diff --git a/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/cross_bootstrap_aggregate.csv b/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/cross_bootstrap_aggregate.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fbdebf590e8b18af9396d7967d9e15edd0cc59c1
--- /dev/null
+++ b/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/cross_bootstrap_aggregate.csv
@@ -0,0 +1,35 @@
+kind,arm_or_comparison,variant,observed_reference,n_states,mean_abs_log2,ci_lo,ci_hi,median_abs_log2,n_states_within_2fold,n_states_below_0.25x,n_states_above_2x,states_within_2fold,mean_D,median_D,frac_boot_mean_D_gt0
+arm,zs__raw,own_ref,zs__raw,13,1.824471830452824,1.6631946109385203,2.0126187087672447,1.3732194274184444,5.0,4.0,0.0,Cycling T/NK; Proliferating T (label); ISG-high T; DN2 / ABC B; HSPC,,,
+arm,xcalL_K1000,own_ref,xcalL_K1000,13,1.5330274305641063,1.3350472360472259,1.7569324342748238,1.1246205768094781,5.0,3.0,1.0,Proliferating T (label); Plasmablast (label); MS1 monocyte (IL1R2+); ISG-high T; HSPC,,,
+arm,locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,13,2.3154774647872616,2.1219626535895855,2.536913998936949,2.5287368376274673,6.0,7.0,0.0,Proliferating T (label); Plasmablast (label); Plasmablast (markers); ISG-high T; HSPC; Cytotoxic CD4 T,,,
+arm,locoL_lora64sat_s59000_K1000,own_ref,locoL_lora64sat_s59000_K1000,13,2.2097427529672,2.060763830287776,2.4417147119541727,2.4563057229062553,5.0,7.0,1.0,Proliferating T (label); Plasmablast (label); Plasmablast (markers); ISG-high T; Cytotoxic CD4 T,,,
+arm,locoL_fullsat_s20000_K1000,own_ref,locoL_fullsat_s20000_K1000,13,1.749164680726437,1.6022989309333333,1.9522529928521424,1.5198527311311674,6.0,5.0,0.0,Proliferating T (label); Plasmablast (label); Plasmablast (markers); ISG-high T; HSPC; Cytotoxic CD4 T,,,
+arm,locoL_fullsat_s108500_K1000,own_ref,locoL_fullsat_s108500_K1000,13,1.923088016421904,1.741579079779645,2.140156811565909,1.569073068865144,3.0,4.0,3.0,Proliferating T (label); Plasmablast (markers); Cytotoxic CD4 T,,,
+arm,locoL_scratchsat_s50000_K1000,own_ref,locoL_scratchsat_s50000_K1000,13,2.3269244461752843,2.1200929594425255,2.5964064135094906,2.6628208446626522,3.0,7.0,0.0,ISG-high T; HSPC; Cytotoxic CD4 T,,,
+arm,locoL_scratchsat_s50000_K1000,pretrained_depth_ref,locoL_lora16sat_s26750_K1000,13,1.929241449920724,1.7519925778988055,2.201294973748395,2.0172168465828437,3.0,7.0,0.0,ISG-high T; HSPC; Cytotoxic CD4 T,,,
+arm,locoL_scratchsat_s100000_K1000,own_ref,locoL_scratchsat_s100000_K1000,13,2.4949550363701904,2.273214819770035,2.7907131703225194,2.5894869929383644,4.0,7.0,1.0,Proliferating T (label); Plasmablast (label); ISG-high T; Cytotoxic CD4 T,,,
+arm,locoL_scratchsat_s100000_K1000,pretrained_depth_ref,locoL_lora16sat_s26750_K1000,13,2.1017853622011935,1.9057562794482645,2.3966615168492758,2.0087865190713674,4.0,7.0,1.0,Proliferating T (label); Plasmablast (label); ISG-high T; Cytotoxic CD4 T,,,
+arm,locoL_scratchsat_s150000_K1000,own_ref,locoL_scratchsat_s150000_K1000,13,2.5604930637273715,2.3466604591277265,2.8238518164672595,2.5020130755283416,5.0,7.0,0.0,Proliferating T (label); Plasmablast (label); ISG-high T; HSPC; Cytotoxic CD4 T,,,
+arm,locoL_scratchsat_s150000_K1000,pretrained_depth_ref,locoL_lora16sat_s26750_K1000,13,2.157506121727802,1.973879443052694,2.428573577591458,1.921312601661345,6.0,6.0,0.0,Proliferating T (label); Plasmablast (label); Plasmablast (markers); ISG-high T; HSPC; Cytotoxic CD4 T,,,
+arm,locoL_scratchsat_s162000_K1000,own_ref,locoL_scratchsat_s162000_K1000,13,2.6150884822150036,2.427892499453917,2.8653441683322622,2.611277162985115,5.0,7.0,0.0,Proliferating T (label); Plasmablast (label); ISG-high T; HSPC; Cytotoxic CD4 T,,,
+arm,locoL_scratchsat_s162000_K1000,pretrained_depth_ref,locoL_lora16sat_s26750_K1000,13,2.208989303691837,2.052973200387191,2.4748902600903855,2.030576689118118,6.0,7.0,0.0,Proliferating T (label); Plasmablast (label); Plasmablast (markers); ISG-high T; HSPC; Cytotoxic CD4 T,,,
+arm,lora_n5__raw,own_ref,lora_n5__raw,13,1.5350107480237616,1.2610950093212168,1.9232354398981106,1.302678228897832,5.0,3.0,0.0,C1Q-high monocyte (reference); Proliferating T (label); MS1 monocyte (IL1R2+); HSPC; Cytotoxic CD4 T,,,
+arm,real_lora__raw,own_ref,real_lora__raw,13,1.2866951413792878,1.0486669060618674,1.6103176745442,0.9943684021194299,7.0,2.0,0.0,C1Q-high monocyte (reference); Cycling T/NK; Proliferating T (label); Plasmablast (label); MS1 monocyte (IL1R2+); ISG-high T; Cytotoxic CD4 T,,,
+comparison_main,locoL_scratchsat_s162000_K1000 vs locoL_lora16sat_s26750_K1000,own_ref,locoL_scratchsat_s162000_K1000 | locoL_lora16sat_s26750_K1000,13,,0.09287247066291802,0.5197402518204565,,,,,,0.29961101742774177,0.08254032535764777,0.9985
+comparison_main,locoL_scratchsat_s162000_K1000 vs locoL_lora16sat_s26750_K1000,pretrained_depth_ref,locoL_lora16sat_s26750_K1000 | locoL_lora16sat_s26750_K1000,13,,-0.24269181376739854,0.11200332350269383,,,,,,-0.10648816109542522,-0.26861120830022334,0.205
+comparison_main,locoL_scratchsat_s162000_K1000 vs locoL_lora64sat_s59000_K1000,own_ref,locoL_scratchsat_s162000_K1000 | locoL_lora64sat_s59000_K1000,13,,0.17058263919192332,0.6184109871067602,,,,,,0.4053457292478039,0.1784685255396605,1.0
+comparison_main,locoL_scratchsat_s162000_K1000 vs locoL_lora64sat_s59000_K1000,pretrained_depth_ref,locoL_lora64sat_s59000_K1000 | locoL_lora64sat_s59000_K1000,13,,-0.20753057339707282,0.13070132313380525,,,,,,-0.04424259659651072,-0.486562187368611,0.2765
+comparison_main,locoL_scratchsat_s162000_K1000 vs locoL_fullsat_s108500_K1000,own_ref,locoL_scratchsat_s162000_K1000 | locoL_fullsat_s108500_K1000,13,,0.4166176649994317,1.00017703406855,,,,,,0.6920004657931002,0.7367763435428694,1.0
+comparison_main,locoL_scratchsat_s162000_K1000 vs locoL_fullsat_s108500_K1000,pretrained_depth_ref,locoL_fullsat_s108500_K1000 | locoL_fullsat_s108500_K1000,13,,0.029852955535555552,0.5388809563203338,,,,,,0.24530882930258338,0.2217223514766995,0.9875
+comparison_main,locoL_scratchsat_s162000_K1000 vs xcalL_K1000,own_ref,locoL_scratchsat_s162000_K1000 | xcalL_K1000,13,,0.9200583863333885,1.2891017704008072,,,,,,1.0820610516508975,0.2718569572277464,1.0
+comparison_main,locoL_scratchsat_s162000_K1000 vs xcalL_K1000,pretrained_depth_ref,locoL_lora16sat_s26750_K1000 | xcalL_K1000,13,,0.5511427616953394,0.8911174401999564,,,,,,0.6759618731277306,0.2718569572277464,1.0
+comparison_extra,locoL_scratchsat_s162000_K1000 vs locoL_fullsat_s20000_K1000,own_ref,locoL_scratchsat_s162000_K1000 | locoL_fullsat_s20000_K1000,13,,0.6160004317831771,1.1035783843159528,,,,,,0.8659238014885667,0.6022522902874488,1.0
+comparison_extra,locoL_scratchsat_s162000_K1000 vs locoL_fullsat_s20000_K1000,pretrained_depth_ref,locoL_fullsat_s20000_K1000 | locoL_fullsat_s20000_K1000,13,,0.22686376839963404,0.649958071336485,,,,,,0.41335789015100965,0.09523779677292499,1.0
+comparison_extra,locoL_scratchsat_s50000_K1000 vs locoL_lora16sat_s26750_K1000,own_ref,locoL_scratchsat_s50000_K1000 | locoL_lora16sat_s26750_K1000,13,,-0.1916713819296466,0.24482918477134366,,,,,,0.011446981388022026,0.08364428442964922,0.547
+comparison_extra,locoL_scratchsat_s50000_K1000 vs locoL_lora16sat_s26750_K1000,pretrained_depth_ref,locoL_lora16sat_s26750_K1000 | locoL_lora16sat_s26750_K1000,13,,-0.540088728924946,-0.17310146843256677,,,,,,-0.38623601486653764,-0.47143223161230136,0.0
+comparison_trajectory,locoL_scratchsat_s162000_K1000 vs locoL_scratchsat_s50000_K1000,own_ref,locoL_scratchsat_s162000_K1000 | locoL_scratchsat_s50000_K1000,13,,0.15302055775664167,0.4249328809518677,,,,,,0.2881640360397198,0.31405289101494027,1.0
+comparison_trajectory,locoL_scratchsat_s162000_K1000 vs locoL_scratchsat_s50000_K1000,pretrained_depth_ref,locoL_lora16sat_s26750_K1000 | locoL_lora16sat_s26750_K1000,13,,0.1555501448024479,0.4225468879400501,,,,,,0.2797478537711125,0.3140528910149407,1.0
+comparison_trajectory,locoL_scratchsat_s162000_K1000 vs locoL_scratchsat_s100000_K1000,own_ref,locoL_scratchsat_s162000_K1000 | locoL_scratchsat_s100000_K1000,13,,-0.010789137307057509,0.2420707491274555,,,,,,0.12013344584481331,0.021790170046750656,0.962
+comparison_trajectory,locoL_scratchsat_s162000_K1000 vs locoL_scratchsat_s100000_K1000,pretrained_depth_ref,locoL_lora16sat_s26750_K1000 | locoL_lora16sat_s26750_K1000,13,,-0.016626316270504888,0.24217866440044533,,,,,,0.10720394149064341,-0.030910715638576503,0.962
+comparison_trajectory,locoL_scratchsat_s162000_K1000 vs locoL_scratchsat_s150000_K1000,own_ref,locoL_scratchsat_s162000_K1000 | locoL_scratchsat_s150000_K1000,13,,-0.0610285403531595,0.17185764361162023,,,,,,0.054595418487632226,0.014767293317883637,0.8475
+comparison_trajectory,locoL_scratchsat_s162000_K1000 vs locoL_scratchsat_s150000_K1000,pretrained_depth_ref,locoL_lora16sat_s26750_K1000 | locoL_lora16sat_s26750_K1000,13,,-0.05947850699970237,0.17147024866551056,,,,,,0.05148318196403472,0.014248955738279667,0.8395
diff --git a/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/cross_contrast_counts.csv b/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/cross_contrast_counts.csv
new file mode 100644
index 0000000000000000000000000000000000000000..8d3254df9bb0a3016cb02cdb448bd3ea620c7e98
--- /dev/null
+++ b/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/cross_contrast_counts.csv
@@ -0,0 +1,65 @@
+arm,variant,states,eligibility,n_pairs,kept,reversed,flat,median_gen_over_obs_diff_kept,lost_pairs
+zs__raw,own_ref,rare_states,eligible_own,21,15,6,0,0.09180813975877354,C1Q-high monocyte (reference) | paediatric sepsis vs paediatric HC; Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC; Cycling monocyte (Ye 2026) | adult sepsis vs adult HC; Cytotoxic CD4 T | adult sepsis vs adult HC; Cytotoxic CD4 T | all sepsis vs all controls
+zs__raw,own_ref,rare_states,eligible_common,21,15,6,0,0.09180813975877354,C1Q-high monocyte (reference) | paediatric sepsis vs paediatric HC; Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC; Cycling monocyte (Ye 2026) | adult sepsis vs adult HC; Cytotoxic CD4 T | adult sepsis vs adult HC; Cytotoxic CD4 T | all sepsis vs all controls
+zs__raw,own_ref,controls,eligible_own,6,6,0,0,0.5059984058072768,
+zs__raw,own_ref,controls,eligible_common,5,5,0,0,0.46621071877278797,
+xcalL_K1000,own_ref,rare_states,eligible_own,25,19,6,0,0.22890669263465496,Cycling activated T (CD38/HLA-DR) | paediatric sepsis vs paediatric HC; Cycling activated T (CD38/HLA-DR) | all sepsis vs all controls; Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC; DN2 / ABC B | adult sepsis vs adult HC; DN2 / ABC B | paediatric sepsis vs paediatric HC
+xcalL_K1000,own_ref,rare_states,eligible_common,21,19,2,0,0.22890669263465496,Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC
+xcalL_K1000,own_ref,controls,eligible_own,6,5,1,0,0.6221554144806645,ISG-high monocyte (positive control) | paediatric sepsis vs paediatric HC
+xcalL_K1000,own_ref,controls,eligible_common,5,4,1,0,0.5661153519596778,ISG-high monocyte (positive control) | paediatric sepsis vs paediatric HC
+locoL_lora16sat_s26750_K1000,own_ref,rare_states,eligible_own,23,11,12,0,0.1370210621168871,C1Q-high monocyte (reference) | adult sepsis vs adult HC; C1Q-high monocyte (reference) | paediatric sepsis vs paediatric HC; C1Q-high monocyte (reference) | all sepsis vs all controls; Cycling activated T (CD38/HLA-DR) | paediatric sepsis vs paediatric HC; Cycling activated T (CD38/HLA-DR) | all sepsis vs all controls; Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC; ISG-high T | all sepsis vs all controls; Cytotoxic CD4 T | adult sepsis vs adult HC; Cytotoxic CD4 T | all sepsis vs all controls; Granulocyte-like (LDG) | adult sepsis vs adult HC; Granulocyte-like (LDG) | all sepsis vs all controls
