,0,0,61162,593,3917,53.3765,28,864,3,46.4654,1.14873
42
+ fold0,scratch_n5__raw,scratch (5 pairs),DN2 / ABC B,B cell,2910,148,164,0,0,21022,184,1410,11.4118,186,822,1,15.9706,0.714546
43
+ fold0,scratch_n5__raw,scratch (5 pairs),HSPC,ALL,25500,1500,1500,0,0,131629,2657,7804,100,13,140,9,100,1
44
+ fold0,scratch_n5__raw,scratch (5 pairs),Cytotoxic CD4 T,Naive CD4 T cell+Memory CD4 T cell+Treg,7441,323,444,0,0,29300,258,1531,29.1804,159,413,0,22.2595,1.31092
45
+ fold0,scratch_n5__raw,scratch (5 pairs),Granulocyte-like (LDG),ALL,25500,1500,1500,0,0,131629,2657,7804,100,118,4732,1,100,1
46
+ fold0,scratch_n5__raw,scratch (5 pairs),Platelet signal in monocytes (negative control),Monocyte,6241,232,333,0,0,31471,139,1385,24.4745,708,5967,0,23.9089,1.02366
47
+ fold0,real_lora__raw,pretrained LoRA (58 pairs),C1Q-high monocyte (reference),Monocyte,3891,25,178,0,0,31471,139,1385,15.2588,227,1743,4,23.9089,0.638208
48
+ fold0,real_lora__raw,pretrained LoRA (58 pairs),Cycling T/NK,T cell+NK cell,15651,610,943,0,0,71619,806,4565,61.3765,57,280,2,54.4097,1.12804
49
+ fold0,real_lora__raw,pretrained LoRA (58 pairs),Cycling activated T (CD38/HLA-DR),T cell,14147,528,846,0,0,61162,593,3917,55.4784,61,645,1,46.4654,1.19397
50
+ fold0,real_lora__raw,pretrained LoRA (58 pairs),Proliferating T (label),T cell,14147,528,846,0,0,61162,593,3917,55.4784,153,444,0,46.4654,1.19397
51
+ fold0,real_lora__raw,pretrained LoRA (58 pairs),Plasmablast (label),ALL,25500,1500,1500,0,0,131629,2657,7804,100,482,716,0,100,1
52
+ fold0,real_lora__raw,pretrained LoRA (58 pairs),Plasmablast (markers),ALL,25500,1500,1500,0,0,131629,2657,7804,100,609,3023,0,100,1
53
+ fold0,real_lora__raw,pretrained LoRA (58 pairs),MS1 monocyte (IL1R2+),Monocyte,3891,25,178,0,0,31471,139,1385,15.2588,178,6990,4,23.9089,0.638208
54
+ fold0,real_lora__raw,pretrained LoRA (58 pairs),Cycling monocyte (Ye 2026),Monocyte,3891,25,178,0,0,31471,139,1385,15.2588,16,1445,8,23.9089,0.638208
55
+ fold0,real_lora__raw,pretrained LoRA (58 pairs),ISG-high monocyte (positive control),Monocyte,3891,25,178,0,0,31471,139,1385,15.2588,181,3358,3,23.9089,0.638208
56
+ fold0,real_lora__raw,pretrained LoRA (58 pairs),ISG-high T,T cell,14147,528,846,0,0,61162,593,3917,55.4784,68,788,6,46.4654,1.19397
57
+ fold0,real_lora__raw,pretrained LoRA (58 pairs),DN2 / ABC B,B cell,4903,64,217,0,0,21022,184,1410,19.2275,66,807,0,15.9706,1.20392
58
+ fold0,real_lora__raw,pretrained LoRA (58 pairs),HSPC,ALL,25500,1500,1500,0,0,131629,2657,7804,100,15,135,10,100,1
59
+ fold0,real_lora__raw,pretrained LoRA (58 pairs),Cytotoxic CD4 T,Naive CD4 T cell+Memory CD4 T cell+Treg,6419,180,390,0,0,29300,258,1531,25.1725,81,413,3,22.2595,1.13087
60
+ fold0,real_lora__raw,pretrained LoRA (58 pairs),Granulocyte-like (LDG),ALL,25500,1500,1500,0,0,131629,2657,7804,100,32,4318,7,100,1
61
+ fold0,real_lora__raw,pretrained LoRA (58 pairs),Platelet signal in monocytes (negative control),Monocyte,3891,25,178,0,0,31471,139,1385,15.2588,363,5365,0,23.9089,0.638208
62
+ fold0,real_full__raw,pretrained full FT (58 pairs),C1Q-high monocyte (reference),Monocyte,4120,40,264,0,0,31471,139,1385,16.1569,208,1733,2,23.9089,0.675769
63
+ fold0,real_full__raw,pretrained full FT (58 pairs),Cycling T/NK,T cell+NK cell,14815,652,843,0,0,71619,806,4565,58.098,76,275,0,54.4097,1.06779
64
+ fold0,real_full__raw,pretrained full FT (58 pairs),Cycling activated T (CD38/HLA-DR),T cell,13435,615,760,0,0,61162,593,3917,52.6863,78,614,0,46.4654,1.13388
65
+ fold0,real_full__raw,pretrained full FT (58 pairs),Proliferating T (label),T cell,13435,615,760,0,0,61162,593,3917,52.6863,180,444,0,46.4654,1.13388
66
+ fold0,real_full__raw,pretrained full FT (58 pairs),Plasmablast (label),ALL,25500,1500,1500,0,0,131629,2657,7804,100,455,716,0,100,1
67
+ fold0,real_full__raw,pretrained full FT (58 pairs),Plasmablast (markers),ALL,25500,1500,1500,0,0,131629,2657,7804,100,643,2875,0,100,1
68
+ fold0,real_full__raw,pretrained full FT (58 pairs),MS1 monocyte (IL1R2+),Monocyte,4120,40,264,0,0,31471,139,1385,16.1569,325,6875,2,23.9089,0.675769
69
+ fold0,real_full__raw,pretrained full FT (58 pairs),Cycling monocyte (Ye 2026),Monocyte,4120,40,264,0,0,31471,139,1385,16.1569,21,1408,4,23.9089,0.675769
70
+ fold0,real_full__raw,pretrained full FT (58 pairs),ISG-high monocyte (positive control),Monocyte,4120,40,264,0,0,31471,139,1385,16.1569,241,3194,1,23.9089,0.675769
71
+ fold0,real_full__raw,pretrained full FT (58 pairs),ISG-high T,T cell,13435,615,760,0,0,61162,593,3917,52.6863,70,709,4,46.4654,1.13388
72
+ fold0,real_full__raw,pretrained full FT (58 pairs),DN2 / ABC B,B cell,5233,44,243,0,0,21022,184,1410,20.5216,76,820,0,15.9706,1.28496
73
+ fold0,real_full__raw,pretrained full FT (58 pairs),HSPC,ALL,25500,1500,1500,0,0,131629,2657,7804,100,20,132,7,100,1
74
+ fold0,real_full__raw,pretrained full FT (58 pairs),Cytotoxic CD4 T,Naive CD4 T cell+Memory CD4 T cell+Treg,5956,212,341,0,0,29300,258,1531,23.3569,111,413,3,22.2595,1.0493
75
+ fold0,real_full__raw,pretrained full FT (58 pairs),Granulocyte-like (LDG),ALL,25500,1500,1500,0,0,131629,2657,7804,100,33,4122,6,100,1
76
+ fold0,real_full__raw,pretrained full FT (58 pairs),Platelet signal in monocytes (negative control),Monocyte,4120,40,264,0,0,31471,139,1385,16.1569,466,5090,0,23.9089,0.675769
77
