ReconEval / figs /decoder_only_long.csv
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split,fm,seed,metric,value
split03,scConcept,42,rev_distributional_r2_score,0.9140004711907085
split03,scConcept,42,distributional_mse,0.12793758051626017
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split03,scConcept,42,pathway_spearman_avg,0.5242862315454179
split03,scConcept,42,coexp_spearman_avg,0.8776836855489129
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split03,scConcept,43,rev_distributional_r2_score,0.923421836723157
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split03,scGPT,46,rev_distributional_r2_score,0.9096144571052334
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split03,scimilarity,46,rev_distributional_r2_score,0.9085762767287774
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split02,scGPT,45,distributional_mse,0.13358866547058826
split02,scGPT,45,distributional_energy_distance,1.6689934364655319
split02,scGPT,45,rev_distributional_energy_distance,-1.6689934364655319
split02,scGPT,45,pathway_spearman_avg,0.4850844343689541
split02,scGPT,45,coexp_spearman_avg,0.8868301013430497
split02,scGPT,45,cytokine_spearman_avg,0.8568977562991164
split02,scGPT,45,cellcycle_proportion_same_phase,0.3605736619706892
split02,scGPT,45,deg_pred_deg_dice_50,0.22552380952380952
split02,scGPT,45,deg_pred_mean_genediff_spearman,0.4243350880479666
split02,scGPT,46,rev_distributional_r2_score,0.8889965810027777
split02,scGPT,46,distributional_mse,0.13493071752941177
split02,scGPT,46,distributional_energy_distance,0.9846578928818901
split02,scGPT,46,rev_distributional_energy_distance,-0.9846578928818901
split02,scGPT,46,pathway_spearman_avg,0.4754188028278569
split02,scGPT,46,coexp_spearman_avg,0.8849615815892365
split02,scGPT,46,cytokine_spearman_avg,0.8420324799122684
split02,scGPT,46,cellcycle_proportion_same_phase,0.35637504497520905
split02,scGPT,46,deg_pred_deg_dice_50,0.18380165289256198
split02,scGPT,46,deg_pred_mean_genediff_spearman,0.3902463553808393
split02,scimilarity,42,rev_distributional_r2_score,0.9115472321416818
split02,scimilarity,42,distributional_mse,0.1311749624039216
split02,scimilarity,42,distributional_energy_distance,0.14270208884929778
split02,scimilarity,42,rev_distributional_energy_distance,-0.14270208884929778
split02,scimilarity,42,pathway_spearman_avg,0.4840210126810989
split02,scimilarity,42,coexp_spearman_avg,0.8622152794485226
split02,scimilarity,42,cytokine_spearman_avg,0.8806360576033084
split02,scimilarity,42,cellcycle_proportion_same_phase,0.3668864538678235
split02,scimilarity,42,deg_pred_deg_dice_50,0.19514450867052027
split02,scimilarity,42,deg_pred_mean_genediff_spearman,0.3623225083073409
split02,scimilarity,43,rev_distributional_r2_score,0.903498484807856
split02,scimilarity,43,distributional_mse,0.13368276268235293
split02,scimilarity,43,distributional_energy_distance,0.784564112087628
split02,scimilarity,43,rev_distributional_energy_distance,-0.784564112087628
split02,scimilarity,43,pathway_spearman_avg,0.47996158632279023
split02,scimilarity,43,coexp_spearman_avg,0.8645404076479254
split02,scimilarity,43,cytokine_spearman_avg,0.845945370330756
split02,scimilarity,43,cellcycle_proportion_same_phase,0.37390144090043903
split02,scimilarity,43,deg_pred_deg_dice_50,0.19141361256544503
split02,scimilarity,43,deg_pred_mean_genediff_spearman,0.38046100662809385
split02,scimilarity,44,rev_distributional_r2_score,0.8935186748411141
split02,scimilarity,44,distributional_mse,0.13535037633333336
