diff --git a/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/immicro/fewshot_n5/draw4/en.csv b/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/immicro/fewshot_n5/draw4/en.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d684fdee4ec1f32c1263f0865792519cf46e1894
--- /dev/null
+++ b/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/immicro/fewshot_n5/draw4/en.csv
@@ -0,0 +1,25 @@
+dataset,design,unit,set,cellset,distance,n_samples,n_cells_real,n_cells_gen,n_pcs,lb,ub,dif_mean,en,lb_exact,lb_queries,n_representative_rows,en_reps_at_lb,seconds
+immicro,fewshot,draw4,real_R2,pc,sq,102,15300,15300,100,146.15478811019582,212.08366455526934,178.2159594737306,0.4862993742999018,True,"[15300, 15300]",,,13.2
+immicro,fewshot,draw4,real_R2,pc,l2,102,15300,15300,100,11.962794791453492,14.391592763892179,13.180515715680968,0.5013677292413077,True,"[15300, 15300]",,,13.2
+immicro,fewshot,draw4,real_R2,all,sq,102,187497,187553,100,125.60279481309618,172.98970066125293,144.44148650224292,0.3975505754588011,False,"[20000, 20000]",,,45.5
+immicro,fewshot,draw4,real_R2,all,l2,102,187497,187553,100,11.09085026245014,13.020831550436425,11.883681076531468,0.41079715073743395,False,"[20000, 20000]",,,45.5
+immicro,fewshot,draw4,zs_raw,pc,sq,102,15300,15300,100,177.7048087479486,184.46441442374496,403.2535705363353,33.367147819878454,True,"[15300, 15300]",,,13.7
+immicro,fewshot,draw4,zs_raw,pc,l2,102,15300,15300,100,12.964167883379442,13.40074276443441,19.468642774748226,14.89887571096841,True,"[15300, 15300]",,,13.7
+immicro,fewshot,draw4,zs_raw,all,sq,102,375050,153000,100,134.32180664781743,159.8954692817691,309.2765533222305,6.841208049805999,False,"[20000, 20000]",,,63.5
+immicro,fewshot,draw4,zs_raw,all,l2,102,375050,153000,100,11.375407238958221,12.517924808016812,17.22645975096934,5.121192592978907,False,"[20000, 20000]",,,63.5
+immicro,fewshot,draw4,zs_cal,pc,sq,102,15300,15300,100,157.07129316092994,199.27914435332875,278.75693274362794,2.883009585776125,True,"[15300, 15300]",,,8.8
+immicro,fewshot,draw4,zs_cal,pc,l2,102,15300,15300,100,12.319737025575444,13.948903612451021,16.379578246157397,2.4919742727893373,True,"[15300, 15300]",,,8.8
+immicro,fewshot,draw4,zs_cal,all,sq,102,375050,153000,100,127.71983520825727,164.48973572946755,228.69807823394245,2.7462201853779034,False,"[20000, 20000]",,,49.5
+immicro,fewshot,draw4,zs_cal,all,l2,102,375050,153000,100,11.14783773385536,12.700772658939472,14.91481724055197,2.425716265279163,False,"[20000, 20000]",,,49.5
+immicro,fewshot,draw4,lora5,pc,sq,102,15300,15300,100,150.364326526412,203.5031783597368,232.18304398748924,1.5397155685205548,True,"[15300, 15300]",,,13.8
+immicro,fewshot,draw4,lora5,pc,l2,102,15300,15300,100,12.100978758762972,14.098188391371062,15.04152854175166,1.4723290609953252,True,"[15300, 15300]",,,13.8
+immicro,fewshot,draw4,lora5,all,sq,102,375050,153000,100,125.57397035346756,166.65876759758626,191.28175583446867,1.599321157424166,False,"[20000, 20000]",,,61.0
+immicro,fewshot,draw4,lora5,all,l2,102,375050,153000,100,11.07527355016305,12.786006129622253,13.682979950125656,1.524321469803863,False,"[20000, 20000]",,,61.0
+immicro,fewshot,draw4,zs_pseudo,pc,sq,102,15300,15300,100,144.1186617417562,201.72020558519583,261.485570742081,2.0375653353897385,True,"[15300, 15300]",,,9.9
+immicro,fewshot,draw4,zs_pseudo,pc,l2,102,15300,15300,100,11.806312460784227,14.03355130076845,15.867909722112481,1.8236020261558594,True,"[15300, 15300]",,,9.9
+immicro,fewshot,draw4,zs_pseudo,all,sq,102,375050,153000,100,121.6748445861403,165.242284980116,217.69190808665047,2.2038720345340033,False,"[20000, 20000]",,,55.5
+immicro,fewshot,draw4,zs_pseudo,all,l2,102,375050,153000,100,10.883035942088817,12.729614284911666,14.552374448905733,1.9871014523042814,False,"[20000, 20000]",,,55.5
+immicro,fewshot,draw4,scsemi5,pc,sq,102,15300,15300,100,109.01554319765951,202.1102208585784,364.92852999607146,2.748954002832797,True,"[15300, 15300]",5.0,2.6204982083079003,10.0
+immicro,fewshot,draw4,scsemi5,pc,l2,102,15300,15300,100,10.120742548451313,14.029460436417367,18.84132089655048,2.231058520479978,True,"[15300, 15300]",5.0,2.126803449429512,10.0
