Blame for results/regimes_long.csv

regime,name,fold,pair,kind,R@1,R@5,R@10,MRR,pair_acc,val_mif,val_rna,val_text
S1,"separate, frozen anchor",0,H&E<->mIF (ORION),trained,0.6498999999999999,0.935,0.9817,0.7718336552343588,0.8768,0.5347594022750854,0.0448717959225177,0.0833333358168602
S1,"separate, frozen anchor",0,H&E<->RNA (HEST),trained,0.1350999999999999,0.4068,0.5357999999999999,0.2683731210786782,0.1588,0.5347594022750854,0.0448717959225177,0.0833333358168602
S1,"separate, frozen anchor",0,H&E<->text (TCGA),trained,0.2336999999999999,0.5796000000000001,0.7217000000000001,0.3914610310421773,0.2388,0.5347594022750854,0.0448717959225177,0.0833333358168602
S1,"separate, frozen anchor",0,mIF<->RNA(virtual) (ORION),emergent,0.086,0.3078,0.4905,0.2083938955810903,0.1328,0.5347594022750854,0.0448717959225177,0.0833333358168602
S1,"separate, frozen anchor",0,mIF<->text(synthetic) (ORION),emergent,0.0792,0.2952,0.4739,0.1999660916620874,0.0908,0.5347594022750854,0.0448717959225177,0.0833333358168602
S1,"separate, frozen anchor",0,text<->RNA(virtual) (TCGA),emergent,0.0603,0.2127,0.3276,0.1518196944862603,0.068,0.5347594022750854,0.0448717959225177,0.0833333358168602
S1,"separate, frozen anchor",0,text<->mIF(MIPHEI) (TCGA),emergent,0.0452,0.1608,0.2692,0.1223283372500669,0.0488,0.5347594022750854,0.0448717959225177,0.0833333358168602
S2,"separate, two-tower",0,H&E<->mIF (ORION),trained,0.7851999999999998,0.9521,0.9802000000000004,0.8595177006338495,0.8958000000000002,0.7299465537071228,0.0402930416166782,0.0687500089406967
S2,"separate, two-tower",0,H&E<->RNA (HEST),trained,0.1331,0.3757999999999999,0.4993999999999999,0.2577317857305005,0.1358,0.7299465537071228,0.0402930416166782,0.0687500089406967
S2,"separate, two-tower",0,H&E<->text (TCGA),trained,0.2092999999999999,0.5276000000000001,0.6820000000000002,0.3587538372860353,0.2082,0.7299465537071228,0.0402930416166782,0.0687500089406967
S2,"separate, two-tower",0,mIF<->RNA(virtual) (ORION),emergent,0.0195,0.0714,0.1281,0.0678440906490211,0.0098,0.7299465537071228,0.0402930416166782,0.0687500089406967
S2,"separate, two-tower",0,mIF<->text(synthetic) (ORION),emergent,0.0232,0.0905,0.1612999999999999,0.0775445224258061,0.0204,0.7299465537071228,0.0402930416166782,0.0687500089406967
S2,"separate, two-tower",0,text<->RNA(virtual) (TCGA),emergent,0.0161,0.0705,0.1343,0.0653401340379752,0.0164,0.7299465537071228,0.0402930416166782,0.0687500089406967
S2,"separate, two-tower",0,text<->mIF(MIPHEI) (TCGA),emergent,0.0165,0.0659999999999999,0.125,0.0631752953676414,0.0148,0.7299465537071228,0.0402930416166782,0.0687500089406967
J1,"joint, frozen anchor",0,H&E<->mIF (ORION),trained,0.6728000000000002,0.9404000000000002,0.9808,0.7874337862301388,0.8682000000000001,0.5588235855102539,0.0393772907555103,0.0833333432674408
J1,"joint, frozen anchor",0,H&E<->RNA (HEST),trained,0.1308,0.3863999999999999,0.5097,0.257214075251837,0.1442,0.5588235855102539,0.0393772907555103,0.0833333432674408
J1,"joint, frozen anchor",0,H&E<->text (TCGA),trained,0.2352999999999999,0.5690000000000001,0.7087000000000002,0.3875082194990358,0.247,0.5588235855102539,0.0393772907555103,0.0833333432674408
J1,"joint, frozen anchor",0,mIF<->RNA(virtual) (ORION),emergent,0.0683,0.2453999999999999,0.4008,0.1742133190314552,0.0842,0.5588235855102539,0.0393772907555103,0.0833333432674408
J1,"joint, frozen anchor",0,mIF<->text(synthetic) (ORION),emergent,0.0669,0.2385,0.3905,0.1707146947540819,0.0572,0.5588235855102539,0.0393772907555103,0.0833333432674408
J1,"joint, frozen anchor",0,text<->RNA(virtual) (TCGA),emergent,0.0519,0.1797999999999999,0.293,0.1341720628204324,0.055,0.5588235855102539,0.0393772907555103,0.0833333432674408
J1,"joint, frozen anchor",0,text<->mIF(MIPHEI) (TCGA),emergent,0.0354,0.1322,0.2143,0.1018853527253145,0.032,0.5588235855102539,0.0393772907555103,0.0833333432674408
J2,"joint, shared H&E head",0,H&E<->mIF (ORION),trained,0.7567,0.9547,0.9846,0.8425835884127726,0.897,0.6470588445663452,0.0439560450613498,0.0645833387970924
J2,"joint, shared H&E head",0,H&E<->RNA (HEST),trained,0.117,0.3384,0.4711,0.2329137080528587,0.113,0.6470588445663452,0.0439560450613498,0.0645833387970924
J2,"joint, shared H&E head",0,H&E<->text (TCGA),trained,0.2018999999999999,0.5184,0.6567999999999999,0.351007157095855,0.1957999999999999,0.6470588445663452,0.0439560450613498,0.0645833387970924
J2,"joint, shared H&E head",0,mIF<->RNA(virtual) (ORION),emergent,0.0482,0.179,0.3099,0.1341280060018252,0.0552,0.6470588445663452,0.0439560450613498,0.0645833387970924
J2,"joint, shared H&E head",0,mIF<->text(synthetic) (ORION),emergent,0.0658,0.2472,0.3977000000000001,0.1718231802077889,0.0698,0.6470588445663452,0.0439560450613498,0.0645833387970924
J2,"joint, shared H&E head",0,text<->RNA(virtual) (TCGA),emergent,0.0442,0.1711,0.2769999999999999,0.1249808860436457,0.0514,0.6470588445663452,0.0439560450613498,0.0645833387970924
J2,"joint, shared H&E head",0,text<->mIF(MIPHEI) (TCGA),emergent,0.0362,0.1315,0.227,0.1053780834029323,0.0436,0.6470588445663452,0.0439560450613498,0.0645833387970924
J3,"joint, shared H&E head, size-prop.",0,H&E<->mIF (ORION),trained,0.7716,0.9536000000000002,0.9824,0.8521859909915723,0.8884000000000001,0.6978609561920166,0.0402930416166782,0.0645833387970924
J3,"joint, shared H&E head, size-prop.",0,H&E<->RNA (HEST),trained,0.0983,0.2956,0.4327,0.2066630261650842,0.0842,0.6978609561920166,0.0402930416166782,0.0645833387970924
J3,"joint, shared H&E head, size-prop.",0,H&E<->text (TCGA),trained,0.1539999999999999,0.4223,0.5742,0.287289237673423,0.1412,0.6978609561920166,0.0402930416166782,0.0645833387970924
J3,"joint, shared H&E head, size-prop.",0,mIF<->RNA(virtual) (ORION),emergent,0.0395999999999999,0.1644999999999999,0.2795999999999999,0.1204401649994059,0.0472,0.6978609561920166,0.0402930416166782,0.0645833387970924
J3,"joint, shared H&E head, size-prop.",0,mIF<->text(synthetic) (ORION),emergent,0.0567,0.2085,0.3279999999999999,0.1474779940218125,0.0547999999999999,0.6978609561920166,0.0402930416166782,0.0645833387970924
J3,"joint, shared H&E head, size-prop.",0,text<->RNA(virtual) (TCGA),emergent,0.0395999999999999,0.1374,0.2262,0.1087954572359527,0.0419999999999999,0.6978609561920166,0.0402930416166782,0.0645833387970924
J3,"joint, shared H&E head, size-prop.",0,text<->mIF(MIPHEI) (TCGA),emergent,0.0288,0.1128,0.2047,0.0921757214257914,0.032,0.6978609561920166,0.0402930416166782,0.0645833387970924
J4,"joint, shared H&E head + distill",0,H&E<->mIF (ORION),trained,0.7605999999999998,0.9552,0.9853000000000002,0.8452238379601019,0.8957999999999999,0.6417112350463867,0.0467032976448535,0.0656250044703483
J4,"joint, shared H&E head + distill",0,H&E<->RNA (HEST),trained,0.1156999999999999,0.3418,0.4746999999999999,0.2337981445724498,0.1114,0.6417112350463867,0.0467032976448535,0.0656250044703483
J4,"joint, shared H&E head + distill",0,H&E<->text (TCGA),trained,0.2022999999999999,0.5194000000000001,0.6566000000000001,0.3512990905240979,0.1982,0.6417112350463867,0.0467032976448535,0.0656250044703483
J4,"joint, shared H&E head + distill",0,mIF<->RNA(virtual) (ORION),emergent,0.0465999999999999,0.1747,0.3051999999999999,0.1320405420695011,0.0518,0.6417112350463867,0.0467032976448535,0.0656250044703483
J4,"joint, shared H&E head + distill",0,mIF<->text(synthetic) (ORION),emergent,0.0670999999999999,0.2459,0.3953000000000001,0.1714111656326405,0.069,0.6417112350463867,0.0467032976448535,0.0656250044703483
J4,"joint, shared H&E head + distill",0,text<->RNA(virtual) (TCGA),emergent,0.0462999999999999,0.1716,0.2798,0.1266623690202044,0.0528,0.6417112350463867,0.0467032976448535,0.0656250044703483
J4,"joint, shared H&E head + distill",0,text<->mIF(MIPHEI) (TCGA),emergent,0.0355,0.1266,0.2256,0.1037230652250314,0.041,0.6417112350463867,0.0467032976448535,0.0656250044703483
J5,"joint, residual adapter",0,H&E<->mIF (ORION),trained,0.7491999999999999,0.9459,0.9775,0.8354672409656458,0.8848,0.6229946613311768,0.0412087924778461,0.0729166716337204
J5,"joint, residual adapter",0,H&E<->RNA (HEST),trained,0.1208,0.3584,0.4934,0.2417553267835957,0.128,0.6229946613311768,0.0412087924778461,0.0729166716337204
