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/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/imperial_eskd/fewshot_n5/draw4/en.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1f9ef9d256cbd57f65e36526cdf4fa193892f217
--- /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/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
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,143,21382,21382,100,186.07049979167357,331.1483899805601,219.74832269112235,0.23213615014390812,True,"[21382, 21382]",,,15.0
+imperial_eskd,fewshot,draw4,real_R2,pc,l2,143,21382,21382,100,13.433339386055446,17.75778603696161,14.51965860207811,0.251204212634935,True,"[21382, 21382]",,,15.0
+imperial_eskd,fewshot,draw4,real_R2,all,sq,143,238914,238989,100,152.18021814184098,276.2673747315444,183.34830552389528,0.2511789957852945,False,"[20000, 20000]",,,71.7
+imperial_eskd,fewshot,draw4,real_R2,all,l2,143,238914,238989,100,12.154258136174768,16.34206710831664,13.298916801888401,0.27333115558234083,False,"[20000, 20000]",,,71.7
+imperial_eskd,fewshot,draw4,zs_raw,pc,sq,143,21382,21382,100,235.61377281727547,293.6637655525943,634.8568468173243,6.877573194891044,True,"[21382, 21382]",,,14.1
+imperial_eskd,fewshot,draw4,zs_raw,pc,l2,143,21382,21382,100,14.9348179148854,16.690325635170847,24.501827432034773,5.449710876574082,True,"[21382, 21382]",,,14.1
+imperial_eskd,fewshot,draw4,zs_raw,all,sq,143,477903,214500,100,172.29087850270935,247.04309373420023,484.85616959782965,4.181351550949701,False,"[20000, 20000]",,,65.7
+imperial_eskd,fewshot,draw4,zs_raw,all,l2,143,477903,214500,100,12.833287645468433,15.476728586820446,21.534174045066084,3.29150020470951,False,"[20000, 20000]",,,65.7
+imperial_eskd,fewshot,draw4,zs_cal,pc,sq,143,21382,21382,100,201.62391214203186,318.3027416068354,339.0040519229526,1.1774213060850238,True,"[21382, 21382]",,,14.8
+imperial_eskd,fewshot,draw4,zs_cal,pc,l2,143,21382,21382,100,13.975764731538343,17.416364563960514,18.097428749486753,1.1979492584718205,True,"[21382, 21382]",,,14.8
+imperial_eskd,fewshot,draw4,zs_cal,all,sq,143,477903,214500,100,159.8761158731852,256.1062810495225,276.5163270203421,1.212096133612772,False,"[20000, 20000]",,,68.8
+imperial_eskd,fewshot,draw4,zs_cal,all,l2,143,477903,214500,100,12.447246843203486,15.762280902796517,16.405003348000218,1.19388109854974,False,"[20000, 20000]",,,68.8
+imperial_eskd,fewshot,draw4,lora5,pc,sq,143,21382,21382,100,230.75980179577545,316.24906280653636,365.33228290254993,1.5741448635266042,True,"[21382, 21382]",,,14.6
+imperial_eskd,fewshot,draw4,lora5,pc,l2,143,21382,21382,100,14.910835196631732,17.35035451822663,18.797868255049277,1.5933602263401205,True,"[21382, 21382]",,,14.6
+imperial_eskd,fewshot,draw4,lora5,all,sq,143,477903,214500,100,175.85733097844337,255.66043994789428,292.76509279670495,1.4649524727540948,False,"[20000, 20000]",,,68.0
+imperial_eskd,fewshot,draw4,lora5,all,l2,143,477903,214500,100,12.999392657723746,15.741369597831913,16.87505323549837,1.4134548402225935,False,"[20000, 20000]",,,68.0
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,143,21382,21382,100,195.87427649873825,319.2890576970049,324.3943185731857,1.0413666890352393,True,"[21382, 21382]",,,14.6
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,l2,143,21382,21382,100,13.76970012705845,17.449059601299254,17.67035776432102,1.0601458391252814,True,"[21382, 21382]",,,14.6
+imperial_eskd,fewshot,draw4,zs_pseudo,all,sq,143,477903,214500,100,157.35927820283487,256.18977820523116,265.3499543386888,1.0926857208375504,False,"[20000, 20000]",,,68.2
+imperial_eskd,fewshot,draw4,zs_pseudo,all,l2,143,477903,214500,100,12.348855103168662,15.767549474946355,16.05734316275555,1.0847673574454406,False,"[20000, 20000]",,,68.2
+imperial_eskd,fewshot,draw4,scsemi5,pc,sq,143,21382,21382,100,152.98417501109475,318.8089018393185,436.0976628516417,1.7073056187441908,True,"[21382, 21382]",14.0,1.555061805607766,13.7
+imperial_eskd,fewshot,draw4,scsemi5,pc,l2,143,21382,21382,100,12.044474432309054,17.391036510000973,20.613547668123733,1.6027258472446093,True,"[21382, 21382]",14.0,1.4598076188278926,13.7
+imperial_eskd,fewshot,draw4,scsemi5,all,sq,143,477903,214500,100,126.74211979923028,254.26979123586673,385.4583961605819,2.028706973528468,False,"[20000, 20000]",14.0,1.8478031669717894,68.0
+imperial_eskd,fewshot,draw4,scsemi5,all,l2,143,477903,214500,100,10.951274692628111,15.680925699004153,19.39916339998118,1.7861547703973237,False,"[20000, 20000]",14.0,1.6268798227185814,68.0