split02,scimilarity,44,distributional_energy_distance,1.2021191499707873
split02,scimilarity,44,rev_distributional_energy_distance,-1.2021191499707873
split02,scimilarity,44,pathway_spearman_avg,0.47054352961367824
split02,scimilarity,44,coexp_spearman_avg,0.8647730231060297
split02,scimilarity,44,cytokine_spearman_avg,0.8643508102682158
split02,scimilarity,44,cellcycle_proportion_same_phase,0.3775443097960951
split02,scimilarity,44,deg_pred_deg_dice_50,0.23082872928176795
split02,scimilarity,44,deg_pred_mean_genediff_spearman,0.3811731613828205
split02,scimilarity,45,rev_distributional_r2_score,0.8905467956673865
split02,scimilarity,45,distributional_mse,0.13459276109019608
split02,scimilarity,45,distributional_energy_distance,1.3239751566577327
split02,scimilarity,45,rev_distributional_energy_distance,-1.3239751566577327
split02,scimilarity,45,pathway_spearman_avg,0.4779361098568014
split02,scimilarity,45,coexp_spearman_avg,0.8656127406024393
split02,scimilarity,45,cytokine_spearman_avg,0.847637378785422
split02,scimilarity,45,cellcycle_proportion_same_phase,0.3498669713866312
split02,scimilarity,45,deg_pred_deg_dice_50,0.20685714285714285
split02,scimilarity,45,deg_pred_mean_genediff_spearman,0.40915059943602144
split02,scimilarity,46,rev_distributional_r2_score,0.8874539985376246
split02,scimilarity,46,distributional_mse,0.1361173585529412
split02,scimilarity,46,distributional_energy_distance,0.7508597884285058
split02,scimilarity,46,rev_distributional_energy_distance,-0.7508597884285058
split02,scimilarity,46,pathway_spearman_avg,0.4732888335590895
split02,scimilarity,46,coexp_spearman_avg,0.8625164865382785
split02,scimilarity,46,cytokine_spearman_avg,0.8380947200785785
split02,scimilarity,46,cellcycle_proportion_same_phase,0.3540264527172135
split02,scimilarity,46,deg_pred_deg_dice_50,0.175702479338843
split02,scimilarity,46,deg_pred_mean_genediff_spearman,0.3729039670217488
split02,SE,42,rev_distributional_r2_score,0.9485663269080368
split02,SE,42,distributional_mse,0.0853751467137255
split02,SE,42,distributional_energy_distance,0.2678212534342553
split02,SE,42,rev_distributional_energy_distance,-0.2678212534342553
split02,SE,42,pathway_spearman_avg,0.7967129766700205
split02,SE,42,coexp_spearman_avg,0.9552146800877914
split02,SE,42,cytokine_spearman_avg,0.8952783786015057
split02,SE,42,cellcycle_proportion_same_phase,0.4671187882239514
split02,SE,42,deg_pred_deg_dice_50,0.15653179190751443
split02,SE,42,deg_pred_mean_genediff_spearman,0.5011606113523586
split02,SE,43,rev_distributional_r2_score,0.9444914044118395
split02,SE,43,distributional_mse,0.08589299536470589
split02,SE,43,distributional_energy_distance,0.3590151184609304
split02,SE,43,rev_distributional_energy_distance,-0.3590151184609304
split02,SE,43,pathway_spearman_avg,0.7981024627414004
split02,SE,43,coexp_spearman_avg,0.9558654575658392
split02,SE,43,cytokine_spearman_avg,0.8779826180615413
split02,SE,43,cellcycle_proportion_same_phase,0.47565390741125696
split02,SE,43,deg_pred_deg_dice_50,0.15424083769633506
split02,SE,43,deg_pred_mean_genediff_spearman,0.5164396102645522
split02,SE,44,rev_distributional_r2_score,0.937702949140586
split02,SE,44,distributional_mse,0.08701537881568627
split02,SE,44,distributional_energy_distance,0.4049906708538162
split02,SE,44,rev_distributional_energy_distance,-0.4049906708538162
split02,SE,44,pathway_spearman_avg,0.7975065460455555
split02,SE,44,coexp_spearman_avg,0.9575747530341518
split02,SE,44,cytokine_spearman_avg,0.8818079704290938
split02,SE,44,cellcycle_proportion_same_phase,0.4726471189252239
