File size: 38,441 Bytes
de39d8a | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 | split,fm,seed,metric,value
split03,scConcept,42,rev_distributional_r2_score,0.9140004711907085
split03,scConcept,42,distributional_mse,0.12793758051626017
split03,scConcept,42,distributional_energy_distance,0.9708583728990984
split03,scConcept,42,rev_distributional_energy_distance,-0.9708583728990984
split03,scConcept,42,pathway_spearman_avg,0.5242862315454179
split03,scConcept,42,coexp_spearman_avg,0.8776836855489129
split03,scConcept,42,cytokine_spearman_avg,0.8725427256149937
split03,scConcept,42,cellcycle_proportion_same_phase,0.3617658652850969
split03,scConcept,42,deg_pred_deg_dice_50,0.18783379884129786
split03,scConcept,42,deg_pred_mean_genediff_spearman,0.39865186464388935
split03,scConcept,43,rev_distributional_r2_score,0.923421836723157
split03,scConcept,43,distributional_mse,0.12792788828455284
split03,scConcept,43,distributional_energy_distance,1.245403798207284
split03,scConcept,43,rev_distributional_energy_distance,-1.245403798207284
split03,scConcept,43,pathway_spearman_avg,0.5266633710814288
split03,scConcept,43,coexp_spearman_avg,0.874988682851863
split03,scConcept,43,cytokine_spearman_avg,0.8809896623831575
split03,scConcept,43,cellcycle_proportion_same_phase,0.38500202328549643
split03,scConcept,43,deg_pred_deg_dice_50,0.24383270092463608
split03,scConcept,43,deg_pred_mean_genediff_spearman,0.437812149620491
split03,scConcept,44,rev_distributional_r2_score,0.9098927722713812
split03,scConcept,44,distributional_mse,0.12631681
split03,scConcept,44,distributional_energy_distance,0.9808030496338402
split03,scConcept,44,rev_distributional_energy_distance,-0.9808030496338402
split03,scConcept,44,pathway_spearman_avg,0.5350087085704103
split03,scConcept,44,coexp_spearman_avg,0.872784499690294
split03,scConcept,44,cytokine_spearman_avg,0.8705647356794091
split03,scConcept,44,cellcycle_proportion_same_phase,0.3646449079200374
split03,scConcept,44,deg_pred_deg_dice_50,0.1886878105884831
split03,scConcept,44,deg_pred_mean_genediff_spearman,0.411301899762806
split03,scConcept,45,rev_distributional_r2_score,0.9281159392217311
split03,scConcept,45,distributional_mse,0.1260594340284553
split03,scConcept,45,distributional_energy_distance,1.1387617224172846
split03,scConcept,45,rev_distributional_energy_distance,-1.1387617224172846
split03,scConcept,45,pathway_spearman_avg,0.5229118497154218
split03,scConcept,45,coexp_spearman_avg,0.8778247459489448
split03,scConcept,45,cytokine_spearman_avg,0.8868187876094904
split03,scConcept,45,cellcycle_proportion_same_phase,0.3905439507068427
split03,scConcept,45,deg_pred_deg_dice_50,0.22928580461088677
split03,scConcept,45,deg_pred_mean_genediff_spearman,0.4062454912980336
split03,scConcept,46,rev_distributional_r2_score,0.9110816574193598
split03,scConcept,46,distributional_mse,0.12570667790243903
split03,scConcept,46,distributional_energy_distance,0.9334002168794221
split03,scConcept,46,rev_distributional_energy_distance,-0.9334002168794221
split03,scConcept,46,pathway_spearman_avg,0.530772924984649
split03,scConcept,46,coexp_spearman_avg,0.8758900150365341
split03,scConcept,46,cytokine_spearman_avg,0.8932009756934286
split03,scConcept,46,cellcycle_proportion_same_phase,0.37063752240453235
split03,scConcept,46,deg_pred_deg_dice_50,0.21710451878104886
split03,scConcept,46,deg_pred_mean_genediff_spearman,0.42373291546037595
split03,scGPT,42,rev_distributional_r2_score,0.9115330649585258
split03,scGPT,42,distributional_mse,0.1293418648577236
split03,scGPT,42,distributional_energy_distance,0.1891465830970387
split03,scGPT,42,rev_distributional_energy_distance,-0.1891465830970387