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/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/imperial_eskd/fewshot_n5/draw4/en_per_sample.csv
new file mode 100644
index 0000000000000000000000000000000000000000..a25f1230e972ba4831405f2ba314a7b4850408d2
--- /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/draw4/en_per_sample.csv
@@ -0,0 +1,3433 @@
+dataset,design,unit,set,cellset,distance,donor,n_real,n_gen,partner,dif,en_i
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C20_1004,150,150,C212_2705,214.6823984825971,0.19721749919075748
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C20_1404,150,150,C34_1404,214.56515397506647,0.19640935049643893
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C21_1004,150,150,C124_2404,174.81244037038746,-0.07760010437585278
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C21_1704,150,150,C237_2805,151.2871866906387,-0.23975612724825382
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C21_2504,150,150,C164_1105,126.86450466545551,-0.40809798825399124
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C23_2204,150,150,C58_2501,175.13629229038034,-0.07536784197135248
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C31_1304,150,150,C123_2904,185.4012152571179,-0.004613277279427428
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C31_2004,150,150,C101_1301,161.21699269517774,-0.17131147319648363
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C31_2704,150,150,C40_0105,170.05314382451377,-0.11040521713064437
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C34_1404,150,150,C128_0405,173.30106676507992,-0.08801777452076448
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C34_2104,150,150,C34_1404,153.7769297714593,-0.2225947039770783
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C34_2504,150,150,C108_2204,155.54630263590636,-0.2103986838795748
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C40_1504,150,150,C145_2301,202.48157746478913,0.11311908142411557
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C40_2204,150,150,C141_0202,155.54285443502494,-0.21042245180780242
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C40_0105,150,150,C106_2204,171.06858548282096,-0.10340593104380423
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C42_1504,150,150,C63_1704,210.80562112316002,0.17049545798661778
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C42_2204,150,150,C124_0105,174.7334094225198,-0.07814485277110977
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C42_2704,150,150,C63_1704,177.70097391488108,-0.05768987862930493
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C58_1604,132,132,C101_1101,287.44945817020846,0.6987898586513968
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C58_2501,150,150,C34_2104,279.1260109311962,0.6414175931175142
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C58_2901,150,150,C124_0105,263.0772103175126,0.5307956327844227
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C58_0102,150,150,C58_1604,275.74396846415385,0.6181056848547248
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C58_0402,150,150,C168_0403,240.03779234673644,0.3719884021252257
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C58_1003,150,150,C138_3004,252.94410922536116,0.4609496963777209
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C60_2504,150,150,C147_1901,223.59702128530373,0.25866464865715844
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C63_1704,150,150,C141_2001,201.3989664458071,0.10565680707223124
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C63_2404,150,150,C60_2504,172.18634184617167,-0.09570140513778624
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C63_2904,150,150,C132_0205,165.23628931924085,-0.14360706821216707
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C65_1704,150,150,C140_0902,258.31069375944463,0.49794075357531564
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C65_2104,137,137,C124_2704,228.24945052891186,0.2907331412272588
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C65_2504,150,150,C63_1704,160.88786149517375,-0.1735801248812818
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C69_1804,150,150,C240_2905,218.8480595691851,0.2259307723239995
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C82_2504,150,150,C190_0102,239.75052383414285,0.3700083036262775
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C85_2004,150,150,C126_2504,176.00130186624548,-0.06940546152358797
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C93_2104,150,150,C138_3001,191.52743612998609,0.0376138385470575