+immicro,fewshot,draw4,scsemi5,all,sq,102,375050,153000,100,98.27572295619659,163.10426952926312,332.6000105645534,3.6145232308155495,False,"[20000, 20000]",5.0,3.4456202761045427,61.4
+immicro,fewshot,draw4,scsemi5,all,l2,102,375050,153000,100,9.573399744549235,12.636905956461463,17.967044772353876,2.7398818370814926,False,"[20000, 20000]",5.0,2.611849975535628,61.4
diff --git a/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/immicro/fewshot_n5/draw4/en_per_sample.csv b/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/immicro/fewshot_n5/draw4/en_per_sample.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c439c81da682cdfc55be27b3b7a3ce31527e4fac
--- /dev/null
+++ b/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/immicro/fewshot_n5/draw4/en_per_sample.csv
@@ -0,0 +1,2449 @@
+dataset,design,unit,set,cellset,distance,donor,n_real,n_gen,partner,dif,en_i
+immicro,fewshot,draw4,real_R2,pc,sq,HS1,150,150,HS64,180.1151854857121,0.5151065694833926
+immicro,fewshot,draw4,real_R2,pc,sq,HS2,150,150,HS39,204.30118210178856,0.8819563919011345
+immicro,fewshot,draw4,real_R2,pc,sq,HS3,150,150,HS36,162.60922204944126,0.24957855838714174
+immicro,fewshot,draw4,real_R2,pc,sq,HS4,150,150,HS107,185.9384561876162,0.6034331270693629
+immicro,fewshot,draw4,real_R2,pc,sq,HS6,150,150,HS21,156.7973107891621,0.1614242992269519
+immicro,fewshot,draw4,real_R2,pc,sq,HS7,150,150,HS13,186.22781017828535,0.6078220080312616
+immicro,fewshot,draw4,real_R2,pc,sq,HS8,150,150,HS91,185.46690410784595,0.5962806909109354
+immicro,fewshot,draw4,real_R2,pc,sq,HS9,150,150,HS103,152.44865863349975,0.09546455002228736
+immicro,fewshot,draw4,real_R2,pc,sq,HS10,150,150,HS21,182.30605854043742,0.5483374263227411
+immicro,fewshot,draw4,real_R2,pc,sq,HS11,150,150,HS34,179.18896925484015,0.5010578509125007
+immicro,fewshot,draw4,real_R2,pc,sq,HS12,150,150,HS11,195.69086144561626,0.7513562494378286
+immicro,fewshot,draw4,real_R2,pc,sq,HS13,150,150,HS4,176.52848880179425,0.46070405457164565
+immicro,fewshot,draw4,real_R2,pc,sq,HS14,150,150,HS41,162.20946407647872,0.2435150852245803
+immicro,fewshot,draw4,real_R2,pc,sq,HS15,150,150,HS29,176.76667397500918,0.4643168140491011
+immicro,fewshot,draw4,real_R2,pc,sq,HS16,150,150,HS111,186.00233284478313,0.6044019992936628
+immicro,fewshot,draw4,real_R2,pc,sq,HS17,150,150,HS29,169.75507215165743,0.35796581580035586
+immicro,fewshot,draw4,real_R2,pc,sq,HS18,150,150,HS81,178.1747475572805,0.48567427770077454
+immicro,fewshot,draw4,real_R2,pc,sq,HS20,150,150,HS11,172.33073342137456,0.3970330866018378
+immicro,fewshot,draw4,real_R2,pc,sq,HS21,150,150,HS30,179.76369617842556,0.5097752287077105
+immicro,fewshot,draw4,real_R2,pc,sq,HS23,150,150,HS73,175.3291248772719,0.44251226989105036
+immicro,fewshot,draw4,real_R2,pc,sq,HS24,150,150,HS20,172.67267180126396,0.4022195602432364
+immicro,fewshot,draw4,real_R2,pc,sq,HS26,150,150,HS8,200.58312706104655,0.8255614517592442
+immicro,fewshot,draw4,real_R2,pc,sq,HS27,150,150,HS97,186.78310383123883,0.6162446246887153
+immicro,fewshot,draw4,real_R2,pc,sq,HS28,150,150,HS9,188.39607955397207,0.6407100154204539
+immicro,fewshot,draw4,real_R2,pc,sq,HS29,150,150,HS13,178.85859115543425,0.4960467219926694
+immicro,fewshot,draw4,real_R2,pc,sq,HS30,150,150,HS98,145.39690496235974,-0.011495465852015363
+immicro,fewshot,draw4,real_R2,pc,sq,HS31,150,150,HS111,160.98976251433578,0.22501482209391555
+immicro,fewshot,draw4,real_R2,pc,sq,HS32,150,150,HS105,168.04865896185922,0.3320831786038938
+immicro,fewshot,draw4,real_R2,pc,sq,HS34,150,150,HS69,170.04831336735657,0.3624136576491919
+immicro,fewshot,draw4,real_R2,pc,sq,HS35,150,150,HS65,180.21137797329314,0.5165656037149434
+immicro,fewshot,draw4,real_R2,pc,sq,HS36,150,150,HS101,180.30782243729186,0.5180284598896436
+immicro,fewshot,draw4,real_R2,pc,sq,HS37,150,150,HS8,182.28784443270968,0.5480611572778269
+immicro,fewshot,draw4,real_R2,pc,sq,HS38,150,150,HS44,207.35408622380842,0.9282624157048815
+immicro,fewshot,draw4,real_R2,pc,sq,HS39,150,150,HS89,181.5165094086261,0.5363616552435977
+immicro,fewshot,draw4,real_R2,pc,sq,HS40,150,150,HS6,197.89821748420655,0.7848371178768544
+immicro,fewshot,draw4,real_R2,pc,sq,HS41,150,150,HS74,167.02926903644376,0.3166212144330843
+immicro,fewshot,draw4,real_R2,pc,sq,HS42,150,150,HS87,178.9800542695949,0.49788905756260476