J5,"joint, residual adapter",0,H&E<->text (TCGA),trained,0.1986,0.5212,0.6626000000000001,0.3479754781026573,0.1946,0.6229946613311768,0.0412087924778461,0.0729166716337204
J5,"joint, residual adapter",0,mIF<->RNA(virtual) (ORION),emergent,0.0435999999999999,0.1810999999999999,0.3129,0.1300370107866076,0.0496,0.6229946613311768,0.0412087924778461,0.0729166716337204
J5,"joint, residual adapter",0,mIF<->text(synthetic) (ORION),emergent,0.0657,0.2593000000000001,0.4089,0.1731343797934965,0.0713999999999999,0.6229946613311768,0.0412087924778461,0.0729166716337204
J5,"joint, residual adapter",0,text<->RNA(virtual) (TCGA),emergent,0.0506999999999999,0.178,0.284,0.1313993390665336,0.0507999999999999,0.6229946613311768,0.0412087924778461,0.0729166716337204
J5,"joint, residual adapter",0,text<->mIF(MIPHEI) (TCGA),emergent,0.0338,0.1342,0.2249,0.1031887946543383,0.0382,0.6229946613311768,0.0412087924778461,0.0729166716337204
S3,"separate, frozen anchor, linear head",0,H&E<->mIF (ORION),trained,0.6149,0.921,0.9791,0.7461545551958569,0.8532,0.4705882668495178,0.0375457890331745,0.078125
S3,"separate, frozen anchor, linear head",0,H&E<->RNA (HEST),trained,0.1495999999999999,0.421,0.5452999999999999,0.2825390987517689,0.1598,0.4705882668495178,0.0375457890331745,0.078125
S3,"separate, frozen anchor, linear head",0,H&E<->text (TCGA),trained,0.2372,0.5751000000000001,0.7242000000000002,0.3936507111116863,0.246,0.4705882668495178,0.0375457890331745,0.078125
S3,"separate, frozen anchor, linear head",0,mIF<->RNA(virtual) (ORION),emergent,0.1102,0.3555000000000001,0.5472,0.2405638437307445,0.16,0.4705882668495178,0.0375457890331745,0.078125
S3,"separate, frozen anchor, linear head",0,mIF<->text(synthetic) (ORION),emergent,0.0751,0.2712,0.4271,0.1884467288038543,0.0843999999999999,0.4705882668495178,0.0375457890331745,0.078125
S3,"separate, frozen anchor, linear head",0,text<->RNA(virtual) (TCGA),emergent,0.0684,0.2336,0.3611999999999999,0.1644175923471504,0.0774,0.4705882668495178,0.0375457890331745,0.078125
S3,"separate, frozen anchor, linear head",0,text<->mIF(MIPHEI) (TCGA),emergent,0.0372,0.1537,0.2611,0.1143418668747371,0.046,0.4705882668495178,0.0375457890331745,0.078125
J4b,"joint, shared H&E head + distill x10",0,H&E<->mIF (ORION),trained,0.77,0.9593999999999998,0.9879,0.8526936322980768,0.9022,0.6818181872367859,0.0393772907555103,0.0718750059604644
J4b,"joint, shared H&E head + distill x10",0,H&E<->RNA (HEST),trained,0.1221999999999999,0.359,0.4887,0.243357029998576,0.1193999999999999,0.6818181872367859,0.0393772907555103,0.0718750059604644
J4b,"joint, shared H&E head + distill x10",0,H&E<->text (TCGA),trained,0.2001,0.5187,0.6637000000000002,0.3495143414228199,0.1941999999999999,0.6818181872367859,0.0393772907555103,0.0718750059604644
J4b,"joint, shared H&E head + distill x10",0,mIF<->RNA(virtual) (ORION),emergent,0.0447,0.1618,0.2726999999999999,0.1227063693621285,0.0556,0.6818181872367859,0.0393772907555103,0.0718750059604644
J4b,"joint, shared H&E head + distill x10",0,mIF<->text(synthetic) (ORION),emergent,0.0624,0.2317999999999999,0.3603,0.1622867429235181,0.0581999999999999,0.6818181872367859,0.0393772907555103,0.0718750059604644
J4b,"joint, shared H&E head + distill x10",0,text<->RNA(virtual) (TCGA),emergent,0.0476,0.1687,0.2701,0.1257401898273181,0.059,0.6818181872367859,0.0393772907555103,0.0718750059604644
J4b,"joint, shared H&E head + distill x10",0,text<->mIF(MIPHEI) (TCGA),emergent,0.0315999999999999,0.1172,0.2035,0.0964854417049815,0.0384,0.6818181872367859,0.0393772907555103,0.0718750059604644
J6,"joint, shared H&E head, uncertainty wt.",0,H&E<->mIF (ORION),trained,0.7575,0.9547,0.9844000000000002,0.84292638171408,0.8967999999999999,0.6497326493263245,0.0439560450613498,0.0645833387970924
J6,"joint, shared H&E head, uncertainty wt.",0,H&E<->RNA (HEST),trained,0.117,0.3386,0.4712999999999999,0.233029950658082,0.1124,0.6497326493263245,0.0439560450613498,0.0645833387970924
J6,"joint, shared H&E head, uncertainty wt.",0,H&E<->text (TCGA),trained,0.2024,0.5187,0.6568999999999999,0.3514084266599374,0.1954,0.6497326493263245,0.0439560450613498,0.0645833387970924
J6,"joint, shared H&E head, uncertainty wt.",0,mIF<->RNA(virtual) (ORION),emergent,0.048,0.1788,0.3096,0.1338746202552803,0.0552,0.6497326493263245,0.0439560450613498,0.0645833387970924
J6,"joint, shared H&E head, uncertainty wt.",0,mIF<->text(synthetic) (ORION),emergent,0.0659999999999999,0.2478,0.3975000000000001,0.1720164493890848,0.0696,0.6497326493263245,0.0439560450613498,0.0645833387970924
J6,"joint, shared H&E head, uncertainty wt.",0,text<->RNA(virtual) (TCGA),emergent,0.0443,0.1711,0.2769999999999999,0.1250065120449438,0.0527999999999999,0.6497326493263245,0.0439560450613498,0.0645833387970924
J6,"joint, shared H&E head, uncertainty wt.",0,text<->mIF(MIPHEI) (TCGA),emergent,0.0361,0.1312,0.2274,0.1052890284607325,0.0434,0.6497326493263245,0.0439560450613498,0.0645833387970924
J7,two-stage: separate -> joint residual,0,H&E<->mIF (ORION),trained,0.7621000000000001,0.9579,0.9882,0.8477540486803398,0.9246,0.6978609561920166,0.042124543339014,0.0885416716337204
J7,two-stage: separate -> joint residual,0,H&E<->RNA (HEST),trained,0.1325,0.3822,0.5176,0.2586197166280956,0.136,0.6978609561920166,0.042124543339014,0.0885416716337204
J7,two-stage: separate -> joint residual,0,H&E<->text (TCGA),trained,0.224,0.5494,0.6840999999999999,0.374231298137858,0.2114,0.6978609561920166,0.042124543339014,0.0885416716337204
J7,two-stage: separate -> joint residual,0,mIF<->RNA(virtual) (ORION),emergent,0.0731,0.2727,0.4332,0.1846324351378013,0.1066,0.6978609561920166,0.042124543339014,0.0885416716337204
J7,two-stage: separate -> joint residual,0,mIF<->text(synthetic) (ORION),emergent,0.0754,0.2676,0.4239,0.1847702178656988,0.0728,0.6978609561920166,0.042124543339014,0.0885416716337204
J7,two-stage: separate -> joint residual,0,text<->RNA(virtual) (TCGA),emergent,0.0527,0.1791,0.2903,0.1340369216049353,0.0514,0.6978609561920166,0.042124543339014,0.0885416716337204
J7,two-stage: separate -> joint residual,0,text<->mIF(MIPHEI) (TCGA),emergent,0.0370999999999999,0.1309,0.2243,0.1045215266683592,0.0431999999999999,0.6978609561920166,0.042124543339014,0.0885416716337204
S1,"separate, frozen anchor",1,H&E<->mIF (ORION),trained,0.6864999999999999,0.9567,0.9891,0.8022994755836171,0.918,0.3840579986572265,0.0200803205370903,0.0955882370471954
S1,"separate, frozen anchor",1,H&E<->RNA (HEST),trained,0.1483,0.3759,0.48,0.2639986923991013,0.1816,0.3840579986572265,0.0200803205370903,0.0955882370471954
S1,"separate, frozen anchor",1,H&E<->text (TCGA),trained,0.2267,0.5747000000000001,0.7204999999999997,0.3848512312871854,0.2332,0.3840579986572265,0.0200803205370903,0.0955882370471954
S1,"separate, frozen anchor",1,mIF<->RNA(virtual) (ORION),emergent,0.1087,0.3481,0.5249,0.2355851008478756,0.1646,0.3840579986572265,0.0200803205370903,0.0955882370471954
S1,"separate, frozen anchor",1,mIF<->text(synthetic) (ORION),emergent,0.0575999999999999,0.2507999999999999,0.4100999999999999,0.1670798500720743,0.0634,0.3840579986572265,0.0200803205370903,0.0955882370471954
S1,"separate, frozen anchor",1,text<->RNA(virtual) (TCGA),emergent,0.0573,0.1915999999999999,0.3105,0.1429200354446937,0.063,0.3840579986572265,0.0200803205370903,0.0955882370471954
S1,"separate, frozen anchor",1,text<->mIF(MIPHEI) (TCGA),emergent,0.0355,0.1402999999999999,0.2339,0.1077756400605449,0.0358,0.3840579986572265,0.0200803205370903,0.0955882370471954
S2,"separate, two-tower",1,H&E<->mIF (ORION),trained,0.8072999999999999,0.9724,0.989,0.8794589298818042,0.9448,0.5905797481536865,0.0247657299041748,0.0756302550435066
S2,"separate, two-tower",1,H&E<->RNA (HEST),trained,0.1394,0.3766999999999999,0.504,0.2608373948230527,0.1512,0.5905797481536865,0.0247657299041748,0.0756302550435066
S2,"separate, two-tower",1,H&E<->text (TCGA),trained,0.1637,0.4110999999999999,0.5424,0.2892120011562484,0.1524,0.5905797481536865,0.0247657299041748,0.0756302550435066
S2,"separate, two-tower",1,mIF<->RNA(virtual) (ORION),emergent,0.0139999999999999,0.0613999999999999,0.1195,0.0593719966736846,0.0138,0.5905797481536865,0.0247657299041748,0.0756302550435066
S2,"separate, two-tower",1,mIF<->text(synthetic) (ORION),emergent,0.0200999999999999,0.0894,0.1705999999999999,0.0775924354471452,0.0162,0.5905797481536865,0.0247657299041748,0.0756302550435066