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C93_2704,150,150,C65_1704,186.65065897033665,0.003998949653236155
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C93_0405,150,150,C93_2704,199.01880610430797,0.08925072108352375
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C101_0601,150,150,C20_1404,241.99172967643827,0.3854565972248227
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C101_1101,150,150,C187_1401,250.11904164435822,0.4414769319383925
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C101_1301,150,150,C190_1002,237.29916121587934,0.3531114310906215
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C101_1801,150,150,C21_1004,246.62986308118658,0.41742655073537915
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C101_2001,150,150,C169_2001,248.97386094667667,0.43358337423507487
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C101_2502,150,150,C21_1004,264.51809763012653,0.54072745155252
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C103_2204,150,150,C140_0202,203.20146606659628,0.11808116490127316
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C104_2204,150,150,C93_0405,163.36917794774234,-0.15647678508678933
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C106_2204,150,150,C101_1101,170.83309750306213,-0.1050291141453246
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C108_2204,150,150,C147_1401,243.54731702303755,0.3961790260151363
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C108_1501,150,150,C34_2104,292.38609956344914,0.7328173826718614
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C108_1801,150,150,C103_2204,296.9874099843538,0.7645335209125949
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C108_2201,150,150,C145_3004,259.2808709031113,0.5046280381946572
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C113_0605,150,150,C168_0403,136.94153343072867,-0.338638549933285
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C123_2404,150,150,C187_1401,215.9871057688604,0.2062106495913086
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C123_2904,150,150,C141_3001,186.82690496375972,0.0052137866845274146
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C123_0505,150,150,C212_2705,180.78233840213207,-0.03645049829892406
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C124_2404,150,150,C190_0502,194.11210257591733,0.055429554246852274
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C124_2704,150,150,C138_0202,213.63449950568275,0.18999448970564556
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C124_0105,150,150,C82_2504,180.86450367775376,-0.03588414545553273
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C126_2504,150,150,C147_1401,186.8028070576246,0.005047683454712376
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C126_3004,150,150,C140_3004,169.35749502862456,-0.11520021928420135
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C126_0605,150,150,C234_2805,184.4324021151771,-0.011291160040745858
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C127_2504,150,150,C58_0402,201.88829827684637,0.10902969752715977
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C127_0405,150,150,C124_2704,213.92329274353384,0.191985097905662
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C127_1105,150,150,C234_2805,198.46297907258233,0.08541948924659827
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C128_2504,150,150,C82_2504,234.96666827799112,0.3370339093204097
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C128_0405,150,150,C63_2904,205.37048860958117,0.1330319099125281
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C128_1105,150,150,C138_3004,167.2685091096956,-0.12959928392602352
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C132_2804,150,150,C123_2904,198.721460582134,0.0872011632784934
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C132_0205,150,150,C58_0402,205.65853460296478,0.13501736746921425
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C132_1105,150,150,C132_0205,184.44004438279862,-0.011238483043502721
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C138_3004,150,150,C124_2404,206.76063104409613,0.14261395189497655
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C138_2301,150,150,C21_1004,253.80602899225593,0.46689077923860745
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C138_3001,150,150,C40_2204,219.6636833903208,0.23155274421836466
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C138_0202,150,150,C193_2605,227.86707607170422,0.2880974918067316
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C138_0402,150,150,C193_2605,191.89963951064377,0.040179380272079034
