diff --git a/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/imperial_eskd/fewshot_n5/draw0/en.csv b/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/imperial_eskd/fewshot_n5/draw0/en.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b01a9e5dc10b4ada5adfa82fd8cbb1619c8121c4
--- /dev/null
+++ b/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/imperial_eskd/fewshot_n5/draw0/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
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,142,21250,21250,100,188.21752700728823,337.6659163450216,221.599969183873,0.2233710401598568,True,"[21250, 21250]",,,16.5
+imperial_eskd,fewshot,draw0,real_R2,pc,l2,142,21250,21250,100,13.504583228204048,18.005938760605474,14.577435693568509,0.23833986399028234,True,"[21250, 21250]",,,16.5
+imperial_eskd,fewshot,draw0,real_R2,all,sq,142,225733,225807,100,154.03841554287226,280.6488599203865,185.47739927878024,0.24831271930589233,False,"[20000, 20000]",,,59.6
+imperial_eskd,fewshot,draw0,real_R2,all,l2,142,225733,225807,100,12.224124018365856,16.4750232035167,13.372791858780953,0.2702176152348193,False,"[20000, 20000]",,,59.6
+imperial_eskd,fewshot,draw0,zs_raw,pc,sq,142,21250,21250,100,237.62553848597628,298.77344930970764,641.785276064888,6.609542863107241,True,"[21250, 21250]",,,16.1
+imperial_eskd,fewshot,draw0,zs_raw,pc,l2,142,21250,21250,100,14.999768697614043,16.9155186128061,24.646958888771238,5.035725234621789,True,"[21250, 21250]",,,16.1
+imperial_eskd,fewshot,draw0,zs_raw,all,sq,142,451540,213000,100,174.65404537587017,245.64150964905377,492.759335406416,4.481147386901578,False,"[20000, 20000]",,,84.5
+imperial_eskd,fewshot,draw0,zs_raw,all,l2,142,451540,213000,100,12.915150625636306,15.438016320038514,21.71679712517294,3.4887495275970997,False,"[20000, 20000]",,,84.5
+imperial_eskd,fewshot,draw0,zs_cal,pc,sq,142,21250,21250,100,202.2784123792286,325.25458598773446,341.4334134953954,1.1315606676718224,True,"[21250, 21250]",,,17.8
+imperial_eskd,fewshot,draw0,zs_cal,pc,l2,142,21250,21250,100,13.994548116975222,17.681761200850364,18.1491826408125,1.12676822015149,True,"[21250, 21250]",,,17.8
+imperial_eskd,fewshot,draw0,zs_cal,all,sq,142,451540,213000,100,160.79782986782078,255.3424150497577,276.88787802207963,1.2278867999776075,False,"[20000, 20000]",,,83.5
+imperial_eskd,fewshot,draw0,zs_cal,all,l2,142,451540,213000,100,12.478143326508835,15.740948077507216,16.41055146769632,1.2052232484901868,False,"[20000, 20000]",,,83.5
+imperial_eskd,fewshot,draw0,lora5,pc,sq,142,21250,21250,100,223.83621891558303,323.58149312361877,349.6580958274965,1.2614319616735978,True,"[21250, 21250]",,,16.4
+imperial_eskd,fewshot,draw0,lora5,pc,l2,142,21250,21250,100,14.713271712878303,17.627654232781662,18.357990464142368,1.2505972453420164,True,"[21250, 21250]",,,16.4
+imperial_eskd,fewshot,draw0,lora5,all,sq,142,451540,213000,100,172.676419159131,255.08971974149492,279.7702055444885,1.2994721195315782,False,"[20000, 20000]",,,81.6
+imperial_eskd,fewshot,draw0,lora5,all,l2,142,451540,213000,100,12.908532801521599,15.7272258184965,16.489984143606566,1.270607093612727,False,"[20000, 20000]",,,81.6
+imperial_eskd,fewshot,draw0,zs_pseudo,pc,sq,142,21250,21250,100,197.02681944967662,325.2630172767507,324.49790564270086,0.9940335751760077,True,"[21250, 21250]",,,15.7
+imperial_eskd,fewshot,draw0,zs_pseudo,pc,l2,142,21250,21250,100,13.80903424583814,17.687060696860705,17.675724210508776,0.9970767382597557,True,"[21250, 21250]",,,15.7
+imperial_eskd,fewshot,draw0,zs_pseudo,all,sq,142,451540,213000,100,158.54252432565534,255.45165663387664,266.84086191989127,1.1175245822013042,False,"[20000, 20000]",,,80.5
+imperial_eskd,fewshot,draw0,zs_pseudo,all,l2,142,451540,213000,100,12.393166850434756,15.748407981059776,16.100275687775408,1.1048710638123602,False,"[20000, 20000]",,,80.5
+imperial_eskd,fewshot,draw0,scsemi5,pc,sq,142,21250,21250,100,141.45092988923014,320.8233588874491,444.9032965639607,1.6917447590440091,True,"[21250, 21250]",15.0,1.530113094167193,20.9
+imperial_eskd,fewshot,draw0,scsemi5,pc,l2,142,21250,21250,100,11.494191352011926,17.519443050012534,20.765881797702292,1.5388054989913604,True,"[21250, 21250]",15.0,1.3917858653297654,20.9