+immicro,fewshot,draw4,real_R2,pc,sq,HS43,150,150,HS27,174.19604234420365,0.4253258321089315
+immicro,fewshot,draw4,real_R2,pc,sq,HS44,150,150,HS58,194.95795591848318,0.7402396406519398
+immicro,fewshot,draw4,real_R2,pc,sq,HS45,150,150,HS87,167.16245118993385,0.31864130275661334
+immicro,fewshot,draw4,real_R2,pc,sq,HS46,150,150,HS62,180.1922530308939,0.5162755192568053
+immicro,fewshot,draw4,real_R2,pc,sq,HS47,150,150,HS72,161.82255428795224,0.23764649153105932
+immicro,fewshot,draw4,real_R2,pc,sq,HS48,150,150,HS10,191.9070779218816,0.6939643488358672
+immicro,fewshot,draw4,real_R2,pc,sq,HS49,150,150,HS32,162.15926260812955,0.24275363635640496
+immicro,fewshot,draw4,real_R2,pc,sq,HS50,150,150,HS38,178.8189028451369,0.4954447352391045
+immicro,fewshot,draw4,real_R2,pc,sq,HS51,150,150,HS12,160.93559740934842,0.22419325333819
+immicro,fewshot,draw4,real_R2,pc,sq,HS53,150,150,HS98,164.4541159621983,0.27756165186961684
+immicro,fewshot,draw4,real_R2,pc,sq,HS54,150,150,HS75,144.41797055444903,-0.026343806377373487
+immicro,fewshot,draw4,real_R2,pc,sq,HS55,150,150,HS32,170.98438326121314,0.37661183520552305
+immicro,fewshot,draw4,real_R2,pc,sq,HS56,150,150,HS77,175.93858722149295,0.45175650970042736
+immicro,fewshot,draw4,real_R2,pc,sq,HS57,150,150,HS107,180.20649949926175,0.5164916077014448
+immicro,fewshot,draw4,real_R2,pc,sq,HS58,150,150,HS8,183.63169226441948,0.5684444537052943
+immicro,fewshot,draw4,real_R2,pc,sq,HS59,150,150,HS62,185.9944745949042,0.6042828064558253
+immicro,fewshot,draw4,real_R2,pc,sq,HS60,150,150,HS42,189.09283475975866,0.6512783011755898
+immicro,fewshot,draw4,real_R2,pc,sq,HS61,150,150,HS92,176.2715848964484,0.45680737197672994
+immicro,fewshot,draw4,real_R2,pc,sq,HS62,150,150,HS96,162.29006878693522,0.2447376862273996
+immicro,fewshot,draw4,real_R2,pc,sq,HS63,150,150,HS39,175.6910812473784,0.44800237361529704
+immicro,fewshot,draw4,real_R2,pc,sq,HS64,150,150,HS31,193.90197931286548,0.724222734820131
+immicro,fewshot,draw4,real_R2,pc,sq,HS65,150,150,HS80,196.56505339970062,0.7646158710364563
+immicro,fewshot,draw4,real_R2,pc,sq,HS66,150,150,HS6,183.55522805497648,0.567284655244195
+immicro,fewshot,draw4,real_R2,pc,sq,HS67,150,150,HS14,191.51706112902446,0.6880486285341253
+immicro,fewshot,draw4,real_R2,pc,sq,HS68,150,150,HS12,166.77484012919746,0.3127620722640489
+immicro,fewshot,draw4,real_R2,pc,sq,HS69,150,150,HS71,183.30625793681105,0.5635083112263677
+immicro,fewshot,draw4,real_R2,pc,sq,HS70,150,150,HS21,173.87167632545714,0.42040589358977987
+immicro,fewshot,draw4,real_R2,pc,sq,HS71,150,150,HS64,202.98825549525623,0.8620421043032539
+immicro,fewshot,draw4,real_R2,pc,sq,HS72,150,150,HS8,181.69683914398453,0.5390968715112172
+immicro,fewshot,draw4,real_R2,pc,sq,HS73,150,150,HS30,215.0065387243712,1.044333747618723
+immicro,fewshot,draw4,real_R2,pc,sq,HS74,150,150,HS49,184.36305871918572,0.579537718056243
+immicro,fewshot,draw4,real_R2,pc,sq,HS75,150,150,HS30,171.77581855001952,0.38861621525082446
+immicro,fewshot,draw4,real_R2,pc,sq,HS77,150,150,HS45,211.36731026675446,0.9891344380923632
+immicro,fewshot,draw4,real_R2,pc,sq,HS78,150,150,HS59,167.94284107956992,0.33047814772827344
+immicro,fewshot,draw4,real_R2,pc,sq,HS79,150,150,HS29,178.5369922514988,0.4911687546849238
+immicro,fewshot,draw4,real_R2,pc,sq,HS80,150,150,HS54,147.1074105381961,0.014449244084933166
+immicro,fewshot,draw4,real_R2,pc,sq,HS81,150,150,HS12,168.22921320817642,0.3348218002224136
+immicro,fewshot,draw4,real_R2,pc,sq,HS82,150,150,HS15,199.00253381744886,0.8015872339532649
+immicro,fewshot,draw4,real_R2,pc,sq,HS83,150,150,HS40,155.56410089528163,0.14271914360507665
+immicro,fewshot,draw4,real_R2,pc,sq,HS85,150,150,HS23,175.05528236860772,0.4383586649241535
+immicro,fewshot,draw4,real_R2,pc,sq,HS86,150,150,HS104,182.03227201223126,0.5441846704596216
+immicro,fewshot,draw4,real_R2,pc,sq,HS87,150,150,HS68,192.47502800300052,0.702578936430001
+immicro,fewshot,draw4,real_R2,pc,sq,HS88,150,150,HS54,157.49641710153065,0.17202824623871357
+immicro,fewshot,draw4,real_R2,pc,sq,HS89,150,150,HS95,193.77925676681053,0.7223612963629295
+immicro,fewshot,draw4,real_R2,pc,sq,HS90,150,150,HS41,174.90820612777583,0.4361278330222262
+immicro,fewshot,draw4,real_R2,pc,sq,HS91,150,150,HS47,170.86304529124735,0.3747713978052758