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C140_3004,150,150,C58_2501,263.92321015676845,0.5366269819869399
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C140_2801,113,113,C65_2104,251.93151614659988,0.4539700451197455
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C140_3001,150,150,C145_2301,264.81780889943235,0.5427933160954603
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C140_0202,150,150,C124_2404,254.83195871441828,0.47396235796660396
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C140_0402,150,150,C140_0202,259.15576773480126,0.5037657209377192
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C140_0602,150,150,C128_1105,236.47752963986608,0.34744804864865514
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C140_0902,150,150,C60_2504,213.28605057414964,0.18759268381310437
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C140_1103,150,150,C34_1404,223.9311561347514,0.2609677897423551
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C141_2001,150,150,C145_0701,228.22121190199996,0.2905384966341017
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C141_2201,150,150,C147_1401,263.782574671824,0.5356576028157836
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C141_3001,150,150,C23_2204,215.20780937616365,0.20083907717815774
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C141_0202,150,150,C85_2004,223.64127752709518,0.25896970025209026
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C142_3004,150,150,C140_2801,175.3611976185718,-0.07381760348981242
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C145_3004,150,150,C128_2504,260.2394283434456,0.5112352299527279
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C145_0701,150,150,C108_1501,278.3503289837782,0.6360709345301298
+imperial_eskd,fewshot,draw4,real_R2,pc,sq,C145_1201,150,150,C164_1105,285.2159383166365,0.6833945434130513
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+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C34_2504,150,150,C108_2204,278.5781227913305,0.6701291813638429
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+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C40_2204,150,150,C141_0202,298.8617831953072,0.8344827556037948
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C40_0105,150,150,C106_2204,284.3984184812709,0.7172896238443108
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+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C42_2204,150,150,C124_0105,265.37295000075693,0.5631308732004199
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C42_2704,150,150,C63_1704,281.2708668020907,0.691947832133351
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C58_1604,132,132,C101_1101,331.4358281194716,1.0984223308142709
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C58_2501,150,150,C34_2104,344.1316690746014,1.201293646809507
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C58_2901,150,150,C124_0105,339.64109848052055,1.1649076438487538
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C58_0102,150,150,C58_1604,336.24428682761214,1.1373841039621384
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C58_0402,150,150,C168_0403,314.44018531184156,0.9607107646419304
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+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C63_2904,150,150,C132_0205,252.15126427955485,0.45599876477038226
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+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C65_2104,137,137,C124_2704,315.9126610414259,0.9726418778788352
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C65_2504,150,150,C63_1704,280.4168593954113,0.6850280175180541
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C69_1804,150,150,C240_2905,298.6581064149073,0.832832412116391
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C82_2504,150,150,C190_0102,341.66821207338,1.1813328529945115
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+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C93_2104,150,150,C138_3001,281.8589740608115,0.6967131224252485
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C93_2704,150,150,C65_1704,304.1889097279483,0.8776471681718732
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+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C101_0601,150,150,C20_1404,398.0945175305713,1.6385415026338286
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C101_1101,150,150,C187_1401,352.09348870239444,1.2658063376759465