+ fold0,scratch_full__raw,"scratch (58 pairs, 100k cap)",C1Q-high monocyte (reference),Monocyte,4036,22,223,0,0,31471,139,1385,15.8275,106,1770,3,23.9089,0.661991
78
+ fold0,scratch_full__raw,"scratch (58 pairs, 100k cap)",Cycling T/NK,T cell+NK cell,15598,584,928,0,0,71619,806,4565,61.1686,25,276,5,54.4097,1.12422
79
+ fold0,scratch_full__raw,"scratch (58 pairs, 100k cap)",Cycling activated T (CD38/HLA-DR),T cell,13443,570,816,0,0,61162,593,3917,52.7176,45,650,1,46.4654,1.13456
80
+ fold0,scratch_full__raw,"scratch (58 pairs, 100k cap)",Proliferating T (label),T cell,13443,570,816,0,0,61162,593,3917,52.7176,110,444,1,46.4654,1.13456
81
+ fold0,scratch_full__raw,"scratch (58 pairs, 100k cap)",Plasmablast (label),ALL,25500,1500,1500,0,0,131629,2657,7804,100,172,716,0,100,1
82
+ fold0,scratch_full__raw,"scratch (58 pairs, 100k cap)",Plasmablast (markers),ALL,25500,1500,1500,0,0,131629,2657,7804,100,373,2999,0,100,1
83
+ fold0,scratch_full__raw,"scratch (58 pairs, 100k cap)",MS1 monocyte (IL1R2+),Monocyte,4036,22,223,0,0,31471,139,1385,15.8275,372,7169,2,23.9089,0.661991
84
+ fold0,scratch_full__raw,"scratch (58 pairs, 100k cap)",Cycling monocyte (Ye 2026),Monocyte,4036,22,223,0,0,31471,139,1385,15.8275,17,1528,8,23.9089,0.661991
85
+ fold0,scratch_full__raw,"scratch (58 pairs, 100k cap)",ISG-high monocyte (positive control),Monocyte,4036,22,223,0,0,31471,139,1385,15.8275,142,3614,2,23.9089,0.661991
86
+ fold0,scratch_full__raw,"scratch (58 pairs, 100k cap)",ISG-high T,T cell,13443,570,816,0,0,61162,593,3917,52.7176,30,805,5,46.4654,1.13456
87
+ fold0,scratch_full__raw,"scratch (58 pairs, 100k cap)",DN2 / ABC B,B cell,5053,88,229,0,0,21022,184,1410,19.8157,115,755,1,15.9706,1.24076
88
+ fold0,scratch_full__raw,"scratch (58 pairs, 100k cap)",HSPC,ALL,25500,1500,1500,0,0,131629,2657,7804,100,35,135,3,100,1
89
+ fold0,scratch_full__raw,"scratch (58 pairs, 100k cap)",Cytotoxic CD4 T,Naive CD4 T cell+Memory CD4 T cell+Treg,6738,266,380,0,0,29300,258,1531,26.4235,76,413,1,22.2595,1.18707
90
+ fold0,scratch_full__raw,"scratch (58 pairs, 100k cap)",Granulocyte-like (LDG),ALL,25500,1500,1500,0,0,131629,2657,7804,100,36,4312,5,100,1
91
+ fold0,scratch_full__raw,"scratch (58 pairs, 100k cap)",Platelet signal in monocytes (negative control),Monocyte,4036,22,223,0,0,31471,139,1385,15.8275,286,5684,1,23.9089,0.661991
92
+ fold0,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),C1Q-high monocyte (reference),Monocyte,3965,21,245,0,0,31471,139,1385,15.549,136,1725,3,23.9089,0.650345
93
+ fold0,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),Cycling T/NK,T cell+NK cell,15201,658,891,0,0,71619,806,4565,59.6118,57,272,1,54.4097,1.09561
94
+ fold0,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),Cycling activated T (CD38/HLA-DR),T cell,13851,608,806,0,0,61162,593,3917,54.3176,65,628,1,46.4654,1.16899
95
+ fold0,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),Proliferating T (label),T cell,13851,608,806,0,0,61162,593,3917,54.3176,177,444,0,46.4654,1.16899
96
+ fold0,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),Plasmablast (label),ALL,25500,1500,1500,0,0,131629,2657,7804,100,319,716,1,100,1
97
+ fold0,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),Plasmablast (markers),ALL,25500,1500,1500,0,0,131629,2657,7804,100,411,2985,0,100,1
98
+ fold0,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),MS1 monocyte (IL1R2+),Monocyte,3965,21,245,0,0,31471,139,1385,15.549,261,6882,3,23.9089,0.650345
99
+ fold0,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),Cycling monocyte (Ye 2026),Monocyte,3965,21,245,0,0,31471,139,1385,15.549,17,1402,6,23.9089,0.650345
100
+ fold0,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),ISG-high monocyte (positive control),Monocyte,3965,21,245,0,0,31471,139,1385,15.549,243,3230,3,23.9089,0.650345
101
+ fold0,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),ISG-high T,T cell,13851,608,806,0,0,61162,593,3917,54.3176,91,754,2,46.4654,1.16899
102
+ fold0,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),DN2 / ABC B,B cell,5157,48,237,0,0,21022,184,1410,20.2235,57,822,0,15.9706,1.26629
103
+ fold0,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),HSPC,ALL,25500,1500,1500,0,0,131629,2657,7804,100,19,138,10,100,1
104
+ fold0,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),Cytotoxic CD4 T,Naive CD4 T cell+Memory CD4 T cell+Treg,6268,178,377,0,0,29300,258,1531,24.5804,109,413,3,22.2595,1.10426
105
+ fold0,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),Granulocyte-like (LDG),ALL,25500,1500,1500,0,0,131629,2657,7804,100,21,4287,7,100,1
106
+ fold0,lora_recipe__raw,pretrained LoRA + recipes (58 pairs),Platelet signal in monocytes (negative control),Monocyte,3965,21,245,0,0,31471,139,1385,15.549,351,5114,1,23.9089,0.650345
107
+ fold0,scratch_recipe__raw,scratch + recipes (58 pairs),C1Q-high monocyte (reference),Monocyte,3598,0,177,3,1,31471,139,1385,14.1098,108,1774,4,23.9089,0.590149
108
+ fold0,scratch_recipe__raw,scratch + recipes (58 pairs),Cycling T/NK,T cell+NK cell,15999,542,949,0,0,71619,806,4565,62.7412,29,271,4,54.4097,1.15312
109
+ fold0,scratch_recipe__raw,scratch + recipes (58 pairs),Cycling activated T (CD38/HLA-DR),T cell,13815,525,861,0,0,61162,593,3917,54.1765,39,619,4,46.4654,1.16595
110