+imperial_eskd,fewshot,draw0,scsemi5,all,sq,142,451540,213000,100,121.28062977875226,251.77577779682352,391.43071428072454,2.0701925596847577,False,"[20000, 20000]",15.0,1.8724034616257041,82.3
+imperial_eskd,fewshot,draw0,scsemi5,all,l2,142,451540,213000,100,10.61361940509294,15.60594818138874,19.517683564722415,1.7835492329565878,False,"[20000, 20000]",15.0,1.6131464399989521,82.3
diff --git a/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/imperial_eskd/fewshot_n5/draw0/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/imperial_eskd/fewshot_n5/draw0/en_per_sample.csv
new file mode 100644
index 0000000000000000000000000000000000000000..f08e58d59de266e93397355b418df955497a9243
--- /dev/null
+++ b/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/imperial_eskd/fewshot_n5/draw0/en_per_sample.csv
@@ -0,0 +1,3409 @@
+dataset,design,unit,set,cellset,distance,donor,n_real,n_gen,partner,dif,en_i
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C20_1004,150,150,C124_2404,214.05038158581777,0.17285468711309257
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C20_1404,150,150,C212_2705,214.82130144066977,0.17801312246504422
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C21_1004,150,150,C147_3004,174.2941590418525,-0.09316505870110627
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C21_1704,150,150,C108_1501,150.17574094519043,-0.2545479829570357
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C21_2504,150,150,C104_2204,126.68732219760233,-0.41171540946243224
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C23_2204,150,150,C34_2104,174.934247823753,-0.0888820497992574
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C31_1304,150,150,C85_2004,184.7172824796394,-0.023421092346058894
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C31_2004,150,150,C65_2104,160.72433500617072,-0.18396445838560738
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C31_2704,150,150,C146_1601,168.89376775111276,-0.12930055212911226
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C33_1401,150,150,C63_2904,271.02628133189603,0.5540959972306632
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C33_1601,150,150,C167_1205,300.9581430488111,0.754378260890749
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C33_1901,150,150,C145_1401,295.70485645855825,0.7192270852003833
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C34_1404,150,150,C145_1201,172.59335327928943,-0.10454561469170637
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C34_2104,150,150,C93_0405,153.92314311032067,-0.22947309133902294
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C34_2504,150,150,C168_2001,155.8863545661806,-0.2163367071694798
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C36_1504,150,150,C146_1201,177.21430888367402,-0.07362553837063042
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C36_1704,150,150,C138_3001,162.13442623171386,-0.17452915278083087
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C36_2104,150,150,C146_2502,172.85253555691935,-0.10281135526757701
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C40_1504,150,150,C33_1401,201.9748418284638,0.09205395174976352
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C40_2204,150,150,C190_0302,155.40747859998166,-0.2195409970806727
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C40_0105,150,150,C246_2905,170.61215722936836,-0.11780233869321988
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C42_1504,150,150,C168_0403,210.54905652935247,0.14942636465353915
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C42_2204,150,150,C63_2904,174.48298199145086,-0.09190159276189408
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C42_2704,150,150,C145_3004,177.0480570743832,-0.07473797464396569
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C60_2504,150,150,C113_0605,223.53072688340157,0.23629026737993294
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C63_1704,150,150,C146_3004,200.99566957901223,0.08550204273427871
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C63_2404,150,150,C170_0403,170.99765240283165,-0.11522288517637992