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C101_1301,150,150,C190_1002,316.9596160285926,0.9811250998802968
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C101_1801,150,150,C21_1004,308.35917238162006,0.9114377936802729
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C101_2001,150,150,C169_2001,313.89260080251825,0.9562738203471979
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C101_2502,150,150,C21_1004,328.7664776991794,1.076793232627046
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C103_2204,150,150,C140_0202,344.5677752064507,1.204827308884787
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C104_2204,150,150,C93_0405,294.73967150190305,0.8010822856326819
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C106_2204,150,150,C101_1101,334.1252547275408,1.1202141014754254
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C108_2204,150,150,C147_1401,321.3818368577273,1.0169572812948582
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C108_1501,150,150,C34_2104,413.17625436986475,1.7607451535487424
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C108_1801,150,150,C103_2204,389.5800288255042,1.5695506684533709
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+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C124_2704,150,150,C138_0202,361.5624677742236,1.342531175494337
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C124_0105,150,150,C82_2504,317.7398681217843,0.9874472931023405
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C126_2504,150,150,C147_1401,309.26118073095734,0.918746548276598
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+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C126_0605,150,150,C234_2805,318.5427103611751,0.9939525287928779
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C127_2504,150,150,C58_0402,334.26996054738305,1.1213866175908962
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C127_0405,150,150,C124_2704,361.8505572660083,1.344865494681938
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+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C128_1105,150,150,C138_3004,313.76172147246933,0.9552133369206733
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C132_2804,150,150,C123_2904,300.07417151322227,0.8443064437077937
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+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C140_0202,150,150,C124_2404,332.7331688246739,1.1089343674812413
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C140_0402,150,150,C140_0202,327.45192807964173,1.0661417563065083
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C140_0602,150,150,C128_1105,325.6117494302623,1.0512312356094522
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+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C141_0202,150,150,C85_2004,313.08373850390564,0.9497198055787953
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+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C145_3004,150,150,C128_2504,337.21524283450594,1.145251524683275
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C145_0701,150,150,C108_1501,405.85019301673435,1.7013838575840312
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C145_1201,150,150,C164_1105,432.3106262549579,1.9157863220320677
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+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C146_3004,150,150,C108_1801,298.7971663284445,0.8339591808242155
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C146_1201,150,150,C128_2504,375.4126659069311,1.454755967356643
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C146_1401,150,150,C234_2805,390.06617249916144,1.5734897725779915
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C146_1601,150,150,C168_0403,413.11450439733943,1.7602448085177358
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C146_1901,150,150,C169_2001,390.0715157561074,1.573533067691381
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C146_2301,150,150,C140_0402,365.3583853944029,1.3732885741083742
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+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C147_3004,150,150,C140_0902,291.4193855217856,0.7741788146879547
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+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C147_1901,150,150,C113_0605,386.6454513978182,1.545772500237267
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+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C164_1105,150,150,C58_0102,295.03336225490773,0.8034619904796472
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C167_1205,150,150,C140_0402,295.0910009372858,0.8039290227250431