+ fold0,scratch_recipe__raw,scratch + recipes (58 pairs),Proliferating T (label),T cell,13815,525,861,0,0,61162,593,3917,54.1765,98,444,1,46.4654,1.16595
111
+ fold0,scratch_recipe__raw,scratch + recipes (58 pairs),Plasmablast (label),ALL,25500,1500,1500,0,0,131629,2657,7804,100,163,716,0,100,1
112
+ fold0,scratch_recipe__raw,scratch + recipes (58 pairs),Plasmablast (markers),ALL,25500,1500,1500,0,0,131629,2657,7804,100,415,2918,0,100,1
113
+ fold0,scratch_recipe__raw,scratch + recipes (58 pairs),MS1 monocyte (IL1R2+),Monocyte,3598,0,177,3,1,31471,139,1385,14.1098,377,7136,4,23.9089,0.590149
114
+ fold0,scratch_recipe__raw,scratch + recipes (58 pairs),Cycling monocyte (Ye 2026),Monocyte,3598,0,177,3,1,31471,139,1385,14.1098,15,1509,6,23.9089,0.590149
115
+ fold0,scratch_recipe__raw,scratch + recipes (58 pairs),ISG-high monocyte (positive control),Monocyte,3598,0,177,3,1,31471,139,1385,14.1098,108,3587,4,23.9089,0.590149
116
+ fold0,scratch_recipe__raw,scratch + recipes (58 pairs),ISG-high T,T cell,13815,525,861,0,0,61162,593,3917,54.1765,32,772,4,46.4654,1.16595
117
+ fold0,scratch_recipe__raw,scratch + recipes (58 pairs),DN2 / ABC B,B cell,5051,97,242,0,0,21022,184,1410,19.8078,81,734,3,15.9706,1.24027
118
+ fold0,scratch_recipe__raw,scratch + recipes (58 pairs),HSPC,ALL,25500,1500,1500,0,0,131629,2657,7804,100,25,135,4,100,1
119
+ fold0,scratch_recipe__raw,scratch + recipes (58 pairs),Cytotoxic CD4 T,Naive CD4 T cell+Memory CD4 T cell+Treg,6800,252,375,0,0,29300,258,1531,26.6667,113,410,0,22.2595,1.19799
120
+ fold0,scratch_recipe__raw,scratch + recipes (58 pairs),Granulocyte-like (LDG),ALL,25500,1500,1500,0,0,131629,2657,7804,100,47,4142,3,100,1
121
+ fold0,scratch_recipe__raw,scratch + recipes (58 pairs),Platelet signal in monocytes (negative control),Monocyte,3598,0,177,3,1,31471,139,1385,14.1098,285,5594,1,23.9089,0.590149
122
+ loco,zs__raw,pretrained zero-shot,C1Q-high monocyte (reference),Monocyte,45474,20,472,0,0,111269,2,1150.5,36.9707,63,5908,46,18.8759,1.95863
123
+ loco,zs__raw,pretrained zero-shot,Cycling T/NK,T cell+NK cell,54913,135,672,0,0,345949,395,4144,44.6447,294,2232,4,58.6873,0.760721
124
+ loco,zs__raw,pretrained zero-shot,Cycling activated T (CD38/HLA-DR),T cell,43347,94,517.5,0,0,298117,353,3718.5,35.2415,168,3198,11,50.573,0.696843
125
+ loco,zs__raw,pretrained zero-shot,Proliferating T (label),T cell,43347,94,517.5,0,0,298117,353,3718.5,35.2415,1369,4793,1,50.573,0.696843
126
+ loco,zs__raw,pretrained zero-shot,Plasmablast (label),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,678,8423,18,100,1
127
+ loco,zs__raw,pretrained zero-shot,Plasmablast (markers),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,882,15275,3,100,1
128
+ loco,zs__raw,pretrained zero-shot,MS1 monocyte (IL1R2+),Monocyte,45474,20,472,0,0,111269,2,1150.5,36.9707,403,12363,31,18.8759,1.95863
129
+ loco,zs__raw,pretrained zero-shot,Cycling monocyte (Ye 2026),Monocyte,45474,20,472,0,0,111269,2,1150.5,36.9707,103,2618,47,18.8759,1.95863
130
+ loco,zs__raw,pretrained zero-shot,ISG-high monocyte (positive control),Monocyte,45474,20,472,0,0,111269,2,1150.5,36.9707,8106,11029,0,18.8759,1.95863
131
+ loco,zs__raw,pretrained zero-shot,ISG-high T,T cell,43347,94,517.5,0,0,298117,353,3718.5,35.2415,1144,4514,8,50.573,0.696843
132
+ loco,zs__raw,pretrained zero-shot,DN2 / ABC B,B cell,18316,31,160,0,0,99729,34,913,14.8911,710,2592,0,16.9182,0.88018
133
+ loco,zs__raw,pretrained zero-shot,HSPC,ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,72,629,47,100,1
134
+ loco,zs__raw,pretrained zero-shot,Cytotoxic CD4 T,Naive CD4 T cell+Memory CD4 T cell+Treg,15654,18,149,1,0,140213,137,1428,12.7268,85,1767,31,23.786,0.535056
135
+ loco,zs__raw,pretrained zero-shot,Granulocyte-like (LDG),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,321,6501,10,100,1
136
+ loco,zs__raw,pretrained zero-shot,Platelet signal in monocytes (negative control),Monocyte,45474,20,472,0,0,111269,2,1150.5,36.9707,1308,11518,5,18.8759,1.95863
137
+ loco,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,C1Q-high monocyte (reference),Monocyte,32496,0,333.5,5,1,111269,2,1150.5,26.4195,143,6578,36,18.8759,1.39965
138
+ loco,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,Cycling T/NK,T cell+NK cell,69407,177,865.5,0,0,345949,395,4144,56.4285,280,3048,9,58.6873,0.96151
139
+ loco,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,Cycling activated T (CD38/HLA-DR),T cell,57613,162,682,0,0,298117,353,3718.5,46.8398,230,4851,14,50.573,0.926182
140
+ loco,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,Proliferating T (label),T cell,57613,162,682,0,0,298117,353,3718.5,46.8398,595,4793,4,50.573,0.926182
141
+ loco,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,Plasmablast (label),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,1369,8423,12,100,1
142
+ loco,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,Plasmablast (markers),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,1753,22886,3,100,1
143
+ loco,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,MS1 monocyte (IL1R2+),Monocyte,32496,0,333.5,5,1,111269,2,1150.5,26.4195,3632,17185,18,18.8759,1.39965
144
+ loco,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,Cycling monocyte (Ye 2026),Monocyte,32496,0,333.5,5,1,111269,2,1150.5,26.4195,293,3975,37,18.8759,1.39965
145