S2,"separate, two-tower",1,text<->RNA(virtual) (TCGA),emergent,0.0131,0.0584999999999999,0.1158999999999999,0.0583207335894275,0.0162,0.5905797481536865,0.0247657299041748,0.0756302550435066
S2,"separate, two-tower",1,text<->mIF(MIPHEI) (TCGA),emergent,0.0142,0.0653,0.1276,0.062083444408977,0.0148,0.5905797481536865,0.0247657299041748,0.0756302550435066
S3,"separate, frozen anchor, linear head",1,H&E<->mIF (ORION),trained,0.6493999999999999,0.9468,0.9881,0.7749858106055337,0.9168,0.3423913121223449,0.0247657299041748,0.0987395048141479
S3,"separate, frozen anchor, linear head",1,H&E<->RNA (HEST),trained,0.1583,0.4141,0.5254,0.2853947686842548,0.2125999999999999,0.3423913121223449,0.0247657299041748,0.0987395048141479
S3,"separate, frozen anchor, linear head",1,H&E<->text (TCGA),trained,0.2315,0.5761,0.7177,0.3891858579734772,0.2429999999999999,0.3423913121223449,0.0247657299041748,0.0987395048141479
S3,"separate, frozen anchor, linear head",1,mIF<->RNA(virtual) (ORION),emergent,0.1339,0.3985,0.5738,0.2695965893093799,0.1859999999999999,0.3423913121223449,0.0247657299041748,0.0987395048141479
S3,"separate, frozen anchor, linear head",1,mIF<->text(synthetic) (ORION),emergent,0.0544,0.2316,0.3940000000000001,0.1597840103539425,0.0638,0.3423913121223449,0.0247657299041748,0.0987395048141479
S3,"separate, frozen anchor, linear head",1,text<->RNA(virtual) (TCGA),emergent,0.0706,0.2325999999999999,0.3631,0.1668487558090844,0.0825999999999999,0.3423913121223449,0.0247657299041748,0.0987395048141479
S3,"separate, frozen anchor, linear head",1,text<->mIF(MIPHEI) (TCGA),emergent,0.0403,0.1508999999999999,0.2468,0.1144293962909279,0.0421999999999999,0.3423913121223449,0.0247657299041748,0.0987395048141479
J1,"joint, frozen anchor",1,H&E<->mIF (ORION),trained,0.7088,0.9513,0.9842000000000002,0.8139797047032019,0.9204,0.4293478429317474,0.0220883525907993,0.0987395048141479
J1,"joint, frozen anchor",1,H&E<->RNA (HEST),trained,0.1454,0.3632999999999999,0.4653,0.2578467025668878,0.1722,0.4293478429317474,0.0220883525907993,0.0987395048141479
J1,"joint, frozen anchor",1,H&E<->text (TCGA),trained,0.2271,0.5667000000000001,0.7154999999999998,0.3833230916353952,0.2258,0.4293478429317474,0.0220883525907993,0.0987395048141479
J1,"joint, frozen anchor",1,mIF<->RNA(virtual) (ORION),emergent,0.1122,0.3510000000000001,0.5109999999999999,0.235598348288093,0.1392,0.4293478429317474,0.0220883525907993,0.0987395048141479
J1,"joint, frozen anchor",1,mIF<->text(synthetic) (ORION),emergent,0.0518,0.2202999999999999,0.3774,0.1535521652653676,0.0584,0.4293478429317474,0.0220883525907993,0.0987395048141479
J1,"joint, frozen anchor",1,text<->RNA(virtual) (TCGA),emergent,0.0538999999999999,0.1951,0.3096,0.140193973996548,0.0542,0.4293478429317474,0.0220883525907993,0.0987395048141479
J1,"joint, frozen anchor",1,text<->mIF(MIPHEI) (TCGA),emergent,0.0343,0.1241,0.214,0.0999490488065037,0.0362,0.4293478429317474,0.0220883525907993,0.0987395048141479
J2,"joint, shared H&E head",1,H&E<->mIF (ORION),trained,0.7807000000000001,0.9669,0.9877,0.8636787168374758,0.9404,0.5054347515106201,0.0174029450863599,0.0829831957817077
J2,"joint, shared H&E head",1,H&E<->RNA (HEST),trained,0.1251,0.3493,0.4698999999999999,0.2418206205344257,0.1344,0.5054347515106201,0.0174029450863599,0.0829831957817077
J2,"joint, shared H&E head",1,H&E<->text (TCGA),trained,0.1832999999999999,0.4923,0.6313,0.3282093961088613,0.1726,0.5054347515106201,0.0174029450863599,0.0829831957817077
J2,"joint, shared H&E head",1,mIF<->RNA(virtual) (ORION),emergent,0.0624999999999999,0.216,0.347,0.1549935728072194,0.0954,0.5054347515106201,0.0174029450863599,0.0829831957817077
J2,"joint, shared H&E head",1,mIF<->text(synthetic) (ORION),emergent,0.053,0.2006999999999999,0.3545,0.1464548067490773,0.0479999999999999,0.5054347515106201,0.0174029450863599,0.0829831957817077
J2,"joint, shared H&E head",1,text<->RNA(virtual) (TCGA),emergent,0.0355999999999999,0.1457,0.2492999999999999,0.1117078482190469,0.0462,0.5054347515106201,0.0174029450863599,0.0829831957817077
J2,"joint, shared H&E head",1,text<->mIF(MIPHEI) (TCGA),emergent,0.0257999999999999,0.1012999999999999,0.1893,0.0861559735739725,0.0242,0.5054347515106201,0.0174029450863599,0.0829831957817077
J3,"joint, shared H&E head, size-prop.",1,H&E<->mIF (ORION),trained,0.7519,0.9659,0.991,0.845785556545224,0.9252,0.4583333432674408,0.0254350733011961,0.0798319354653358
J3,"joint, shared H&E head, size-prop.",1,H&E<->RNA (HEST),trained,0.1376,0.3585,0.4793,0.253406672805172,0.149,0.4583333432674408,0.0254350733011961,0.0798319354653358
J3,"joint, shared H&E head, size-prop.",1,H&E<->text (TCGA),trained,0.1872,0.4861999999999999,0.6391,0.3313804559334095,0.1782,0.4583333432674408,0.0254350733011961,0.0798319354653358
J3,"joint, shared H&E head, size-prop.",1,mIF<->RNA(virtual) (ORION),emergent,0.0733999999999999,0.2412,0.3968,0.1744499426387126,0.0894,0.4583333432674408,0.0254350733011961,0.0798319354653358
J3,"joint, shared H&E head, size-prop.",1,mIF<->text(synthetic) (ORION),emergent,0.0535,0.2189,0.3943999999999999,0.1547844129468889,0.0514,0.4583333432674408,0.0254350733011961,0.0798319354653358
J3,"joint, shared H&E head, size-prop.",1,text<->RNA(virtual) (TCGA),emergent,0.0392999999999999,0.1542,0.2572,0.1167756651861405,0.0426,0.4583333432674408,0.0254350733011961,0.0798319354653358
J3,"joint, shared H&E head, size-prop.",1,text<->mIF(MIPHEI) (TCGA),emergent,0.0305,0.1153,0.2082,0.0944042704739294,0.0254,0.4583333432674408,0.0254350733011961,0.0798319354653358
J4,"joint, shared H&E head + distill",1,H&E<->mIF (ORION),trained,0.7791000000000001,0.9687,0.9888,0.8633965673704842,0.9462,0.5018116235733032,0.0200803205370903,0.0777310952544212
J4,"joint, shared H&E head + distill",1,H&E<->RNA (HEST),trained,0.1376,0.3767999999999999,0.5116999999999999,0.2610652380394736,0.1554,0.5018116235733032,0.0200803205370903,0.0777310952544212
J4,"joint, shared H&E head + distill",1,H&E<->text (TCGA),trained,0.2018,0.5079,0.6548999999999999,0.3480551998327399,0.1907999999999999,0.5018116235733032,0.0200803205370903,0.0777310952544212
J4,"joint, shared H&E head + distill",1,mIF<->RNA(virtual) (ORION),emergent,0.0791,0.27,0.4104,0.1850087968105206,0.1066,0.5018116235733032,0.0200803205370903,0.0777310952544212
J4,"joint, shared H&E head + distill",1,mIF<->text(synthetic) (ORION),emergent,0.0619,0.2215,0.3722,0.1588902999144209,0.0549999999999999,0.5018116235733032,0.0200803205370903,0.0777310952544212
J4,"joint, shared H&E head + distill",1,text<->RNA(virtual) (TCGA),emergent,0.0433,0.1578999999999999,0.2664999999999999,0.1216323755918625,0.053,0.5018116235733032,0.0200803205370903,0.0777310952544212
J4,"joint, shared H&E head + distill",1,text<->mIF(MIPHEI) (TCGA),emergent,0.0303,0.1148,0.2032,0.093310542072488,0.0296,0.5018116235733032,0.0200803205370903,0.0777310952544212
J4b,"joint, shared H&E head + distill x10",1,H&E<->mIF (ORION),trained,0.7898999999999999,0.9745,0.9943,0.8710879047378226,0.9519999999999998,0.4927536249160766,0.0200803205370903,0.0892857164144516
J4b,"joint, shared H&E head + distill x10",1,H&E<->RNA (HEST),trained,0.1364,0.3711,0.4907,0.2552666401500859,0.1504,0.4927536249160766,0.0200803205370903,0.0892857164144516
J4b,"joint, shared H&E head + distill x10",1,H&E<->text (TCGA),trained,0.1978999999999999,0.5033,0.647,0.3405019204023966,0.1871999999999999,0.4927536249160766,0.0200803205370903,0.0892857164144516
J4b,"joint, shared H&E head + distill x10",1,mIF<->RNA(virtual) (ORION),emergent,0.0835,0.2764999999999999,0.4301999999999999,0.192428376007293,0.1066,0.4927536249160766,0.0200803205370903,0.0892857164144516
J4b,"joint, shared H&E head + distill x10",1,mIF<->text(synthetic) (ORION),emergent,0.0520999999999999,0.2066,0.3617,0.1477984387516487,0.0472,0.4927536249160766,0.0200803205370903,0.0892857164144516
J4b,"joint, shared H&E head + distill x10",1,text<->RNA(virtual) (TCGA),emergent,0.0436,0.1553,0.2595,0.120062225711395,0.0478,0.4927536249160766,0.0200803205370903,0.0892857164144516
J4b,"joint, shared H&E head + distill x10",1,text<->mIF(MIPHEI) (TCGA),emergent,0.0248,0.0984,0.182,0.0830921281467208,0.026,0.4927536249160766,0.0200803205370903,0.0892857164144516