split03,scGPT,42,pathway_spearman_avg,0.49748496602913056
split03,scGPT,42,coexp_spearman_avg,0.8879864742965119
split03,scGPT,42,cytokine_spearman_avg,0.8749723859780769
split03,scGPT,42,cellcycle_proportion_same_phase,0.3633850073233287
split03,scGPT,42,deg_pred_deg_dice_50,0.17818992295624544
split03,scGPT,42,deg_pred_mean_genediff_spearman,0.39614972819813626
split03,scGPT,43,rev_distributional_r2_score,0.9214257227211464
split03,scGPT,43,distributional_mse,0.12934426913821137
split03,scGPT,43,distributional_energy_distance,1.1874894088281316
split03,scGPT,43,rev_distributional_energy_distance,-1.1874894088281316
split03,scGPT,43,pathway_spearman_avg,0.49987495006950017
split03,scGPT,43,coexp_spearman_avg,0.8876485174141294
split03,scGPT,43,cytokine_spearman_avg,0.8765018057099709
split03,scGPT,43,cellcycle_proportion_same_phase,0.3807195678409194
split03,scGPT,43,deg_pred_deg_dice_50,0.24128742873788422
split03,scGPT,43,deg_pred_mean_genediff_spearman,0.4340117695358899
split03,scGPT,44,rev_distributional_r2_score,0.9071040252844492
split03,scGPT,44,distributional_mse,0.12803376546747966
split03,scGPT,44,distributional_energy_distance,0.9313963679717064
split03,scGPT,44,rev_distributional_energy_distance,-0.9313963679717064
split03,scGPT,44,pathway_spearman_avg,0.5086135977910942
split03,scGPT,44,coexp_spearman_avg,0.8834731334120693
split03,scGPT,44,cytokine_spearman_avg,0.86998584767679
split03,scGPT,44,cellcycle_proportion_same_phase,0.3683616198281851
split03,scGPT,44,deg_pred_deg_dice_50,0.18199136803394234
split03,scGPT,44,deg_pred_mean_genediff_spearman,0.408360943256911
split03,scGPT,45,rev_distributional_r2_score,0.9263839501190961
split03,scGPT,45,distributional_mse,0.12749877473170732
split03,scGPT,45,distributional_energy_distance,0.33283906122285256
split03,scGPT,45,rev_distributional_energy_distance,-0.33283906122285256
split03,scGPT,45,pathway_spearman_avg,0.49768506704268184
split03,scGPT,45,coexp_spearman_avg,0.8891668946788955
split03,scGPT,45,cytokine_spearman_avg,0.8814966654698418
split03,scGPT,45,cellcycle_proportion_same_phase,0.3782962947810388
split03,scGPT,45,deg_pred_deg_dice_50,0.22121938768022634
split03,scGPT,45,deg_pred_mean_genediff_spearman,0.40387901171882684
split03,scGPT,46,rev_distributional_r2_score,0.9096144571052334
split03,scGPT,46,distributional_mse,0.12708324974390245
split03,scGPT,46,distributional_energy_distance,0.6081534159569734
split03,scGPT,46,rev_distributional_energy_distance,-0.6081534159569734
split03,scGPT,46,pathway_spearman_avg,0.5041242257539615
split03,scGPT,46,coexp_spearman_avg,0.8851422876784166
split03,scGPT,46,cytokine_spearman_avg,0.8923775013316997
split03,scGPT,46,cellcycle_proportion_same_phase,0.3548151323006909
split03,scGPT,46,deg_pred_deg_dice_50,0.20902625309156486
split03,scGPT,46,deg_pred_mean_genediff_spearman,0.42031516515616063
split03,scimilarity,42,rev_distributional_r2_score,0.9115935668228118
split03,scimilarity,42,distributional_mse,0.13029842413821138
split03,scimilarity,42,distributional_energy_distance,1.0318201289593425
split03,scimilarity,42,rev_distributional_energy_distance,-1.0318201289593425
split03,scimilarity,42,pathway_spearman_avg,0.4904811782876008
split03,scimilarity,42,coexp_spearman_avg,0.867038779089909
split03,scimilarity,42,cytokine_spearman_avg,0.8651981350452986
split03,scimilarity,42,cellcycle_proportion_same_phase,0.35465062875746306
split03,scimilarity,42,deg_pred_deg_dice_50,0.16276620848292472
split03,scimilarity,42,deg_pred_mean_genediff_spearman,0.38424077919363075
split03,scimilarity,43,rev_distributional_r2_score,0.9207992713625838