split02,SE,44,deg_pred_deg_dice_50,0.17679558011049723
split02,SE,44,deg_pred_mean_genediff_spearman,0.5233684722700357
split02,SE,45,rev_distributional_r2_score,0.9351987537215738
split02,SE,45,distributional_mse,0.08725488915686275
split02,SE,45,distributional_energy_distance,0.4675875483932056
split02,SE,45,rev_distributional_energy_distance,-0.4675875483932056
split02,SE,45,pathway_spearman_avg,0.7958862569414094
split02,SE,45,coexp_spearman_avg,0.9568693668365953
split02,SE,45,cytokine_spearman_avg,0.8735783489925609
split02,SE,45,cellcycle_proportion_same_phase,0.4619146388170699
split02,SE,45,deg_pred_deg_dice_50,0.16476190476190478
split02,SE,45,deg_pred_mean_genediff_spearman,0.5405782113945908
split02,SE,46,rev_distributional_r2_score,0.9329797314662559
split02,SE,46,distributional_mse,0.08799283781568627
split02,SE,46,distributional_energy_distance,0.35433533411288215
split02,SE,46,rev_distributional_energy_distance,-0.35433533411288215
split02,SE,46,pathway_spearman_avg,0.799119929781296
split02,SE,46,coexp_spearman_avg,0.9554571228090143
split02,SE,46,cytokine_spearman_avg,0.8704952244672103
split02,SE,46,cellcycle_proportion_same_phase,0.4576023405174627
split02,SE,46,deg_pred_deg_dice_50,0.14363636363636365
split02,SE,46,deg_pred_mean_genediff_spearman,0.5178858189040758
split01,scConcept,42,rev_distributional_r2_score,0.8825107525978515
split01,scConcept,42,distributional_mse,0.14357951757089552
split01,scConcept,42,distributional_energy_distance,1.885088676515064
split01,scConcept,42,rev_distributional_energy_distance,-1.885088676515064
split01,scConcept,42,pathway_spearman_avg,0.4246205158956728
split01,scConcept,42,coexp_spearman_avg,0.8502672580852919
split01,scConcept,42,cytokine_spearman_avg,0.86785517298737
split01,scConcept,42,cellcycle_proportion_same_phase,0.3702965836554241
split01,scConcept,42,deg_pred_deg_dice_50,0.19370370370370368
split01,scConcept,42,deg_pred_mean_genediff_spearman,0.360606398478962
split01,scConcept,43,rev_distributional_r2_score,0.8720486717882441
split01,scConcept,43,distributional_mse,0.14579210101119403
split01,scConcept,43,distributional_energy_distance,0.9586029448170618
split01,scConcept,43,rev_distributional_energy_distance,-0.9586029448170618
split01,scConcept,43,pathway_spearman_avg,0.42188714679136186
split01,scConcept,43,coexp_spearman_avg,0.8523957502771105
split01,scConcept,43,cytokine_spearman_avg,0.8489353886695483
split01,scConcept,43,cellcycle_proportion_same_phase,0.37024986303546104
split01,scConcept,43,deg_pred_deg_dice_50,0.22078740157480317
split01,scConcept,43,deg_pred_mean_genediff_spearman,0.3425727157636935
split01,scConcept,44,rev_distributional_r2_score,0.8810090235809782
split01,scConcept,44,distributional_mse,0.14396585848880597
split01,scConcept,44,distributional_energy_distance,1.4312769987673941
split01,scConcept,44,rev_distributional_energy_distance,-1.4312769987673941
split01,scConcept,44,pathway_spearman_avg,0.4314593106985261
split01,scConcept,44,coexp_spearman_avg,0.8492180613399305
split01,scConcept,44,cytokine_spearman_avg,0.8737182143328033
split01,scConcept,44,cellcycle_proportion_same_phase,0.36229173590186775
split01,scConcept,44,deg_pred_deg_dice_50,0.18042553191489363
split01,scConcept,44,deg_pred_mean_genediff_spearman,0.32516139976271247
split01,scConcept,45,rev_distributional_r2_score,0.8738546435957524
split01,scConcept,45,distributional_mse,0.14579735256716417
split01,scConcept,45,distributional_energy_distance,1.6451715104123714