J5,"joint, residual adapter",1,H&E<->mIF (ORION),trained,0.7791000000000001,0.9698,0.9918,0.8616341022114729,0.9396,0.5163043737411499,0.023427041247487,0.0745798349380493
J5,"joint, residual adapter",1,H&E<->RNA (HEST),trained,0.1441,0.3621999999999999,0.4741999999999999,0.2575367543712013,0.1552,0.5163043737411499,0.023427041247487,0.0745798349380493
J5,"joint, residual adapter",1,H&E<->text (TCGA),trained,0.1895,0.4945,0.6324,0.3349338445490943,0.1823999999999999,0.5163043737411499,0.023427041247487,0.0745798349380493
J5,"joint, residual adapter",1,mIF<->RNA(virtual) (ORION),emergent,0.0774,0.2636,0.4022,0.1824429179346167,0.1146,0.5163043737411499,0.023427041247487,0.0745798349380493
J5,"joint, residual adapter",1,mIF<->text(synthetic) (ORION),emergent,0.0428,0.2021999999999999,0.3609,0.1408644779515258,0.0458,0.5163043737411499,0.023427041247487,0.0745798349380493
J5,"joint, residual adapter",1,text<->RNA(virtual) (TCGA),emergent,0.0397,0.1495,0.2567,0.1161392730324528,0.0372,0.5163043737411499,0.023427041247487,0.0745798349380493
J5,"joint, residual adapter",1,text<->mIF(MIPHEI) (TCGA),emergent,0.0301,0.1152,0.1995,0.0928690955133766,0.023,0.5163043737411499,0.023427041247487,0.0745798349380493
J6,"joint, shared H&E head, uncertainty wt.",1,H&E<->mIF (ORION),trained,0.7914,0.9605,0.9834000000000002,0.8668228799182462,0.9364,0.5126811265945435,0.0207496657967567,0.07037815451622
J6,"joint, shared H&E head, uncertainty wt.",1,H&E<->RNA (HEST),trained,0.0936999999999999,0.2659,0.3775,0.1915683720076388,0.0935999999999999,0.5126811265945435,0.0207496657967567,0.07037815451622
J6,"joint, shared H&E head, uncertainty wt.",1,H&E<->text (TCGA),trained,0.1591,0.3979000000000001,0.5306000000000001,0.2816290029226889,0.1496,0.5126811265945435,0.0207496657967567,0.07037815451622
J6,"joint, shared H&E head, uncertainty wt.",1,mIF<->RNA(virtual) (ORION),emergent,0.0569999999999999,0.1834999999999999,0.3069999999999999,0.139787831070374,0.0618,0.5126811265945435,0.0207496657967567,0.07037815451622
J6,"joint, shared H&E head, uncertainty wt.",1,mIF<->text(synthetic) (ORION),emergent,0.0297999999999999,0.1527,0.2794999999999999,0.1124335812224585,0.0288,0.5126811265945435,0.0207496657967567,0.07037815451622
J6,"joint, shared H&E head, uncertainty wt.",1,text<->RNA(virtual) (TCGA),emergent,0.0272,0.1219,0.2077,0.094877133587053,0.0322,0.5126811265945435,0.0207496657967567,0.07037815451622
J6,"joint, shared H&E head, uncertainty wt.",1,text<->mIF(MIPHEI) (TCGA),emergent,0.0182,0.0752,0.1460999999999999,0.0693687002334217,0.0156,0.5126811265945435,0.0207496657967567,0.07037815451622
J7,two-stage: separate -> joint residual,1,H&E<->mIF (ORION),trained,0.7948,0.9722,0.9903000000000002,0.8716773348815141,0.9522,0.52173912525177,0.0227576978504657,0.0913865566253662
J7,two-stage: separate -> joint residual,1,H&E<->RNA (HEST),trained,0.1449,0.367,0.4650999999999999,0.2574230858674142,0.1697999999999999,0.52173912525177,0.0227576978504657,0.0913865566253662
J7,two-stage: separate -> joint residual,1,H&E<->text (TCGA),trained,0.2194999999999999,0.5469000000000002,0.6899,0.3719603623232383,0.21,0.52173912525177,0.0227576978504657,0.0913865566253662
J7,two-stage: separate -> joint residual,1,mIF<->RNA(virtual) (ORION),emergent,0.1101,0.3381999999999999,0.4956,0.2327347030117453,0.1442,0.52173912525177,0.0227576978504657,0.0913865566253662
J7,two-stage: separate -> joint residual,1,mIF<->text(synthetic) (ORION),emergent,0.0578,0.2419999999999999,0.3883,0.1615962975039087,0.0581999999999999,0.52173912525177,0.0227576978504657,0.0913865566253662
J7,two-stage: separate -> joint residual,1,text<->RNA(virtual) (TCGA),emergent,0.0503,0.1806999999999999,0.2905,0.1334240359027003,0.059,0.52173912525177,0.0227576978504657,0.0913865566253662
J7,two-stage: separate -> joint residual,1,text<->mIF(MIPHEI) (TCGA),emergent,0.0324,0.1142,0.1954,0.0937356166419304,0.0294,0.52173912525177,0.0227576978504657,0.0913865566253662
S1,"separate, frozen anchor",2,H&E<->mIF (ORION),trained,0.6903,0.9445,0.9845,0.799765516519107,0.894,0.3876811861991882,0.0909090936183929,0.0869565159082412
S1,"separate, frozen anchor",2,H&E<->RNA (HEST),trained,0.1196,0.3099,0.4428999999999999,0.2255999311904982,0.1352,0.3876811861991882,0.0909090936183929,0.0869565159082412
S1,"separate, frozen anchor",2,H&E<->text (TCGA),trained,0.2393,0.5915,0.7295000000000003,0.3983922604973696,0.2516,0.3876811861991882,0.0909090936183929,0.0869565159082412
S1,"separate, frozen anchor",2,mIF<->RNA(virtual) (ORION),emergent,0.1117,0.3792999999999999,0.5549,0.24633225158396,0.1512,0.3876811861991882,0.0909090936183929,0.0869565159082412
S1,"separate, frozen anchor",2,mIF<->text(synthetic) (ORION),emergent,0.0712,0.2895,0.4405,0.1881718831569275,0.0689999999999999,0.3876811861991882,0.0909090936183929,0.0869565159082412
S1,"separate, frozen anchor",2,text<->RNA(virtual) (TCGA),emergent,0.0587,0.2143,0.3440999999999999,0.1514939985237811,0.0566,0.3876811861991882,0.0909090936183929,0.0869565159082412
S1,"separate, frozen anchor",2,text<->mIF(MIPHEI) (TCGA),emergent,0.0395,0.1507,0.252,0.1144169068303228,0.0362,0.3876811861991882,0.0909090936183929,0.0869565159082412
S2,"separate, two-tower",2,H&E<->mIF (ORION),trained,0.8047999999999998,0.9715,0.9897,0.8775095251261587,0.9216,0.5996377468109131,0.0732323229312896,0.073913037776947
S2,"separate, two-tower",2,H&E<->RNA (HEST),trained,0.0767,0.2483,0.3571,0.1739019803700458,0.0714,0.5996377468109131,0.0732323229312896,0.073913037776947
S2,"separate, two-tower",2,H&E<->text (TCGA),trained,0.1948,0.5457,0.7144000000000001,0.3555212690665125,0.2052,0.5996377468109131,0.0732323229312896,0.073913037776947
S2,"separate, two-tower",2,mIF<->RNA(virtual) (ORION),emergent,0.0147,0.0807,0.1599,0.0707323078307102,0.0182,0.5996377468109131,0.0732323229312896,0.073913037776947
S2,"separate, two-tower",2,mIF<->text(synthetic) (ORION),emergent,0.0215,0.0931999999999999,0.1816,0.0810857474414775,0.0214,0.5996377468109131,0.0732323229312896,0.073913037776947
S2,"separate, two-tower",2,text<->RNA(virtual) (TCGA),emergent,0.0104,0.0594999999999999,0.1182,0.056996018186826,0.016,0.5996377468109131,0.0732323229312896,0.073913037776947
S2,"separate, two-tower",2,text<->mIF(MIPHEI) (TCGA),emergent,0.0118999999999999,0.0565999999999999,0.1134,0.0566670984644498,0.0168,0.5996377468109131,0.0732323229312896,0.073913037776947
S3,"separate, frozen anchor, linear head",2,H&E<->mIF (ORION),trained,0.6539000000000001,0.9312,0.979,0.7726224527680818,0.8835999999999998,0.3423913121223449,0.0959595963358879,0.0902173891663551
S3,"separate, frozen anchor, linear head",2,H&E<->RNA (HEST),trained,0.1209,0.325,0.4414,0.2316855121936381,0.1378,0.3423913121223449,0.0959595963358879,0.0902173891663551
S3,"separate, frozen anchor, linear head",2,H&E<->text (TCGA),trained,0.2403,0.594,0.7333999999999999,0.4014125320450986,0.2494,0.3423913121223449,0.0959595963358879,0.0902173891663551
S3,"separate, frozen anchor, linear head",2,mIF<->RNA(virtual) (ORION),emergent,0.1190999999999999,0.3757999999999999,0.5569,0.2508984099897973,0.1658,0.3423913121223449,0.0959595963358879,0.0902173891663551
S3,"separate, frozen anchor, linear head",2,mIF<->text(synthetic) (ORION),emergent,0.0608,0.2653,0.425,0.1756334938243031,0.0603999999999999,0.3423913121223449,0.0959595963358879,0.0902173891663551
S3,"separate, frozen anchor, linear head",2,text<->RNA(virtual) (TCGA),emergent,0.0658,0.2401,0.3801,0.1677000590992027,0.0796,0.3423913121223449,0.0959595963358879,0.0902173891663551
S3,"separate, frozen anchor, linear head",2,text<->mIF(MIPHEI) (TCGA),emergent,0.0375,0.1552,0.2517,0.1139877407347407,0.0447999999999999,0.3423913121223449,0.0959595963358879,0.0902173891663551
J1,"joint, frozen anchor",2,H&E<->mIF (ORION),trained,0.7285,0.9528,0.9886,0.8258344438741102,0.9046,0.4275362491607666,0.0782828330993652,0.0902173891663551
J1,"joint, frozen anchor",2,H&E<->RNA (HEST),trained,0.115,0.313,0.4458999999999999,0.2240056396067128,0.1258,0.4275362491607666,0.0782828330993652,0.0902173891663551
J1,"joint, frozen anchor",2,H&E<->text (TCGA),trained,0.2446,0.5849,0.7232999999999999,0.3995770490900606,0.2544,0.4275362491607666,0.0782828330993652,0.0902173891663551