split03,scimilarity,43,distributional_mse,0.130473236898374
split03,scimilarity,43,distributional_energy_distance,1.1530421786763823
split03,scimilarity,43,rev_distributional_energy_distance,-1.1530421786763823
split03,scimilarity,43,pathway_spearman_avg,0.4944832751750625
split03,scimilarity,43,coexp_spearman_avg,0.8656814284406007
split03,scimilarity,43,cytokine_spearman_avg,0.879700835600985
split03,scimilarity,43,cellcycle_proportion_same_phase,0.38633307231890196
split03,scimilarity,43,deg_pred_deg_dice_50,0.21542060171623367
split03,scimilarity,43,deg_pred_mean_genediff_spearman,0.4211444848584394
split03,scimilarity,44,rev_distributional_r2_score,0.9071247754542808
split03,scimilarity,44,distributional_mse,0.12886147970325204
split03,scimilarity,44,distributional_energy_distance,0.6423123258249751
split03,scimilarity,44,rev_distributional_energy_distance,-0.6423123258249751
split03,scimilarity,44,pathway_spearman_avg,0.5020191764824634
split03,scimilarity,44,coexp_spearman_avg,0.8635182302758396
split03,scimilarity,44,cytokine_spearman_avg,0.8773563757154205
split03,scimilarity,44,cellcycle_proportion_same_phase,0.3695528326250172
split03,scimilarity,44,deg_pred_deg_dice_50,0.15867029830096746
split03,scimilarity,44,deg_pred_mean_genediff_spearman,0.3946086373879249
split03,scimilarity,45,rev_distributional_r2_score,0.9252585712971726
split03,scimilarity,45,distributional_mse,0.1285074441097561
split03,scimilarity,45,distributional_energy_distance,1.2065214931977035
split03,scimilarity,45,rev_distributional_energy_distance,-1.2065214931977035
split03,scimilarity,45,pathway_spearman_avg,0.4923243923982144
split03,scimilarity,45,coexp_spearman_avg,0.8679852861236451
split03,scimilarity,45,cytokine_spearman_avg,0.879276763981702
split03,scimilarity,45,cellcycle_proportion_same_phase,0.38839888674725037
split03,scimilarity,45,deg_pred_deg_dice_50,0.1953070416758616
split03,scimilarity,45,deg_pred_mean_genediff_spearman,0.3898077351237711
split03,scimilarity,46,rev_distributional_r2_score,0.9085762767287774
split03,scimilarity,46,distributional_mse,0.12802502199593496
split03,scimilarity,46,distributional_energy_distance,1.4266502870287936
split03,scimilarity,46,rev_distributional_energy_distance,-1.4266502870287936
split03,scimilarity,46,pathway_spearman_avg,0.4999433050094289
split03,scimilarity,46,coexp_spearman_avg,0.8659138661618662
split03,scimilarity,46,cytokine_spearman_avg,0.8901189920551213
split03,scimilarity,46,cellcycle_proportion_same_phase,0.3634849550842252
split03,scimilarity,46,deg_pred_deg_dice_50,0.1793822071960213
split03,scimilarity,46,deg_pred_mean_genediff_spearman,0.40588765041825614
split03,SE,42,rev_distributional_r2_score,0.9451155912100784
split03,SE,42,distributional_mse,0.08552661878455284
split03,SE,42,distributional_energy_distance,0.18392976107604828
split03,SE,42,rev_distributional_energy_distance,-0.18392976107604828
split03,SE,42,pathway_spearman_avg,0.8002402699797033
split03,SE,42,coexp_spearman_avg,0.9574732487537889
split03,SE,42,cytokine_spearman_avg,0.8876622283808068
split03,SE,42,cellcycle_proportion_same_phase,0.4573986273437378
split03,SE,42,deg_pred_deg_dice_50,0.2610571291897718
split03,SE,42,deg_pred_mean_genediff_spearman,0.5133258884592513
split03,SE,43,rev_distributional_r2_score,0.9519988991380707
split03,SE,43,distributional_mse,0.08535685726829269
split03,SE,43,distributional_energy_distance,0.3573027879350067
split03,SE,43,rev_distributional_energy_distance,-0.3573027879350067
split03,SE,43,pathway_spearman_avg,0.7996636109419257
split03,SE,43,coexp_spearman_avg,0.9571173055024454
split03,SE,43,cytokine_spearman_avg,0.8918827588079762