+ loco,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,ISG-high monocyte (positive control),Monocyte,32496,0,333.5,5,1,111269,2,1150.5,26.4195,7586,18301,4,18.8759,1.39965
146
+ loco,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,ISG-high T,T cell,57613,162,682,0,0,298117,353,3718.5,46.8398,2550,8275,8,50.573,0.926182
147
+ loco,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,DN2 / ABC B,B cell,17472,10,115,2,0,99729,34,913,14.2049,226,4260,20,16.9182,0.839622
148
+ loco,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,HSPC,ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,248,707,21,100,1
149
+ loco,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,Cytotoxic CD4 T,Naive CD4 T cell+Memory CD4 T cell+Treg,15566,14,149,1,0,140213,137,1428,12.6553,457,2034,5,23.786,0.532049
150
+ loco,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,Granulocyte-like (LDG),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,156,11842,32,100,1
151
+ loco,xcalL_K1000,pretrained zero-shot + cross-cohort calibration,Platelet signal in monocytes (negative control),Monocyte,32496,0,333.5,5,1,111269,2,1150.5,26.4195,1074,19698,13,18.8759,1.39965
152
+ loco,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),C1Q-high monocyte (reference),Monocyte,22524,7,221,3,0,111269,2,1150.5,18.3122,41,5862,53,18.8759,0.970139
153
+ loco,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),Cycling T/NK,T cell+NK cell,66367,247,834,0,0,345949,395,4144,53.9569,76,2628,34,58.6873,0.919396
154
+ loco,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),Cycling activated T (CD38/HLA-DR),T cell,51586,195,598.5,0,0,298117,353,3718.5,41.9398,69,4069,39,50.573,0.829292
155
+ loco,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),Proliferating T (label),T cell,51586,195,598.5,0,0,298117,353,3718.5,41.9398,654,4793,3,50.573,0.829292
156
+ loco,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),Plasmablast (label),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,2420,8423,1,100,1
157
+ loco,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),Plasmablast (markers),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,2799,17094,0,100,1
158
+ loco,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),MS1 monocyte (IL1R2+),Monocyte,22524,7,221,3,0,111269,2,1150.5,18.3122,292,11961,48,18.8759,0.970139
159
+ loco,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),Cycling monocyte (Ye 2026),Monocyte,22524,7,221,3,0,111269,2,1150.5,18.3122,32,2531,61,18.8759,0.970139
160
+ loco,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),ISG-high monocyte (positive control),Monocyte,22524,7,221,3,0,111269,2,1150.5,18.3122,2818,10616,0,18.8759,0.970139
161
+ loco,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),ISG-high T,T cell,51586,195,598.5,0,0,298117,353,3718.5,41.9398,1839,6395,9,50.573,0.829292
162
+ loco,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),DN2 / ABC B,B cell,28860,52,284,0,0,99729,34,913,23.4634,144,2881,20,16.9182,1.38688
163
+ loco,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),HSPC,ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,223,661,17,100,1
164
+ loco,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),Cytotoxic CD4 T,Naive CD4 T cell+Memory CD4 T cell+Treg,18454,22,154,0,0,140213,137,1428,15.0033,340,1833,10,23.786,0.630761
165
+ loco,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),Granulocyte-like (LDG),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,17,7951,68,100,1
166
+ loco,locoL_lora16sat_s26750_K1000,pretrained LoRA r16 (cross-cohort),Platelet signal in monocytes (negative control),Monocyte,22524,7,221,3,0,111269,2,1150.5,18.3122,411,11037,16,18.8759,0.970139
167
+ loco,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),C1Q-high monocyte (reference),Monocyte,20054,5,185.5,5,0,111269,2,1150.5,16.3041,59,5796,48,18.8759,0.863752
168
+ loco,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),Cycling T/NK,T cell+NK cell,62886,211,764.5,0,0,345949,395,4144,51.1268,76,2433,38,58.6873,0.871173
169
+ loco,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),Cycling activated T (CD38/HLA-DR),T cell,47130,140,537,0,0,298117,353,3718.5,38.3171,83,3740,39,50.573,0.757658
170
+ loco,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),Proliferating T (label),T cell,47130,140,537,0,0,298117,353,3718.5,38.3171,786,4793,3,50.573,0.757658
171
+ loco,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),Plasmablast (label),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,1775,8423,2,100,1
172
+ loco,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),Plasmablast (markers),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,2244,15686,0,100,1
173
+ loco,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),MS1 monocyte (IL1R2+),Monocyte,20054,5,185.5,5,0,111269,2,1150.5,16.3041,235,11572,54,18.8759,0.863752
174
+ loco,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),Cycling monocyte (Ye 2026),Monocyte,20054,5,185.5,5,0,111269,2,1150.5,16.3041,31,2455,57,18.8759,0.863752
175
+ loco,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),ISG-high monocyte (positive control),Monocyte,20054,5,185.5,5,0,111269,2,1150.5,16.3041,2640,10099,2,18.8759,0.863752
176
+ loco,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),ISG-high T,T cell,47130,140,537,0,0,298117,353,3718.5,38.3171,1710,5613,14,50.573,0.757658