+locoL_lora16sat_s26750_K1000,own_ref,rare_states,eligible_common,21,11,10,0,0.1370210621168871,C1Q-high monocyte (reference) | adult sepsis vs adult HC; C1Q-high monocyte (reference) | paediatric sepsis vs paediatric HC; C1Q-high monocyte (reference) | all sepsis vs all controls; Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC; ISG-high T | all sepsis vs all controls; Cytotoxic CD4 T | adult sepsis vs adult HC; Cytotoxic CD4 T | all sepsis vs all controls; Granulocyte-like (LDG) | adult sepsis vs adult HC; Granulocyte-like (LDG) | all sepsis vs all controls
+locoL_lora16sat_s26750_K1000,own_ref,controls,eligible_own,6,5,1,0,0.30310902661193856,ISG-high monocyte (positive control) | paediatric sepsis vs paediatric HC
+locoL_lora16sat_s26750_K1000,own_ref,controls,eligible_common,5,4,1,0,0.2940032307669984,ISG-high monocyte (positive control) | paediatric sepsis vs paediatric HC
+locoL_lora64sat_s59000_K1000,own_ref,rare_states,eligible_own,22,10,12,0,0.13110334206937757,C1Q-high monocyte (reference) | paediatric sepsis vs paediatric HC; C1Q-high monocyte (reference) | all sepsis vs all controls; Cycling activated T (CD38/HLA-DR) | paediatric sepsis vs paediatric HC; Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC; Cycling monocyte (Ye 2026) | paediatric sepsis vs paediatric HC; ISG-high T | all sepsis vs all controls; Cytotoxic CD4 T | adult sepsis vs adult HC; Cytotoxic CD4 T | all sepsis vs all controls; Granulocyte-like (LDG) | adult sepsis vs adult HC; Granulocyte-like (LDG) | paediatric sepsis vs paediatric HC; Granulocyte-like (LDG) | all sepsis vs all controls
+locoL_lora64sat_s59000_K1000,own_ref,rare_states,eligible_common,21,10,11,0,0.13110334206937757,C1Q-high monocyte (reference) | paediatric sepsis vs paediatric HC; C1Q-high monocyte (reference) | all sepsis vs all controls; Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC; Cycling monocyte (Ye 2026) | paediatric sepsis vs paediatric HC; ISG-high T | all sepsis vs all controls; Cytotoxic CD4 T | adult sepsis vs adult HC; Cytotoxic CD4 T | all sepsis vs all controls; Granulocyte-like (LDG) | adult sepsis vs adult HC; Granulocyte-like (LDG) | paediatric sepsis vs paediatric HC; Granulocyte-like (LDG) | all sepsis vs all controls
+locoL_lora64sat_s59000_K1000,own_ref,controls,eligible_own,6,5,1,0,0.14506905391500266,ISG-high monocyte (positive control) | paediatric sepsis vs paediatric HC
+locoL_lora64sat_s59000_K1000,own_ref,controls,eligible_common,5,4,1,0,0.12079237493276107,ISG-high monocyte (positive control) | paediatric sepsis vs paediatric HC
+locoL_fullsat_s20000_K1000,own_ref,rare_states,eligible_own,23,15,8,0,0.28995936891090063,C1Q-high monocyte (reference) | adult sepsis vs adult HC; C1Q-high monocyte (reference) | paediatric sepsis vs paediatric HC; C1Q-high monocyte (reference) | all sepsis vs all controls; Cycling activated T (CD38/HLA-DR) | paediatric sepsis vs paediatric HC; Cycling activated T (CD38/HLA-DR) | all sepsis vs all controls; Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC; Cytotoxic CD4 T | all sepsis vs all controls
+locoL_fullsat_s20000_K1000,own_ref,rare_states,eligible_common,21,15,6,0,0.28995936891090063,C1Q-high monocyte (reference) | adult sepsis vs adult HC; C1Q-high monocyte (reference) | paediatric sepsis vs paediatric HC; C1Q-high monocyte (reference) | all sepsis vs all controls; Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC; Cytotoxic CD4 T | all sepsis vs all controls
+locoL_fullsat_s20000_K1000,own_ref,controls,eligible_own,6,6,0,0,0.557638284468573,
+locoL_fullsat_s20000_K1000,own_ref,controls,eligible_common,5,5,0,0,0.49617417516685325,
+locoL_fullsat_s108500_K1000,own_ref,rare_states,eligible_own,23,16,7,0,0.14951970796554165,C1Q-high monocyte (reference) | adult sepsis vs adult HC; Cycling activated T (CD38/HLA-DR) | paediatric sepsis vs paediatric HC; Cycling activated T (CD38/HLA-DR) | all sepsis vs all controls; Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC; Cytotoxic CD4 T | adult sepsis vs adult HC; Cytotoxic CD4 T | all sepsis vs all controls
+locoL_fullsat_s108500_K1000,own_ref,rare_states,eligible_common,21,16,5,0,0.14951970796554165,C1Q-high monocyte (reference) | adult sepsis vs adult HC; Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC; Cytotoxic CD4 T | adult sepsis vs adult HC; Cytotoxic CD4 T | all sepsis vs all controls
+locoL_fullsat_s108500_K1000,own_ref,controls,eligible_own,6,6,0,0,0.8727398126619456,
+locoL_fullsat_s108500_K1000,own_ref,controls,eligible_common,5,5,0,0,0.4338002330386775,
+locoL_scratchsat_s50000_K1000,own_ref,rare_states,eligible_own,26,17,9,0,0.0739193966255198,C1Q-high monocyte (reference) | adult sepsis vs adult HC; Cycling activated T (CD38/HLA-DR) | paediatric sepsis vs paediatric HC; Cycling activated T (CD38/HLA-DR) | all sepsis vs all controls; Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC; ISG-high T | all sepsis vs all controls; DN2 / ABC B | adult sepsis vs adult HC; Cytotoxic CD4 T | adult sepsis vs adult HC; Cytotoxic CD4 T | all sepsis vs all controls
+locoL_scratchsat_s50000_K1000,own_ref,rare_states,eligible_common,21,15,6,0,0.0739193966255198,C1Q-high monocyte (reference) | adult sepsis vs adult HC; Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC; ISG-high T | all sepsis vs all controls; Cytotoxic CD4 T | adult sepsis vs adult HC; Cytotoxic CD4 T | all sepsis vs all controls
+locoL_scratchsat_s50000_K1000,own_ref,controls,eligible_own,5,5,0,0,0.5298679125844176,
+locoL_scratchsat_s50000_K1000,own_ref,controls,eligible_common,5,5,0,0,0.5298679125844176,
+locoL_scratchsat_s50000_K1000,pretrained_depth_ref,rare_states,eligible_own,23,15,8,0,0.11644095589774298,C1Q-high monocyte (reference) | adult sepsis vs adult HC; Cycling activated T (CD38/HLA-DR) | paediatric sepsis vs paediatric HC; Cycling activated T (CD38/HLA-DR) | all sepsis vs all controls; Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC; ISG-high T | all sepsis vs all controls; Cytotoxic CD4 T | adult sepsis vs adult HC; Cytotoxic CD4 T | all sepsis vs all controls
+locoL_scratchsat_s50000_K1000,pretrained_depth_ref,rare_states,eligible_common,21,15,6,0,0.11644095589774298,C1Q-high monocyte (reference) | adult sepsis vs adult HC; Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC; ISG-high T | all sepsis vs all controls; Cytotoxic CD4 T | adult sepsis vs adult HC; Cytotoxic CD4 T | all sepsis vs all controls
+locoL_scratchsat_s50000_K1000,pretrained_depth_ref,controls,eligible_own,6,6,0,0,0.41422849689057806,
+locoL_scratchsat_s50000_K1000,pretrained_depth_ref,controls,eligible_common,5,5,0,0,0.3509070992417138,
+locoL_scratchsat_s100000_K1000,own_ref,rare_states,eligible_own,26,17,9,0,0.03603943675727433,C1Q-high monocyte (reference) | paediatric sepsis vs paediatric HC; Cycling activated T (CD38/HLA-DR) | paediatric sepsis vs paediatric HC; Cycling activated T (CD38/HLA-DR) | all sepsis vs all controls; Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC; ISG-high T | all sepsis vs all controls; DN2 / ABC B | paediatric sepsis vs paediatric HC; Cytotoxic CD4 T | adult sepsis vs adult HC; Cytotoxic CD4 T | all sepsis vs all controls
+locoL_scratchsat_s100000_K1000,own_ref,rare_states,eligible_common,21,15,6,0,0.035547500069641205,C1Q-high monocyte (reference) | paediatric sepsis vs paediatric HC; Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC; ISG-high T | all sepsis vs all controls; Cytotoxic CD4 T | adult sepsis vs adult HC; Cytotoxic CD4 T | all sepsis vs all controls
+locoL_scratchsat_s100000_K1000,own_ref,controls,eligible_own,5,5,0,0,0.6395696278074702,
+locoL_scratchsat_s100000_K1000,own_ref,controls,eligible_common,5,5,0,0,0.6395696278074702,
+locoL_scratchsat_s100000_K1000,pretrained_depth_ref,rare_states,eligible_own,23,15,8,0,0.05470957823311304,C1Q-high monocyte (reference) | paediatric sepsis vs paediatric HC; Cycling activated T (CD38/HLA-DR) | paediatric sepsis vs paediatric HC; Cycling activated T (CD38/HLA-DR) | all sepsis vs all controls; Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC; ISG-high T | all sepsis vs all controls; Cytotoxic CD4 T | adult sepsis vs adult HC; Cytotoxic CD4 T | all sepsis vs all controls
+locoL_scratchsat_s100000_K1000,pretrained_depth_ref,rare_states,eligible_common,21,15,6,0,0.05470957823311304,C1Q-high monocyte (reference) | paediatric sepsis vs paediatric HC; Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC; ISG-high T | all sepsis vs all controls; Cytotoxic CD4 T | adult sepsis vs adult HC; Cytotoxic CD4 T | all sepsis vs all controls
+locoL_scratchsat_s100000_K1000,pretrained_depth_ref,controls,eligible_own,6,6,0,0,0.5860277046939362,
+locoL_scratchsat_s100000_K1000,pretrained_depth_ref,controls,eligible_common,5,5,0,0,0.44404769199606753,
+locoL_scratchsat_s150000_K1000,own_ref,rare_states,eligible_own,26,18,8,0,0.03562155222015483,Cycling activated T (CD38/HLA-DR) | paediatric sepsis vs paediatric HC; Cycling activated T (CD38/HLA-DR) | all sepsis vs all controls; Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC; ISG-high T | all sepsis vs all controls; DN2 / ABC B | paediatric sepsis vs paediatric HC; Cytotoxic CD4 T | adult sepsis vs adult HC; Cytotoxic CD4 T | all sepsis vs all controls
+locoL_scratchsat_s150000_K1000,own_ref,rare_states,eligible_common,21,16,5,0,0.033844695078003,Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC; ISG-high T | all sepsis vs all controls; Cytotoxic CD4 T | adult sepsis vs adult HC; Cytotoxic CD4 T | all sepsis vs all controls
+locoL_scratchsat_s150000_K1000,own_ref,controls,eligible_own,5,5,0,0,0.5442612054011885,
+locoL_scratchsat_s150000_K1000,own_ref,controls,eligible_common,5,5,0,0,0.5442612054011885,
+locoL_scratchsat_s150000_K1000,pretrained_depth_ref,rare_states,eligible_own,23,16,7,0,0.047972870049731414,Cycling activated T (CD38/HLA-DR) | paediatric sepsis vs paediatric HC; Cycling activated T (CD38/HLA-DR) | all sepsis vs all controls; Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC; ISG-high T | all sepsis vs all controls; Cytotoxic CD4 T | adult sepsis vs adult HC; Cytotoxic CD4 T | all sepsis vs all controls
+locoL_scratchsat_s150000_K1000,pretrained_depth_ref,rare_states,eligible_common,21,16,5,0,0.047972870049731414,Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC; ISG-high T | all sepsis vs all controls; Cytotoxic CD4 T | adult sepsis vs adult HC; Cytotoxic CD4 T | all sepsis vs all controls
+locoL_scratchsat_s150000_K1000,pretrained_depth_ref,controls,eligible_own,6,6,0,0,0.6551221663565578,
+locoL_scratchsat_s150000_K1000,pretrained_depth_ref,controls,eligible_common,5,5,0,0,0.3312931780128807,
+locoL_scratchsat_s162000_K1000,own_ref,rare_states,eligible_own,26,16,10,0,0.049172372127747194,C1Q-high monocyte (reference) | paediatric sepsis vs paediatric HC; Cycling activated T (CD38/HLA-DR) | paediatric sepsis vs paediatric HC; Cycling activated T (CD38/HLA-DR) | all sepsis vs all controls; Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC; ISG-high T | all sepsis vs all controls; DN2 / ABC B | paediatric sepsis vs paediatric HC; Cytotoxic CD4 T | adult sepsis vs adult HC; Cytotoxic CD4 T | all sepsis vs all controls; Granulocyte-like (LDG) | paediatric sepsis vs paediatric HC
+locoL_scratchsat_s162000_K1000,own_ref,rare_states,eligible_common,21,14,7,0,0.04162180704324611,C1Q-high monocyte (reference) | paediatric sepsis vs paediatric HC; Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC; ISG-high T | all sepsis vs all controls; Cytotoxic CD4 T | adult sepsis vs adult HC; Cytotoxic CD4 T | all sepsis vs all controls; Granulocyte-like (LDG) | paediatric sepsis vs paediatric HC
+locoL_scratchsat_s162000_K1000,own_ref,controls,eligible_own,5,4,1,0,0.469132873220044,Platelet signal in monocytes (negative control) | paediatric sepsis vs paediatric HC
+locoL_scratchsat_s162000_K1000,own_ref,controls,eligible_common,5,4,1,0,0.469132873220044,Platelet signal in monocytes (negative control) | paediatric sepsis vs paediatric HC
+locoL_scratchsat_s162000_K1000,pretrained_depth_ref,rare_states,eligible_own,23,14,9,0,0.06708791018958345,C1Q-high monocyte (reference) | paediatric sepsis vs paediatric HC; Cycling activated T (CD38/HLA-DR) | paediatric sepsis vs paediatric HC; Cycling activated T (CD38/HLA-DR) | all sepsis vs all controls; Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC; ISG-high T | all sepsis vs all controls; Cytotoxic CD4 T | adult sepsis vs adult HC; Cytotoxic CD4 T | all sepsis vs all controls; Granulocyte-like (LDG) | paediatric sepsis vs paediatric HC