split03,SE,43,cellcycle_proportion_same_phase,0.47890702282444425
split03,SE,43,deg_pred_deg_dice_50,0.3140708499016525
split03,SE,43,deg_pred_mean_genediff_spearman,0.5432008739917263
split03,SE,44,rev_distributional_r2_score,0.9416643555571393
split03,SE,44,distributional_mse,0.0845459592195122
split03,SE,44,distributional_energy_distance,0.3951717157430044
split03,SE,44,rev_distributional_energy_distance,-0.3951717157430044
split03,SE,44,pathway_spearman_avg,0.8040923769104378
split03,SE,44,coexp_spearman_avg,0.9553393038903554
split03,SE,44,cytokine_spearman_avg,0.8864737039960779
split03,SE,44,cellcycle_proportion_same_phase,0.464769812058132
split03,SE,44,deg_pred_deg_dice_50,0.26608293004499434
split03,SE,44,deg_pred_mean_genediff_spearman,0.5245337198821407
split03,SE,45,rev_distributional_r2_score,0.9554246402368313
split03,SE,45,distributional_mse,0.0840870966910569
split03,SE,45,distributional_energy_distance,0.37534207413825094
split03,SE,45,rev_distributional_energy_distance,-0.37534207413825094
split03,SE,45,pathway_spearman_avg,0.798429798448502
split03,SE,45,coexp_spearman_avg,0.9560391579632119
split03,SE,45,cytokine_spearman_avg,0.8948863663346928
split03,SE,45,cellcycle_proportion_same_phase,0.47428571269541414
split03,SE,45,deg_pred_deg_dice_50,0.29397873935139945
split03,SE,45,deg_pred_mean_genediff_spearman,0.5199491738428434
split03,SE,46,rev_distributional_r2_score,0.9441208895144424
split03,SE,46,distributional_mse,0.08389021172357723
split03,SE,46,distributional_energy_distance,0.4261629395144435
split03,SE,46,rev_distributional_energy_distance,-0.4261629395144435
split03,SE,46,pathway_spearman_avg,0.8003854918841135
split03,SE,46,coexp_spearman_avg,0.9567784470378574
split03,SE,46,cytokine_spearman_avg,0.9010102152300449
split03,SE,46,cellcycle_proportion_same_phase,0.46028024066710593
split03,SE,46,deg_pred_deg_dice_50,0.30306618659668216
split03,SE,46,deg_pred_mean_genediff_spearman,0.5337869467572457
split02,scConcept,42,rev_distributional_r2_score,0.9154134986447353
split02,scConcept,42,distributional_mse,0.12905067965490194
split02,scConcept,42,distributional_energy_distance,0.7850805989054795
split02,scConcept,42,rev_distributional_energy_distance,-0.7850805989054795
split02,scConcept,42,pathway_spearman_avg,0.5153055407665873
split02,scConcept,42,coexp_spearman_avg,0.8725379761792091
split02,scConcept,42,cytokine_spearman_avg,0.8846315111271773
split02,scConcept,42,cellcycle_proportion_same_phase,0.3764539607982861
split02,scConcept,42,deg_pred_deg_dice_50,0.20497109826589596
split02,scConcept,42,deg_pred_mean_genediff_spearman,0.37762980501079335
split02,scConcept,43,rev_distributional_r2_score,0.9076453309433133
split02,scConcept,43,distributional_mse,0.13119808704705882
split02,scConcept,43,distributional_energy_distance,0.8208164236220596
split02,scConcept,43,rev_distributional_energy_distance,-0.8208164236220596
split02,scConcept,43,pathway_spearman_avg,0.5136596905653886
split02,scConcept,43,coexp_spearman_avg,0.8764533839557223
split02,scConcept,43,cytokine_spearman_avg,0.8653524027860126
split02,scConcept,43,cellcycle_proportion_same_phase,0.3822065597627455
split02,scConcept,43,deg_pred_deg_dice_50,0.20314136125654453
split02,scConcept,43,deg_pred_mean_genediff_spearman,0.39696985408843805
split02,scConcept,44,rev_distributional_r2_score,0.8978457588775485
split02,scConcept,44,distributional_mse,0.13284531309803918
split02,scConcept,44,distributional_energy_distance,1.138994976168847
split02,scConcept,44,rev_distributional_energy_distance,-1.138994976168847
split02,scConcept,44,pathway_spearman_avg,0.5029352810168184