split01,scConcept,45,rev_distributional_energy_distance,-1.6451715104123714
split01,scConcept,45,pathway_spearman_avg,0.42978689305938433
split01,scConcept,45,coexp_spearman_avg,0.8454276152847356
split01,scConcept,45,cytokine_spearman_avg,0.8631970998597194
split01,scConcept,45,cellcycle_proportion_same_phase,0.3604644336404876
split01,scConcept,45,deg_pred_deg_dice_50,0.18790476190476188
split01,scConcept,45,deg_pred_mean_genediff_spearman,0.3363899936218804
split01,scConcept,46,rev_distributional_r2_score,0.8816455965166661
split01,scConcept,46,distributional_mse,0.1432100218619403
split01,scConcept,46,distributional_energy_distance,0.37422565780019507
split01,scConcept,46,rev_distributional_energy_distance,-0.37422565780019507
split01,scConcept,46,pathway_spearman_avg,0.4241539024384825
split01,scConcept,46,coexp_spearman_avg,0.8498457705785513
split01,scConcept,46,cytokine_spearman_avg,0.8687871111861436
split01,scConcept,46,cellcycle_proportion_same_phase,0.40555704364602113
split01,scConcept,46,deg_pred_deg_dice_50,0.17648854961832064
split01,scConcept,46,deg_pred_mean_genediff_spearman,0.3314525704179664
split01,scGPT,42,rev_distributional_r2_score,0.8829018431368159
split01,scGPT,42,distributional_mse,0.14366390052238806
split01,scGPT,42,distributional_energy_distance,0.14743717058695438
split01,scGPT,42,rev_distributional_energy_distance,-0.14743717058695438
split01,scGPT,42,pathway_spearman_avg,0.42632085208266235
split01,scGPT,42,coexp_spearman_avg,0.861949301595763
split01,scGPT,42,cytokine_spearman_avg,0.8812147467630652
split01,scGPT,42,cellcycle_proportion_same_phase,0.36735062810221114
split01,scGPT,42,deg_pred_deg_dice_50,0.18814814814814815
split01,scGPT,42,deg_pred_mean_genediff_spearman,0.3700305532331153
split01,scGPT,43,rev_distributional_r2_score,0.8733696764084831
split01,scGPT,43,distributional_mse,0.1453237564850746
split01,scGPT,43,distributional_energy_distance,2.5266027594493616
split01,scGPT,43,rev_distributional_energy_distance,-2.5266027594493616
split01,scGPT,43,pathway_spearman_avg,0.4199362954263097
split01,scGPT,43,coexp_spearman_avg,0.8653377310048981
split01,scGPT,43,cytokine_spearman_avg,0.8660871409188265
split01,scGPT,43,cellcycle_proportion_same_phase,0.3696330608781726
split01,scGPT,43,deg_pred_deg_dice_50,0.21007874015748032
split01,scGPT,43,deg_pred_mean_genediff_spearman,0.35396184991484836
split01,scGPT,44,rev_distributional_r2_score,0.8851161857149494
split01,scGPT,44,distributional_mse,0.14309992880223882
split01,scGPT,44,distributional_energy_distance,2.380985273302696
split01,scGPT,44,rev_distributional_energy_distance,-2.380985273302696
split01,scGPT,44,pathway_spearman_avg,0.42988767059944333
split01,scGPT,44,coexp_spearman_avg,0.8612058175592037
split01,scGPT,44,cytokine_spearman_avg,0.8903418317002716
split01,scGPT,44,cellcycle_proportion_same_phase,0.3649932094575385
split01,scGPT,44,deg_pred_deg_dice_50,0.17353846153846156
split01,scGPT,44,deg_pred_mean_genediff_spearman,0.3350904294724237
split01,scGPT,45,rev_distributional_r2_score,0.8761165658039833
split01,scGPT,45,distributional_mse,0.14498394636940298
split01,scGPT,45,distributional_energy_distance,0.9871240798933003
split01,scGPT,45,rev_distributional_energy_distance,-0.9871240798933003
split01,scGPT,45,pathway_spearman_avg,0.42732082869352195
split01,scGPT,45,coexp_spearman_avg,0.8573487696160806
split01,scGPT,45,cytokine_spearman_avg,0.8681020845979273
split01,scGPT,45,cellcycle_proportion_same_phase,0.36947480436999897
split01,scGPT,45,deg_pred_deg_dice_50,0.21400000000000005