177
+ loco,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),DN2 / ABC B,B cell,33758,54,320,0,0,99729,34,913,27.4455,152,2472,14,16.9182,1.62225
178
+ loco,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),HSPC,ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,393,637,13,100,1
179
+ loco,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),Cytotoxic CD4 T,Naive CD4 T cell+Memory CD4 T cell+Treg,17818,32,131,0,0,140213,137,1428,14.4862,372,1721,12,23.786,0.609022
180
+ loco,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),Granulocyte-like (LDG),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,23,6864,61,100,1
181
+ loco,locoL_lora64sat_s59000_K1000,pretrained LoRA r64 (cross-cohort),Platelet signal in monocytes (negative control),Monocyte,20054,5,185.5,5,0,111269,2,1150.5,16.3041,342,10482,18,18.8759,0.863752
182
+ loco,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),C1Q-high monocyte (reference),Monocyte,24002,1,213.5,5,0,111269,2,1150.5,19.5138,103,5654,41,18.8759,1.0338
183
+ loco,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),Cycling T/NK,T cell+NK cell,64082,102,781.5,0,0,345949,395,4144,52.0992,170,2639,19,58.6873,0.887741
184
+ loco,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),Cycling activated T (CD38/HLA-DR),T cell,49480,78,579,0,0,298117,353,3718.5,40.2276,142,4135,23,50.573,0.795436
185
+ loco,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),Proliferating T (label),T cell,49480,78,579,0,0,298117,353,3718.5,40.2276,862,4793,1,50.573,0.795436
186
+ loco,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),Plasmablast (label),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,3117,8423,3,100,1
187
+ loco,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),Plasmablast (markers),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,3756,16338,0,100,1
188
+ loco,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),MS1 monocyte (IL1R2+),Monocyte,24002,1,213.5,5,0,111269,2,1150.5,19.5138,679,10777,42,18.8759,1.0338
189
+ loco,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),Cycling monocyte (Ye 2026),Monocyte,24002,1,213.5,5,0,111269,2,1150.5,19.5138,73,2253,48,18.8759,1.0338
190
+ loco,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),ISG-high monocyte (positive control),Monocyte,24002,1,213.5,5,0,111269,2,1150.5,19.5138,2727,9217,2,18.8759,1.0338
191
+ loco,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),ISG-high T,T cell,49480,78,579,0,0,298117,353,3718.5,40.2276,1469,6546,10,50.573,0.795436
192
+ loco,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),DN2 / ABC B,B cell,30208,49,272,0,0,99729,34,913,24.5593,204,2717,23,16.9182,1.45165
193
+ loco,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),HSPC,ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,190,649,22,100,1
194
+ loco,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),Cytotoxic CD4 T,Naive CD4 T cell+Memory CD4 T cell+Treg,18475,20,155.5,0,0,140213,137,1428,15.0203,412,1928,8,23.786,0.631479
195
+ loco,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),Granulocyte-like (LDG),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,21,7441,64,100,1
196
+ loco,locoL_fullsat_s20000_K1000,pretrained full FT 20k (cross-cohort),Platelet signal in monocytes (negative control),Monocyte,24002,1,213.5,5,0,111269,2,1150.5,19.5138,918,9482,10,18.8759,1.0338
197
+ loco,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),C1Q-high monocyte (reference),Monocyte,19494,0,166.5,12,1,111269,2,1150.5,15.8488,94,5757,45,18.8759,0.839633
198
+ loco,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),Cycling T/NK,T cell+NK cell,64331,130,815,0,0,345949,395,4144,52.3016,168,2539,15,58.6873,0.891191
199
+ loco,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),Cycling activated T (CD38/HLA-DR),T cell,47593,64,529,0,0,298117,353,3718.5,38.6935,143,3950,22,50.573,0.765101
200
+ loco,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),Proliferating T (label),T cell,47593,64,529,0,0,298117,353,3718.5,38.6935,862,4793,0,50.573,0.765101
201
+ loco,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),Plasmablast (label),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,3891,8423,2,100,1
202
+ loco,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),Plasmablast (markers),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,4968,16158,1,100,1
203
+ loco,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),MS1 monocyte (IL1R2+),Monocyte,19494,0,166.5,12,1,111269,2,1150.5,15.8488,530,11411,41,18.8759,0.839633
204
+ loco,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),Cycling monocyte (Ye 2026),Monocyte,19494,0,166.5,12,1,111269,2,1150.5,15.8488,48,2398,55,18.8759,0.839633
205
+ loco,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),ISG-high monocyte (positive control),Monocyte,19494,0,166.5,12,1,111269,2,1150.5,15.8488,3082,9931,6,18.8759,0.839633
206
+ loco,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),ISG-high T,T cell,47593,64,529,0,0,298117,353,3718.5,38.6935,1975,6031,12,50.573,0.765101
207
+ loco,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),DN2 / ABC B,B cell,33880,30,343,0,0,99729,34,913,27.5447,248,2573,10,16.9182,1.62811
208