+locoL_scratchsat_s162000_K1000,pretrained_depth_ref,rare_states,eligible_common,21,14,7,0,0.06708791018958345,C1Q-high monocyte (reference) | paediatric sepsis vs paediatric HC; Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC; ISG-high T | all sepsis vs all controls; Cytotoxic CD4 T | adult sepsis vs adult HC; Cytotoxic CD4 T | all sepsis vs all controls; Granulocyte-like (LDG) | paediatric sepsis vs paediatric HC
+locoL_scratchsat_s162000_K1000,pretrained_depth_ref,controls,eligible_own,6,5,1,0,0.40058403692847644,Platelet signal in monocytes (negative control) | paediatric sepsis vs paediatric HC
+locoL_scratchsat_s162000_K1000,pretrained_depth_ref,controls,eligible_common,5,4,1,0,0.3360645690607684,Platelet signal in monocytes (negative control) | paediatric sepsis vs paediatric HC
+lora_n5__raw,own_ref,rare_states,eligible_own,25,18,7,0,0.25803857067909763,C1Q-high monocyte (reference) | adult sepsis vs adult HC; Cycling activated T (CD38/HLA-DR) | paediatric sepsis vs paediatric HC; Cycling activated T (CD38/HLA-DR) | all sepsis vs all controls; Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC; ISG-high T | all sepsis vs all controls; DN2 / ABC B | paediatric sepsis vs paediatric HC
+lora_n5__raw,own_ref,rare_states,eligible_common,21,17,4,0,0.24540065198325536,C1Q-high monocyte (reference) | adult sepsis vs adult HC; Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC; ISG-high T | all sepsis vs all controls
+lora_n5__raw,own_ref,controls,eligible_own,6,6,0,0,1.1866846820746653,
+lora_n5__raw,own_ref,controls,eligible_common,5,5,0,0,1.1201767704233012,
+real_lora__raw,own_ref,rare_states,eligible_own,26,22,4,0,0.42021220892314287,Cycling activated T (CD38/HLA-DR) | paediatric sepsis vs paediatric HC; Cycling activated T (CD38/HLA-DR) | all sepsis vs all controls; Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC
+real_lora__raw,own_ref,rare_states,eligible_common,21,19,2,0,0.34401827255426903,Proliferating T (label) | all sepsis vs all controls; Plasmablast (markers) | paediatric sepsis vs paediatric HC
+real_lora__raw,own_ref,controls,eligible_own,6,6,0,0,0.913475912193322,
+real_lora__raw,own_ref,controls,eligible_common,5,5,0,0,0.7391766311412397,
diff --git a/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/cross_contrasts.csv b/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/cross_contrasts.csv
new file mode 100644
index 0000000000000000000000000000000000000000..057aa86a9b3ff84fa8e77db069abac9fa69a750c
--- /dev/null
+++ b/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/cross_contrasts.csv
@@ -0,0 +1,721 @@
+arm,variant,observed_reference_arm,state,contrast,is_control,informative,obs_diff,gen_diff,same_direction,reversed,flat_generated,gen_over_obs_diff,big_all,sign_consistent,eligible_own,eligible_common
+zs__raw,own_ref,zs__raw,C1Q-high monocyte (reference),adult sepsis vs adult HC,False,True,5.446863016703963,0.07756133420260566,True,False,False,0.014239633705629707,True,True,True,True
+zs__raw,own_ref,zs__raw,C1Q-high monocyte (reference),paediatric sepsis vs paediatric HC,False,True,8.481078191387752,-0.024620839955400056,False,True,False,-0.002903031831542561,True,True,True,True
+zs__raw,own_ref,zs__raw,C1Q-high monocyte (reference),all sepsis vs all controls,False,True,6.124731412291873,0.008135428419190932,True,False,False,0.0013282914582774588,True,True,True,True
+zs__raw,own_ref,zs__raw,Cycling T/NK,adult sepsis vs adult HC,False,True,0.3191664126361188,0.36536469695703805,True,False,False,1.1447466979352552,False,True,False,False
+zs__raw,own_ref,zs__raw,Cycling T/NK,paediatric sepsis vs paediatric HC,False,True,0.15692364949538073,0.5240752631933088,True,False,False,3.3396831190109153,False,False,False,False
+zs__raw,own_ref,zs__raw,Cycling T/NK,all sepsis vs all controls,False,True,-0.11515200366891765,0.29992236643301473,False,True,False,-2.6045779220250873,False,True,False,False
+zs__raw,own_ref,zs__raw,Cycling activated T (CD38/HLA-DR),adult sepsis vs adult HC,False,True,0.4072447201931727,0.47072848611167184,True,False,False,1.15588603797831,False,True,False,False
+zs__raw,own_ref,zs__raw,Cycling activated T (CD38/HLA-DR),paediatric sepsis vs paediatric HC,False,True,-0.2680811564650547,0.3999890100107825,False,True,False,-1.4920444811753206,False,True,False,False
+zs__raw,own_ref,zs__raw,Cycling activated T (CD38/HLA-DR),all sepsis vs all controls,False,True,-0.3199090575396817,0.376300861034089,False,True,False,-1.176274482279741,False,True,False,False
+zs__raw,own_ref,zs__raw,Proliferating T (label),adult sepsis vs adult HC,False,True,-0.06114597070139549,2.6517231097474374,False,True,False,-43.367094827834975,False,True,False,False
+zs__raw,own_ref,zs__raw,Proliferating T (label),paediatric sepsis vs paediatric HC,False,True,-0.1777889168259632,3.7685143758472925,False,True,False,-21.196565247856675,False,True,False,False
+zs__raw,own_ref,zs__raw,Proliferating T (label),all sepsis vs all controls,False,True,-0.6231075450308581,2.5207346383512412,False,True,False,-4.045424675810027,True,True,True,True
+zs__raw,own_ref,zs__raw,Plasmablast (label),adult sepsis vs adult HC,False,True,0.9743555916610747,0.4861283643892338,True,False,False,0.4989229482026018,True,True,True,True
+zs__raw,own_ref,zs__raw,Plasmablast (label),paediatric sepsis vs paediatric HC,False,True,-0.13589544487460703,1.312222222222222,False,True,False,-9.656116313781018,False,True,False,False
+zs__raw,own_ref,zs__raw,Plasmablast (label),all sepsis vs all controls,False,True,0.2860250987194062,0.5830861306271143,True,False,False,2.0385837929528288,False,True,False,False
+zs__raw,own_ref,zs__raw,Plasmablast (markers),adult sepsis vs adult HC,False,True,1.2646132577274933,0.5734989648033126,True,False,False,0.45349751103660635,True,True,True,True
+zs__raw,own_ref,zs__raw,Plasmablast (markers),paediatric sepsis vs paediatric HC,False,True,-1.5015042851308795,1.353333333333333,False,True,False,-0.9013183290485042,True,True,True,True
+zs__raw,own_ref,zs__raw,Plasmablast (markers),all sepsis vs all controls,False,True,-0.057899368349389135,0.6566744730679157,False,True,False,-11.341651762161995,False,False,False,False
+zs__raw,own_ref,zs__raw,MS1 monocyte (IL1R2+),adult sepsis vs adult HC,False,True,12.727879751514621,0.8494010056511055,True,False,False,0.06673546751178464,True,True,True,True
+zs__raw,own_ref,zs__raw,MS1 monocyte (IL1R2+),paediatric sepsis vs paediatric HC,False,True,14.191039898363549,0.7396678740974345,True,False,False,0.05212217564004805,True,True,True,True
+zs__raw,own_ref,zs__raw,MS1 monocyte (IL1R2+),all sepsis vs all controls,False,True,7.862481197429501,0.7218397726243367,True,False,False,0.09180813975877354,True,True,True,True
+zs__raw,own_ref,zs__raw,Cycling monocyte (Ye 2026),adult sepsis vs adult HC,False,True,1.0687965100517287,-0.03123820178813877,False,True,False,-0.029227454893754164,True,True,True,True
+zs__raw,own_ref,zs__raw,Cycling monocyte (Ye 2026),paediatric sepsis vs paediatric HC,False,True,5.307916655685079,0.27579790511313146,True,False,False,0.051959727893944284,True,True,True,True
+zs__raw,own_ref,zs__raw,Cycling monocyte (Ye 2026),all sepsis vs all controls,False,True,2.04185599772436,0.13636151965258375,True,False,False,0.06678312271019998,True,True,True,True
+zs__raw,own_ref,zs__raw,ISG-high monocyte (positive control),adult sepsis vs adult HC,True,True,3.318090702710635,12.252416196900553,True,False,False,3.6926103879231613,False,False,True,False
+zs__raw,own_ref,zs__raw,ISG-high monocyte (positive control),paediatric sepsis vs paediatric HC,True,True,-7.302217248217914,-3.2044307824425466,True,False,False,0.438829833941818,True,True,True,True
+zs__raw,own_ref,zs__raw,ISG-high monocyte (positive control),all sepsis vs all controls,True,True,2.104901661464714,7.386232006248433,True,False,False,3.509062746954487,True,True,True,True
+zs__raw,own_ref,zs__raw,ISG-high T,adult sepsis vs adult HC,False,True,0.7796707019551841,1.3367932649878176,True,False,False,1.7145613675562446,True,True,True,True
+zs__raw,own_ref,zs__raw,ISG-high T,paediatric sepsis vs paediatric HC,False,True,-12.306840682529277,-6.023140915419902,True,False,False,0.4894140641611067,True,True,True,True
+zs__raw,own_ref,zs__raw,ISG-high T,all sepsis vs all controls,False,True,-1.7420459999604598,-0.39201205414083695,True,False,False,0.22502968012884542,True,True,True,True
+zs__raw,own_ref,zs__raw,DN2 / ABC B,adult sepsis vs adult HC,False,True,-0.17685753359337752,0.9260120614523357,False,True,False,-5.235920928205291,False,True,False,False
+zs__raw,own_ref,zs__raw,DN2 / ABC B,paediatric sepsis vs paediatric HC,False,True,-0.37208369330280133,1.3946461603790743,False,True,False,-3.7482055394567175,False,True,False,False
+zs__raw,own_ref,zs__raw,DN2 / ABC B,all sepsis vs all controls,False,True,0.16037396387404623,0.7665568386142994,True,False,False,4.779808518147835,False,False,False,False
+zs__raw,own_ref,zs__raw,HSPC,adult sepsis vs adult HC,False,True,0.009853114769444851,0.06004140786749485,True,False,False,6.093647468076507,False,True,False,False
+zs__raw,own_ref,zs__raw,HSPC,paediatric sepsis vs paediatric HC,False,True,0.07557423716778272,-0.005555555555555564,False,True,False,-0.07351123562414065,False,True,False,False
+zs__raw,own_ref,zs__raw,HSPC,all sepsis vs all controls,False,True,0.029123657305891393,0.018943533697632076,True,False,False,0.6504517443899468,False,True,False,False
+zs__raw,own_ref,zs__raw,Cytotoxic CD4 T,adult sepsis vs adult HC,False,True,-1.1626370625420965,0.15664333096298722,False,True,False,-0.1347310661338181,True,True,True,True
+zs__raw,own_ref,zs__raw,Cytotoxic CD4 T,paediatric sepsis vs paediatric HC,False,True,-0.0630403906172779,0.14764600375540643,False,True,False,-2.342085801018817,False,False,False,False
+zs__raw,own_ref,zs__raw,Cytotoxic CD4 T,all sepsis vs all controls,False,True,-1.0587511093301065,0.14850974918981996,False,True,False,-0.1402688014974408,True,True,True,True
+zs__raw,own_ref,zs__raw,Granulocyte-like (LDG),adult sepsis vs adult HC,False,True,0.8539261369617128,0.1759834368530021,True,False,False,0.20608742282927991,True,True,True,True
+zs__raw,own_ref,zs__raw,Granulocyte-like (LDG),paediatric sepsis vs paediatric HC,False,True,0.8177748210836381,0.03,True,False,False,0.036684915243840384,True,True,True,True
+zs__raw,own_ref,zs__raw,Granulocyte-like (LDG),all sepsis vs all controls,False,True,0.5619641748801999,0.06062971636742123,True,False,False,0.10788893505595146,True,True,True,True
+zs__raw,own_ref,zs__raw,Platelet signal in monocytes (negative control),adult sepsis vs adult HC,True,True,3.0540388449506093,1.6668519285725725,True,False,False,0.5457860928417658,True,True,True,True
+zs__raw,own_ref,zs__raw,Platelet signal in monocytes (negative control),paediatric sepsis vs paediatric HC,True,True,2.951651819450256,1.1485524321175065,True,False,False,0.38912192303610654,True,True,True,True
+zs__raw,own_ref,zs__raw,Platelet signal in monocytes (negative control),all sepsis vs all controls,True,True,2.1541649614844296,1.004294795048811,True,False,False,0.46621071877278797,True,True,True,True
+xcalL_K1000,own_ref,xcalL_K1000,C1Q-high monocyte (reference),adult sepsis vs adult HC,False,True,6.0506853689463185,0.2117487708818332,True,False,False,0.03499583236778145,True,True,True,True
+xcalL_K1000,own_ref,xcalL_K1000,C1Q-high monocyte (reference),paediatric sepsis vs paediatric HC,False,True,9.226836329634667,0.13893664875166697,True,False,False,0.015057885908892904,True,True,True,True
+xcalL_K1000,own_ref,xcalL_K1000,C1Q-high monocyte (reference),all sepsis vs all controls,False,True,6.815565570078524,0.13011169387336075,True,False,False,0.01909037372401975,True,True,True,True