J1,"joint, frozen anchor",2,mIF<->RNA(virtual) (ORION),emergent,0.0783,0.2922,0.4411,0.1938623021671517,0.0972,0.4275362491607666,0.0782828330993652,0.0902173891663551
J1,"joint, frozen anchor",2,mIF<->text(synthetic) (ORION),emergent,0.0596,0.2279,0.3668,0.1594647745200668,0.056,0.4275362491607666,0.0782828330993652,0.0902173891663551
J1,"joint, frozen anchor",2,text<->RNA(virtual) (TCGA),emergent,0.0487999999999999,0.1853,0.301,0.1346032278218579,0.0475999999999999,0.4275362491607666,0.0782828330993652,0.0902173891663551
J1,"joint, frozen anchor",2,text<->mIF(MIPHEI) (TCGA),emergent,0.0250999999999999,0.1175,0.2133,0.0921505924159587,0.0254,0.4275362491607666,0.0782828330993652,0.0902173891663551
J2,"joint, shared H&E head",2,H&E<->mIF (ORION),trained,0.759,0.9623,0.9936,0.8469823312411517,0.9096,0.5144927501678467,0.0782828256487846,0.0684782564640045
J2,"joint, shared H&E head",2,H&E<->RNA (HEST),trained,0.1303,0.3616,0.4992,0.2514011857129162,0.1328,0.5144927501678467,0.0782828256487846,0.0684782564640045
J2,"joint, shared H&E head",2,H&E<->text (TCGA),trained,0.2112,0.5448,0.7004999999999998,0.3679192731489607,0.2153999999999999,0.5144927501678467,0.0782828256487846,0.0684782564640045
J2,"joint, shared H&E head",2,mIF<->RNA(virtual) (ORION),emergent,0.0709,0.2496999999999999,0.4,0.1735677627785104,0.1003999999999999,0.5144927501678467,0.0782828256487846,0.0684782564640045
J2,"joint, shared H&E head",2,mIF<->text(synthetic) (ORION),emergent,0.0631999999999999,0.2508,0.3959999999999999,0.1706548470759393,0.0796,0.5144927501678467,0.0782828256487846,0.0684782564640045
J2,"joint, shared H&E head",2,text<->RNA(virtual) (TCGA),emergent,0.0405,0.1543,0.2563,0.1166729083856972,0.0441999999999999,0.5144927501678467,0.0782828256487846,0.0684782564640045
J2,"joint, shared H&E head",2,text<->mIF(MIPHEI) (TCGA),emergent,0.0330999999999999,0.1385,0.2352999999999999,0.1043834772881137,0.0392,0.5144927501678467,0.0782828256487846,0.0684782564640045
J3,"joint, shared H&E head, size-prop.",2,H&E<->mIF (ORION),trained,0.6981000000000002,0.9485,0.9921,0.8059507499238806,0.8724,0.4547101557254791,0.0732323229312896,0.0793478190898895
J3,"joint, shared H&E head, size-prop.",2,H&E<->RNA (HEST),trained,0.1258,0.3583999999999999,0.5035,0.2491030793680778,0.133,0.4547101557254791,0.0732323229312896,0.0793478190898895
J3,"joint, shared H&E head, size-prop.",2,H&E<->text (TCGA),trained,0.2128999999999999,0.5405000000000001,0.6872,0.3662841255435407,0.2068,0.4547101557254791,0.0732323229312896,0.0793478190898895
J3,"joint, shared H&E head, size-prop.",2,mIF<->RNA(virtual) (ORION),emergent,0.0798,0.2829,0.4453,0.192380189366514,0.1163999999999999,0.4547101557254791,0.0732323229312896,0.0793478190898895
J3,"joint, shared H&E head, size-prop.",2,mIF<->text(synthetic) (ORION),emergent,0.0683,0.2502,0.3884999999999999,0.1732281968285972,0.0751999999999999,0.4547101557254791,0.0732323229312896,0.0793478190898895
J3,"joint, shared H&E head, size-prop.",2,text<->RNA(virtual) (TCGA),emergent,0.0391999999999999,0.1513,0.2643999999999999,0.1160602926596262,0.0455999999999999,0.4547101557254791,0.0732323229312896,0.0793478190898895
J3,"joint, shared H&E head, size-prop.",2,text<->mIF(MIPHEI) (TCGA),emergent,0.0373999999999999,0.1444,0.2466,0.1110981718528744,0.0401999999999999,0.4547101557254791,0.0732323229312896,0.0793478190898895
J4,"joint, shared H&E head + distill",2,H&E<->mIF (ORION),trained,0.7748999999999998,0.968,0.9931,0.85843487688252,0.9242,0.5362318754196167,0.0833333283662796,0.0641304329037666
J4,"joint, shared H&E head + distill",2,H&E<->RNA (HEST),trained,0.1277,0.3488000000000001,0.4860999999999999,0.2452406231703842,0.1278,0.5362318754196167,0.0833333283662796,0.0641304329037666
J4,"joint, shared H&E head + distill",2,H&E<->text (TCGA),trained,0.2178999999999999,0.5321000000000001,0.6716999999999999,0.364761062877122,0.2052,0.5362318754196167,0.0833333283662796,0.0641304329037666
J4,"joint, shared H&E head + distill",2,mIF<->RNA(virtual) (ORION),emergent,0.076,0.2518,0.4009,0.1783380079183104,0.0951999999999999,0.5362318754196167,0.0833333283662796,0.0641304329037666
J4,"joint, shared H&E head + distill",2,mIF<->text(synthetic) (ORION),emergent,0.0573,0.2196999999999999,0.3546,0.1541895600035,0.0596,0.5362318754196167,0.0833333283662796,0.0641304329037666
J4,"joint, shared H&E head + distill",2,text<->RNA(virtual) (TCGA),emergent,0.0416999999999999,0.1603,0.2642,0.1196904195827364,0.0506,0.5362318754196167,0.0833333283662796,0.0641304329037666
J4,"joint, shared H&E head + distill",2,text<->mIF(MIPHEI) (TCGA),emergent,0.0334,0.1369999999999999,0.2289,0.1032903542233193,0.0406,0.5362318754196167,0.0833333283662796,0.0641304329037666
J4b,"joint, shared H&E head + distill x10",2,H&E<->mIF (ORION),trained,0.7831999999999999,0.9698999999999998,0.9922,0.8637808588862428,0.9214,0.5416666865348816,0.0883838385343551,0.0619565173983573
J4b,"joint, shared H&E head + distill x10",2,H&E<->RNA (HEST),trained,0.1191,0.3238000000000001,0.4555,0.2309539189899012,0.1128,0.5416666865348816,0.0883838385343551,0.0619565173983573
J4b,"joint, shared H&E head + distill x10",2,H&E<->text (TCGA),trained,0.2141,0.5000000000000001,0.6432000000000001,0.3535640675389009,0.2001999999999999,0.5416666865348816,0.0883838385343551,0.0619565173983573
J4b,"joint, shared H&E head + distill x10",2,mIF<->RNA(virtual) (ORION),emergent,0.0747,0.2549,0.4023,0.1789356092289495,0.0972,0.5416666865348816,0.0883838385343551,0.0619565173983573
J4b,"joint, shared H&E head + distill x10",2,mIF<->text(synthetic) (ORION),emergent,0.0541,0.1987999999999999,0.317,0.1429495368525692,0.0564,0.5416666865348816,0.0883838385343551,0.0619565173983573
J4b,"joint, shared H&E head + distill x10",2,text<->RNA(virtual) (TCGA),emergent,0.044,0.1609,0.2612,0.1210637258386044,0.0464,0.5416666865348816,0.0883838385343551,0.0619565173983573
J4b,"joint, shared H&E head + distill x10",2,text<->mIF(MIPHEI) (TCGA),emergent,0.0306999999999999,0.1172999999999999,0.2035,0.0938977432520916,0.0364,0.5416666865348816,0.0883838385343551,0.0619565173983573
J5,"joint, residual adapter",2,H&E<->mIF (ORION),trained,0.7412000000000001,0.959,0.989,0.8340646163202348,0.8944000000000001,0.5090579986572266,0.0782828330993652,0.0652173906564712
J5,"joint, residual adapter",2,H&E<->RNA (HEST),trained,0.1231,0.3593,0.5036999999999999,0.2478241515011302,0.128,0.5090579986572266,0.0782828330993652,0.0652173906564712
J5,"joint, residual adapter",2,H&E<->text (TCGA),trained,0.2103,0.5479,0.6953999999999998,0.3671534678123553,0.2135999999999999,0.5090579986572266,0.0782828330993652,0.0652173906564712
J5,"joint, residual adapter",2,mIF<->RNA(virtual) (ORION),emergent,0.0542999999999999,0.2189999999999999,0.3707999999999999,0.153226421554468,0.0782,0.5090579986572266,0.0782828330993652,0.0652173906564712
J5,"joint, residual adapter",2,mIF<->text(synthetic) (ORION),emergent,0.0768,0.2702,0.4246,0.1872701099306059,0.0799999999999999,0.5090579986572266,0.0782828330993652,0.0652173906564712
J5,"joint, residual adapter",2,text<->RNA(virtual) (TCGA),emergent,0.0420999999999999,0.1752,0.2978,0.1265962268336994,0.0474,0.5090579986572266,0.0782828330993652,0.0652173906564712
J5,"joint, residual adapter",2,text<->mIF(MIPHEI) (TCGA),emergent,0.026,0.1245,0.2220999999999999,0.0965916602902398,0.0304,0.5090579986572266,0.0782828330993652,0.0652173906564712
J6,"joint, shared H&E head, uncertainty wt.",2,H&E<->mIF (ORION),trained,0.7597,0.9623,0.9935,0.8473737791456721,0.91,0.5163043737411499,0.0757575780153274,0.0684782564640045
J6,"joint, shared H&E head, uncertainty wt.",2,H&E<->RNA (HEST),trained,0.1307,0.3622000000000001,0.4989,0.2517311710022056,0.134,0.5163043737411499,0.0757575780153274,0.0684782564640045
J6,"joint, shared H&E head, uncertainty wt.",2,H&E<->text (TCGA),trained,0.2113999999999999,0.5451,0.7009999999999996,0.3683539570235663,0.2151999999999999,0.5163043737411499,0.0757575780153274,0.0684782564640045
J6,"joint, shared H&E head, uncertainty wt.",2,mIF<->RNA(virtual) (ORION),emergent,0.0706,0.2496,0.4,0.1732541579524683,0.1002,0.5163043737411499,0.0757575780153274,0.0684782564640045