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C168_1205,150,150,C147_1401,318.5792281220959,0.9942484233410529
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+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C168_3001,150,150,C126_2504,323.7150515616161,1.0358627534047224
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C168_0202,150,150,C60_2504,349.05171372588273,1.2411595737553016
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C168_0403,150,150,C60_2504,337.0066992077218,1.143561746321564
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C169_1205,150,150,C40_1504,322.8528729706906,1.0288767296679027
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C169_2001,150,150,C141_0202,417.4038249467162,1.795000131241081
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C169_2301,150,150,C146_2502,356.71945792857065,1.303289442870166
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C169_0202,150,150,C108_1801,321.5587371905327,1.018390661730231
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+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C187_2605,150,150,C138_2301,286.38428701474504,0.7333806342904895
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C187_1201,150,150,C140_1103,394.9524584725174,1.613082161155062
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C187_1401,150,150,C251_2905,403.67754773533863,1.6837794405093427
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+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C187_2301,150,150,C146_1401,382.2755360731336,1.5103641376225467
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+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C190_2901,150,150,C127_2504,280.1294127646575,0.6826989072772638
+imperial_eskd,fewshot,draw4,zs_pseudo,pc,sq,C190_0102,150,150,C101_1101,287.9943740266828,0.7464267783285456
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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/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/imperial_eskd/fewshot_n5/draw4/manifest.json
new file mode 100644
index 0000000000000000000000000000000000000000..9618294f0ed7c557f8f84ca236783e1688c5bf64
--- /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/draw4/manifest.json
@@ -0,0 +1,222 @@
+{
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+ "written_utc": "2026-10-01T19:59:52.926591+00:00",
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+   "arms": [
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+    "lora5",
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+  "/tmp/claude-1000/-home-sj-server-1/c8102cb0-e04f-4e04-adda-0728604e4435/scratchpad/fetch/generated/imperial_eskd/fewshot_n5/draw4/lora__raw.npz",
+  "/tmp/claude-1000/-home-sj-server-1/c8102cb0-e04f-4e04-adda-0728604e4435/scratchpad/fetch/generated/imperial_eskd/fewshot_n5/draw4/scsemi5__raw.npz"
+ ],
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+  "/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": 2024.8,
+ "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/imperial_eskd/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/imperial_eskd/fewshot_n5/draw4/metrics.csv
new file mode 100644
index 0000000000000000000000000000000000000000..dab04c92043d84f5fb64ccedb6cd4d7a174e77ed
--- /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/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
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+imperial_eskd,fewshot,draw4,Real vs real control (held-out real cells),real_R2,R1,dm,21382,21382,0.8430455523337387,0.9181086895519596,1.3094191375923672,0.8750175383212199,0.914881676176223,0.9853147507249088,1.2970910111308576,0.9687609608099054,0.9684313908895332,0.999672621831447,1.2835141707978672,0.9990246929856275,0.503214494074183,0.004582883812377883,0.5591489438480783,0.0025590279495137807,0.5017771957721447,0.4253577775699186,0.5781966139743709,3.1484074138943274e-05,-7.984805926009031e-06,-4.03033559082111e-06,1.9468932622113133e-05,26.313603208946517,74.1
+imperial_eskd,fewshot,draw4,Real vs real control (out-of-sample: R2 vs R3),real_R3,R2,raw,20705,20705,,,,,,,,,,,,,0.49733192690105554,0.004680684411562014,0.49825817545619777,0.007352084043632745,0.496522579087177,0.49306930693069306,0.49997585124366095,-2.2435767835560227e-05,-1.5197878453498959e-05,-5.06575872560866e-06,-4.2699405014667846e-05,26.313603208946517,65.7