split01,scGPT,45,deg_pred_mean_genediff_spearman,0.35647363134628784
split01,scGPT,46,rev_distributional_r2_score,0.8841425353911385
split01,scGPT,46,distributional_mse,0.1430875005335821
split01,scGPT,46,distributional_energy_distance,0.9559643254801214
split01,scGPT,46,rev_distributional_energy_distance,-0.9559643254801214
split01,scGPT,46,pathway_spearman_avg,0.4221436043543139
split01,scGPT,46,coexp_spearman_avg,0.865874124604791
split01,scGPT,46,cytokine_spearman_avg,0.8806773344071007
split01,scGPT,46,cellcycle_proportion_same_phase,0.38643090424720156
split01,scGPT,46,deg_pred_deg_dice_50,0.19129770992366413
split01,scGPT,46,deg_pred_mean_genediff_spearman,0.34716848566625846
split01,scimilarity,42,rev_distributional_r2_score,0.8955360753322715
split01,scimilarity,42,distributional_mse,0.140463008119403
split01,scimilarity,42,distributional_energy_distance,0.3550503070777899
split01,scimilarity,42,rev_distributional_energy_distance,-0.3550503070777899
split01,scimilarity,42,pathway_spearman_avg,0.4319188498749043
split01,scimilarity,42,coexp_spearman_avg,0.8569303308159895
split01,scimilarity,42,cytokine_spearman_avg,0.8816646528660254
split01,scimilarity,42,cellcycle_proportion_same_phase,0.35678146316132375
split01,scimilarity,42,deg_pred_deg_dice_50,0.1855555555555555
split01,scimilarity,42,deg_pred_mean_genediff_spearman,0.35813373847843044
split01,scimilarity,43,rev_distributional_r2_score,0.88589719026836
split01,scimilarity,43,distributional_mse,0.14243220982462687
split01,scimilarity,43,distributional_energy_distance,0.17886892226342477
split01,scimilarity,43,rev_distributional_energy_distance,-0.17886892226342477
split01,scimilarity,43,pathway_spearman_avg,0.42967434567808865
split01,scimilarity,43,coexp_spearman_avg,0.8586545203294019
split01,scimilarity,43,cytokine_spearman_avg,0.8620907896797296
split01,scimilarity,43,cellcycle_proportion_same_phase,0.3511984213659248
split01,scimilarity,43,deg_pred_deg_dice_50,0.20913385826771658
split01,scimilarity,43,deg_pred_mean_genediff_spearman,0.34543453313008743
split01,scimilarity,44,rev_distributional_r2_score,0.8971190063366249
split01,scimilarity,44,distributional_mse,0.14010195651865673
split01,scimilarity,44,distributional_energy_distance,1.9951581294121574
split01,scimilarity,44,rev_distributional_energy_distance,-1.9951581294121574
split01,scimilarity,44,pathway_spearman_avg,0.43955338817197875
split01,scimilarity,44,coexp_spearman_avg,0.8571769654598669
split01,scimilarity,44,cytokine_spearman_avg,0.8926830480620945
split01,scimilarity,44,cellcycle_proportion_same_phase,0.3345649224416827
split01,scimilarity,44,deg_pred_deg_dice_50,0.17276923076923079
split01,scimilarity,44,deg_pred_mean_genediff_spearman,0.32769672256468635
split01,scimilarity,45,rev_distributional_r2_score,0.8897334991106346
split01,scimilarity,45,distributional_mse,0.14168735077985076
split01,scimilarity,45,distributional_energy_distance,1.1430069566344139
split01,scimilarity,45,rev_distributional_energy_distance,-1.1430069566344139
split01,scimilarity,45,pathway_spearman_avg,0.4361214674347409
split01,scimilarity,45,coexp_spearman_avg,0.8547458160680939
split01,scimilarity,45,cytokine_spearman_avg,0.8710060698847237
split01,scimilarity,45,cellcycle_proportion_same_phase,0.3501926449466158
split01,scimilarity,45,deg_pred_deg_dice_50,0.19961904761904764
split01,scimilarity,45,deg_pred_mean_genediff_spearman,0.3519733386407943
split01,scimilarity,46,rev_distributional_r2_score,0.8977512270212173
split01,scimilarity,46,distributional_mse,0.1397233581455224