J6,"joint, shared H&E head, uncertainty wt.",2,mIF<->text(synthetic) (ORION),emergent,0.0630999999999999,0.2513,0.3959,0.1706047237466086,0.08,0.5163043737411499,0.0757575780153274,0.0684782564640045
J6,"joint, shared H&E head, uncertainty wt.",2,text<->RNA(virtual) (TCGA),emergent,0.0407,0.1545,0.2578,0.1169088968843651,0.0448,0.5163043737411499,0.0757575780153274,0.0684782564640045
J6,"joint, shared H&E head, uncertainty wt.",2,text<->mIF(MIPHEI) (TCGA),emergent,0.0326999999999999,0.1387,0.2358999999999999,0.1042514509942619,0.0386,0.5163043737411499,0.0757575780153274,0.0684782564640045
J7,two-stage: separate -> joint residual,2,H&E<->mIF (ORION),trained,0.7859000000000002,0.9703000000000002,0.9955000000000002,0.8654931051900456,0.931,0.5307971239089966,0.0707070678472518,0.0858695656061172
J7,two-stage: separate -> joint residual,2,H&E<->RNA (HEST),trained,0.1222,0.3188,0.447,0.2310911745959997,0.133,0.5307971239089966,0.0707070678472518,0.0858695656061172
J7,two-stage: separate -> joint residual,2,H&E<->text (TCGA),trained,0.2375999999999999,0.5830000000000001,0.7226000000000002,0.3962603891587435,0.2378,0.5307971239089966,0.0707070678472518,0.0858695656061172
J7,two-stage: separate -> joint residual,2,mIF<->RNA(virtual) (ORION),emergent,0.0939,0.3404999999999999,0.5037999999999999,0.2213426227906386,0.134,0.5307971239089966,0.0707070678472518,0.0858695656061172
J7,two-stage: separate -> joint residual,2,mIF<->text(synthetic) (ORION),emergent,0.0664,0.2597,0.4157,0.1763255759793437,0.0654,0.5307971239089966,0.0707070678472518,0.0858695656061172
J7,two-stage: separate -> joint residual,2,text<->RNA(virtual) (TCGA),emergent,0.0573,0.2051,0.3237,0.1470726730129137,0.0559999999999999,0.5307971239089966,0.0707070678472518,0.0858695656061172
J7,two-stage: separate -> joint residual,2,text<->mIF(MIPHEI) (TCGA),emergent,0.0397,0.1411,0.241,0.1112591158884078,0.0346,0.5307971239089966,0.0707070678472518,0.0858695656061172
S1,"separate, frozen anchor",3,H&E<->mIF (ORION),trained,0.728,0.9666,0.9907999999999998,0.8308227486806894,0.9482,0.3550724685192108,0.0480093657970428,0.0759493634104728
S1,"separate, frozen anchor",3,H&E<->RNA (HEST),trained,0.1596,0.4671999999999999,0.6202999999999999,0.3031577365434961,0.1742,0.3550724685192108,0.0480093657970428,0.0759493634104728
S1,"separate, frozen anchor",3,H&E<->text (TCGA),trained,0.2278,0.5926,0.7409000000000002,0.3926701981144923,0.2393999999999999,0.3550724685192108,0.0480093657970428,0.0759493634104728
S1,"separate, frozen anchor",3,mIF<->RNA(virtual) (ORION),emergent,0.1013,0.3572999999999999,0.5373,0.2328442005452504,0.1496,0.3550724685192108,0.0480093657970428,0.0759493634104728
S1,"separate, frozen anchor",3,mIF<->text(synthetic) (ORION),emergent,0.0874,0.2902,0.437,0.1986347045719535,0.095,0.3550724685192108,0.0480093657970428,0.0759493634104728
S1,"separate, frozen anchor",3,text<->RNA(virtual) (TCGA),emergent,0.0590999999999999,0.214,0.3289,0.1512727784031572,0.0646,0.3550724685192108,0.0480093657970428,0.0759493634104728
S1,"separate, frozen anchor",3,text<->mIF(MIPHEI) (TCGA),emergent,0.0324,0.1234,0.2098999999999999,0.0981588004571701,0.0358,0.3550724685192108,0.0480093657970428,0.0759493634104728
S2,"separate, two-tower",3,H&E<->mIF (ORION),trained,0.8418000000000002,0.982,0.9895000000000002,0.9029478442474742,0.9556,0.5380434989929199,0.0480093657970428,0.070675104856491
S2,"separate, two-tower",3,H&E<->RNA (HEST),trained,0.1462,0.4002,0.5352999999999999,0.2726430774512988,0.148,0.5380434989929199,0.0480093657970428,0.070675104856491
S2,"separate, two-tower",3,H&E<->text (TCGA),trained,0.1912,0.5455000000000001,0.7101000000000001,0.3536476677542349,0.1984,0.5380434989929199,0.0480093657970428,0.070675104856491
S2,"separate, two-tower",3,mIF<->RNA(virtual) (ORION),emergent,0.0212,0.0887,0.1548999999999999,0.0756698066697299,0.02,0.5380434989929199,0.0480093657970428,0.070675104856491
S2,"separate, two-tower",3,mIF<->text(synthetic) (ORION),emergent,0.0189,0.1037999999999999,0.1879999999999999,0.0823718972307734,0.0224,0.5380434989929199,0.0480093657970428,0.070675104856491
S2,"separate, two-tower",3,text<->RNA(virtual) (TCGA),emergent,0.0167,0.0703,0.1366,0.066691841798049,0.0186,0.5380434989929199,0.0480093657970428,0.070675104856491
S2,"separate, two-tower",3,text<->mIF(MIPHEI) (TCGA),emergent,0.0102,0.056,0.1183,0.0555427826673407,0.0104,0.5380434989929199,0.0480093657970428,0.070675104856491
S3,"separate, frozen anchor, linear head",3,H&E<->mIF (ORION),trained,0.6909000000000001,0.9568,0.9891,0.8043818706130472,0.946,0.3351449370384216,0.0480093657970428,0.0812236219644546
S3,"separate, frozen anchor, linear head",3,H&E<->RNA (HEST),trained,0.1661,0.4532,0.5982000000000001,0.3032859078932535,0.1757999999999999,0.3351449370384216,0.0480093657970428,0.0812236219644546
S3,"separate, frozen anchor, linear head",3,H&E<->text (TCGA),trained,0.2293999999999999,0.5925999999999999,0.7384000000000001,0.3946204391149994,0.2546,0.3351449370384216,0.0480093657970428,0.0812236219644546
S3,"separate, frozen anchor, linear head",3,mIF<->RNA(virtual) (ORION),emergent,0.1227,0.3892,0.5801000000000001,0.259585017037062,0.1916,0.3351449370384216,0.0480093657970428,0.0812236219644546
S3,"separate, frozen anchor, linear head",3,mIF<->text(synthetic) (ORION),emergent,0.0816,0.2906,0.4643,0.1989192545032055,0.0823999999999999,0.3351449370384216,0.0480093657970428,0.0812236219644546
S3,"separate, frozen anchor, linear head",3,text<->RNA(virtual) (TCGA),emergent,0.0688,0.2476999999999999,0.3834999999999999,0.1716261375157788,0.0744,0.3351449370384216,0.0480093657970428,0.0812236219644546
S3,"separate, frozen anchor, linear head",3,text<->mIF(MIPHEI) (TCGA),emergent,0.0375,0.1553,0.2526,0.1129391793095331,0.0406,0.3351449370384216,0.0480093657970428,0.0812236219644546
J1,"joint, frozen anchor",3,H&E<->mIF (ORION),trained,0.7644000000000001,0.97,0.987,0.8542755266184896,0.953,0.4257246553897857,0.0433255247771739,0.0738396644592285
J1,"joint, frozen anchor",3,H&E<->RNA (HEST),trained,0.1588999999999999,0.4485,0.5891000000000001,0.2960489621788914,0.176,0.4257246553897857,0.0433255247771739,0.0738396644592285
J1,"joint, frozen anchor",3,H&E<->text (TCGA),trained,0.2302,0.5857000000000001,0.7358,0.3912446794602923,0.2342,0.4257246553897857,0.0433255247771739,0.0738396644592285
J1,"joint, frozen anchor",3,mIF<->RNA(virtual) (ORION),emergent,0.0919,0.3121,0.4735,0.2105933522236383,0.1204,0.4257246553897857,0.0433255247771739,0.0738396644592285
J1,"joint, frozen anchor",3,mIF<->text(synthetic) (ORION),emergent,0.0664,0.2386,0.3739,0.1657731628950971,0.068,0.4257246553897857,0.0433255247771739,0.0738396644592285
J1,"joint, frozen anchor",3,text<->RNA(virtual) (TCGA),emergent,0.0576999999999999,0.1756,0.278,0.1357083415888627,0.055,0.4257246553897857,0.0433255247771739,0.0738396644592285
J1,"joint, frozen anchor",3,text<->mIF(MIPHEI) (TCGA),emergent,0.0262999999999999,0.1088,0.1913,0.0885728994394557,0.0304,0.4257246553897857,0.0433255247771739,0.0738396644592285
J2,"joint, shared H&E head",3,H&E<->mIF (ORION),trained,0.8,0.9742,0.9908,0.875781997722742,0.953,0.4710144996643066,0.051522247493267,0.0622362829744815
J2,"joint, shared H&E head",3,H&E<->RNA (HEST),trained,0.1669,0.4579,0.6065,0.3076247384845919,0.1784,0.4710144996643066,0.051522247493267,0.0622362829744815
J2,"joint, shared H&E head",3,H&E<->text (TCGA),trained,0.2116999999999999,0.5512999999999999,0.6934999999999999,0.3677514838625317,0.2094,0.4710144996643066,0.051522247493267,0.0622362829744815
J2,"joint, shared H&E head",3,mIF<->RNA(virtual) (ORION),emergent,0.0573,0.2253,0.3664,0.1563756533925633,0.0953999999999999,0.4710144996643066,0.051522247493267,0.0622362829744815
J2,"joint, shared H&E head",3,mIF<->text(synthetic) (ORION),emergent,0.0593,0.2344,0.382,0.1610396868668578,0.0588,0.4710144996643066,0.051522247493267,0.0622362829744815
J2,"joint, shared H&E head",3,text<->RNA(virtual) (TCGA),emergent,0.0498999999999999,0.1805999999999999,0.3001,0.1332689708983615,0.0557999999999999,0.4710144996643066,0.051522247493267,0.0622362829744815
J2,"joint, shared H&E head",3,text<->mIF(MIPHEI) (TCGA),emergent,0.0258,0.1269,0.2207,0.0949172637799192,0.0274,0.4710144996643066,0.051522247493267,0.0622362829744815