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C63_2904,150,150,C145_3004,165.20869600607531,-0.15395837387859715
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C65_1704,150,150,C212_2705,258.61562784289794,0.4710529243411209
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C65_2104,137,137,C161_1105,228.39625038388817,0.26884681430591667
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C65_2504,150,150,C146_1901,160.3749574692554,-0.1863022389295366
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C69_1804,150,150,C140_0202,219.25526913401575,0.20768201159121474
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C82_2504,150,150,C93_0405,239.34903947155146,0.34213491822058284
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C85_2004,150,150,C142_3004,175.78286602065785,-0.08320371361466937
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C93_2104,150,150,C169_0202,190.97934081116853,0.018480050645704658
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C93_2704,150,150,C190_2901,187.08235040030854,-0.007595776789633619
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C93_0405,150,150,C168_0202,198.1191618642185,0.06625454379808614
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C101_0601,150,150,C132_2804,241.74722596044356,0.35818183916445806
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C101_1101,150,150,C146_2502,250.04934799056397,0.41373360567670014
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C101_1301,150,150,C169_2301,237.078819506825,0.3269442562483345
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C101_1801,150,150,C190_2605,245.90408840858825,0.38599654139420736
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C101_2001,150,150,C33_1601,249.78796143735283,0.4119845968424835
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C101_2502,150,150,C161_1105,263.67424784460644,0.5049015327076969
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C103_2204,150,150,C152_0405,202.95592087280977,0.09861861965079291
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C104_2204,150,150,C123_2404,163.18371204722254,-0.16750809474093833
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C108_2204,150,150,C93_2704,244.11972441299838,0.3740568744396345
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C108_1501,150,150,C234_2805,291.2738870023518,0.6895782580979842
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C108_1801,150,150,C145_0701,298.2973820007216,0.7365743818400585
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C108_2201,150,150,C152_0405,260.5383208452388,0.48391818846916596
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C113_0605,150,150,C20_1404,136.5906998302624,-0.3454492042758393
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C123_2404,150,150,C127_1105,215.68830607633353,0.18381448733425299
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C123_2904,150,150,C187_2605,187.2577729735978,-0.006421976429076797
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C123_0505,150,150,C128_1105,180.87387731527926,-0.04913836625842316
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C124_2404,150,150,C140_2801,194.68904141920217,0.04330267084571374
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C124_2704,150,150,C190_2605,213.40177348079763,0.16851467309290546
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C124_0105,150,150,C93_2704,181.21004926980203,-0.04688894787383913
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C127_2504,150,150,C164_1105,201.93677559981435,0.09179924021477714
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C127_0405,150,150,C140_3004,213.57818811389458,0.1696951115966506
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C127_1105,150,150,C127_0405,199.41996408821083,0.0749585668374558
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C128_2504,150,150,C113_0605,236.17587937943003,0.32090243718694306
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C128_0405,150,150,C190_0102,204.90672572781665,0.11167198786474081
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C128_1105,150,150,C169_0403,167.66664100786056,-0.13751159239987126