split01,scimilarity,46,distributional_energy_distance,1.0827999013491527
split01,scimilarity,46,rev_distributional_energy_distance,-1.0827999013491527
split01,scimilarity,46,pathway_spearman_avg,0.431994255801593
split01,scimilarity,46,coexp_spearman_avg,0.8561046058207665
split01,scimilarity,46,cytokine_spearman_avg,0.8808415408322661
split01,scimilarity,46,cellcycle_proportion_same_phase,0.3774468282015894
split01,scimilarity,46,deg_pred_deg_dice_50,0.1848854961832061
split01,scimilarity,46,deg_pred_mean_genediff_spearman,0.3428577748041693
split01,SE,42,rev_distributional_r2_score,0.9091657896095248
split01,SE,42,distributional_mse,0.10388265409328358
split01,SE,42,distributional_energy_distance,0.6953535296398091
split01,SE,42,rev_distributional_energy_distance,-0.6953535296398091
split01,SE,42,pathway_spearman_avg,0.7497432233482715
split01,SE,42,coexp_spearman_avg,0.9542056495111438
split01,SE,42,cytokine_spearman_avg,0.8961367896310444
split01,SE,42,cellcycle_proportion_same_phase,0.45744453698852616
split01,SE,42,deg_pred_deg_dice_50,0.1511111111111111
split01,SE,42,deg_pred_mean_genediff_spearman,0.47637321011181044
split01,SE,43,rev_distributional_r2_score,0.9046931898415979
split01,SE,43,distributional_mse,0.10450878332089551
split01,SE,43,distributional_energy_distance,0.6639453296273916
split01,SE,43,rev_distributional_energy_distance,-0.6639453296273916
split01,SE,43,pathway_spearman_avg,0.7427819154104377
split01,SE,43,coexp_spearman_avg,0.9550103843511785
split01,SE,43,cytokine_spearman_avg,0.8860340005863211
split01,SE,43,cellcycle_proportion_same_phase,0.4475572170424786
split01,SE,43,deg_pred_deg_dice_50,0.15385826771653546
split01,SE,43,deg_pred_mean_genediff_spearman,0.46717372887413117
split01,SE,44,rev_distributional_r2_score,0.911975193824341
split01,SE,44,distributional_mse,0.10328985206343284
split01,SE,44,distributional_energy_distance,1.0230523483611795
split01,SE,44,rev_distributional_energy_distance,-1.0230523483611795
split01,SE,44,pathway_spearman_avg,0.7475947432421712
split01,SE,44,coexp_spearman_avg,0.9533542295619408
split01,SE,44,cytokine_spearman_avg,0.9096969101836951
split01,SE,44,cellcycle_proportion_same_phase,0.45244558639470717
split01,SE,44,deg_pred_deg_dice_50,0.13661538461538464
split01,SE,44,deg_pred_mean_genediff_spearman,0.44596137708378164
split01,SE,45,rev_distributional_r2_score,0.9079587561870689
split01,SE,45,distributional_mse,0.10431480028731344
split01,SE,45,distributional_energy_distance,0.1631950094382496
split01,SE,45,rev_distributional_energy_distance,-0.1631950094382496
split01,SE,45,pathway_spearman_avg,0.7440192614465857
split01,SE,45,coexp_spearman_avg,0.9526022905363718
split01,SE,45,cytokine_spearman_avg,0.8917803151327219
split01,SE,45,cellcycle_proportion_same_phase,0.4466746696157151
split01,SE,45,deg_pred_deg_dice_50,0.1480952380952381
split01,SE,45,deg_pred_mean_genediff_spearman,0.4694533458373786
split01,SE,46,rev_distributional_r2_score,0.9093449974237983
split01,SE,46,distributional_mse,0.10370726578731343
split01,SE,46,distributional_energy_distance,1.1471699835354268
split01,SE,46,rev_distributional_energy_distance,-1.1471699835354268
split01,SE,46,pathway_spearman_avg,0.7447175367027565
split01,SE,46,coexp_spearman_avg,0.9551885284595711
split01,SE,46,cytokine_spearman_avg,0.9007181026344202
split01,SE,46,cellcycle_proportion_same_phase,0.48405498472842506
split01,SE,46,deg_pred_deg_dice_50,0.12167938931297712
split01,SE,46,deg_pred_mean_genediff_spearman,0.45993892861344077