+immicro,fewshot,draw4,real_R2,pc,sq,HS92,150,150,HS30,186.70355980340824,0.615038111971987
+immicro,fewshot,draw4,real_R2,pc,sq,HS93,150,150,HS86,166.54618215911822,0.3092938200745893
+immicro,fewshot,draw4,real_R2,pc,sq,HS94,150,150,HS62,154.66330485864924,0.12905599499396914
+immicro,fewshot,draw4,real_R2,pc,sq,HS95,150,150,HS43,176.64462239291873,0.46246555267970507
+immicro,fewshot,draw4,real_R2,pc,sq,HS96,150,150,HS29,176.28429374108143,0.457000137959078
+immicro,fewshot,draw4,real_R2,pc,sq,HS97,150,150,HS18,175.42277836770998,0.443932792968159
+immicro,fewshot,draw4,real_R2,pc,sq,HS98,150,150,HS8,193.76893094285828,0.7222046757058057
+immicro,fewshot,draw4,real_R2,pc,sq,HS100,150,150,HS13,186.5967431950373,0.6134179325584954
+immicro,fewshot,draw4,real_R2,pc,sq,HS101,150,150,HS98,185.01666795680072,0.589451571785565
+immicro,fewshot,draw4,real_R2,pc,sq,HS102,150,150,HS39,167.64711163112642,0.3259925647123112
+immicro,fewshot,draw4,real_R2,pc,sq,HS103,150,150,HS35,179.3092874211155,0.502882820072647
+immicro,fewshot,draw4,real_R2,pc,sq,HS104,150,150,HS42,186.11204135005173,0.6060660425958416
+immicro,fewshot,draw4,real_R2,pc,sq,HS105,150,150,HS34,181.02247940269388,0.5288682770371027
+immicro,fewshot,draw4,real_R2,pc,sq,HS106,150,150,HS83,189.13889603821792,0.6519769522211243
+immicro,fewshot,draw4,real_R2,pc,sq,HS107,150,150,HS73,165.74803911724405,0.2971876977665727
+immicro,fewshot,draw4,real_R2,pc,sq,HS108,150,150,HS85,180.53885941244712,0.5215327964961949
+immicro,fewshot,draw4,real_R2,pc,sq,HS109,150,150,HS80,179.76846580549946,0.5098475737457436
+immicro,fewshot,draw4,real_R2,pc,sq,HS110,150,150,HS46,183.87471206819836,0.5721305441846511
+immicro,fewshot,draw4,real_R2,pc,sq,HS111,150,150,HS48,167.09963626977526,0.3176885348111302
+immicro,fewshot,draw4,real_R2,pc,l2,HS1,150,150,HS64,13.286201813530667,0.5448814751555394
+immicro,fewshot,draw4,real_R2,pc,l2,HS2,150,150,HS39,14.161301510038768,0.9051830343788613
+immicro,fewshot,draw4,real_R2,pc,l2,HS3,150,150,HS36,12.578078299246041,0.2533284014457408
+immicro,fewshot,draw4,real_R2,pc,l2,HS4,150,150,HS107,13.461171799542399,0.6169212199170395
+immicro,fewshot,draw4,real_R2,pc,l2,HS6,150,150,HS21,12.315496916051783,0.14521674037966745
+immicro,fewshot,draw4,real_R2,pc,l2,HS7,150,150,HS13,13.423694709965742,0.6014909165316054
+immicro,fewshot,draw4,real_R2,pc,l2,HS8,150,150,HS91,13.445830836227588,0.6106049418696695
+immicro,fewshot,draw4,real_R2,pc,l2,HS9,150,150,HS103,12.197042046420819,0.09644575531826803
+immicro,fewshot,draw4,real_R2,pc,l2,HS10,150,150,HS21,13.350617362455708,0.571403050706907
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+immicro,fewshot,draw4,scsemi5,all,l2,HS78,4299,1500,HS71,16.51179780817903,2.2648552291653012
+immicro,fewshot,draw4,scsemi5,all,l2,HS79,4239,1500,HS57,19.432946221826484,3.2183863179186956
+immicro,fewshot,draw4,scsemi5,all,l2,HS80,4301,1500,HS83,16.566733911598693,2.2827876567889334
+immicro,fewshot,draw4,scsemi5,all,l2,HS81,1638,1500,HS85,17.890247556371524,2.7148134315781083
+immicro,fewshot,draw4,scsemi5,all,l2,HS82,4201,1500,HS49,16.602695878857297,2.2945264830784864
+immicro,fewshot,draw4,scsemi5,all,l2,HS83,2410,1500,HS2,17.527120998512462,2.5962804393984062
+immicro,fewshot,draw4,scsemi5,all,l2,HS85,4216,1500,HS100,19.890374622095432,3.3677016346268096
+immicro,fewshot,draw4,scsemi5,all,l2,HS86,1111,1500,HS64,18.013826763450126,2.7551525719389387
+immicro,fewshot,draw4,scsemi5,all,l2,HS87,4067,1500,HS27,19.561525260574438,3.260357520147039
+immicro,fewshot,draw4,scsemi5,all,l2,HS88,5093,1500,HS40,17.471831955124543,2.578232803923429
+immicro,fewshot,draw4,scsemi5,all,l2,HS89,3796,1500,HS63,16.570356832417183,2.2839702627860756
+immicro,fewshot,draw4,scsemi5,all,l2,HS90,1291,1500,HS27,18.576636946261264,2.9388669644943346
+immicro,fewshot,draw4,scsemi5,all,l2,HS91,2568,1500,HS48,17.88127534669607,2.711884692723079
+immicro,fewshot,draw4,scsemi5,all,l2,HS92,2115,1500,HS81,18.140385603912122,2.7964643342490265
+immicro,fewshot,draw4,scsemi5,all,l2,HS93,5125,1500,HS39,17.215108874921203,2.494432392745841
+immicro,fewshot,draw4,scsemi5,all,l2,HS94,4273,1500,HS17,16.44959154493332,2.2445496515223295