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C132_2804,150,150,C63_2904,198.21124656886096,0.06687070771293667
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C132_0205,150,150,C21_1704,206.0688682390546,0.11944820088642599
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C132_1105,150,150,C170_0402,183.78067957038434,-0.029688158277017002
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C137_3004,150,150,C164_1105,235.0798180654193,0.31356839150824534
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C137_2502,150,150,C82_2504,231.51344511796643,0.289704815840037
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C138_3004,150,150,C123_0505,206.16913273878902,0.12011909804482777
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C138_2301,150,150,C124_2404,254.8582824722123,0.4459115000184101
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C138_3001,150,150,C31_1304,218.65995453786337,0.20369859899780735
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C138_0202,150,150,C124_2704,226.9199933505037,0.2589687752054193
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C138_0402,150,150,C190_0502,191.88633639586794,0.024549005879807094
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C140_3004,150,150,C187_2605,264.4061113568448,0.5097986314016443
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C140_2801,113,113,C21_2504,251.8701575072599,0.42591713956933475
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C140_3001,150,150,C167_1205,265.0202500421038,0.513908001117708
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C140_0202,150,150,C146_1401,255.3843068508767,0.44943127283761164
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C140_0402,150,150,C36_1704,259.7999203337309,0.4789773489273009
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C140_0602,150,150,C138_0402,236.2830977436055,0.3216198645520061
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C140_0902,150,150,C108_1801,212.71051204527018,0.1638892539860773
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C140_1103,150,150,C63_2404,224.40842674954183,0.24216319695802813
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C142_3004,150,150,C128_2504,174.48721389473207,-0.09187327594095034
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C145_3004,150,150,C69_1804,260.9555520488181,0.4867099964332948
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C145_0701,150,150,C103_2204,278.25344593099885,0.6024549299105625
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C145_1201,150,150,C124_0105,285.15604089174417,0.6486420784729091
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C145_1401,150,150,C195_2605,256.0233263735988,0.45370712703419336
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C145_1901,150,150,C167_1205,216.13067199109398,0.1867744785173012
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C145_2301,150,150,C190_0502,208.77791807347762,0.13757519339820826
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C146_3004,150,150,C33_1901,237.68663524278605,0.33101131738331585
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C146_1201,150,150,C190_0502,289.4459756366093,0.6773472037932662
+imperial_eskd,fewshot,draw0,real_R2,pc,sq,C146_1401,150,150,C193_2605,267.54080730366866,0.5307737383313005
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+imperial_eskd,fewshot,draw0,scsemi5,all,l2,C187_1401,3155,1500,C40_0105,19.236013745046215,1.7271287061247806
+imperial_eskd,fewshot,draw0,scsemi5,all,l2,C187_1901,1966,1500,C168_2001,19.14115662293342,1.7081281301684876
+imperial_eskd,fewshot,draw0,scsemi5,all,l2,C187_2301,529,1500,C31_2704,19.3735538204255,1.7546789900789028
+imperial_eskd,fewshot,draw0,scsemi5,all,l2,C187_2502,5693,1500,C140_0402,20.7628430790957,2.0329637988172053
+imperial_eskd,fewshot,draw0,scsemi5,all,l2,C190_2605,1791,1500,C140_0202,19.73982995650875,1.8280467814436012
+imperial_eskd,fewshot,draw0,scsemi5,all,l2,C190_2901,1527,1500,C65_1704,19.401149847649425,1.7602066763472741
+imperial_eskd,fewshot,draw0,scsemi5,all,l2,C190_0102,4868,1500,C101_0601,18.94417294171502,1.668670856810671
+imperial_eskd,fewshot,draw0,scsemi5,all,l2,C190_0302,2220,1500,C65_1704,20.126374055341504,1.9054743941176933