+xcalL_K1000,own_ref,xcalL_K1000,Cycling T/NK,adult sepsis vs adult HC,False,True,0.4809123342290409,0.5083739047676336,True,False,False,1.0571030696948474,False,True,False,False
+xcalL_K1000,own_ref,xcalL_K1000,Cycling T/NK,paediatric sepsis vs paediatric HC,False,True,-0.019757152634525044,0.4639032031798186,False,True,False,-23.480266198336768,False,False,False,False
+xcalL_K1000,own_ref,xcalL_K1000,Cycling T/NK,all sepsis vs all controls,False,True,-0.24547712452299664,0.274022065170425,False,True,False,-1.1162835058578104,False,True,False,False
+xcalL_K1000,own_ref,xcalL_K1000,Cycling activated T (CD38/HLA-DR),adult sepsis vs adult HC,False,True,0.4445175743973191,0.4838827463710734,True,False,False,1.088557065549379,False,True,False,False
+xcalL_K1000,own_ref,xcalL_K1000,Cycling activated T (CD38/HLA-DR),paediatric sepsis vs paediatric HC,False,True,-0.9089193965955813,0.27285713828929764,False,True,False,-0.30019948887800435,False,True,True,False
+xcalL_K1000,own_ref,xcalL_K1000,Cycling activated T (CD38/HLA-DR),all sepsis vs all controls,False,True,-0.714753459226624,0.21132974953355954,False,True,False,-0.29566803322955876,False,True,True,False
+xcalL_K1000,own_ref,xcalL_K1000,Proliferating T (label),adult sepsis vs adult HC,False,True,-0.06114597070139549,0.9716703579831714,False,True,False,-15.890995708094886,False,True,False,False
+xcalL_K1000,own_ref,xcalL_K1000,Proliferating T (label),paediatric sepsis vs paediatric HC,False,True,-0.1777889168259632,0.9695638590280118,False,True,False,-5.453455009105622,False,True,False,False
+xcalL_K1000,own_ref,xcalL_K1000,Proliferating T (label),all sepsis vs all controls,False,True,-0.6231075450308581,0.7379736324117957,False,True,False,-1.1843439199171455,True,True,True,True
+xcalL_K1000,own_ref,xcalL_K1000,Plasmablast (label),adult sepsis vs adult HC,False,True,0.9743555916610747,1.1881987577639754,True,False,False,1.2194713797848098,True,True,True,True
+xcalL_K1000,own_ref,xcalL_K1000,Plasmablast (label),paediatric sepsis vs paediatric HC,False,True,-0.13589544487460703,1.6933333333333334,False,True,False,-12.460559917190748,False,True,False,False
+xcalL_K1000,own_ref,xcalL_K1000,Plasmablast (label),all sepsis vs all controls,False,True,0.2860250987194062,1.2187874056726518,True,False,False,4.261120479039834,False,True,False,False
+xcalL_K1000,own_ref,xcalL_K1000,Plasmablast (markers),adult sepsis vs adult HC,False,True,1.6524139649145242,1.4024844720496896,True,False,False,0.8487488618641862,True,True,True,True
+xcalL_K1000,own_ref,xcalL_K1000,Plasmablast (markers),paediatric sepsis vs paediatric HC,False,True,-1.4873212373232017,1.9100000000000001,False,True,False,-1.284187942772546,True,True,True,True
+xcalL_K1000,own_ref,xcalL_K1000,Plasmablast (markers),all sepsis vs all controls,False,True,-0.021743099365663543,1.3952120739005986,False,True,False,-64.16804018767913,False,False,False,False
+xcalL_K1000,own_ref,xcalL_K1000,MS1 monocyte (IL1R2+),adult sepsis vs adult HC,False,True,17.526493805242026,8.850217876593018,True,False,False,0.5049622574223027,True,True,True,True
+xcalL_K1000,own_ref,xcalL_K1000,MS1 monocyte (IL1R2+),paediatric sepsis vs paediatric HC,False,True,20.185189827710573,7.790518653526647,True,False,False,0.38595221149873404,True,True,True,True
+xcalL_K1000,own_ref,xcalL_K1000,MS1 monocyte (IL1R2+),all sepsis vs all controls,False,True,10.554667130111692,6.242929023458396,True,False,False,0.5914851644774071,True,True,True,True
+xcalL_K1000,own_ref,xcalL_K1000,Cycling monocyte (Ye 2026),adult sepsis vs adult HC,False,True,1.966589833580802,0.8199965230079584,True,False,False,0.41696367437987514,True,True,True,True
+xcalL_K1000,own_ref,xcalL_K1000,Cycling monocyte (Ye 2026),paediatric sepsis vs paediatric HC,False,True,6.705099517000792,0.7773526678265054,True,False,False,0.11593454591621291,True,True,True,True
+xcalL_K1000,own_ref,xcalL_K1000,Cycling monocyte (Ye 2026),all sepsis vs all controls,False,True,2.942456147798809,0.6735479050151328,True,False,False,0.22890669263465496,True,True,True,True
+xcalL_K1000,own_ref,xcalL_K1000,ISG-high monocyte (positive control),adult sepsis vs adult HC,True,True,1.3456263181458858,16.360819156290503,True,False,False,12.15851602756535,False,False,True,False
+xcalL_K1000,own_ref,xcalL_K1000,ISG-high monocyte (positive control),paediatric sepsis vs paediatric HC,True,True,-7.116181425021317,1.2940167369612716,False,True,False,-0.18184144833791885,True,True,True,True
+xcalL_K1000,own_ref,xcalL_K1000,ISG-high monocyte (positive control),all sepsis vs all controls,True,True,1.952282320885507,12.316498696635929,True,False,False,6.308769261942335,True,True,True,True
+xcalL_K1000,own_ref,xcalL_K1000,ISG-high T,adult sepsis vs adult HC,False,True,1.4816360633664234,3.082466168255048,True,False,False,2.0804475839035534,True,True,True,True
+xcalL_K1000,own_ref,xcalL_K1000,ISG-high T,paediatric sepsis vs paediatric HC,False,True,-15.356636384002977,-12.593115964454176,True,False,False,0.8200438982570712,True,True,True,True
+xcalL_K1000,own_ref,xcalL_K1000,ISG-high T,all sepsis vs all controls,False,True,-1.791723880438722,-0.18030847355703905,True,False,False,0.10063407399185229,True,True,True,True
+xcalL_K1000,own_ref,xcalL_K1000,DN2 / ABC B,adult sepsis vs adult HC,False,True,-0.6437675787043737,0.4247556918559603,False,True,False,-0.6597966500748766,False,True,True,False
+xcalL_K1000,own_ref,xcalL_K1000,DN2 / ABC B,paediatric sepsis vs paediatric HC,False,True,-1.1709353836395842,1.1194470170354813,False,True,False,-0.9560280034889175,False,True,True,False
+xcalL_K1000,own_ref,xcalL_K1000,DN2 / ABC B,all sepsis vs all controls,False,True,-0.09099911442523201,0.7530960085472913,False,True,False,-8.27586085099829,False,False,False,False
+xcalL_K1000,own_ref,xcalL_K1000,HSPC,adult sepsis vs adult HC,False,True,0.008153385386138412,0.21863354037267083,True,False,False,26.81506270320181,False,True,False,False
+xcalL_K1000,own_ref,xcalL_K1000,HSPC,paediatric sepsis vs paediatric HC,False,True,0.0816648025363203,0.2366666666666667,True,False,False,2.8980253342486137,False,True,False,False
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+xcalL_K1000,own_ref,xcalL_K1000,Cytotoxic CD4 T,adult sepsis vs adult HC,False,True,-1.4252878195967438,-1.7888088379255258,True,False,False,1.2550509541515853,True,True,True,True
+xcalL_K1000,own_ref,xcalL_K1000,Cytotoxic CD4 T,paediatric sepsis vs paediatric HC,False,True,-0.1615877048812101,1.0581671460598918,False,True,False,-6.548562261205423,False,False,False,False
+xcalL_K1000,own_ref,xcalL_K1000,Cytotoxic CD4 T,all sepsis vs all controls,False,True,-1.1664873724583626,-0.05597502865330739,True,False,False,0.04798597050848521,True,True,True,True
+xcalL_K1000,own_ref,xcalL_K1000,Granulocyte-like (LDG),adult sepsis vs adult HC,False,True,1.2250830329155338,0.12567287784679088,True,False,False,0.10258315107646723,True,True,True,True
+xcalL_K1000,own_ref,xcalL_K1000,Granulocyte-like (LDG),paediatric sepsis vs paediatric HC,False,True,1.4416998305005806,0.11999999999999998,True,False,False,0.08323507949524703,True,True,True,True
+xcalL_K1000,own_ref,xcalL_K1000,Granulocyte-like (LDG),all sepsis vs all controls,False,True,0.6974199198289479,0.1022118136872235,True,False,False,0.1465570609343828,True,True,True,True
+xcalL_K1000,own_ref,xcalL_K1000,Platelet signal in monocytes (negative control),adult sepsis vs adult HC,True,True,4.492974515883219,2.2917552766297957,True,False,False,0.5100752894386911,True,True,True,True
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+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,C1Q-high monocyte (reference),adult sepsis vs adult HC,False,True,5.581669557426815,-0.23503804675281328,False,True,False,-0.04210891460603901,True,True,True,True
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,C1Q-high monocyte (reference),paediatric sepsis vs paediatric HC,False,True,8.212833863835083,-0.045310601008888354,False,True,False,-0.0055170482880960185,True,True,True,True
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,C1Q-high monocyte (reference),all sepsis vs all controls,False,True,6.176030214137355,-0.07890838580813034,False,True,False,-0.012776554367804687,True,True,True,True
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,Cycling T/NK,adult sepsis vs adult HC,False,True,0.38751779271589043,0.013430850795479232,True,False,False,0.03465866870615175,False,True,False,False
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,Cycling T/NK,paediatric sepsis vs paediatric HC,False,True,0.12567829298983058,0.20353199299202493,True,False,False,1.6194681527739558,False,False,False,False
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,Cycling T/NK,all sepsis vs all controls,False,True,-0.19188602573971947,0.0428116772590392,False,True,False,-0.22310992733316792,False,True,False,False
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,Cycling activated T (CD38/HLA-DR),adult sepsis vs adult HC,False,True,0.37423166514889994,0.08438974930292109,True,False,False,0.22550135961729467,False,True,False,False
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,Cycling activated T (CD38/HLA-DR),paediatric sepsis vs paediatric HC,False,True,-0.6202380667663128,0.24024891550339034,False,True,False,-0.3873495168652861,False,True,True,False
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,Cycling activated T (CD38/HLA-DR),all sepsis vs all controls,False,True,-0.532751318044917,0.0575093502315409,False,True,False,-0.10794783285114688,False,True,True,False
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,Proliferating T (label),adult sepsis vs adult HC,False,True,-0.06114597070139549,0.6376300062947468,False,True,False,-10.42799711870785,False,True,False,False
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,Proliferating T (label),paediatric sepsis vs paediatric HC,False,True,-0.1777889168259632,1.0369081564787366,False,True,False,-5.832242948494711,False,True,False,False
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,Proliferating T (label),all sepsis vs all controls,False,True,-0.6231075450308581,0.6735088119218351,False,True,False,-1.0808869468728404,True,True,True,True
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,Plasmablast (label),adult sepsis vs adult HC,False,True,0.9743555916610747,1.7163561076604552,True,False,False,1.7615294891820996,True,True,True,True
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,Plasmablast (label),paediatric sepsis vs paediatric HC,False,True,-0.13589544487460703,3.7177777777777776,False,True,False,-27.357633518976538,False,True,False,False
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,Plasmablast (label),all sepsis vs all controls,False,True,0.2860250987194062,2.0260213374967475,True,False,False,7.0833690699440925,False,True,False,False
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,Plasmablast (markers),adult sepsis vs adult HC,False,True,1.3852131172828832,1.7863354037267083,True,False,False,1.289574421032507,True,True,True,True
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,Plasmablast (markers),paediatric sepsis vs paediatric HC,False,True,-1.6724523029824683,3.616666666666666,False,True,False,-2.162493160622338,True,True,True,True
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,Plasmablast (markers),all sepsis vs all controls,False,True,-0.12208680253644921,2.0689565443663804,False,True,False,-16.94660275625361,False,False,False,False
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,MS1 monocyte (IL1R2+),adult sepsis vs adult HC,False,True,12.506974019182035,1.2328670698181692,True,False,False,0.09857436882233162,True,True,True,True
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,MS1 monocyte (IL1R2+),paediatric sepsis vs paediatric HC,False,True,12.832519546695183,0.8953654313417875,True,False,False,0.06977315936155148,True,True,True,True
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,MS1 monocyte (IL1R2+),all sepsis vs all controls,False,True,7.545041610915863,1.0338296152438005,True,False,False,0.1370210621168871,True,True,True,True