+imperial_eskd,fewshot,draw4,Real vs real control (out-of-sample: R2 vs R3),real_R3,R2,dm,20705,20705,,,,,,,,,,,,,0.4964458290794063,0.003306843999965205,0.4928631940004715,0.008294232022775896,0.4986959671576914,0.49500120743781695,0.5023907268775658,-2.2861666711337936e-05,-1.5169149227167722e-05,-5.043016632066966e-06,-4.307383257057262e-05,26.313603208946517,64.7
+imperial_eskd,fewshot,draw4,"Zero-shot, real bulk",zs_raw,R1,raw,21382,21382,0.22336544757272472,0.04920026190253484,0.10808156393227948,0.8750175383212199,0.3180245065943317,0.07146197736413806,0.1095968571695819,0.9687609608099054,0.5148723225142643,0.11617248152651763,0.1257646618651202,0.9990246929856275,0.9954664202927421,0.0007020766885890941,0.9974706835157475,0.00041012946575502387,0.9798194743241979,0.9784865774950894,0.9811523711533066,0.166646264950415,0.23980380498215004,0.10684898741401572,0.5132990573465808,26.313603208946517,55.9
+imperial_eskd,fewshot,draw4,"Zero-shot, real bulk",zs_raw,R1,dm,21382,21382,0.2699934524366289,0.06879618370592087,0.13559691952732825,0.8750175383212199,0.379150687494154,0.09844729211486297,0.13540361051351604,0.9687609608099054,0.5869890562155083,0.15629969132915536,0.14847535310073895,0.9990246929856275,0.9942596091735517,0.000737312824308034,0.9963820657619861,0.0003426590129454639,0.9735291366570012,0.9713777944065102,0.9756804789074923,0.1507003077267807,0.2216549201057434,0.09874338859317655,0.4710986164257006,26.313603208946517,52.6
+imperial_eskd,fewshot,draw4,"Zero-shot, real bulk",zs_raw,R2,raw,21382,21382,,,,,,,,,,,,,0.9954352926472774,0.0006068397228209744,0.9976163171396699,0.0002786748203397321,0.9801936208025442,0.9825554204471051,0.9778318211579834,0.17129431368405337,0.24088912539390195,0.10666340432062138,0.5188468433985767,26.313603208946517,48.4
+imperial_eskd,fewshot,draw4,"Zero-shot, real bulk",zs_raw,R2,dm,21382,21382,,,,,,,,,,,,,0.9942887046104136,0.0006092646815894046,0.9965090678433356,0.0003060925581838081,0.972430081376859,0.9750257225703863,0.9698344401833318,0.15433925070752438,0.22209089075371413,0.09834651512796677,0.4747766565892053,26.313603208946517,47.3
+imperial_eskd,fewshot,draw4,Zero-shot + calibration,zs_cal,R1,raw,21382,21382,0.5848377139650173,0.3763445889065569,0.5977769463411592,0.8750175383212199,0.7029276961930596,0.48671780001870735,0.6150126274436442,0.9687609608099054,0.8331306706575624,0.6329623047423066,0.651852025067814,0.9990246929856275,0.9570889526503368,0.002592051179241199,0.9662763475658138,0.001133206275608598,0.8710363857450192,0.8145636516696286,0.9275091198204097,0.03564799136273461,0.019477367529389333,0.0061086228018907285,0.06123398169401467,26.313603208946517,50.6
+imperial_eskd,fewshot,draw4,Zero-shot + calibration,zs_cal,R1,dm,21382,21382,0.6334767561500327,0.40852118604433635,0.7273095750319584,0.8750175383212199,0.7416518567018988,0.5206715929286315,0.7414180151529324,0.9687609608099054,0.8549714713310261,0.6724347582078384,0.7744645028528668,0.9990246929856275,0.9499505329946336,0.0016579788941309289,0.965400605661876,0.0017225117285528115,0.8588298568889721,0.7934243756430642,0.9242353381348798,0.037417390986703214,0.02148667628068024,0.0068885625494079505,0.0657926298167914,26.313603208946517,51.8
+imperial_eskd,fewshot,draw4,Zero-shot + calibration,zs_cal,R2,raw,21382,21382,,,,,,,,,,,,,0.9604963709994874,0.0026482294920000832,0.9665356840792043,0.0017230426183413505,0.875689832569451,0.8464128706388551,0.9049667945000468,0.03487165654820923,0.019287412853133068,0.0060929432089762425,0.06025201261031854,26.313603208946517,44.6
+imperial_eskd,fewshot,draw4,Zero-shot + calibration,zs_cal,R2,dm,21382,21382,,,,,,,,,,,,,0.9516472336878445,0.0030282256774069086,0.965411358304116,0.0016110418946550797,0.8641614442054064,0.8165746889907399,0.911748199420073,0.03709342501848972,0.021470380552998547,0.006913484557505178,0.06547729012899345,26.313603208946517,46.3
+imperial_eskd,fewshot,draw4,"LoRA, 5 donors",lora5,R1,raw,21382,21382,0.5747825273594612,0.39533252268263025,0.5612664858292021,0.8750175383212199,0.6976428771864185,0.49583762042839774,0.5709942942662052,0.9687609608099054,0.8319146946029371,0.6369376110747358,0.5847862688242447,0.9990246929856275,0.9300182446178888,0.002586995056820457,0.9314212732629562,0.003132376506957416,0.8260452717238799,0.7992704143672248,0.8528201290805351,0.03410291745597205,0.021847234869654786,0.0071360272974014816,0.06308617962302832,26.313603208946517,50.5
+imperial_eskd,fewshot,draw4,"LoRA, 5 donors",lora5,R1,dm,21382,21382,0.6081751005518661,0.49976615845103356,0.6520905434477599,0.8750175383212199,0.723412215882518,0.631372182209335,0.6636329623047423,0.9687609608099054,0.8529136657001216,0.789589374240015,0.6836825367131232,0.9990246929856275,0.8999466495306623,0.003235034024394546,0.9145376766811608,0.002936390748636986,0.782924890094472,0.7470302123281265,0.8188195678608176,0.021526454610131418,0.013155847241526075,0.004279660075099168,0.03896196192675666,26.313603208946517,50.6