+imperial_eskd,fewshot,draw0,scsemi5,all,l2,C190_0502,2030,1500,C65_1704,18.45437037807462,1.5705598177368736
+imperial_eskd,fewshot,draw0,scsemi5,all,l2,C190_0802,1447,1500,C40_2204,18.975782479540797,1.6750024786333084
+imperial_eskd,fewshot,draw0,scsemi5,all,l2,C190_1002,4052,1500,C190_0502,18.550135927400913,1.5897423583141286
+imperial_eskd,fewshot,draw0,scsemi5,all,l2,C190_0903,1371,1500,C108_2204,16.790766025673992,1.2373276876136274
+imperial_eskd,fewshot,draw0,scsemi5,all,l2,C193_2605,5566,1500,C169_2301,19.57019747728941,1.7940681540693832
+imperial_eskd,fewshot,draw0,scsemi5,all,l2,C195_2605,7759,1500,C147_1901,19.62804919664363,1.8056562769568238
+imperial_eskd,fewshot,draw0,scsemi5,all,l2,C197_2605,2835,1500,C21_1004,18.86902599850487,1.6536183739760153
+imperial_eskd,fewshot,draw0,scsemi5,all,l2,C212_2705,1150,1500,C140_0402,17.140886266239523,1.3074593348376533
+imperial_eskd,fewshot,draw0,scsemi5,all,l2,C214_2705,6279,1500,C104_2204,19.1373392490074,1.7073634822261998
+imperial_eskd,fewshot,draw0,scsemi5,all,l2,C234_2805,9882,1500,C169_2001,18.49831619948195,1.5793624874680796
+imperial_eskd,fewshot,draw0,scsemi5,all,l2,C238_2905,7843,1500,C93_0405,16.964356713587556,1.2720991731651787
+imperial_eskd,fewshot,draw0,scsemi5,all,l2,C240_2905,2346,1500,C104_2204,17.71089483011859,1.4216362229035073
+imperial_eskd,fewshot,draw0,scsemi5,all,l2,C246_2905,769,1500,C34_2104,17.33897114695707,1.347137186516429
+imperial_eskd,fewshot,draw0,scsemi5,all,l2,C251_2905,2117,1500,C168_0202,18.170313493316407,1.5136611442947414
diff --git a/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/imperial_eskd/fewshot_n5/draw0/manifest.json b/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/imperial_eskd/fewshot_n5/draw0/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..848571ab18ad1f63a3e66394e468dbd429e325c4
--- /dev/null
+++ b/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/imperial_eskd/fewshot_n5/draw0/manifest.json
@@ -0,0 +1,223 @@
+{
+ "schema": "paired_ft_extra_metrics.v1",
+ "dataset": "imperial_eskd",
+ "design": "fewshot",
+ "unit": "draw0",
+ "written_utc": "2026-10-01T17:31:34.931807+00:00",
+ "command": [
+  "tools/extra_metrics.py",
+  "--design",
+  "fewshot",
+  "--dataset",
+  "imperial_eskd",
+  "--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": [
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+  "C132_2804",
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+  "C132_1105",
+  "C137_3004",
+  "C137_2502",
+  "C138_3004",
+  "C138_2301",
+  "C138_3001",
+  "C138_0202",
+  "C138_0402",
+  "C140_3004",
+  "C140_2801",
+  "C140_3001",
+  "C140_0202",
+  "C140_0402",
+  "C140_0602",
+  "C140_0902",
+  "C140_1103",
+  "C142_3004",
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+  "C145_0701",
+  "C145_1201",
+  "C145_1401",
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+  "C146_1201",
+  "C146_1401",
+  "C146_1601",
+  "C146_1901",
+  "C146_2301",
+  "C146_2701",
+  "C146_2502",
+  "C147_3004",
+  "C147_1401",
+  "C147_1901",
+  "C152_0405",
+  "C161_1105",
+  "C164_1105",
+  "C167_1205",
+  "C168_1205",
+  "C168_2001",
+  "C168_2301",
+  "C168_3001",
+  "C168_0202",
+  "C168_0403",
+  "C169_1205",
+  "C169_2001",
+  "C169_2301",
+  "C169_0202",
+  "C169_0403",
+  "C170_1205",
+  "C170_2301",
+  "C170_0202",
+  "C170_0402",
+  "C170_0403",
+  "C187_2605",
+  "C187_1201",
+  "C187_1401",
+  "C187_1901",
+  "C187_2301",
+  "C187_2502",
+  "C190_2605",
+  "C190_2901",
+  "C190_0102",
+  "C190_0302",
+  "C190_0502",
+  "C190_0802",
+  "C190_1002",
+  "C190_0903",
+  "C193_2605",
+  "C195_2605",
+  "C197_2605",
+  "C212_2705",
+  "C214_2705",
+  "C234_2805",
+  "C238_2905",
+  "C240_2905",
+  "C246_2905",
+  "C251_2905"
+ ],
+ "n_samples": 142,
+ "calls": {
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scores/imperial_eskd/fewshot_n5/draw0": {
+   "arms": [
+    "zs_raw",
+    "zs_cal",
+    "lora5",
+    "zs_pseudo"
+   ],
+   "summary_sha256": "1bb9df03f1a5018d92b1e4e101ce36e5542a61cf29c0d61bc0c7a03be90a6c94"
+  },
+  "/home/sj_server_1/PBISC/immun-pbmc-fm/model_8_sparse_data_diffusion/plans/paired_finetune_intradataset_20260927/scores/imperial_eskd/fewshot_n5/draw0_scsemi5": {