+immicro,fewshot,draw4,scsemi5,all,l2,HS95,4264,1500,HS61,16.656259479153793,2.3120108936170443
+immicro,fewshot,draw4,scsemi5,all,l2,HS96,1801,1500,HS24,19.58926758187288,3.269413261960314
+immicro,fewshot,draw4,scsemi5,all,l2,HS97,4609,1500,HS90,18.940324131037954,3.0575829583978296
+immicro,fewshot,draw4,scsemi5,all,l2,HS98,4959,1500,HS47,17.590198294388987,2.616870342441936
+immicro,fewshot,draw4,scsemi5,all,l2,HS100,1838,1500,HS82,17.47058259969345,2.5778249851221373
+immicro,fewshot,draw4,scsemi5,all,l2,HS101,6549,1500,HS104,19.079104864021048,3.102884231965826
+immicro,fewshot,draw4,scsemi5,all,l2,HS102,1983,1500,HS3,18.02486137691539,2.7587545275747245
+immicro,fewshot,draw4,scsemi5,all,l2,HS103,2442,1500,HS111,18.339504578731752,2.8614614196296175
+immicro,fewshot,draw4,scsemi5,all,l2,HS104,4870,1500,HS14,18.71670714173161,2.984589148743772
+immicro,fewshot,draw4,scsemi5,all,l2,HS105,4489,1500,HS36,18.533456467041752,2.924771847255268
+immicro,fewshot,draw4,scsemi5,all,l2,HS106,3949,1500,HS90,18.712288107102555,2.983146672599323
+immicro,fewshot,draw4,scsemi5,all,l2,HS107,4445,1500,HS97,16.23094981315679,2.173179882162517
+immicro,fewshot,draw4,scsemi5,all,l2,HS108,1868,1500,HS95,18.411159915258906,2.8848513955495383
+immicro,fewshot,draw4,scsemi5,all,l2,HS109,4265,1500,HS61,19.166843343823846,3.1315241216000085
+immicro,fewshot,draw4,scsemi5,all,l2,HS110,4176,1500,HS74,16.730459492427148,2.3362315114779886
+immicro,fewshot,draw4,scsemi5,all,l2,HS111,4787,1500,HS51,18.747522431607475,2.994647979294218
diff --git a/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/immicro/fewshot_n5/draw4/manifest.json b/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/immicro/fewshot_n5/draw4/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..961e3cfdc71714a2919ca2cdab4eeedb1f5f387d
--- /dev/null
+++ b/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/immicro/fewshot_n5/draw4/manifest.json
@@ -0,0 +1,177 @@
+{
+ "schema": "paired_ft_extra_metrics.v1",
+ "dataset": "immicro",
+ "design": "fewshot",
+ "unit": "draw4",
+ "written_utc": "2026-10-01T18:04:09.244404+00:00",
+ "command": [
+  "tools/extra_metrics.py",
+  "--design",
+  "fewshot",
+  "--dataset",
+  "immicro",
+  "--draws",
+  "0,1,2,3,4",
+  "--threads",
+  "6",
+  "--fetch-dir",
+  "/tmp/claude-1000/-home-sj-server-1/c8102cb0-e04f-4e04-adda-0728604e4435/scratchpad/fetch"
+ ],
+ "threads": 6,
+ "donors": [
+  "HS1",
+  "HS2",
+  "HS3",
+  "HS4",
+  "HS6",
+  "HS7",
+  "HS8",
+  "HS9",
+  "HS10",
+  "HS11",
+  "HS12",
+  "HS13",
+  "HS14",
+  "HS15",
+  "HS16",
+  "HS17",
+  "HS18",
+  "HS20",
+  "HS21",
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+  "HS35",
+  "HS36",
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+  "HS43",
+  "HS44",
+  "HS45",
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+  "HS50",
+  "HS51",
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+  "HS59",
+  "HS60",
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+  "HS66",
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+  "HS88",
+  "HS89",
+  "HS90",
+  "HS91",
+  "HS92",
+  "HS93",
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+  "HS97",
+  "HS98",
+  "HS100",
+  "HS101",
+  "HS102",
+  "HS103",
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+  "HS105",
+  "HS106",
+  "HS107",
+  "HS108",
+  "HS109",
+  "HS110",
+  "HS111"
+ ],
+ "n_samples": 102,
+ "calls": {
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scores/immicro/fewshot_n5/draw4": {
+   "arms": [
+    "zs_raw",
+    "zs_cal",
+    "lora5",
+    "zs_pseudo"
+   ],
+   "summary_sha256": "e5a43f38b699adb79a7213a7adf4f427abf92f92cb1db030107ec93afbb5343a"
+  },
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scores/immicro/fewshot_n5/draw4_scsemi5": {
+   "arms": [
+    "scsemi5"
+   ],
+   "summary_sha256": "e7260f6fead712ef85873c732b239a3f093206f236020f135d8328b43145e6e8"
+  }
+ },
+ "reference_sha256": "c5e2547be3ec3b12cb0c0b404a49e14a046ae59d40be70427f98f083a76bce17",
+ "bandwidth_m": 21.505107236089593,
+ "params": {
+  "seed": 20261001,
+  "ks": [
+   3,
+   5,
+   10
+  ],
+  "knn_c2st_k": 5,
+  "rf_trees": 300,
+  "cv_folds": 5,
+  "bw_multiples": [
+   0.5,
+   1.0,
+   2.0
+  ],
+  "bw_max_cells": 4000,