J3,"joint, shared H&E head, size-prop.",3,H&E<->mIF (ORION),trained,0.7700999999999999,0.9652,0.9888,0.8562684809603712,0.9456,0.4873188436031341,0.0491803288459777,0.0685653984546661
J3,"joint, shared H&E head, size-prop.",3,H&E<->RNA (HEST),trained,0.1443999999999999,0.4087,0.5538000000000001,0.2742705282097046,0.1564,0.4873188436031341,0.0491803288459777,0.0685653984546661
J3,"joint, shared H&E head, size-prop.",3,H&E<->text (TCGA),trained,0.1961999999999999,0.5057,0.6509,0.3405741370451553,0.187,0.4873188436031341,0.0491803288459777,0.0685653984546661
J3,"joint, shared H&E head, size-prop.",3,mIF<->RNA(virtual) (ORION),emergent,0.0662,0.2345999999999999,0.3788000000000001,0.1667101688604428,0.106,0.4873188436031341,0.0491803288459777,0.0685653984546661
J3,"joint, shared H&E head, size-prop.",3,mIF<->text(synthetic) (ORION),emergent,0.0571,0.2119,0.3486,0.1524497085072331,0.055,0.4873188436031341,0.0491803288459777,0.0685653984546661
J3,"joint, shared H&E head, size-prop.",3,text<->RNA(virtual) (TCGA),emergent,0.036,0.1541,0.2563,0.112734448086669,0.046,0.4873188436031341,0.0491803288459777,0.0685653984546661
J3,"joint, shared H&E head, size-prop.",3,text<->mIF(MIPHEI) (TCGA),emergent,0.0276999999999999,0.1081,0.1954,0.0902055786770943,0.0276,0.4873188436031341,0.0491803288459777,0.0685653984546661
J4,"joint, shared H&E head + distill",3,H&E<->mIF (ORION),trained,0.7885,0.9712,0.9921,0.8678450549260686,0.9482,0.4728260934352875,0.0398126430809497,0.070675104856491
J4,"joint, shared H&E head + distill",3,H&E<->RNA (HEST),trained,0.1674,0.4727,0.6314000000000001,0.3134824255713491,0.185,0.4728260934352875,0.0398126430809497,0.070675104856491
J4,"joint, shared H&E head + distill",3,H&E<->text (TCGA),trained,0.2152,0.5651999999999999,0.7069000000000001,0.3743937941487394,0.2153999999999999,0.4728260934352875,0.0398126430809497,0.070675104856491
J4,"joint, shared H&E head + distill",3,mIF<->RNA(virtual) (ORION),emergent,0.0625999999999999,0.2223,0.3629999999999999,0.1589282200127345,0.0852,0.4728260934352875,0.0398126430809497,0.070675104856491
J4,"joint, shared H&E head + distill",3,mIF<->text(synthetic) (ORION),emergent,0.0565,0.2343,0.3862,0.1615656410003067,0.06,0.4728260934352875,0.0398126430809497,0.070675104856491
J4,"joint, shared H&E head + distill",3,text<->RNA(virtual) (TCGA),emergent,0.0478999999999999,0.1737,0.2845,0.1293492126989426,0.0556,0.4728260934352875,0.0398126430809497,0.070675104856491
J4,"joint, shared H&E head + distill",3,text<->mIF(MIPHEI) (TCGA),emergent,0.0308,0.1336,0.2382999999999999,0.1032201090280462,0.0308,0.4728260934352875,0.0398126430809497,0.070675104856491
J4b,"joint, shared H&E head + distill x10",3,H&E<->mIF (ORION),trained,0.785,0.9719,0.9921,0.8661360147314073,0.9462,0.4528985619544983,0.0386416837573051,0.0696202516555786
J4b,"joint, shared H&E head + distill x10",3,H&E<->RNA (HEST),trained,0.1725,0.4793,0.6433,0.3186906006426111,0.195,0.4528985619544983,0.0386416837573051,0.0696202516555786
J4b,"joint, shared H&E head + distill x10",3,H&E<->text (TCGA),trained,0.2117,0.5694,0.7107000000000001,0.3733914115303147,0.2186,0.4528985619544983,0.0386416837573051,0.0696202516555786
J4b,"joint, shared H&E head + distill x10",3,mIF<->RNA(virtual) (ORION),emergent,0.0611999999999999,0.2245,0.372,0.1595372018897071,0.0846,0.4528985619544983,0.0386416837573051,0.0696202516555786
J4b,"joint, shared H&E head + distill x10",3,mIF<->text(synthetic) (ORION),emergent,0.0593,0.2376,0.3974,0.164454523052909,0.0622,0.4528985619544983,0.0386416837573051,0.0696202516555786
J4b,"joint, shared H&E head + distill x10",3,text<->RNA(virtual) (TCGA),emergent,0.0484,0.1796,0.2926,0.1324174815761384,0.0537999999999999,0.4528985619544983,0.0386416837573051,0.0696202516555786
J4b,"joint, shared H&E head + distill x10",3,text<->mIF(MIPHEI) (TCGA),emergent,0.0311999999999999,0.1341999999999999,0.2358,0.1030562037438349,0.0304,0.4528985619544983,0.0386416837573051,0.0696202516555786
J5,"joint, residual adapter",3,H&E<->mIF (ORION),trained,0.8321000000000001,0.9659,0.9802,0.8925297389029682,0.9478,0.5144927501678467,0.0409836024045944,0.0654008388519287
J5,"joint, residual adapter",3,H&E<->RNA (HEST),trained,0.1335999999999999,0.3568,0.5114000000000001,0.2523129760463885,0.1362,0.5144927501678467,0.0409836024045944,0.0654008388519287
J5,"joint, residual adapter",3,H&E<->text (TCGA),trained,0.1851,0.4678999999999999,0.6058,0.3227705049513243,0.1712,0.5144927501678467,0.0409836024045944,0.0654008388519287
J5,"joint, residual adapter",3,mIF<->RNA(virtual) (ORION),emergent,0.0487,0.2004,0.3230999999999999,0.140115055501921,0.0693999999999999,0.5144927501678467,0.0409836024045944,0.0654008388519287
J5,"joint, residual adapter",3,mIF<->text(synthetic) (ORION),emergent,0.0495999999999999,0.1853999999999999,0.3112,0.1364841602111859,0.0472,0.5144927501678467,0.0409836024045944,0.0654008388519287
J5,"joint, residual adapter",3,text<->RNA(virtual) (TCGA),emergent,0.0434,0.1455,0.2382999999999999,0.1131593513725517,0.046,0.5144927501678467,0.0409836024045944,0.0654008388519287
J5,"joint, residual adapter",3,text<->mIF(MIPHEI) (TCGA),emergent,0.0241999999999999,0.1033999999999999,0.1906,0.0858078716923645,0.022,0.5144927501678467,0.0409836024045944,0.0654008388519287
J6,"joint, shared H&E head, uncertainty wt.",3,H&E<->mIF (ORION),trained,0.8008000000000002,0.9744,0.9908,0.8763384211124888,0.9534,0.4710144996643066,0.0538641661405563,0.0622362829744815
J6,"joint, shared H&E head, uncertainty wt.",3,H&E<->RNA (HEST),trained,0.1669,0.4588,0.6068,0.3076379491166003,0.1785999999999999,0.4710144996643066,0.0538641661405563,0.0622362829744815
J6,"joint, shared H&E head, uncertainty wt.",3,H&E<->text (TCGA),trained,0.2107,0.5516,0.6933,0.3674458192048909,0.2098,0.4710144996643066,0.0538641661405563,0.0622362829744815
J6,"joint, shared H&E head, uncertainty wt.",3,mIF<->RNA(virtual) (ORION),emergent,0.0572,0.225,0.366,0.1563073346283712,0.0964,0.4710144996643066,0.0538641661405563,0.0622362829744815
J6,"joint, shared H&E head, uncertainty wt.",3,mIF<->text(synthetic) (ORION),emergent,0.059,0.2345,0.3815,0.1609551617578446,0.0592,0.4710144996643066,0.0538641661405563,0.0622362829744815
J6,"joint, shared H&E head, uncertainty wt.",3,text<->RNA(virtual) (TCGA),emergent,0.0499,0.1800999999999999,0.2998,0.1332303932606861,0.0547999999999999,0.4710144996643066,0.0538641661405563,0.0622362829744815
J6,"joint, shared H&E head, uncertainty wt.",3,text<->mIF(MIPHEI) (TCGA),emergent,0.0261,0.1271,0.2208,0.0951706309991197,0.0274,0.4710144996643066,0.0538641661405563,0.0622362829744815
J7,two-stage: separate -> joint residual,3,H&E<->mIF (ORION),trained,0.8058999999999998,0.9803,0.9929,0.8822807748646002,0.9696,0.4818840622901916,0.0503512844443321,0.0780590623617172
J7,two-stage: separate -> joint residual,3,H&E<->RNA (HEST),trained,0.1642,0.4735,0.6228,0.3091401328840802,0.1853999999999999,0.4818840622901916,0.0503512844443321,0.0780590623617172
J7,two-stage: separate -> joint residual,3,H&E<->text (TCGA),trained,0.2440999999999999,0.6085,0.7384000000000001,0.4068047840270117,0.2536,0.4818840622901916,0.0503512844443321,0.0780590623617172
J7,two-stage: separate -> joint residual,3,mIF<->RNA(virtual) (ORION),emergent,0.1027,0.3533000000000001,0.5323,0.2344973631932809,0.1462,0.4818840622901916,0.0503512844443321,0.0780590623617172
J7,two-stage: separate -> joint residual,3,mIF<->text(synthetic) (ORION),emergent,0.0938999999999999,0.3001999999999999,0.4522,0.2051847723443551,0.1006,0.4818840622901916,0.0503512844443321,0.0780590623617172
J7,two-stage: separate -> joint residual,3,text<->RNA(virtual) (TCGA),emergent,0.055,0.1999,0.3141,0.1438096609321004,0.0642,0.4818840622901916,0.0503512844443321,0.0780590623617172
J7,two-stage: separate -> joint residual,3,text<->mIF(MIPHEI) (TCGA),emergent,0.0293999999999999,0.1175,0.2000999999999999,0.0941485231979573,0.034,0.4818840622901916,0.0503512844443321,0.0780590623617172
S1,"separate, frozen anchor",4,H&E<->mIF (ORION),trained,0.6441,0.9149000000000004,0.9702,0.7615899243275567,0.8456,0.3822463750839233,0.058730162680149,0.1166666746139526
S1,"separate, frozen anchor",4,H&E<->RNA (HEST),trained,0.1791,0.5092,0.6668,0.3299639465096781,0.2092,0.3822463750839233,0.058730162680149,0.1166666746139526