+   "arms": [
+    "scsemi5"
+   ],
+   "summary_sha256": "142f7a035c1107140a8a78fc225fae9f72ea7bb0513f7c0a850c2fd8bac37d3a"
+  }
+ },
+ "reference_sha256": "34b4caa3f8a60b46d5faf58f09cdaa5622bcce19e4c45d9902a711fead96375e",
+ "bandwidth_m": 25.87528764310995,
+ "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": 15,
+ "fetched_from_server2": [
+  "/tmp/claude-1000/-home-sj-server-1/c8102cb0-e04f-4e04-adda-0728604e4435/scratchpad/fetch/generated/imperial_eskd/fewshot_n5/zs__raw_all.npz",
+  "/tmp/claude-1000/-home-sj-server-1/c8102cb0-e04f-4e04-adda-0728604e4435/scratchpad/fetch/generated/imperial_eskd/fewshot_n5/draw0/zs__cal.npz",
+  "/tmp/claude-1000/-home-sj-server-1/c8102cb0-e04f-4e04-adda-0728604e4435/scratchpad/fetch/generated/imperial_eskd/fewshot_n5/draw0/lora__raw.npz",
+  "/tmp/claude-1000/-home-sj-server-1/c8102cb0-e04f-4e04-adda-0728604e4435/scratchpad/fetch/generated/imperial_eskd/fewshot_n5/zs__pseudo_all.npz",
+  "/tmp/claude-1000/-home-sj-server-1/c8102cb0-e04f-4e04-adda-0728604e4435/scratchpad/fetch/generated/imperial_eskd/fewshot_n5/draw0/scsemi5__raw.npz"
+ ],
+ "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": 2349.5,
+ "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/imperial_eskd/fewshot_n5/draw0/metrics.csv b/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/imperial_eskd/fewshot_n5/draw0/metrics.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c74c9c94ad687a53a9a8beb2f28ace8bfd650517
--- /dev/null
+++ b/paper-releases/pbisc-diffusion/updates/20261001T200638Z-extra-realism-metrics/diffusion/dataset/server_1/model8/plans/paired_finetune_intradataset_20260927/scores_extra/imperial_eskd/fewshot_n5/draw0/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
+imperial_eskd,fewshot,draw0,Real vs real control (held-out real cells),real_R2,R1,raw,21250,21250,0.8417882352941176,0.9170352941176471,1.3199215686274508,0.8750176472664262,0.9142117647058824,0.9840941176470588,1.310164705882353,0.9687610288926725,0.9688470588235294,0.9998117647058824,1.290729411764706,0.9990247007812885,0.5026381397923876,0.006627819371826972,0.5604882491349481,0.004842499677312456,0.5032470588235294,0.42451764705882356,0.5819764705882353,5.25696996987457e-05,-1.5129454440376833e-06,-3.737897549038749e-06,4.7318856705669265e-05,25.87528764310995,78.4
+imperial_eskd,fewshot,draw0,Real vs real control (held-out real cells),real_R2,R1,dm,21250,21250,0.8390588235294117,0.9164705882352941,1.310729411764706,0.8750176472664262,0.9133176470588236,0.9840470588235294,1.303124705882353,0.9687610288926725,0.969835294117647,0.9997176470588235,1.287590588235294,0.9990247007812885,0.5018989785467128,0.006308277747021118,0.5584554519031142,0.004630410453182378,0.5037647058823529,0.42710588235294117,0.5804235294117647,4.6335199650082703e-05,-3.419423888484374e-06,-4.100354209057855e-06,3.8815421552540474e-05,25.87528764310995,77.5
+imperial_eskd,fewshot,draw0,Real vs real control (out-of-sample: R2 vs R3),real_R3,R2,raw,20649,20649,,,,,,,,,,,,,0.4961569048063071,0.0029785077635676874,0.49711296852909087,0.003661000217832483,0.4980870744345973,0.5011380696401763,0.4950360792290184,-2.1951926343966033e-05,-1.830535417379764e-05,-6.660259249668954e-06,-4.6917539767432626e-05,25.87528764310995,68.7
+imperial_eskd,fewshot,draw0,Real vs real control (out-of-sample: R2 vs R3),real_R3,R2,dm,20649,20649,,,,,,,,,,,,,0.4992387683379086,0.005206892476655908,0.49691748568548577,0.004940857589397424,0.4978691462056274,0.4993462153130902,0.4963920770981646,-2.2746662518113858e-05,-1.8789147550046792e-05,-6.826709684881749e-06,-4.83625197530424e-05,25.87528764310995,62.9
+imperial_eskd,fewshot,draw0,"Zero-shot, real bulk",zs_raw,R1,raw,21250,21250,0.2212705882352941,0.04748235294117647,0.1059137254901961,0.8750176472664262,0.31571764705882355,0.06856470588235294,0.10873411764705883,0.9687610288926725,0.5056470588235294,0.10776470588235294,0.12140235294117648,0.9990247007812885,0.9954036871972318,0.0008954908093438351,0.9975606089965398,0.00047258014134174067,0.980964705882353,0.9796235294117647,0.9823058823529411,0.16527318823470552,0.2476958355274136,0.11230443505049781,0.5252734588126169,25.87528764310995,57.3