+ loco,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),HSPC,ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,401,648,5,100,1
209
+ loco,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),Cytotoxic CD4 T,Naive CD4 T cell+Memory CD4 T cell+Treg,15734,8,106.5,9,0,140213,137,1428,12.7919,330,1828,15,23.786,0.537791
210
+ loco,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),Granulocyte-like (LDG),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,24,7235,62,100,1
211
+ loco,locoL_fullsat_s108500_K1000,pretrained full FT 108.5k saturated (cross-cohort),Platelet signal in monocytes (negative control),Monocyte,19494,0,166.5,12,1,111269,2,1150.5,15.8488,652,10416,21,18.8759,0.839633
212
+ loco,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),C1Q-high monocyte (reference),Monocyte,22424,8,233.5,4,0,111269,2,1150.5,18.2309,126,6788,37,18.8759,0.965832
213
+ loco,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),Cycling T/NK,T cell+NK cell,74248,344,889,0,0,345949,395,4144,60.3642,45,3461,57,58.6873,1.02857
214
+ loco,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),Cycling activated T (CD38/HLA-DR),T cell,55016,157,610.5,0,0,298117,353,3718.5,44.7285,86,5877,41,50.573,0.884433
215
+ loco,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),Proliferating T (label),T cell,55016,157,610.5,0,0,298117,353,3718.5,44.7285,393,4793,4,50.573,0.884433
216
+ loco,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),Plasmablast (label),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,855,8423,8,100,1
217
+ loco,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),Plasmablast (markers),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,1461,26774,0,100,1
218
+ loco,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),MS1 monocyte (IL1R2+),Monocyte,22424,8,233.5,4,0,111269,2,1150.5,18.2309,595,18712,41,18.8759,0.965832
219
+ loco,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),Cycling monocyte (Ye 2026),Monocyte,22424,8,233.5,4,0,111269,2,1150.5,18.2309,55,4601,48,18.8759,0.965832
220
+ loco,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),ISG-high monocyte (positive control),Monocyte,22424,8,233.5,4,0,111269,2,1150.5,18.2309,2268,21377,2,18.8759,0.965832
221
+ loco,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),ISG-high T,T cell,55016,157,610.5,0,0,298117,353,3718.5,44.7285,1374,10685,28,50.573,0.884433
222
+ loco,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),DN2 / ABC B,B cell,22935,34,230,0,0,99729,34,913,18.6463,156,4309,20,16.9182,1.10215
223
+ loco,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),HSPC,ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,148,741,22,100,1
224
+ loco,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),Cytotoxic CD4 T,Naive CD4 T cell+Memory CD4 T cell+Treg,21052,16,173.5,1,0,140213,137,1428,17.1154,270,2091,13,23.786,0.719561
225
+ loco,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),Granulocyte-like (LDG),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,106,14337,36,100,1
226
+ loco,locoL_scratchsat_s50000_K1000,scratch 50k (cross-cohort),Platelet signal in monocytes (negative control),Monocyte,22424,8,233.5,4,0,111269,2,1150.5,18.2309,618,23329,18,18.8759,0.965832
227
+ loco,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),C1Q-high monocyte (reference),Monocyte,22868,11,235.5,2,0,111269,2,1150.5,18.5919,114,6788,35,18.8759,0.984955
228
+ loco,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),Cycling T/NK,T cell+NK cell,70677,408,831.5,0,0,345949,395,4144,57.461,88,3461,45,58.6873,0.979103
229
+ loco,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),Cycling activated T (CD38/HLA-DR),T cell,53046,215,581.5,0,0,298117,353,3718.5,43.1268,113,5877,36,50.573,0.852763
230
+ loco,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),Proliferating T (label),T cell,53046,215,581.5,0,0,298117,353,3718.5,43.1268,444,4793,4,50.573,0.852763
231
+ loco,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),Plasmablast (label),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,1187,8423,5,100,1
232
+ loco,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),Plasmablast (markers),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,1714,26774,0,100,1
233
+ loco,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),MS1 monocyte (IL1R2+),Monocyte,22868,11,235.5,2,0,111269,2,1150.5,18.5919,448,18712,39,18.8759,0.984955
234
+ loco,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),Cycling monocyte (Ye 2026),Monocyte,22868,11,235.5,2,0,111269,2,1150.5,18.5919,21,4601,68,18.8759,0.984955
235
+ loco,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),ISG-high monocyte (positive control),Monocyte,22868,11,235.5,2,0,111269,2,1150.5,18.5919,1918,21377,2,18.8759,0.984955
236
+ loco,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),ISG-high T,T cell,53046,215,581.5,0,0,298117,353,3718.5,43.1268,1078,10685,26,50.573,0.852763
237
+ loco,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),DN2 / ABC B,B cell,24584,64,255.5,0,0,99729,34,913,19.987,176,4309,20,16.9182,1.18139
238
+ loco,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),HSPC,ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,399,741,4,100,1
239