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,Cycling monocyte (Ye 2026),adult sepsis vs adult HC,False,True,1.0160562518389284,0.14084571935527385,True,False,False,0.13862000169809652,True,True,True,True
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,Cycling monocyte (Ye 2026),paediatric sepsis vs paediatric HC,False,True,4.624260834367256,0.376111746358367,True,False,False,0.08133445751224172,True,True,True,True
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,Cycling monocyte (Ye 2026),all sepsis vs all controls,False,True,1.8244792932996554,0.19231477072626718,True,False,False,0.10540803144904813,True,True,True,True
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,ISG-high monocyte (positive control),adult sepsis vs adult HC,True,True,5.258306598715746,11.696004751206083,True,False,False,2.2242911347281726,False,False,True,False
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,ISG-high monocyte (positive control),paediatric sepsis vs paediatric HC,True,True,-7.307000514270786,4.044347230526171,False,True,False,-0.5534893863258176,True,True,True,True
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,ISG-high monocyte (positive control),all sepsis vs all controls,True,True,3.384967587492204,9.414341760886542,True,False,False,2.7812206520598552,True,True,True,True
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,ISG-high T,adult sepsis vs adult HC,False,True,1.1176537865907132,2.307842616912419,True,False,False,2.0648993853027178,True,True,True,True
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,ISG-high T,paediatric sepsis vs paediatric HC,False,True,-14.069512831585055,-7.997577969560395,True,False,False,0.5684331835290275,True,True,True,True
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,ISG-high T,all sepsis vs all controls,False,True,-1.7888520831726646,0.27379807253064303,False,True,False,-0.1530579722640015,True,True,True,True
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,DN2 / ABC B,adult sepsis vs adult HC,False,True,-0.19144184759847693,0.1756408071950989,False,True,False,-0.9174629758248125,False,True,False,False
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,DN2 / ABC B,paediatric sepsis vs paediatric HC,False,True,-0.41926951767803455,0.2289642612963697,False,True,False,-0.5461028089148994,False,True,False,False
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,DN2 / ABC B,all sepsis vs all controls,False,True,0.14101393196044043,0.22515309281318552,True,False,False,1.59667268108196,False,False,False,False
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+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,HSPC,paediatric sepsis vs paediatric HC,False,True,0.0771490675005708,0.23000000000000004,True,False,False,2.981241477718423,False,True,False,False
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+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,Cytotoxic CD4 T,adult sepsis vs adult HC,False,True,-1.2241528840340807,0.8848017466945914,False,True,False,-0.7227869641403045,True,True,True,True
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,Cytotoxic CD4 T,paediatric sepsis vs paediatric HC,False,True,-0.10892331141818529,0.5363026568366043,False,True,False,-4.923671984021833,False,False,False,False
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,Cytotoxic CD4 T,all sepsis vs all controls,False,True,-1.071752063264543,0.8734541369732276,False,True,False,-0.8149777984216775,True,True,True,True
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,Granulocyte-like (LDG),adult sepsis vs adult HC,False,True,0.9808182387163655,-0.025051759834368525,False,True,False,-0.02554169452145866,True,True,True,True
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,Granulocyte-like (LDG),paediatric sepsis vs paediatric HC,False,True,0.9518630572959759,0.0044444444444444444,True,False,False,0.0046692057333016885,True,True,True,True
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,Granulocyte-like (LDG),all sepsis vs all controls,False,True,0.6094193964530155,-0.011293260473588342,False,True,False,-0.01853117990552672,True,True,True,True
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,Platelet signal in monocytes (negative control),adult sepsis vs adult HC,True,True,3.547363510133528,1.0106347647731513,True,False,False,0.2848974349220583,True,True,True,True
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,Platelet signal in monocytes (negative control),paediatric sepsis vs paediatric HC,True,True,3.516294983105267,0.7080541794141021,True,False,False,0.2013637032206024,True,True,True,True
+locoL_lora16sat_s26750_K1000,own_ref,locoL_lora16sat_s26750_K1000,Platelet signal in monocytes (negative control),all sepsis vs all controls,True,True,2.7073284572031566,0.8206156933816502,True,False,False,0.30310902661193856,True,True,True,True
+locoL_lora64sat_s59000_K1000,own_ref,locoL_lora64sat_s59000_K1000,C1Q-high monocyte (reference),adult sepsis vs adult HC,False,True,5.319546698932954,0.0028740554672122,True,False,False,0.0005402820258704949,True,True,True,True
+locoL_lora64sat_s59000_K1000,own_ref,locoL_lora64sat_s59000_K1000,C1Q-high monocyte (reference),paediatric sepsis vs paediatric HC,False,True,8.175395589408218,-0.2884136763040588,False,True,False,-0.03527825328449162,True,True,True,True
+locoL_lora64sat_s59000_K1000,own_ref,locoL_lora64sat_s59000_K1000,C1Q-high monocyte (reference),all sepsis vs all controls,False,True,5.989878960002738,-0.06877098758716063,False,True,False,-0.011481198208908248,True,True,True,True
+locoL_lora64sat_s59000_K1000,own_ref,locoL_lora64sat_s59000_K1000,Cycling T/NK,adult sepsis vs adult HC,False,True,0.3617549114114195,0.09071197718612516,True,False,False,0.25075534381054887,False,True,False,False
+locoL_lora64sat_s59000_K1000,own_ref,locoL_lora64sat_s59000_K1000,Cycling T/NK,paediatric sepsis vs paediatric HC,False,True,0.21920831581435274,0.2531504960237285,True,False,False,1.1548398384581422,False,False,False,False
+locoL_lora64sat_s59000_K1000,own_ref,locoL_lora64sat_s59000_K1000,Cycling T/NK,all sepsis vs all controls,False,True,-0.12446920712582377,0.0807687467871633,False,True,False,-0.6489054494057761,False,True,False,False
+locoL_lora64sat_s59000_K1000,own_ref,locoL_lora64sat_s59000_K1000,Cycling activated T (CD38/HLA-DR),adult sepsis vs adult HC,False,True,0.3911480420963208,0.07070249043618028,True,False,False,0.18075634498195872,False,True,False,False
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+lora_n5__raw,own_ref,lora_n5__raw,Cycling T/NK,adult sepsis vs adult HC,False,True,0.4865713405051566,0.1700145726889675,True,False,False,0.3494134539705092,False,True,False,False
+lora_n5__raw,own_ref,lora_n5__raw,Cycling T/NK,paediatric sepsis vs paediatric HC,False,True,-0.1743875432869184,0.17319599806928093,False,True,False,-0.9931672572754979,False,False,False,False
+lora_n5__raw,own_ref,lora_n5__raw,Cycling T/NK,all sepsis vs all controls,False,True,-0.3403448449270834,0.1347491653752929,False,True,False,-0.3959195133517066,False,True,False,False
+lora_n5__raw,own_ref,lora_n5__raw,Cycling activated T (CD38/HLA-DR),adult sepsis vs adult HC,False,True,0.4399177827429803,0.16990101874911745,True,False,False,0.3862108453305722,False,True,False,False
+lora_n5__raw,own_ref,lora_n5__raw,Cycling activated T (CD38/HLA-DR),paediatric sepsis vs paediatric HC,False,True,-1.3059106649682977,0.25016490231322897,False,True,False,-0.19156356481651216,False,True,True,False
+lora_n5__raw,own_ref,lora_n5__raw,Cycling activated T (CD38/HLA-DR),all sepsis vs all controls,False,True,-0.834913150630479,0.14951673834801352,False,True,False,-0.179080588484092,False,True,True,False
+lora_n5__raw,own_ref,lora_n5__raw,Proliferating T (label),adult sepsis vs adult HC,False,True,-0.06114597070139549,0.083455885282538,False,True,False,-1.3648632007183648,False,True,False,False
+lora_n5__raw,own_ref,lora_n5__raw,Proliferating T (label),paediatric sepsis vs paediatric HC,False,True,-0.1777889168259632,0.2488111263103494,False,True,False,-1.3994748983926233,False,True,False,False
+lora_n5__raw,own_ref,lora_n5__raw,Proliferating T (label),all sepsis vs all controls,False,True,-0.6231075450308581,0.1808042517181816,False,True,False,-0.2901654026821769,True,True,True,True
+lora_n5__raw,own_ref,lora_n5__raw,Plasmablast (label),adult sepsis vs adult HC,False,True,0.9743555916610747,0.5339544513457557,True,False,False,0.5480077868034542,True,True,True,True
+lora_n5__raw,own_ref,lora_n5__raw,Plasmablast (label),paediatric sepsis vs paediatric HC,False,True,-0.13589544487460703,0.8999999999999999,False,True,False,-6.622738538664374,False,True,False,False
+lora_n5__raw,own_ref,lora_n5__raw,Plasmablast (label),all sepsis vs all controls,False,True,0.2860250987194062,0.4964871194379391,True,False,False,1.7358166177052823,False,True,False,False
+lora_n5__raw,own_ref,lora_n5__raw,Plasmablast (markers),adult sepsis vs adult HC,False,True,1.7826408666686366,0.6407867494824018,True,False,False,0.3594592502975045,True,True,True,True
+lora_n5__raw,own_ref,lora_n5__raw,Plasmablast (markers),paediatric sepsis vs paediatric HC,False,True,-1.4034106993404531,1.171111111111111,False,True,False,-0.8344749770409234,True,True,True,True
+lora_n5__raw,own_ref,lora_n5__raw,Plasmablast (markers),all sepsis vs all controls,False,True,0.02097297194932679,0.5999479573250066,True,False,False,28.605767402662465,False,False,False,False
+lora_n5__raw,own_ref,lora_n5__raw,MS1 monocyte (IL1R2+),adult sepsis vs adult HC,False,True,17.784266954963233,4.364270705792241,True,False,False,0.24540065198325536,True,True,True,True
+lora_n5__raw,own_ref,lora_n5__raw,MS1 monocyte (IL1R2+),paediatric sepsis vs paediatric HC,False,True,19.599987879352305,10.676732614611584,True,False,False,0.5447315927097606,True,True,True,True
+lora_n5__raw,own_ref,lora_n5__raw,MS1 monocyte (IL1R2+),all sepsis vs all controls,False,True,10.57028805879846,4.9094119283066,True,False,False,0.4644539392869356,True,True,True,True
+lora_n5__raw,own_ref,lora_n5__raw,Cycling monocyte (Ye 2026),adult sepsis vs adult HC,False,True,1.936668290035271,0.5242105738305151,True,False,False,0.27067648937493993,True,True,True,True
+lora_n5__raw,own_ref,lora_n5__raw,Cycling monocyte (Ye 2026),paediatric sepsis vs paediatric HC,False,True,6.761925042111034,0.7270781182011334,True,False,False,0.10752531471040143,True,True,True,True
+lora_n5__raw,own_ref,lora_n5__raw,Cycling monocyte (Ye 2026),all sepsis vs all controls,False,True,2.9079634143185205,0.5259183309240802,True,False,False,0.18085452118637776,True,True,True,True
+lora_n5__raw,own_ref,lora_n5__raw,ISG-high monocyte (positive control),adult sepsis vs adult HC,True,True,1.3360789826728876,6.117953925000014,True,False,False,4.5790361231195815,False,False,True,False
+lora_n5__raw,own_ref,lora_n5__raw,ISG-high monocyte (positive control),paediatric sepsis vs paediatric HC,True,True,-6.516609336384402,-3.770488963954177,True,False,False,0.5785967470694124,True,True,True,True
+lora_n5__raw,own_ref,lora_n5__raw,ISG-high monocyte (positive control),all sepsis vs all controls,True,True,2.184736079224745,3.712095688908719,True,False,False,1.6991048594876315,True,True,True,True
+lora_n5__raw,own_ref,lora_n5__raw,ISG-high T,adult sepsis vs adult HC,False,True,1.6130270929610147,0.8821532925080655,True,False,False,0.5468930412623803,True,True,True,True
+lora_n5__raw,own_ref,lora_n5__raw,ISG-high T,paediatric sepsis vs paediatric HC,False,True,-15.445771206726906,-3.4499229753122433,True,False,False,0.22335712015530446,True,True,True,True
+lora_n5__raw,own_ref,lora_n5__raw,ISG-high T,all sepsis vs all controls,False,True,-1.673883926539658,0.07333121523690478,False,True,False,-0.04380902049074512,True,True,True,True
+lora_n5__raw,own_ref,lora_n5__raw,DN2 / ABC B,adult sepsis vs adult HC,False,True,-0.8740556512772981,-0.5728472538447789,True,False,False,0.6553899091066462,False,True,True,False
+lora_n5__raw,own_ref,lora_n5__raw,DN2 / ABC B,paediatric sepsis vs paediatric HC,False,True,-1.0914815634653392,0.8445719769578933,False,True,False,-0.7737849224648982,False,True,True,False