+imperial_eskd,fewshot,draw4,"LoRA, 5 donors",lora5,R2,raw,21382,21382,,,,,,,,,,,,,0.931645953573506,0.0018620817007588097,0.9303319822605568,0.0034145234421205416,0.8226078009540735,0.8371059769899916,0.8081096249181554,0.03399656985247401,0.021819646338947063,0.00713967387446468,0.06295589006588576,26.313603208946517,45.3
+imperial_eskd,fewshot,draw4,"LoRA, 5 donors",lora5,R2,dm,21382,21382,,,,,,,,,,,,,0.9008239490149974,0.003314416996621708,0.9150325925641184,0.0015798646381130048,0.7798381816481152,0.7755121129922364,0.7841642503039941,0.02177808413136706,0.013381118172347106,0.004360305165870937,0.0395195074695851,26.313603208946517,45.4
+imperial_eskd,fewshot,draw4,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R1,raw,21382,21382,0.5776821625666448,0.41441399307829013,0.615954229414149,0.8750175383212199,0.6958656814142737,0.53474885417641,0.6357403423440278,0.9687609608099054,0.835702927696193,0.6989523898606305,0.6710083247591432,0.9990246929856275,0.9565314618403138,0.0015937312874500832,0.966495378407393,0.0012453841462093393,0.8642082125151997,0.8024038911233748,0.9260125339070246,0.02809873999668322,0.017529559502750702,0.0058219718177590085,0.05145027131719293,26.313603208946517,50.7
+imperial_eskd,fewshot,draw4,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R1,dm,21382,21382,0.6606023758301375,0.4529978486577495,0.8190845882829795,0.8750175383212199,0.7727527827144327,0.5733794780656627,0.8393227948741933,0.9687609608099054,0.8823777008698905,0.7303806940417173,0.8640304929379852,0.9990246929856275,0.9460860554558124,0.002513183944088281,0.9668576709594664,0.0016530407198607096,0.850341408661491,0.7697596108876625,0.9309232064353195,0.03048698313967796,0.01892659382600348,0.006243071558175828,0.055656648523857266,26.313603208946517,51.8
+imperial_eskd,fewshot,draw4,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R2,raw,21382,21382,,,,,,,,,,,,,0.9595237587404183,0.002693784404260806,0.9662736645212094,0.0011955667717746018,0.869352726592461,0.8302310354503788,0.9084744177345431,0.02739219995426162,0.017338451705999347,0.005799723300164761,0.05053037496042573,26.313603208946517,45.0
+imperial_eskd,fewshot,draw4,"Zero-shot, sc pseudobulk input (reference)",zs_pseudo,R2,dm,21382,21382,,,,,,,,,,,,,0.9489985730253118,0.0031317147870596478,0.96686949049153,0.0008859966506579374,0.8568188195678608,0.7940791319801702,0.9195585071555514,0.03016866083474168,0.01891837246699013,0.006273340076563549,0.05536037337829536,26.313603208946517,46.3
+imperial_eskd,fewshot,draw4,"scSemiProfiler, 5 donors",scsemi5,R1,raw,21382,21382,0.11472266392292582,0.023384154896642036,0.043260686558787766,0.8750175383212199,0.19039378916845945,0.035777756991862315,0.04798428584790946,0.9687609608099054,0.3236834720793191,0.05691703301842672,0.049242353381348795,0.9990246929856275,0.9991570499363552,0.00010742705438674008,0.9996692842744889,0.00013331400311033593,0.9949957908521186,0.9912075577588626,0.9987840239453746,0.21218241980362762,0.14438491819820665,0.048645841358130104,0.40521317935996437,26.313603208946517,53.0
+imperial_eskd,fewshot,draw4,"scSemiProfiler, 5 donors",scsemi5,R1,dm,21382,21382,0.16658871948367787,0.053923861191656534,0.09006017522526737,0.8750175383212199,0.24745112711626602,0.07819661397437097,0.0996539145075297,0.9687609608099054,0.369609952296324,0.12795809559442523,0.10799738097465157,0.9990246929856275,0.9973664806032986,0.0004723415303787642,0.9993238199243504,0.00021382620934684218,0.9880273126929193,0.9779721260873632,0.9980824992984754,0.19632736687658098,0.13061897909742326,0.04354753642087772,0.37049388239488196,26.313603208946517,52.4
+imperial_eskd,fewshot,draw4,"scSemiProfiler, 5 donors",scsemi5,R2,raw,21382,21382,,,,,,,,,,,,,0.9992712474472718,0.00037379605717233856,0.9997099750326541,0.00012439468980902016,0.9959779253577775,0.9934992049387336,0.9984566457768216,0.21312259224501617,0.14432046022097111,0.048613413348124634,0.4060564658141119,26.313603208946517,48.0
+imperial_eskd,fewshot,draw4,"scSemiProfiler, 5 donors",scsemi5,R2,dm,21382,21382,,,,,,,,,,,,,0.9975228433788391,0.00043960534256909237,0.9992681837893779,0.00022387692157537005,0.9885417641006454,0.9788607239734356,0.9982228042278553,0.19593437796168123,0.13057281516867936,0.043635366518323115,0.3701425596486837,26.313603208946517,47.8