+  "en_pcs": 100,
+  "en_lb_max_queries_all_cells": 20000,
+  "en_all_cells": true
+ },
+ "n_representative_rows": 5,
+ "fetched_from_server2": [],
+ "code_sha256": {
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/tools/extra_metrics.py": "4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef",
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/tools/ft_common.py": "4a6366b0f22208cd58714fc0261b8840c643b9d4569704d560cfd93534cbc747",
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/tools/score_ft.py": "ec5f40b4cea6d5062d0138f3b934abb6465e34cbfeac869c8a0906924c033aec",
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/utility_studies_final6k_20260925/umap/cell_immicro_5arm/tools/stage_b_embed.py": "d056cfdf38fb0e5f478756f370174e993b75d0c973c48e02e21749175a4ca2da"
+ },
+ "seconds": 1427.8,
+ "max_abs_diff_k10_pooled": 0.0,
+ "extra_metrics_py_sha256_ran": "4e69c029476c108d843265cbc4a9098eab9c7998cb74ae715ce8251287457fef",
+ "code_sha256_note": "code_sha256 was hashed when the unit finished; extra_metrics_py_sha256_ran is the file the process loaded at start (scores_extra/_code/). v1-v3 differ only in the collector and the per-unit lock; metric code identical (scores_extra/_code/README.md)"
+}
diff --git a/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/immicro/fewshot_n5/draw4/metrics.csv b/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/immicro/fewshot_n5/draw4/metrics.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c848b0cbb88eae0284f10dac62eecd4cd7c04106
--- /dev/null
+++ b/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/immicro/fewshot_n5/draw4/metrics.csv
@@ -0,0 +1,25 @@
+dataset,design,unit,label,set,real_side,mode,n_real,n_gen,precision_k3,coverage_k3,density_k3,expected_coverage_identical_k3,precision_k5,coverage_k5,density_k5,expected_coverage_identical_k5,precision_k10,coverage_k10,density_k10,expected_coverage_identical_k10,c2st_knn_auc,c2st_knn_auc_sd,c2st_rf_auc,c2st_rf_auc_sd,nn1_acc,nn1_acc_real,nn1_acc_gen,mmd2_bw0.5,mmd2_bw1,mmd2_bw2,mmd2_sum,mmd_bandwidth_m,seconds
+immicro,fewshot,draw4,Real vs real control (held-out real cells),real_R2,R1,raw,15300,15300,0.8360130718954248,0.9304575163398693,1.4461220043572984,0.8750245102043823,0.9081045751633987,0.987516339869281,1.428483660130719,0.9687653176260699,0.9650326797385621,0.9999346405228758,1.4022875816993463,0.9990251917843544,0.5079390832585757,0.012334107100380314,0.5828693237643642,0.006450852813445352,0.4995751633986928,0.3952941176470588,0.6038562091503268,0.00019736143292764519,3.1433190371688013e-05,3.6857368335141416e-07,0.00022916319698268461,21.505107236089593,48.8
+immicro,fewshot,draw4,Real vs real control (held-out real cells),real_R2,R1,dm,15300,15300,0.8325490196078431,0.9293464052287582,1.4436165577342048,0.8750245102043823,0.9033986928104575,0.9876470588235294,1.4183790849673203,0.9687653176260699,0.962875816993464,0.9997385620915032,1.3883006535947713,0.9990251917843544,0.5070692682301678,0.01307477503773884,0.577727337776069,0.006243957319376742,0.5029084967320261,0.4031372549019608,0.6026797385620914,0.00018287612014850074,2.859537895782971e-05,-2.233469948986766e-07,0.00021124815211143178,21.505107236089593,48.2
+immicro,fewshot,draw4,Real vs real control (out-of-sample: R2 vs R3),real_R3,R2,raw,15300,15300,,,,,,,,,,,,,0.5010856721773677,0.006180421235402174,0.4937715088213935,0.008655074643069844,0.4966013071895425,0.49137254901960786,0.5018300653594772,-2.618875271359622e-05,-2.6908821216142798e-05,-1.0734994792427344e-05,-6.383256872216636e-05,21.505107236089593,41.9
+immicro,fewshot,draw4,Real vs real control (out-of-sample: R2 vs R3),real_R3,R2,dm,15300,15300,,,,,,,,,,,,,0.5022954419240463,0.005359792011157537,0.49419962407621004,0.008198765280830297,0.49859477124183005,0.49633986928104573,0.5008496732026144,-3.0271307546958504e-05,-2.9423249349180836e-05,-1.1578104842424608e-05,-7.127266173856395e-05,21.505107236089593,43.8
+immicro,fewshot,draw4,"Zero-shot, real bulk",zs_raw,R1,raw,15300,15300,0.4016339869281046,0.08790849673202615,0.24047930283224403,0.8750245102043823,0.524640522875817,0.12326797385620915,0.23660130718954248,0.9687653176260699,0.6826143790849674,0.19032679738562092,0.2352549019607843,0.9990251917843544,0.9952677282241872,0.0006531385840896745,0.9981455209534793,0.00030969152089404053,0.9781699346405229,0.9613071895424836,0.9950326797385621,0.09852712333615254,0.10030744455141472,0.0409251911885371,0.23975975907610436,21.505107236089593,32.1