+imperial_eskd,fewshot,draw0,"Zero-shot, real bulk",zs_raw,R1,dm,21250,21250,0.24748235294117646,0.06428235294117647,0.11998431372549019,0.8750176472664262,0.3745411764705882,0.09072941176470588,0.1305505882352941,0.9687610288926725,0.5768,0.1411764705882353,0.14118117647058823,0.9990247007812885,0.9945704138408302,0.0008818818579677943,0.9966169190311419,0.00046208977113042,0.9741882352941177,0.9701176470588235,0.9782588235294117,0.14975026691102156,0.22943528939877145,0.10402005272201631,0.4832056090318093,25.87528764310995,57.5
+imperial_eskd,fewshot,draw0,"Zero-shot, real bulk",zs_raw,R2,raw,21250,21250,,,,,,,,,,,,,0.9952200249134947,0.0006809046512617586,0.9977342726643599,0.0003335821101495414,0.9817176470588236,0.9848941176470588,0.9785411764705882,0.17053263882495615,0.24966823267507654,0.11249060819117318,0.5326914796912059,25.87528764310995,51.4
+imperial_eskd,fewshot,draw0,"Zero-shot, real bulk",zs_raw,R2,dm,21250,21250,,,,,,,,,,,,,0.994377201384083,0.0007005192410206682,0.9968623446366782,0.00015919593270148177,0.9763058823529411,0.978964705882353,0.9736470588235294,0.15394029291199599,0.2308688634822328,0.10408216082337862,0.48889131721760737,25.87528764310995,56.6
+imperial_eskd,fewshot,draw0,Zero-shot + calibration,zs_cal,R1,raw,21250,21250,0.6128470588235294,0.3779294117647059,0.6412235294117646,0.8750176472664262,0.7299294117647059,0.49185882352941174,0.6634635294117647,0.9687610288926725,0.8496941176470588,0.6424470588235294,0.6911388235294118,0.9990247007812885,0.9563444871972319,0.0006542495098797171,0.9660934366782008,0.002665281931066927,0.869835294117647,0.8140705882352941,0.9256,0.03685487725490155,0.02086646307843787,0.006677603017733569,0.06439894335107299,25.87528764310995,59.6
+imperial_eskd,fewshot,draw0,Zero-shot + calibration,zs_cal,R1,dm,21250,21250,0.6630117647058823,0.4248470588235294,0.7846117647058825,0.8750176472664262,0.769364705882353,0.5416470588235294,0.7953411764705882,0.9687610288926725,0.8755294117647059,0.6953411764705882,0.8221082352941176,0.9990247007812885,0.9478935197231835,0.0018818022062847865,0.9647207529411764,0.0022858952871231057,0.8576705882352941,0.7905882352941176,0.9247529411764706,0.03935048727377177,0.023297194760874218,0.007525096080751137,0.07017277811539713,25.87528764310995,58.4
+imperial_eskd,fewshot,draw0,Zero-shot + calibration,zs_cal,R2,raw,21250,21250,,,,,,,,,,,,,0.9583549121107267,0.0017927744739429767,0.9666321937716263,0.0025451777046330898,0.8747294117647059,0.8446117647058824,0.9048470588235294,0.03608597950682685,0.020568771645944173,0.0066083969268670995,0.06326314807963812,25.87528764310995,50.7
+imperial_eskd,fewshot,draw0,Zero-shot + calibration,zs_cal,R2,dm,21250,21250,,,,,,,,,,,,,0.9482706435986161,0.00308913067715061,0.9654492013840832,0.0025463499265016266,0.8607058823529412,0.8100705882352941,0.9113411764705882,0.03906655368038281,0.023210965565557018,0.007502733798039785,0.06978025304397961,25.87528764310995,51.0
+imperial_eskd,fewshot,draw0,"LoRA, 5 donors",lora5,R1,raw,21250,21250,0.617035294117647,0.48207058823529414,0.6535058823529412,0.8750176472664262,0.7354352941176471,0.606635294117647,0.6645082352941176,0.9687610288926725,0.8608470588235294,0.7569882352941176,0.6806447058823529,0.9990247007812885,0.91128609550173,0.0038778043006995285,0.920498889965398,0.003359765263015362,0.8036470588235294,0.7593411764705882,0.8479529411764706,0.0203937295849298,0.014000174264791942,0.004992506168670641,0.03938641001839238,25.87528764310995,54.0
+imperial_eskd,fewshot,draw0,"LoRA, 5 donors",lora5,R1,dm,21250,21250,0.6630588235294118,0.6039529411764706,0.7869490196078431,0.8750176472664262,0.7746352941176471,0.7409411764705882,0.8076329411764706,0.9687610288926725,0.8881882352941176,0.8848,0.8345976470588236,0.9990247007812885,0.8819970602076126,0.003049070271553702,0.9026042685121107,0.002452195133819375,0.7599529411764706,0.6936470588235294,0.8262588235294117,0.015567050541610283,0.010268605806364572,0.0034757035991888063,0.029311359947163662,25.87528764310995,60.2