+lora_n5__raw,own_ref,lora_n5__raw,DN2 / ABC B,all sepsis vs all controls,False,True,-0.12298819537853944,0.3706352473393175,False,True,False,-3.0135839150949173,False,False,False,False
+lora_n5__raw,own_ref,lora_n5__raw,HSPC,adult sepsis vs adult HC,False,True,0.0038820191002266746,0.09999999999999999,True,False,False,25.759790824872784,False,True,False,False
+lora_n5__raw,own_ref,lora_n5__raw,HSPC,paediatric sepsis vs paediatric HC,False,True,0.08218337508870309,-0.02111111111111111,False,True,False,-0.25687812271429866,False,True,False,False
+lora_n5__raw,own_ref,lora_n5__raw,HSPC,all sepsis vs all controls,False,True,0.03028991581468711,0.01451990632318502,True,False,False,0.4793643670724414,False,True,False,False
+lora_n5__raw,own_ref,lora_n5__raw,Cytotoxic CD4 T,adult sepsis vs adult HC,False,True,-1.4256266413522898,-2.11151012996112,True,False,False,1.481110179000464,True,True,True,True
+lora_n5__raw,own_ref,lora_n5__raw,Cytotoxic CD4 T,paediatric sepsis vs paediatric HC,False,True,-0.2559856870805923,-0.09597086226511164,True,False,False,0.37490714172193945,False,False,False,False
+lora_n5__raw,own_ref,lora_n5__raw,Cytotoxic CD4 T,all sepsis vs all controls,False,True,-1.2044392372837032,-0.6058598355248694,True,False,False,0.5030223333567473,True,True,True,True
+lora_n5__raw,own_ref,lora_n5__raw,Granulocyte-like (LDG),adult sepsis vs adult HC,False,True,1.196246114374691,0.034161490683229816,True,False,False,0.028557242755256028,True,True,True,True
+lora_n5__raw,own_ref,lora_n5__raw,Granulocyte-like (LDG),paediatric sepsis vs paediatric HC,False,True,1.5609580774758105,0.03777777777777778,True,False,False,0.024201660712674204,True,True,True,True
+lora_n5__raw,own_ref,lora_n5__raw,Granulocyte-like (LDG),all sepsis vs all controls,False,True,0.6940005086283612,0.0006245120999219533,True,False,False,0.0008998726833158287,True,True,True,True
+lora_n5__raw,own_ref,lora_n5__raw,Platelet signal in monocytes (negative control),adult sepsis vs adult HC,True,True,4.458010758968314,3.925981985858225,True,False,False,0.8806578086336398,True,True,True,True
+lora_n5__raw,own_ref,lora_n5__raw,Platelet signal in monocytes (negative control),paediatric sepsis vs paediatric HC,True,True,4.2958877560738085,5.383574719390028,True,False,False,1.2531925937260293,True,True,True,True
+lora_n5__raw,own_ref,lora_n5__raw,Platelet signal in monocytes (negative control),all sepsis vs all controls,True,True,2.176638796778267,2.4382202177531394,True,False,False,1.1201767704233012,True,True,True,True
+real_lora__raw,own_ref,real_lora__raw,C1Q-high monocyte (reference),adult sepsis vs adult HC,False,True,6.064155662314116,1.8925065611815328,True,False,False,0.31208080177469283,True,True,True,True
+real_lora__raw,own_ref,real_lora__raw,C1Q-high monocyte (reference),paediatric sepsis vs paediatric HC,False,True,9.070543294694957,3.120432635369667,True,False,False,0.34401827255426903,True,True,True,True
+real_lora__raw,own_ref,real_lora__raw,C1Q-high monocyte (reference),all sepsis vs all controls,False,True,6.770408354117139,2.045950686918774,True,False,False,0.30219014569108155,True,True,True,True
+real_lora__raw,own_ref,real_lora__raw,Cycling T/NK,adult sepsis vs adult HC,False,True,0.5085124217687798,0.07353536799543159,True,False,False,0.1446087939005511,False,True,True,False
+real_lora__raw,own_ref,real_lora__raw,Cycling T/NK,paediatric sepsis vs paediatric HC,False,True,-0.2427305245578104,0.5469406508983148,False,True,False,-2.253283355666508,False,False,False,False
+real_lora__raw,own_ref,real_lora__raw,Cycling T/NK,all sepsis vs all controls,False,True,-0.36677933802225593,0.2169322745927053,False,True,False,-0.5914517316118336,False,True,False,False
+real_lora__raw,own_ref,real_lora__raw,Cycling activated T (CD38/HLA-DR),adult sepsis vs adult HC,False,True,0.46354113198109204,0.12977967874985696,True,False,False,0.2799744613713173,False,True,False,False
+real_lora__raw,own_ref,real_lora__raw,Cycling activated T (CD38/HLA-DR),paediatric sepsis vs paediatric HC,False,True,-1.4080793429830565,0.7148071269789243,False,True,False,-0.5076469096298117,False,True,True,False
+real_lora__raw,own_ref,real_lora__raw,Cycling activated T (CD38/HLA-DR),all sepsis vs all controls,False,True,-0.8946774819863779,0.3414133319354045,False,True,False,-0.3816049233489066,False,True,True,False
+real_lora__raw,own_ref,real_lora__raw,Proliferating T (label),adult sepsis vs adult HC,False,True,-0.06114597070139549,0.002798202749907386,False,True,False,-0.045762667888164285,False,True,False,False
+real_lora__raw,own_ref,real_lora__raw,Proliferating T (label),paediatric sepsis vs paediatric HC,False,True,-0.1777889168259632,0.9358828032423248,False,True,False,-5.264010940335816,False,True,False,False
+real_lora__raw,own_ref,real_lora__raw,Proliferating T (label),all sepsis vs all controls,False,True,-0.6231075450308581,0.4086819299135487,False,True,False,-0.6558770362719802,True,True,True,True
+real_lora__raw,own_ref,real_lora__raw,Plasmablast (label),adult sepsis vs adult HC,False,True,0.9743555916610747,0.8202898550724635,True,False,False,0.8418793529721927,True,True,True,True
+real_lora__raw,own_ref,real_lora__raw,Plasmablast (label),paediatric sepsis vs paediatric HC,False,True,-0.13589544487460703,1.9922222222222232,False,True,False,-14.659963209660777,False,True,False,False
+real_lora__raw,own_ref,real_lora__raw,Plasmablast (label),all sepsis vs all controls,False,True,0.2860250987194062,1.0278948737965128,True,False,False,3.593722643217717,False,True,False,False
+real_lora__raw,own_ref,real_lora__raw,Plasmablast (markers),adult sepsis vs adult HC,False,True,1.7884455731359585,0.9737060041407867,True,False,False,0.5444426259130923,True,True,True,True
+real_lora__raw,own_ref,real_lora__raw,Plasmablast (markers),paediatric sepsis vs paediatric HC,False,True,-1.3027257346375167,2.3422222222222224,False,True,False,-1.797939627617739,True,True,True,True
+real_lora__raw,own_ref,real_lora__raw,Plasmablast (markers),all sepsis vs all controls,False,True,0.04076619049098085,1.1340619307832427,True,False,False,27.818687915765484,False,False,False,False
+real_lora__raw,own_ref,real_lora__raw,MS1 monocyte (IL1R2+),adult sepsis vs adult HC,False,True,17.502327094005008,10.87715388971322,True,False,False,0.6214690098803446,True,True,True,True
+real_lora__raw,own_ref,real_lora__raw,MS1 monocyte (IL1R2+),paediatric sepsis vs paediatric HC,False,True,20.580755451010912,13.701941992963187,True,False,False,0.6657647735807559,True,True,True,True
+real_lora__raw,own_ref,real_lora__raw,MS1 monocyte (IL1R2+),all sepsis vs all controls,False,True,10.527008341658401,8.690131973256314,True,False,False,0.8255082252444848,True,True,True,True
+real_lora__raw,own_ref,real_lora__raw,Cycling monocyte (Ye 2026),adult sepsis vs adult HC,False,True,1.9439556204874229,0.5802301664348821,True,False,False,0.29847912180700736,True,True,True,True
+real_lora__raw,own_ref,real_lora__raw,Cycling monocyte (Ye 2026),paediatric sepsis vs paediatric HC,False,True,7.032889896800119,0.9984301581413346,True,False,False,0.14196584516353775,True,True,True,True
+real_lora__raw,own_ref,real_lora__raw,Cycling monocyte (Ye 2026),all sepsis vs all controls,False,True,3.0069105375722542,0.4800436563812076,True,False,False,0.15964680371528095,True,True,True,True
+real_lora__raw,own_ref,real_lora__raw,ISG-high monocyte (positive control),adult sepsis vs adult HC,True,True,1.5181304889949594,3.8052064519472615,True,False,False,2.5065081556107893,False,False,True,False
+real_lora__raw,own_ref,real_lora__raw,ISG-high monocyte (positive control),paediatric sepsis vs paediatric HC,True,True,-7.285521451110181,-12.702121833405725,True,False,False,1.7434746323435986,True,True,True,True
+real_lora__raw,own_ref,real_lora__raw,ISG-high monocyte (positive control),all sepsis vs all controls,True,True,2.035924603132468,0.730004518504094,True,False,False,0.35856166646884224,True,True,True,True
+real_lora__raw,own_ref,real_lora__raw,ISG-high T,adult sepsis vs adult HC,False,True,1.6922932980138954,0.44874609956797906,True,False,False,0.2651704052096851,True,True,True,True
+real_lora__raw,own_ref,real_lora__raw,ISG-high T,paediatric sepsis vs paediatric HC,False,True,-15.621974468366378,-7.754844127692056,True,False,False,0.4964061452920167,True,True,True,True
+real_lora__raw,own_ref,real_lora__raw,ISG-high T,all sepsis vs all controls,False,True,-1.6534595272694097,-0.9245094868619215,True,False,False,0.5591364479230369,True,True,True,True
+real_lora__raw,own_ref,real_lora__raw,DN2 / ABC B,adult sepsis vs adult HC,False,True,-0.8818871601392404,-2.276772537955346,True,False,False,2.5817050535080566,False,True,True,False
+real_lora__raw,own_ref,real_lora__raw,DN2 / ABC B,paediatric sepsis vs paediatric HC,False,True,-1.1194213127637997,-1.4552875148016264,True,False,False,1.3000355614175225,False,True,True,False
+real_lora__raw,own_ref,real_lora__raw,DN2 / ABC B,all sepsis vs all controls,False,True,-0.12058903294361034,-0.7289263004658109,True,False,False,6.044714703091369,False,False,False,False
+real_lora__raw,own_ref,real_lora__raw,HSPC,adult sepsis vs adult HC,False,True,0.005467452919245372,-0.061283643892339534,False,True,False,-11.208810537100705,False,True,False,False
+real_lora__raw,own_ref,real_lora__raw,HSPC,paediatric sepsis vs paediatric HC,False,True,0.07324114638494389,0.018888888888888896,True,False,False,0.257899962264543,False,True,False,False
+real_lora__raw,own_ref,real_lora__raw,HSPC,all sepsis vs all controls,False,True,0.028167637337759413,-0.031485818371064254,False,True,False,-1.117801184157421,False,True,False,False
+real_lora__raw,own_ref,real_lora__raw,Cytotoxic CD4 T,adult sepsis vs adult HC,False,True,-1.460390756738755,-3.623046992500051,True,False,False,2.4808750505863184,True,True,True,True
+real_lora__raw,own_ref,real_lora__raw,Cytotoxic CD4 T,paediatric sepsis vs paediatric HC,False,True,-0.25386029128779314,0.16505077196403922,False,True,False,-0.6501638012261104,False,False,False,False
+real_lora__raw,own_ref,real_lora__raw,Cytotoxic CD4 T,all sepsis vs all controls,False,True,-1.2151816660409027,-1.1935770471374652,True,False,False,0.9822210789487748,True,True,True,True
+real_lora__raw,own_ref,real_lora__raw,Granulocyte-like (LDG),adult sepsis vs adult HC,False,True,1.2402979583618499,0.047204968944099396,True,False,False,0.0380593780920565,True,True,True,True
+real_lora__raw,own_ref,real_lora__raw,Granulocyte-like (LDG),paediatric sepsis vs paediatric HC,False,True,1.6126659914428525,0.22000000000000003,True,False,False,0.13642006538698445,True,True,True,True
+real_lora__raw,own_ref,real_lora__raw,Granulocyte-like (LDG),all sepsis vs all controls,False,True,0.6874280306366254,0.12459016393442622,True,False,False,0.18124102943408285,True,True,True,True
+real_lora__raw,own_ref,real_lora__raw,Platelet signal in monocytes (negative control),adult sepsis vs adult HC,True,True,4.492801544702134,3.320973910199081,True,False,False,0.7391766311412397,True,True,True,True
+real_lora__raw,own_ref,real_lora__raw,Platelet signal in monocytes (negative control),paediatric sepsis vs paediatric HC,True,True,4.287181068402187,1.971374683380712,True,False,False,0.45983004961239815,True,True,True,True
+real_lora__raw,own_ref,real_lora__raw,Platelet signal in monocytes (negative control),all sepsis vs all controls,True,True,2.0330388225779785,2.21148919810517,True,False,False,1.0877751932454043,True,True,True,True
diff --git a/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/cross_depth_check.csv b/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/cross_depth_check.csv
new file mode 100644
index 0000000000000000000000000000000000000000..60fb8f380477e4f0d4302e1e8173e9164b057ba2
--- /dev/null
+++ b/paper-releases/pbisc-diffusion/updates/20261005T142225Z-rare-states-scratch-vs-pretrained/diffusion/dataset/server_1/model8/plans/rare_states_screen_20261004/out/scratch_vs_lora_20261005/cross_depth_check.csv