+immicro,fewshot,draw4,"Zero-shot, real bulk",zs_raw,R1,dm,15300,15300,0.40712418300653597,0.0988235294117647,0.2383442265795207,0.8750245102043823,0.5254901960784314,0.1376470588235294,0.23401307189542483,0.9687653176260699,0.6816339869281046,0.2141830065359477,0.22724836601307188,0.9990251917843544,0.9952665107437311,0.00079849353029369,0.9980080631381092,0.00026269170698963243,0.974967320261438,0.9565359477124183,0.9933986928104576,0.09124504654111457,0.09471487162484737,0.038710295246849435,0.22467021341281138,21.505107236089593,32.7
+immicro,fewshot,draw4,"Zero-shot, real bulk",zs_raw,R2,raw,15300,15300,,,,,,,,,,,,,0.9966337199367764,0.0013638649459331645,0.9982265368020846,0.00036793554639438363,0.9820588235294118,0.9713071895424836,0.9928104575163399,0.10453460653236296,0.10259536486321996,0.04139302529025124,0.24852299668583416,21.505107236089593,32.8
+immicro,fewshot,draw4,"Zero-shot, real bulk",zs_raw,R2,dm,15300,15300,,,,,,,,,,,,,0.9966075120680081,0.0007513312603014124,0.9981136421889018,0.00039202074661873323,0.9779411764705882,0.9643790849673203,0.9915032679738562,0.09528874802262519,0.09631212383185239,0.039044506161707515,0.2306453780161851,21.505107236089593,30.5
+immicro,fewshot,draw4,Zero-shot + calibration,zs_cal,R1,raw,15300,15300,0.7176470588235294,0.3445098039215686,1.152156862745098,0.8750245102043823,0.8143137254901961,0.42130718954248364,1.1526666666666667,0.9687653176260699,0.9087581699346405,0.5276470588235294,1.1396666666666666,0.9990251917843544,0.9648502071852706,0.0009624953240230137,0.985498024264172,0.0009736906343343576,0.8955228758169934,0.8058823529411765,0.9851633986928104,0.06304882208408008,0.04406093034140812,0.016046264846932612,0.12315601727242081,21.505107236089593,37.3
+immicro,fewshot,draw4,Zero-shot + calibration,zs_cal,R1,dm,15300,15300,0.8031372549019608,0.5596078431372549,2.126906318082789,0.8750245102043823,0.8778431372549019,0.6683660130718955,2.136862745098039,0.9687653176260699,0.9418300653594771,0.7896732026143791,2.1134313725490195,0.9990251917843544,0.9292512815583749,0.0019603318623141416,0.9747155154000599,0.0015459700826401742,0.8248039215686275,0.6720261437908497,0.9775816993464053,0.044018761485180524,0.027046639368020653,0.009307763861104101,0.08037316471430528,21.505107236089593,39.7
+immicro,fewshot,draw4,Zero-shot + calibration,zs_cal,R2,raw,15300,15300,,,,,,,,,,,,,0.9728713315391516,0.0025792032317236042,0.9857428125934471,0.0008574723682976829,0.9087908496732026,0.8402614379084967,0.9773202614379085,0.062322843239482395,0.044188902354148185,0.01623767256829156,0.12274941816192214,21.505107236089593,33.8
+immicro,fewshot,draw4,Zero-shot + calibration,zs_cal,R2,dm,15300,15300,,,,,,,,,,,,,0.9372357960613439,0.001847360770925563,0.974618373275236,0.001276629944460306,0.8375163398692811,0.7015686274509804,0.9734640522875817,0.04292775980212743,0.027039836747808632,0.009394950928371282,0.07936254747830734,21.505107236089593,32.9
+immicro,fewshot,draw4,"LoRA, 5 donors",lora5,R1,raw,15300,15300,0.7996732026143791,0.5186274509803922,1.5388235294117647,0.8750245102043823,0.8805882352941177,0.6155555555555555,1.5498300653594772,0.9687653176260699,0.9508496732026144,0.7309803921568627,1.5518235294117646,0.9990251917843544,0.9338910248195139,0.002681462253300318,0.9649827523602033,0.0017774827841021297,0.8339542483660131,0.6976470588235294,0.9702614379084967,0.044551645843500964,0.02705754132072058,0.009047226709292255,0.0806564138735138,21.505107236089593,37.1
+immicro,fewshot,draw4,"LoRA, 5 donors",lora5,R1,dm,15300,15300,0.883921568627451,0.7945098039215687,3.1246840958605664,0.8750245102043823,0.933921568627451,0.8883660130718954,3.1058039215686275,0.9687653176260699,0.974640522875817,0.9569934640522876,3.042313725490196,0.9990251917843544,0.8692307339057628,0.0033987256119171754,0.9426179674484173,0.002187525970256862,0.7265032679738562,0.4873856209150327,0.9656209150326798,0.02502797035844534,0.012585283045052575,0.0038687764962852533,0.04148202989978317,21.505107236089593,40.4