+imperial_eskd,fewshot,draw0,"LoRA, 5 donors",lora5,R2,raw,21250,21250,,,,,,,,,,,,,0.9167398200692041,0.0022850629019348623,0.9167488664359862,0.003235578322185326,0.8029647058823529,0.7984470588235294,0.8074823529411764,0.020044449529308117,0.013955243625225933,0.005010654930064362,0.03901034808459841,25.87528764310995,50.3
+imperial_eskd,fewshot,draw0,"LoRA, 5 donors",lora5,R2,dm,21250,21250,,,,,,,,,,,,,0.8826356152249135,0.005296523936980516,0.9009248,0.0032191841943435065,0.7624705882352941,0.7282823529411765,0.7966588235294118,0.015448923147082072,0.010275143633209582,0.003479168819645828,0.029203235599937483,25.87528764310995,51.3
+imperial_eskd,fewshot,draw0,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R1,raw,21250,21250,0.5901176470588235,0.4247529411764706,0.6370823529411765,0.8750176472664262,0.7129411764705882,0.5465882352941176,0.6575905882352941,0.9687610288926725,0.8479058823529412,0.7113411764705883,0.6897694117647059,0.9990247007812885,0.9545973647058823,0.0010076884819412218,0.9645201439446367,0.001288023945761629,0.8602352941176471,0.7934117647058824,0.9270588235294117,0.027612401827546762,0.01729037665828992,0.005746504286754384,0.050649282772591064,25.87528764310995,59.5
+imperial_eskd,fewshot,draw0,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R1,dm,21250,21250,0.6692235294117647,0.46131764705882355,0.8305725490196078,0.8750176472664262,0.776,0.5816941176470588,0.8471529411764707,0.9687610288926725,0.8890823529411764,0.7415058823529411,0.877835294117647,0.9990247007812885,0.9445843598615916,0.0021863583525031233,0.9659526920415225,0.0009829332695958282,0.844964705882353,0.7612705882352941,0.9286588235294118,0.029812324017983394,0.018602379843189798,0.006123137663139877,0.05453784152431307,25.87528764310995,59.2
+imperial_eskd,fewshot,draw0,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R2,raw,21250,21250,,,,,,,,,,,,,0.9580973840830449,0.001905933438992913,0.9643014698961938,0.0011204121487398016,0.8690588235294118,0.8306823529411764,0.907435294117647,0.026911165603790088,0.01710961329083438,0.005729905613803821,0.04975068450842829,25.87528764310995,49.4
+imperial_eskd,fewshot,draw0,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R2,dm,21250,21250,,,,,,,,,,,,,0.947146740484429,0.0020530308816149243,0.9663355183391003,0.0010201014786178377,0.8518588235294118,0.7848941176470589,0.9188235294117647,0.02950739550214032,0.0185906998652714,0.00614061444121794,0.05423870980862966,25.87528764310995,53.5
+imperial_eskd,fewshot,draw0,"scSemiProfiler, 5 donors",scsemi5,R1,raw,21250,21250,0.1507294117647059,0.03218823529411765,0.0671529411764706,0.8750176472664262,0.22465882352941177,0.046776470588235294,0.06898823529411766,0.9687610288926725,0.3751058823529412,0.07336470588235294,0.07236705882352941,0.9990247007812885,0.998690585467128,0.00030540109668037417,0.9996909453287197,5.997965547896615e-05,0.9924235294117647,0.9856941176470588,0.9991529411764706,0.16625391558235136,0.12718547354503462,0.04483767107074166,0.33827706019812764,25.87528764310995,56.4
+imperial_eskd,fewshot,draw0,"scSemiProfiler, 5 donors",scsemi5,R1,dm,21250,21250,0.23124705882352942,0.07534117647058823,0.1355921568627451,0.8750176472664262,0.32776470588235296,0.11087058823529412,0.1449035294117647,0.9687610288926725,0.4895529411764706,0.17952941176470588,0.16038588235294118,0.9990247007812885,0.9963735640138408,0.0004072528985588276,0.9991817577854671,0.00019904562608812412,0.984,0.9699294117647059,0.9980705882352942,0.14749365470650955,0.10052241173892384,0.03269161761626549,0.2807076840616989,25.87528764310995,64.5
+imperial_eskd,fewshot,draw0,"scSemiProfiler, 5 donors",scsemi5,R2,raw,21250,21250,,,,,,,,,,,,,0.998786369550173,0.00020690177009195557,0.9996718283737025,4.594568854007578e-05,0.9936941176470588,0.9887529411764706,0.9986352941176471,0.167623825029865,0.12707786143339295,0.044704904268996426,0.3394065907322544,25.87528764310995,51.5
+imperial_eskd,fewshot,draw0,"scSemiProfiler, 5 donors",scsemi5,R2,dm,21250,21250,,,,,,,,,,,,,0.9970202851211074,0.000496373527554387,0.9991139930795848,0.00016717289632475074,0.9843764705882353,0.9706823529411764,0.9980705882352942,0.14723606180277826,0.10000583375781313,0.03248101038686735,0.27972290594745874,25.87528764310995,56.8