+ loco,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),Cytotoxic CD4 T,Naive CD4 T cell+Memory CD4 T cell+Treg,20421,13,189,1,0,140213,137,1428,16.6024,306,2091,5,23.786,0.697993
240
+ loco,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),Granulocyte-like (LDG),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,44,14337,55,100,1
241
+ loco,locoL_scratchsat_s100000_K1000,scratch 100k (cross-cohort),Platelet signal in monocytes (negative control),Monocyte,22868,11,235.5,2,0,111269,2,1150.5,18.5919,537,23329,9,18.8759,0.984955
242
+ loco,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),C1Q-high monocyte (reference),Monocyte,24718,16,251,2,0,111269,2,1150.5,20.0959,106,6788,43,18.8759,1.06464
243
+ loco,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),Cycling T/NK,T cell+NK cell,67979,363,807.5,0,0,345949,395,4144,55.2675,46,3461,55,58.6873,0.941727
244
+ loco,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),Cycling activated T (CD38/HLA-DR),T cell,51762,182,580,0,0,298117,353,3718.5,42.0829,74,5877,40,50.573,0.832122
245
+ loco,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),Proliferating T (label),T cell,51762,182,580,0,0,298117,353,3718.5,42.0829,469,4793,6,50.573,0.832122
246
+ loco,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),Plasmablast (label),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,1395,8423,2,100,1
247
+ loco,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),Plasmablast (markers),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,1841,26774,0,100,1
248
+ loco,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),MS1 monocyte (IL1R2+),Monocyte,24718,16,251,2,0,111269,2,1150.5,20.0959,437,18712,39,18.8759,1.06464
249
+ loco,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),Cycling monocyte (Ye 2026),Monocyte,24718,16,251,2,0,111269,2,1150.5,20.0959,20,4601,68,18.8759,1.06464
250
+ loco,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),ISG-high monocyte (positive control),Monocyte,24718,16,251,2,0,111269,2,1150.5,20.0959,2373,21377,4,18.8759,1.06464
251
+ loco,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),ISG-high T,T cell,51762,182,580,0,0,298117,353,3718.5,42.0829,1116,10685,31,50.573,0.832122
252
+ loco,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),DN2 / ABC B,B cell,26415,57,267,0,0,99729,34,913,21.4756,201,4309,9,16.9182,1.26938
253
+ loco,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),HSPC,ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,201,741,16,100,1
254
+ loco,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),Cytotoxic CD4 T,Naive CD4 T cell+Memory CD4 T cell+Treg,19128,19,162,1,0,140213,137,1428,15.5512,271,2091,9,23.786,0.653798
255
+ loco,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),Granulocyte-like (LDG),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,33,14337,58,100,1
256
+ loco,locoL_scratchsat_s150000_K1000,scratch 150k (cross-cohort),Platelet signal in monocytes (negative control),Monocyte,24718,16,251,2,0,111269,2,1150.5,20.0959,386,23329,19,18.8759,1.06464
257
+ loco,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),C1Q-high monocyte (reference),Monocyte,20808,12,197.5,2,0,111269,2,1150.5,16.9171,86,6788,45,18.8759,0.896228
258
+ loco,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),Cycling T/NK,T cell+NK cell,72018,423,853.5,0,0,345949,395,4144,58.5512,35,3461,59,58.6873,0.99768
259
+ loco,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),Cycling activated T (CD38/HLA-DR),T cell,55309,218,643.5,0,0,298117,353,3718.5,44.9667,56,5877,52,50.573,0.889143
260
+ loco,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),Proliferating T (label),T cell,55309,218,643.5,0,0,298117,353,3718.5,44.9667,473,4793,3,50.573,0.889143
261
+ loco,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),Plasmablast (label),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,1537,8423,2,100,1
262
+ loco,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),Plasmablast (markers),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,1891,26774,2,100,1
263
+ loco,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),MS1 monocyte (IL1R2+),Monocyte,20808,12,197.5,2,0,111269,2,1150.5,16.9171,357,18712,45,18.8759,0.896228
264
+ loco,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),Cycling monocyte (Ye 2026),Monocyte,20808,12,197.5,2,0,111269,2,1150.5,16.9171,21,4601,65,18.8759,0.896228
265
+ loco,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),ISG-high monocyte (positive control),Monocyte,20808,12,197.5,2,0,111269,2,1150.5,16.9171,1889,21377,2,18.8759,0.896228
266
+ loco,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),ISG-high T,T cell,55309,218,643.5,0,0,298117,353,3718.5,44.9667,1188,10685,29,50.573,0.889143
267
+ loco,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),DN2 / ABC B,B cell,26655,61,269,0,0,99729,34,913,21.6707,188,4309,13,16.9182,1.28091
268
+ loco,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),HSPC,ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,203,741,15,100,1
269
+ loco,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),Cytotoxic CD4 T,Naive CD4 T cell+Memory CD4 T cell+Treg,20606,19,182,1,0,140213,137,1428,16.7528,289,2091,8,23.786,0.704317
270
+ loco,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),Granulocyte-like (LDG),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,35,14337,56,100,1