+immicro,fewshot,draw4,"LoRA, 5 donors",lora5,R2,raw,15300,15300,,,,,,,,,,,,,0.9432946302704088,0.003878283985741123,0.9616392092784828,0.0031065402654484077,0.8481045751633987,0.7445098039215686,0.9516993464052288,0.04328000929965614,0.026930957055150584,0.009159664109092525,0.07937063046389925,21.505107236089593,31.9
+immicro,fewshot,draw4,"LoRA, 5 donors",lora5,R2,dm,15300,15300,,,,,,,,,,,,,0.8758133410226836,0.004536565645810048,0.9384422978341664,0.0027289046503652893,0.7381699346405228,0.5208496732026143,0.9554901960784313,0.023425001295162118,0.012340030513146472,0.0038895620089378635,0.03965459381724645,21.505107236089593,34.3
+immicro,fewshot,draw4,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R1,raw,15300,15300,0.7964052287581699,0.3535947712418301,1.6688453159041394,0.8750245102043823,0.872483660130719,0.42444444444444446,1.6677254901960783,0.9687653176260699,0.9384313725490196,0.5252287581699346,1.6566993464052289,0.9990251917843544,0.9587099726600881,0.0013529630973845182,0.9887621214062967,0.0006872019210902527,0.891078431372549,0.7916339869281046,0.9905228758169935,0.07478499889236612,0.04521394095006093,0.015778152279082303,0.13577709212150935,21.505107236089593,40.9
+immicro,fewshot,draw4,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R1,dm,15300,15300,0.8687581699346405,0.5327450980392157,2.9360348583877993,0.8750245102043823,0.9208496732026143,0.6278431372549019,2.925516339869281,0.9687653176260699,0.965359477124183,0.749281045751634,2.893006535947712,0.9990251917843544,0.9279596202315348,0.00256800773338233,0.9823252061173054,0.0015315846189366455,0.8324509803921568,0.6784313725490196,0.9864705882352941,0.05745217016432874,0.03061244040472677,0.010069250906153737,0.09813386147520925,21.505107236089593,38.9
+immicro,fewshot,draw4,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R2,raw,15300,15300,,,,,,,,,,,,,0.9675416720064932,0.0029567655751714245,0.9887039172967663,0.0009545552860737823,0.9058496732026143,0.8265359477124183,0.9851633986928104,0.0727227730019126,0.04492189244798195,0.01587371277673877,0.13351837822663332,21.505107236089593,33.3
+immicro,fewshot,draw4,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R2,dm,15300,15300,,,,,,,,,,,,,0.9371937502669914,0.001694126895292918,0.9824514930155068,0.0014919296985041767,0.8433660130718954,0.7052287581699347,0.9815032679738562,0.0552559641193448,0.030181570402265212,0.010044561266281837,0.09548209578789185,21.505107236089593,34.7
+immicro,fewshot,draw4,"scSemiProfiler, 5 donors",scsemi5,R1,raw,15300,15300,0.23555555555555555,0.018235294117647058,0.10106753812636166,0.8750245102043823,0.3322222222222222,0.02366013071895425,0.09952941176470588,0.9687653176260699,0.5295424836601307,0.033594771241830065,0.10293464052287582,0.9990251917843544,0.9983093788713742,0.000610707986602473,0.9999135588876072,5.110416840359896e-05,0.9954575163398692,0.9911764705882353,0.9997385620915032,0.23217672191115407,0.18368520910239639,0.06761261872912261,0.48347454974267307,21.505107236089593,35.4
+immicro,fewshot,draw4,"scSemiProfiler, 5 donors",scsemi5,R1,dm,15300,15300,0.6162745098039216,0.1388235294117647,0.6506318082788671,0.8750245102043823,0.7254248366013072,0.18183006535947713,0.6593464052287581,0.9687653176260699,0.8352287581699347,0.255359477124183,0.6463137254901961,0.9990251917843544,0.9885618779102054,0.0019068387378881164,0.9996713016361228,0.00012156094703744767,0.9648366013071895,0.930326797385621,0.9993464052287582,0.13466982678042244,0.09444815580100929,0.03243308475461726,0.261551067336049,21.505107236089593,39.9
+immicro,fewshot,draw4,"scSemiProfiler, 5 donors",scsemi5,R2,raw,15300,15300,,,,,,,,,,,,,0.9989647785039942,0.0006512481924209156,0.9999246550472041,3.14995232878647e-05,0.9963725490196078,0.9930718954248366,0.9996732026143791,0.23703619318173724,0.18505247153694682,0.06796958808728171,0.49005825280596577,21.505107236089593,32.3
+immicro,fewshot,draw4,"scSemiProfiler, 5 donors",scsemi5,R2,dm,15300,15300,,,,,,,,,,,,,0.9883812208979453,0.0013879692562983304,0.9996543423469607,0.00014995863751641572,0.9682352941176471,0.9369281045751634,0.9995424836601308,0.13494891420947197,0.09448070163612843,0.03240891178034522,0.2618385276259456,21.505107236089593,38.0