@@ -0,0 +1,73 @@
+arm,parent,n_parent_cells,median_lib_measured,mean_detected_marker_genes_of_73,mean_count_per_detected_marker,screen_thin_constant,detected_frac__HLA-DRA,detected_frac__HLA-DRB1,detected_frac__ZEB2,detected_frac__PLAC8,detected_frac__CD163,detected_frac__NKG7,detected_frac__GZMA,detected_frac__GNLY,detected_frac__CCR7,bench_median_umi_gen_scoring_genes,bench_median_umi_obs_scoring_genes,bench_detected_genes_median_gen,bench_detected_genes_median_obs,bench_precision,bench_coverage
+zs__raw,Monocyte,45474,1187.0,8.899788890354928,3.4254439609694867,0.421,0.7514623741038835,0.74022518362141,0.8324537098122003,0.36033777543211504,0.389937106918239,0.16455557021594758,0.02535514799665743,0.08895192857457009,0.03034701147908695,979.0,1967.0,340.0,411.0,0.6169918699186991,0.07398373983739838
+zs__raw,T cell+NK cell,54913,787.0,6.040500427949666,5.687975954320445,0.419,0.06566751042558229,0.09544188079325479,0.3580026587511154,0.38797734598364686,0.004152022289803872,0.6101833809844663,0.48922841585781146,0.47236537796150274,0.24870249303443628,979.0,1967.0,340.0,411.0,0.6169918699186991,0.07398373983739838
+zs__raw,T cell,43347,874.0,5.062149629732161,4.926577617361424,0.441,0.07200036911435624,0.10782753131704616,0.29381502756822847,0.3285809859967241,0.003483516737029091,0.5170138648580063,0.40743304034881306,0.3558493090640644,0.3088564375850693,979.0,1967.0,340.0,411.0,0.6169918699186991,0.07398373983739838
+zs__raw,ALL,123000,973.0,6.83069918699187,5.240575784121422,0.495,0.46484552845528454,0.4711056910569106,0.5163821138211382,0.3728048780487805,0.1487560975609756,0.34576422764227643,0.229869918699187,0.2536747967479675,0.16995934959349593,979.0,1967.0,340.0,411.0,0.6169918699186991,0.07398373983739838
+zs__raw,B cell,18316,1111.0,4.42465603843634,10.63221539448681,0.575,0.9680061148722429,0.9583970299191963,0.24443109849312078,0.3928805416029701,0.0022384800174710634,0.05110286088665648,0.009281502511465386,0.036252456868311855,0.2975540511028609,979.0,1967.0,340.0,411.0,0.6169918699186991,0.07398373983739838
+zs__raw,Naive CD4 T cell+Memory CD4 T cell+Treg,15654,1400.0,2.1841701801456495,1.9694656488549618,0.619,0.03947872748179379,0.047208381244410375,0.023636131340232527,0.309058387632554,0.0015331544653123803,0.10974830714194456,0.028682764788552445,0.055129679315191006,0.5758272645969081,979.0,1967.0,340.0,411.0,0.6169918699186991,0.07398373983739838
+xcalL_K1000,Monocyte,32496,2255.0,9.378077301821763,3.2217194421657096,0.799,0.7956671590349581,0.7929283604135894,0.6009047267355982,0.6000123092072871,0.4554406696208764,0.34093426883308714,0.04889832594780896,0.1516494337764648,0.03283481043820778,1628.0,1967.0,269.0,411.0,0.8960975609756098,0.4638211382113821
+xcalL_K1000,T cell+NK cell,69407,1444.0,6.886149811978619,7.259116596610085,0.769,0.12795539354820118,0.3020156468367744,0.25379284510207906,0.4086043194490469,0.003429048943190168,0.7012261011137205,0.6385378996354835,0.5637903957814053,0.166971631103491,1628.0,1967.0,269.0,411.0,0.8960975609756098,0.4638211382113821
+xcalL_K1000,T cell,57613,1543.0,6.224133442105081,6.19154133818194,0.779,0.13776404630899275,0.3265235276760453,0.23381875618350026,0.35950219568500164,0.0033152239945845557,0.6425112387829136,0.5825247773939909,0.48176626802978495,0.19823650912120527,1628.0,1967.0,269.0,411.0,0.8960975609756098,0.4638211382113821
+xcalL_K1000,ALL,123000,1628.0,7.255512195121951,6.132187694693577,0.828,0.43034146341463414,0.5252682926829269,0.33221951219512197,0.4633821138211382,0.12543089430894308,0.4992520325203252,0.3753983739837398,0.3707235772357724,0.1408130081300813,1628.0,1967.0,269.0,411.0,0.8960975609756098,0.4638211382113821
+xcalL_K1000,B cell,17472,1907.0,4.980940934065934,9.815884725430038,0.987,0.9451694139194139,0.9412202380952381,0.158768315018315,0.46136675824175827,0.002690018315018315,0.04366987179487179,0.008527930402930402,0.047561813186813184,0.25148809523809523,1628.0,1967.0,269.0,411.0,0.8960975609756098,0.4638211382113821
+xcalL_K1000,Naive CD4 T cell+Memory CD4 T cell+Treg,15566,2078.0,2.601696004111525,2.201787742604573,0.919,0.08480020557625595,0.1318900167030708,0.02222793267377618,0.30611589361428754,0.0033406141590646282,0.09218810227418733,0.07375048181934986,0.07587048695875627,0.4552229217525376,1628.0,1967.0,269.0,411.0,0.8960975609756098,0.4638211382113821
+locoL_lora16sat_s26750_K1000,Monocyte,22524,1123.0,5.500577162138164,2.666677428467654,0.398,0.6404723850115432,0.6395844432605221,0.4452583910495472,0.36782987036050435,0.17909785118096253,0.14322500443970876,0.012209199076540578,0.08697389451251998,0.006481974782454271,1135.0,1967.0,243.0,411.0,0.8611382113821138,0.3413821138211382
+locoL_lora16sat_s26750_K1000,T cell+NK cell,66367,1082.0,5.47769222655838,5.393097832963817,0.576,0.0567450690855395,0.1708680518932602,0.16161646601473623,0.3127156568776651,0.0012355538143957088,0.6151400545451806,0.5254117257070532,0.4868684737896846,0.14135036991275785,1135.0,1967.0,243.0,411.0,0.8611382113821138,0.3413821138211382
+locoL_lora16sat_s26750_K1000,T cell,51586,1190.0,4.4783662233939445,4.180243354500241,0.601,0.05862055596479665,0.18493389679370373,0.1332919784437638,0.24388399953475748,0.0010080254332570852,0.5081223587795138,0.42870158570154693,0.35372000155080835,0.1772380103128756,1135.0,1967.0,243.0,411.0,0.8611382113821138,0.3413821138211382
+locoL_lora16sat_s26750_K1000,ALL,123000,1135.0,5.312463414634147,5.229253802608683,0.577,0.39160162601626014,0.44550406504065043,0.20597560975609755,0.32722764227642276,0.03597560975609756,0.3735691056910569,0.2875447154471545,0.29633333333333334,0.11839024390243902,1135.0,1967.0,243.0,411.0,0.8611382113821138,0.3413821138211382
+locoL_lora16sat_s26750_K1000,B cell,28860,1248.0,4.659078309078309,6.401402637195916,0.646,0.9216909216909217,0.8947678447678448,0.10682605682605682,0.3338184338184338,0.0008316008316008316,0.03922383922383922,0.0059251559251559255,0.05557865557865558,0.17054747054747055,1135.0,1967.0,243.0,411.0,0.8611382113821138,0.3413821138211382
+locoL_lora16sat_s26750_K1000,Naive CD4 T cell+Memory CD4 T cell+Treg,18454,1563.0,1.9654275495827462,2.061759029500965,0.691,0.03446407282973881,0.06513493009645606,0.013330443264332937,0.21680936382356128,0.0008128319063617644,0.05874065243307684,0.06042050503955782,0.05435136013872331,0.2944077164842311,1135.0,1967.0,243.0,411.0,0.8611382113821138,0.3413821138211382
+locoL_lora64sat_s59000_K1000,Monocyte,20054,1061.0,5.290515607858781,2.5356846629467653,0.376,0.604418071207739,0.6128951830058841,0.453625211927795,0.34865862172135237,0.16739802533160467,0.11364316345866161,0.01027226488481101,0.07484791064126857,0.004188690535554004,1013.0,1967.0,232.0,411.0,0.828130081300813,0.2891869918699187
+locoL_lora64sat_s59000_K1000,T cell+NK cell,62886,968.0,5.62878860159654,5.294921632219498,0.516,0.05971122348376427,0.16758897051808033,0.18290239480965556,0.32363324110294817,0.0009223038514136691,0.6185001431161149,0.5251725344273765,0.5388639760837071,0.10768692554781668,1013.0,1967.0,232.0,411.0,0.828130081300813,0.2891869918699187
+locoL_lora64sat_s59000_K1000,T cell,47130,1067.0,4.580521960534691,4.180651287752455,0.539,0.06632718014003819,0.18975175047740292,0.15170804158709952,0.25022278803309994,0.0008274984086569065,0.4963929556545725,0.4230426479949077,0.3959685974962869,0.1400381922342457,1013.0,1967.0,232.0,411.0,0.828130081300813,0.2891869918699187
+locoL_lora64sat_s59000_K1000,ALL,123000,1013.0,5.214227642276422,5.307733686754502,0.515,0.42083739837398376,0.4681382113821138,0.22264227642276424,0.32471544715447154,0.030886178861788616,0.3505447154471545,0.2720894308943089,0.3053170731707317,0.09273983739837398,1013.0,1967.0,232.0,411.0,0.828130081300813,0.2891869918699187
+locoL_lora64sat_s59000_K1000,B cell,33758,1046.0,4.267758753480656,6.396492007413012,0.541,0.9327863025060726,0.9056223709935423,0.13987795485514545,0.31936133657207183,0.0008294330232833699,0.03276260441969311,0.005302446827418686,0.04274542330706795,0.13262041590141596,1013.0,1967.0,232.0,411.0,0.828130081300813,0.2891869918699187
+locoL_lora64sat_s59000_K1000,Naive CD4 T cell+Memory CD4 T cell+Treg,17818,1406.0,1.9403973509933774,2.076444727251692,0.622,0.036479964081266136,0.06044449433157481,0.020821641037153442,0.2223032888090695,0.0007857223032888091,0.0485464137389157,0.058031204400044896,0.06235267706813335,0.2559209787854978,1013.0,1967.0,232.0,411.0,0.828130081300813,0.2891869918699187
+locoL_fullsat_s20000_K1000,Monocyte,24002,954.0,5.774185484542954,2.5956693027014546,0.338,0.6092825597866844,0.6156986917756854,0.4785851179068411,0.3400549954170486,0.18806766102824765,0.19848345971169068,0.02362303141404883,0.1400716606949421,0.006124489625864512,1070.0,1967.0,224.0,411.0,0.8376422764227642,0.32926829268292684
+locoL_fullsat_s20000_K1000,T cell+NK cell,64082,1070.0,5.647951062700915,5.904407457754496,0.57,0.07680783995505758,0.19475047595268563,0.17925470490933493,0.32188446053493963,0.0015917106207671422,0.6166006054742361,0.5176648668892981,0.5133110701913174,0.15931150713148778,1070.0,1967.0,224.0,411.0,0.8376422764227642,0.32926829268292684
+locoL_fullsat_s20000_K1000,T cell,49480,1226.0,4.696341956345998,4.596462614308768,0.619,0.08017380759902991,0.20959983831851253,0.1463621665319321,0.2612570735650768,0.0013540824575586094,0.5078011317704123,0.42107922392886016,0.38098221503637836,0.2013338722716249,1070.0,1967.0,224.0,411.0,0.8376422764227642,0.32926829268292684
+locoL_fullsat_s20000_K1000,ALL,123000,1070.0,5.535186991869919,5.862067952551893,0.544,0.4076585365853658,0.46571544715447155,0.23421138211382114,0.32743089430894307,0.04045528455284553,0.38197560975609757,0.27783739837398375,0.3204471544715447,0.12150406504065041,1070.0,1967.0,224.0,411.0,0.8376422764227642,0.32926829268292684
+locoL_fullsat_s20000_K1000,B cell,30208,1153.0,5.0560447563559325,8.477179129592164,0.596,0.9088983050847458,0.8939353813559322,0.1421477754237288,0.3374933792372881,0.001092425847457627,0.05369438559322034,0.010692531779661016,0.07627118644067797,0.14850370762711865,1070.0,1967.0,224.0,411.0,0.8376422764227642,0.32926829268292684
+locoL_fullsat_s20000_K1000,Naive CD4 T cell+Memory CD4 T cell+Treg,18475,1770.0,2.1430040595399187,2.1913517882400484,0.782,0.03897158322056834,0.08422192151556157,0.01672530446549391,0.2454127198917456,0.0005412719891745603,0.06646820027063599,0.06571041948579161,0.08027063599458728,0.3461975642760487,1070.0,1967.0,224.0,411.0,0.8376422764227642,0.32926829268292684
+locoL_fullsat_s108500_K1000,Monocyte,19494,1043.0,6.525238534933826,2.6995118039668875,0.37,0.6446085975171848,0.6757976813378476,0.5445778188160459,0.36852364830204165,0.16456345542218118,0.244844567559249,0.02200677131425054,0.1204473171232174,0.004719400841284498,1055.0,1967.0,232.0,411.0,0.8208130081300813,0.3456910569105691
+locoL_fullsat_s108500_K1000,T cell+NK cell,64331,1024.0,6.44760690802257,5.831139806307425,0.546,0.08031897529962227,0.2073494893597177,0.24751674931215123,0.34964480577015744,0.0008083194727269901,0.6648738555284388,0.5483048607980601,0.5572740980242806,0.13136745892338064,1055.0,1967.0,232.0,411.0,0.8208130081300813,0.3456910569105691
+locoL_fullsat_s108500_K1000,T cell,47593,1146.0,5.30397327338054,4.544736800405654,0.578,0.0860210535162734,0.22931943773243965,0.19927300233227577,0.2751455045910113,0.0007564137583258042,0.5497867333431387,0.43878301430882694,0.4142836131363856,0.17250435988485702,1055.0,1967.0,232.0,411.0,0.8208130081300813,0.3456910569105691
+locoL_fullsat_s108500_K1000,ALL,123000,1055.0,6.158186991869918,5.952898976443548,0.536,0.42573170731707316,0.4917479674796748,0.279869918699187,0.3506991869918699,0.029390243902439023,0.41665040650406504,0.2930569105691057,0.3346829268292683,0.11487804878048781,1055.0,1967.0,232.0,411.0,0.8208130081300813,0.3456910569105691
+locoL_fullsat_s108500_K1000,B cell,33880,1096.0,5.315053128689493,8.19237646745227,0.567,0.900206611570248,0.884887839433294,0.17027744982290438,0.3485537190082645,0.0005312868949232586,0.07435064935064935,0.007615112160566706,0.06765053128689492,0.1620720188902007,1055.0,1967.0,232.0,411.0,0.8208130081300813,0.3456910569105691