271
+ loco,locoL_scratchsat_s162000_K1000,scratch 162k final (cross-cohort),Platelet signal in monocytes (negative control),Monocyte,20808,12,197.5,2,0,111269,2,1150.5,16.9171,341,23329,20,18.8759,0.896228
272
+ loco,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",C1Q-high monocyte (reference),Monocyte,21211,0,128.5,14,1,111269,2,1150.5,17.2447,669,6612,45,18.8759,0.913586
273
+ loco,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",Cycling T/NK,T cell+NK cell,76200,142,982,0,0,345949,395,4144,61.9512,211,3331,15,58.6873,1.05561
274
+ loco,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",Cycling activated T (CD38/HLA-DR),T cell,71032,110,897,0,0,298117,353,3718.5,57.7496,205,5478,17,50.573,1.1419
275
+ loco,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",Proliferating T (label),T cell,71032,110,897,0,0,298117,353,3718.5,57.7496,703,4793,3,50.573,1.1419
276
+ loco,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",Plasmablast (label),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,712,8423,10,100,1
277
+ loco,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",Plasmablast (markers),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,998,24720,1,100,1
278
+ loco,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",MS1 monocyte (IL1R2+),Monocyte,21211,0,128.5,14,1,111269,2,1150.5,17.2447,2129,17336,38,18.8759,0.913586
279
+ loco,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",Cycling monocyte (Ye 2026),Monocyte,21211,0,128.5,14,1,111269,2,1150.5,17.2447,235,4056,62,18.8759,0.913586
280
+ loco,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",ISG-high monocyte (positive control),Monocyte,21211,0,128.5,14,1,111269,2,1150.5,17.2447,1957,18703,17,18.8759,0.913586
281
+ loco,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",ISG-high T,T cell,71032,110,897,0,0,298117,353,3718.5,57.7496,898,9763,19,50.573,1.1419
282
+ loco,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",DN2 / ABC B,B cell,21371,38,187,0,0,99729,34,913,17.3748,363,3994,16,16.9182,1.02699
283
+ loco,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",HSPC,ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,107,727,40,100,1
284
+ loco,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",Cytotoxic CD4 T,Naive CD4 T cell+Memory CD4 T cell+Treg,33233,41,402,0,0,140213,137,1428,27.0187,518,2058,8,23.786,1.13591
285
+ loco,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",Granulocyte-like (LDG),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,106,12961,45,100,1
286
+ loco,lora_n5__raw,"own-cohort pretrained LoRA (5 pairs, cross-fitted)",Platelet signal in monocytes (negative control),Monocyte,21211,0,128.5,14,1,111269,2,1150.5,17.2447,2194,20052,15,18.8759,0.913586
287
+ loco,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",C1Q-high monocyte (reference),Monocyte,22723,4,203,4,0,111269,2,1150.5,18.474,676,6599,16,18.8759,0.97871
288
+ loco,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",Cycling T/NK,T cell+NK cell,75578,231,957,0,0,345949,395,4144,61.4455,405,3461,10,58.6873,1.047
289
+ loco,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",Cycling activated T (CD38/HLA-DR),T cell,67850,193,883.5,0,0,298117,353,3718.5,55.1626,396,5860,6,50.573,1.09075
290
+ loco,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",Proliferating T (label),T cell,67850,193,883.5,0,0,298117,353,3718.5,55.1626,846,4793,2,50.573,1.09075
291
+ loco,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",Plasmablast (label),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,1331,8423,3,100,1
292
+ loco,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",Plasmablast (markers),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,1803,25808,1,100,1
293
+ loco,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",MS1 monocyte (IL1R2+),Monocyte,22723,4,203,4,0,111269,2,1150.5,18.474,2507,17362,13,18.8759,0.97871
294
+ loco,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",Cycling monocyte (Ye 2026),Monocyte,22723,4,203,4,0,111269,2,1150.5,18.474,189,4056,35,18.8759,0.97871
295
+ loco,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",ISG-high monocyte (positive control),Monocyte,22723,4,203,4,0,111269,2,1150.5,18.474,2332,18665,13,18.8759,0.97871
296
+ loco,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",ISG-high T,T cell,67850,193,883.5,0,0,298117,353,3718.5,55.1626,1378,10634,20,50.573,1.09075
297
+ loco,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",DN2 / ABC B,B cell,19896,28,158.5,0,0,99729,34,913,16.1756,249,4036,8,16.9182,0.956108
298
+ loco,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",HSPC,ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,61,732,49,100,1
299
+ loco,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",Cytotoxic CD4 T,Naive CD4 T cell+Memory CD4 T cell+Treg,30246,88,334.5,0,0,140213,137,1428,24.5902,609,2091,11,23.786,1.03381
300
+ loco,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",Granulocyte-like (LDG),ALL,123000,1500,1500,0,0,589478,2107,7153.5,100,196,13680,33,100,1
301
+ loco,real_lora__raw,"own-cohort pretrained LoRA (~58 pairs, cross-fitted)",Platelet signal in monocytes (negative control),Monocyte,22723,4,203,4,0,111269,2,1150.5,18.474,2308,20063,3,18.8759,0.97871