split02,scConcept,44,coexp_spearman_avg,0.8761902561980819
split02,scConcept,44,cytokine_spearman_avg,0.8637799270653486
split02,scConcept,44,cellcycle_proportion_same_phase,0.38475954784650307
split02,scConcept,44,deg_pred_deg_dice_50,0.2376795580110497
split02,scConcept,44,deg_pred_mean_genediff_spearman,0.40053819054895207
split02,scConcept,45,rev_distributional_r2_score,0.8946247320549161
split02,scConcept,45,distributional_mse,0.1323704585960784
split02,scConcept,45,distributional_energy_distance,0.5271023371638722
split02,scConcept,45,rev_distributional_energy_distance,-0.5271023371638722
split02,scConcept,45,pathway_spearman_avg,0.5102468988879141
split02,scConcept,45,coexp_spearman_avg,0.8761080922785444
split02,scConcept,45,cytokine_spearman_avg,0.8554398120642034
split02,scConcept,45,cellcycle_proportion_same_phase,0.35928534944815727
split02,scConcept,45,deg_pred_deg_dice_50,0.216
split02,scConcept,45,deg_pred_mean_genediff_spearman,0.4267666756278541
split02,scConcept,46,rev_distributional_r2_score,0.8908218042523253
split02,scConcept,46,distributional_mse,0.13393988114117644
split02,scConcept,46,distributional_energy_distance,0.4390822320519111
split02,scConcept,46,rev_distributional_energy_distance,-0.4390822320519111
split02,scConcept,46,pathway_spearman_avg,0.5057936533685948
split02,scConcept,46,coexp_spearman_avg,0.8737173686962076
split02,scConcept,46,cytokine_spearman_avg,0.8427654148637044
split02,scConcept,46,cellcycle_proportion_same_phase,0.3631683334562748
split02,scConcept,46,deg_pred_deg_dice_50,0.19057851239669424
split02,scConcept,46,deg_pred_mean_genediff_spearman,0.3910583124501661
split02,scGPT,42,rev_distributional_r2_score,0.9122082920635448
split02,scGPT,42,distributional_mse,0.13053155382745102
split02,scGPT,42,distributional_energy_distance,0.8534219617162516
split02,scGPT,42,rev_distributional_energy_distance,-0.8534219617162516
split02,scGPT,42,pathway_spearman_avg,0.48962171060975995
split02,scGPT,42,coexp_spearman_avg,0.8854587274750653
split02,scGPT,42,cytokine_spearman_avg,0.8820234712584419
split02,scGPT,42,cellcycle_proportion_same_phase,0.3723715046073005
split02,scGPT,42,deg_pred_deg_dice_50,0.20138728323699423
split02,scGPT,42,deg_pred_mean_genediff_spearman,0.37480316064214353
split02,scGPT,43,rev_distributional_r2_score,0.9048898474842895
split02,scGPT,43,distributional_mse,0.1325882299921569
split02,scGPT,43,distributional_energy_distance,0.6276927580371751
split02,scGPT,43,rev_distributional_energy_distance,-0.6276927580371751
split02,scGPT,43,pathway_spearman_avg,0.4870655400227531
split02,scGPT,43,coexp_spearman_avg,0.8846340687965678
split02,scGPT,43,cytokine_spearman_avg,0.8585445063542427
split02,scGPT,43,cellcycle_proportion_same_phase,0.3764101882179096
split02,scGPT,43,deg_pred_deg_dice_50,0.19340314136125658
split02,scGPT,43,deg_pred_mean_genediff_spearman,0.3940313686819806
split02,scGPT,44,rev_distributional_r2_score,0.8948640711167279
split02,scGPT,44,distributional_mse,0.13410417592156865
split02,scGPT,44,distributional_energy_distance,1.4116233306672736
split02,scGPT,44,rev_distributional_energy_distance,-1.4116233306672736
split02,scGPT,44,pathway_spearman_avg,0.4791333220244172
split02,scGPT,44,coexp_spearman_avg,0.8871851344492492
split02,scGPT,44,cytokine_spearman_avg,0.8607829544113621
split02,scGPT,44,cellcycle_proportion_same_phase,0.380053216557361
split02,scGPT,44,deg_pred_deg_dice_50,0.23613259668508285
split02,scGPT,44,deg_pred_mean_genediff_spearman,0.3985478318397397
split02,scGPT,45,rev_distributional_r2_score,0.8916623933642518
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
|