+locoL_fullsat_s108500_K1000,Naive CD4 T cell+Memory CD4 T cell+Treg,15734,1560.0,2.466187873395195,2.1531324897559467,0.69,0.0422651582560061,0.0857378924621838,0.024342188890301257,0.245709927545443,0.0003813397737384009,0.0802720223719334,0.061395703571882544,0.07003940510995296,0.31161815177322993,1055.0,1967.0,232.0,411.0,0.8208130081300813,0.3456910569105691
+locoL_scratchsat_s50000_K1000,Monocyte,22424,13373.0,6.334418480199786,3.088761853804834,1.0,0.6547003210845522,0.7038440956118445,0.6122458080627898,0.3262575811630396,0.1715126650017838,0.1279432750624331,0.005931145201569747,0.07358187656082768,0.0007581163039600428,13891.0,1967.0,234.0,411.0,0.999349593495935,0.06260162601626017
+locoL_scratchsat_s50000_K1000,T cell+NK cell,74248,13939.0,6.056351686240707,7.151979665178175,1.0,0.07551718564809827,0.18625417519663828,0.24350824264626655,0.31681661458894517,0.0003367094063139748,0.6176058614373451,0.5457116690011852,0.5218457062816507,0.12704719319038896,13891.0,1967.0,234.0,411.0,0.999349593495935,0.06260162601626017
+locoL_scratchsat_s50000_K1000,T cell,55016,14115.0,4.686909262759924,5.262259797172829,1.0,0.0771411952886433,0.20190490039261305,0.18810891377053948,0.23380471135669623,0.0002908244874218409,0.4857496001163298,0.42264068634579033,0.3604405990984441,0.16806020066889632,13891.0,1967.0,234.0,411.0,0.999349593495935,0.06260162601626017
+locoL_scratchsat_s50000_K1000,ALL,123000,13891.0,5.797837398373984,6.936062507186588,1.0,0.3625609756097561,0.4367967479674797,0.3017967479674797,0.31782926829268293,0.033414634146341465,0.4054227642276423,0.33114634146341465,0.3403252032520325,0.101,13891.0,1967.0,234.0,411.0,0.999349593495935,0.06260162601626017
+locoL_scratchsat_s50000_K1000,B cell,22935,14355.0,4.329365598430346,9.93855620682015,1.0,0.9666884674078918,0.9594942228035753,0.17571397427512536,0.3209941137998692,0.0003488118596032265,0.03366034445171136,0.002398081534772182,0.04948768258120776,0.12810115543928494,13891.0,1967.0,234.0,411.0,0.999349593495935,0.06260162601626017
+locoL_scratchsat_s50000_K1000,Naive CD4 T cell+Memory CD4 T cell+Treg,21052,14040.5,1.831369941098233,2.116304404212274,1.0,0.028358350750522517,0.051301539046171386,0.012682880486414593,0.20178605358160745,9.500285008550257e-05,0.04783393501805054,0.04930647919437583,0.056384191525745773,0.29284628538856167,13891.0,1967.0,234.0,411.0,0.999349593495935,0.06260162601626017
+locoL_scratchsat_s100000_K1000,Monocyte,22868,18579.0,5.906987930732902,2.9078034660685073,1.0,0.6589994752492566,0.693195732027287,0.5882893125765262,0.3306804267972713,0.11408955746020641,0.1455308728354032,0.009008221094979885,0.07329018716109847,0.001049501486793773,19138.0,1967.0,233.0,411.0,0.9998373983739838,0.037073170731707315
+locoL_scratchsat_s100000_K1000,T cell+NK cell,70677,19068.0,5.81759271049988,6.865836515309969,1.0,0.08097400851762242,0.19018917045149059,0.22670741542510292,0.3087850361503742,0.0002263819913125911,0.6150657215218529,0.5262107899316609,0.5166178530497899,0.12479307271106584,19138.0,1967.0,233.0,411.0,0.9998373983739838,0.037073170731707315
+locoL_scratchsat_s100000_K1000,T cell,53046,19185.0,4.550861516419711,4.989834510469957,1.0,0.08558609508728274,0.20929005014515703,0.17384911209139237,0.23259058175922784,0.00018851562794555668,0.48900953889077403,0.41192549862383593,0.3639671228744863,0.16368811974512687,19138.0,1967.0,233.0,411.0,0.9998373983739838,0.037073170731707315
+locoL_scratchsat_s100000_K1000,ALL,123000,19138.0,5.553674796747967,6.840616774654444,1.0,0.38674796747967477,0.4517560975609756,0.2885447154471545,0.3157967479674797,0.023398373983739836,0.3944146341463415,0.30478048780487804,0.3238861788617886,0.09972357723577235,19138.0,1967.0,233.0,411.0,0.9998373983739838,0.037073170731707315
+locoL_scratchsat_s100000_K1000,B cell,24584,20102.0,4.313293198828506,10.252239763103793,1.0,0.9547673283436381,0.9387813211845103,0.1664497233973316,0.3290758216726326,0.00012203058900097624,0.04376830458835015,0.0026033192320208264,0.04950374227139603,0.13708102831109664,19138.0,1967.0,233.0,411.0,0.9998373983739838,0.037073170731707315
+locoL_scratchsat_s100000_K1000,Naive CD4 T cell+Memory CD4 T cell+Treg,20421,18867.0,1.8197443807844866,2.101423535426926,1.0,0.0337887468782136,0.055384163361245776,0.014739728710641007,0.2057685715684834,0.00019587679349689045,0.05376817981489643,0.049948582341707064,0.057832623279956905,0.2895059007884041,19138.0,1967.0,233.0,411.0,0.9998373983739838,0.037073170731707315
+locoL_scratchsat_s150000_K1000,Monocyte,24718,20053.5,6.036127518407638,2.8827085609345784,1.0,0.675904199368881,0.7111416781292985,0.602718666558783,0.32308439194109556,0.12594061008172183,0.1549478113115948,0.009790436119427138,0.07346872724330447,0.0011327777328262805,20524.0,1967.0,237.0,411.0,0.9995934959349594,0.03398373983739837
+locoL_scratchsat_s150000_K1000,T cell+NK cell,67979,20452.0,5.959355094955795,6.7663850154648975,1.0,0.07961282160667264,0.19357448623839715,0.24113329116344753,0.29787140146221625,0.00010297297694876359,0.617705467865076,0.5370334956383589,0.5189249621206549,0.11871313199664603,20524.0,1967.0,237.0,411.0,0.9995934959349594,0.03398373983739837
+locoL_scratchsat_s150000_K1000,T cell,51762,20614.0,4.721359298326958,4.934534160982376,1.0,0.08266682122020015,0.21171902167613307,0.1872995633862679,0.2247594760635215,0.00013523434179513928,0.49982612727483483,0.4302577180170782,0.37479231868938606,0.15289208299524748,20524.0,1967.0,237.0,411.0,0.9995934959349594,0.03398373983739837
+locoL_scratchsat_s150000_K1000,ALL,123000,20524.0,5.6126910569105695,6.481837763141313,1.0,0.40291869918699186,0.46924390243902436,0.30660975609756097,0.30296747967479676,0.027121951219512195,0.3864146341463415,0.2997560975609756,0.3152845528455285,0.09535772357723578,20524.0,1967.0,237.0,411.0,0.9995934959349594,0.03398373983739837
+locoL_scratchsat_s150000_K1000,B cell,26415,21365.0,4.255990914253265,9.142569959616445,1.0,0.945409805035018,0.9293204618587924,0.18682566723452584,0.30361537005489303,0.0002650009464319515,0.04399015710770396,0.0035207268597387846,0.05061518076850274,0.13458262350936967,20524.0,1967.0,237.0,411.0,0.9995934959349594,0.03398373983739837
+locoL_scratchsat_s150000_K1000,Naive CD4 T cell+Memory CD4 T cell+Treg,19128,20509.5,1.8418548724383104,2.1210297749141382,1.0,0.03873902132998745,0.06451275616896696,0.021539104976997073,0.19317231283981598,0.00010455876202425763,0.05128607277289837,0.06053952321204517,0.058500627352572145,0.2721141781681305,20524.0,1967.0,237.0,411.0,0.9995934959349594,0.03398373983739837
+locoL_scratchsat_s162000_K1000,Monocyte,20808,20300.5,5.9420895809304115,2.7889892674878483,1.0,0.6510476739715494,0.6939158016147635,0.6033737024221453,0.318242983467897,0.12451941560938101,0.15330642060745867,0.008746635909265667,0.07434640522875817,0.0013456362937331796,20606.0,1967.0,236.0,411.0,0.9997560975609756,0.031788617886178865
+locoL_scratchsat_s162000_K1000,T cell+NK cell,72018,20466.5,5.950901163597989,6.721785370952839,1.0,0.07410647338165459,0.19045238690327418,0.2398289316559749,0.30599294620789247,0.00018051042794856842,0.6148601738454276,0.5351301063622983,0.5151628759476797,0.12291371601544059,20606.0,1967.0,236.0,411.0,0.9997560975609756,0.031788617886178865
+locoL_scratchsat_s162000_K1000,T cell,55309,20605.0,4.755916758574553,4.947910053412914,1.0,0.0766240575674845,0.20727187257046772,0.18689544197146937,0.23319893688188179,0.00018080240105588602,0.5002983239617422,0.4308159612359652,0.37567122891391996,0.15682800267587554,20606.0,1967.0,236.0,411.0,0.9997560975609756,0.031788617886178865
+locoL_scratchsat_s162000_K1000,ALL,123000,20606.0,5.602520325203252,6.720105643511196,1.0,0.375130081300813,0.4467317073170732,0.2952276422764228,0.3104959349593496,0.022983739837398372,0.3985040650406504,0.3156747967479675,0.3264065040650406,0.10120325203252033,20606.0,1967.0,236.0,411.0,0.9997560975609756,0.031788617886178865
+locoL_scratchsat_s162000_K1000,B cell,26655,21460.0,4.328381166760458,10.064607837188944,1.0,0.9409866816732321,0.9236165822547364,0.19163383980491466,0.32474207465766275,0.00048771337460138813,0.040255111611329955,0.0027011817670230726,0.04408178578127931,0.1313449634214969,20606.0,1967.0,236.0,411.0,0.9997560975609756,0.031788617886178865
+locoL_scratchsat_s162000_K1000,Naive CD4 T cell+Memory CD4 T cell+Treg,20606,20458.0,1.8742113947393964,2.111211807353703,1.0,0.033000097059108995,0.060564884014364745,0.020964767543433953,0.20421236533048626,9.705910899737941e-05,0.05396486460254295,0.05896340871590799,0.05915752693390275,0.27535669222556536,20606.0,1967.0,236.0,411.0,0.9997560975609756,0.031788617886178865
+lora_n5__raw,Monocyte,21211,2317.0,8.166517373061147,3.2288246160951393,0.821,0.6223186082692942,0.5755504219508746,0.5728631370515299,0.6137381547310358,0.28004337372118243,0.3104049785488662,0.02508132572721701,0.04436377351374287,0.025411343170996182,,,,,,
+lora_n5__raw,T cell+NK cell,76200,1744.0,4.163818897637795,4.916011888440289,0.929,0.0907742782152231,0.19479002624671915,0.12954068241469816,0.31916010498687664,0.0006036745406824146,0.3680708661417323,0.300748031496063,0.23599737532808399,0.3403674540682415,,,,,,
+lora_n5__raw,T cell,71032,1811.0,3.7707934452077936,4.345129868917703,0.914,0.08960750084468971,0.1923217704696475,0.11282238990877351,0.29979445883545447,0.0005772046401621804,0.3236991778353418,0.2643738033562338,0.1866482712017119,0.363103953147877,,,,,,
+lora_n5__raw,ALL,123000,1786.0,4.945552845528455,5.453630838578801,0.908,0.3403333333333333,0.39314634146341465,0.21459349593495936,0.3804308943089431,0.049926829268292686,0.2887479674796748,0.19219512195121952,0.15744715447154473,0.26671544715447154,,,,,,
+lora_n5__raw,B cell,21371,1769.0,4.40531561461794,9.177670851655938,0.915,0.9708951382714894,0.9534415797108231,0.16971597024004492,0.40475410603153805,0.0007954704974030228,0.015909409948060456,0.006083009686023115,0.00683168780122596,0.28491881521688267,,,,,,
+lora_n5__raw,Naive CD4 T cell+Memory CD4 T cell+Treg,33233,2147.0,2.106640989378028,2.307784602199686,0.949,0.044383594619805615,0.08563776968675714,0.013420395390124275,0.2892606746306382,0.0004814491619775524,0.04907772394908675,0.04667047813919899,0.02145457828062468,0.48921252971444046,,,,,,
+real_lora__raw,Monocyte,22723,2321.0,8.172336399243058,3.0974528809908453,0.823,0.6505302996963429,0.6047616951986974,0.5561765611935043,0.5790168551687718,0.24561017471284602,0.3019407648637944,0.037935131804779296,0.057562821810500375,0.028561369537473045,,,,,,
+real_lora__raw,T cell+NK cell,75578,1878.0,4.9774405250205085,5.414240333878278,1.0,0.09914260763714308,0.22010373389081478,0.14035830532694699,0.3542432983143243,0.0011378972716928207,0.43320807642435627,0.3724496546614094,0.2902961179179126,0.3522453624070497,,,,,,
+real_lora__raw,T cell,67850,1973.0,4.348931466470154,4.4605676522917905,0.996,0.09574060427413413,0.21245394252026528,0.11313190862196021,0.3245983787767133,0.0010464259395725865,0.37014001473839353,0.3150773765659543,0.2169786293294031,0.3896978629329403,,,,,,
+real_lora__raw,ALL,123000,1882.0,5.549349593495935,5.927992733346031,0.957,0.34370731707317076,0.4058130081300813,0.22026829268292683,0.3971219512195122,0.047056910569105694,0.3293252032520325,0.23779674796747968,0.1928048780487805,0.26999186991869917,,,,,,
+real_lora__raw,B cell,19896,1805.0,4.766686771210294,10.660178409498302,0.934,0.9487334137515079,0.9296340973059911,0.15621230398069963,0.40787092882991555,0.0009549658222758343,0.019400884599919583,0.008896260554885405,0.0091978287092883,0.2855850422195416,,,,,,
+real_lora__raw,Naive CD4 T cell+Memory CD4 T cell+Treg,30246,2342.0,2.397936917278318,2.349258217515994,1.0,0.045857303445083646,0.08949943794220723,0.01229914699464392,0.3128016927858229,0.0010249289162203266,0.05928056602525954,0.06096673940355749,0.023143556172717055,0.5374264365535939,,,,,,