S1,"separate, frozen anchor",4,H&E<->text (TCGA),trained,0.2418,0.5991,0.7278,0.4026287304106568,0.2492,0.3822463750839233,0.058730162680149,0.1166666746139526
S1,"separate, frozen anchor",4,mIF<->RNA(virtual) (ORION),emergent,0.1338,0.4033,0.5743,0.2690776336653627,0.1912,0.3822463750839233,0.058730162680149,0.1166666746139526
S1,"separate, frozen anchor",4,mIF<->text(synthetic) (ORION),emergent,0.0864999999999999,0.3018,0.4637,0.2024555053876976,0.0853999999999999,0.3822463750839233,0.058730162680149,0.1166666746139526
S1,"separate, frozen anchor",4,text<->RNA(virtual) (TCGA),emergent,0.0646,0.2174,0.333,0.1557075382325039,0.0613999999999999,0.3822463750839233,0.058730162680149,0.1166666746139526
S1,"separate, frozen anchor",4,text<->mIF(MIPHEI) (TCGA),emergent,0.0371,0.1505999999999999,0.2481999999999999,0.1118949455113968,0.0404,0.3822463750839233,0.058730162680149,0.1166666746139526
S2,"separate, two-tower",4,H&E<->mIF (ORION),trained,0.7293999999999999,0.9245,0.9556,0.8170069487413967,0.8493999999999999,0.5778985619544983,0.058730162680149,0.0900000035762786
S2,"separate, two-tower",4,H&E<->RNA (HEST),trained,0.1548,0.4256999999999999,0.5679,0.2875359575219429,0.1522,0.5778985619544983,0.058730162680149,0.0900000035762786
S2,"separate, two-tower",4,H&E<->text (TCGA),trained,0.2145999999999999,0.5528,0.6905,0.3697569224044003,0.2072,0.5778985619544983,0.058730162680149,0.0900000035762786
S2,"separate, two-tower",4,mIF<->RNA(virtual) (ORION),emergent,0.0272999999999999,0.092,0.1617999999999999,0.0812083344269199,0.0158,0.5778985619544983,0.058730162680149,0.0900000035762786
S2,"separate, two-tower",4,mIF<->text(synthetic) (ORION),emergent,0.0250999999999999,0.107,0.1811,0.0847624231283203,0.022,0.5778985619544983,0.058730162680149,0.0900000035762786
S2,"separate, two-tower",4,text<->RNA(virtual) (TCGA),emergent,0.0139,0.065,0.126,0.0626083485001815,0.0184,0.5778985619544983,0.058730162680149,0.0900000035762786
S2,"separate, two-tower",4,text<->mIF(MIPHEI) (TCGA),emergent,0.0143,0.0689,0.1366,0.0636185952573369,0.0098,0.5778985619544983,0.058730162680149,0.0900000035762786
S3,"separate, frozen anchor, linear head",4,H&E<->mIF (ORION),trained,0.6002000000000001,0.8928999999999999,0.9623,0.7281558961430129,0.8128000000000002,0.3333333432674408,0.0539682582020759,0.1155555546283721
S3,"separate, frozen anchor, linear head",4,H&E<->RNA (HEST),trained,0.1859,0.5233,0.6805999999999999,0.3408392688792889,0.2477999999999999,0.3333333432674408,0.0539682582020759,0.1155555546283721
S3,"separate, frozen anchor, linear head",4,H&E<->text (TCGA),trained,0.2441999999999999,0.6003000000000001,0.7293,0.4039093365199299,0.2549999999999999,0.3333333432674408,0.0539682582020759,0.1155555546283721
S3,"separate, frozen anchor, linear head",4,mIF<->RNA(virtual) (ORION),emergent,0.1266999999999999,0.4315,0.617,0.2738445170317402,0.1838,0.3333333432674408,0.0539682582020759,0.1155555546283721
S3,"separate, frozen anchor, linear head",4,mIF<->text(synthetic) (ORION),emergent,0.0805999999999999,0.284,0.4313999999999999,0.1923591629147393,0.0781999999999999,0.3333333432674408,0.0539682582020759,0.1155555546283721
S3,"separate, frozen anchor, linear head",4,text<->RNA(virtual) (TCGA),emergent,0.0709,0.2368,0.3634999999999999,0.1668433817989146,0.077,0.3333333432674408,0.0539682582020759,0.1155555546283721
S3,"separate, frozen anchor, linear head",4,text<->mIF(MIPHEI) (TCGA),emergent,0.0395999999999999,0.1402,0.2415,0.1112457462153508,0.0408,0.3333333432674408,0.0539682582020759,0.1155555546283721
J1,"joint, frozen anchor",4,H&E<->mIF (ORION),trained,0.6539999999999999,0.9212000000000002,0.9733000000000002,0.7702468048935507,0.8582000000000002,0.4057971239089966,0.0539682544767856,0.1066666692495346
J1,"joint, frozen anchor",4,H&E<->RNA (HEST),trained,0.192,0.5272,0.6819,0.3440499550369961,0.2251999999999999,0.4057971239089966,0.0539682544767856,0.1066666692495346
J1,"joint, frozen anchor",4,H&E<->text (TCGA),trained,0.2454,0.5971,0.7261000000000002,0.4045122421110523,0.2537999999999999,0.4057971239089966,0.0539682544767856,0.1066666692495346
J1,"joint, frozen anchor",4,mIF<->RNA(virtual) (ORION),emergent,0.119,0.3667999999999999,0.5256000000000001,0.2458382764162684,0.1706,0.4057971239089966,0.0539682544767856,0.1066666692495346
J1,"joint, frozen anchor",4,mIF<->text(synthetic) (ORION),emergent,0.0812,0.2764,0.4264,0.1909129695885403,0.0834,0.4057971239089966,0.0539682544767856,0.1066666692495346
J1,"joint, frozen anchor",4,text<->RNA(virtual) (TCGA),emergent,0.068,0.2283,0.3423999999999999,0.1617411482583096,0.061,0.4057971239089966,0.0539682544767856,0.1066666692495346
J1,"joint, frozen anchor",4,text<->mIF(MIPHEI) (TCGA),emergent,0.0341,0.1347,0.2281999999999999,0.1047622264805721,0.0392,0.4057971239089966,0.0539682544767856,0.1066666692495346
J2,"joint, shared H&E head",4,H&E<->mIF (ORION),trained,0.7082,0.9212000000000002,0.9563,0.8026908821745014,0.8534,0.52173912525177,0.0396825410425663,0.0955555588006973
J2,"joint, shared H&E head",4,H&E<->RNA (HEST),trained,0.1943,0.5481000000000001,0.7025999999999999,0.3552431238408382,0.2284,0.52173912525177,0.0396825410425663,0.0955555588006973
J2,"joint, shared H&E head",4,H&E<->text (TCGA),trained,0.2141,0.5494,0.6975,0.3683068558423711,0.2149999999999999,0.52173912525177,0.0396825410425663,0.0955555588006973
J2,"joint, shared H&E head",4,mIF<->RNA(virtual) (ORION),emergent,0.0658,0.2515,0.3792000000000001,0.1673223358018986,0.0944,0.52173912525177,0.0396825410425663,0.0955555588006973
J2,"joint, shared H&E head",4,mIF<->text(synthetic) (ORION),emergent,0.0579,0.2187,0.3608999999999999,0.1546686796482591,0.0558,0.52173912525177,0.0396825410425663,0.0955555588006973
J2,"joint, shared H&E head",4,text<->RNA(virtual) (TCGA),emergent,0.0506,0.1795,0.2963,0.1337831805414902,0.0605999999999999,0.52173912525177,0.0396825410425663,0.0955555588006973
J2,"joint, shared H&E head",4,text<->mIF(MIPHEI) (TCGA),emergent,0.0321,0.1294999999999999,0.2257999999999999,0.1007282431797664,0.0306,0.52173912525177,0.0396825410425663,0.0955555588006973
J3,"joint, shared H&E head, size-prop.",4,H&E<->mIF (ORION),trained,0.7068000000000001,0.9177000000000004,0.9586,0.8014676384207914,0.8460000000000002,0.4909420311450958,0.0476190485060215,0.0777777731418609
J3,"joint, shared H&E head, size-prop.",4,H&E<->RNA (HEST),trained,0.1860999999999999,0.4956,0.642,0.3300833457383371,0.1952,0.4909420311450958,0.0476190485060215,0.0777777731418609
J3,"joint, shared H&E head, size-prop.",4,H&E<->text (TCGA),trained,0.185,0.4711999999999999,0.6049,0.3236811180165153,0.1662,0.4909420311450958,0.0476190485060215,0.0777777731418609
J3,"joint, shared H&E head, size-prop.",4,mIF<->RNA(virtual) (ORION),emergent,0.0571,0.2198,0.3498999999999999,0.1524752852496512,0.077,0.4909420311450958,0.0476190485060215,0.0777777731418609
J3,"joint, shared H&E head, size-prop.",4,mIF<->text(synthetic) (ORION),emergent,0.0634,0.2297999999999999,0.3648,0.1621281395611146,0.06,0.4909420311450958,0.0476190485060215,0.0777777731418609
J3,"joint, shared H&E head, size-prop.",4,text<->RNA(virtual) (TCGA),emergent,0.0392,0.1482,0.2414,0.1124433056496198,0.0462,0.4909420311450958,0.0476190485060215,0.0777777731418609
J3,"joint, shared H&E head, size-prop.",4,text<->mIF(MIPHEI) (TCGA),emergent,0.0283,0.1175,0.2099,0.0947538442271859,0.031,0.4909420311450958,0.0476190485060215,0.0777777731418609
J4,"joint, shared H&E head + distill",4,H&E<->mIF (ORION),trained,0.7199000000000001,0.9151999999999998,0.9551,0.8078408818037569,0.8472000000000002,0.5452898740768433,0.0587301589548587,0.0700000002980232
J4,"joint, shared H&E head + distill",4,H&E<->RNA (HEST),trained,0.1699,0.4918,0.6423000000000001,0.3185550956039921,0.1741999999999999,0.5452898740768433,0.0587301589548587,0.0700000002980232
J4,"joint, shared H&E head + distill",4,H&E<->text (TCGA),trained,0.1751,0.4595999999999999,0.6035,0.3142272212075665,0.1668,0.5452898740768433,0.0587301589548587,0.0700000002980232
J4,"joint, shared H&E head + distill",4,mIF<->RNA(virtual) (ORION),emergent,0.0476999999999999,0.1859999999999999,0.2993,0.1321174240376191,0.0606,0.5452898740768433,0.0587301589548587,0.0700000002980232
J4,"joint, shared H&E head + distill",4,mIF<->text(synthetic) (ORION),emergent,0.0481,0.179,0.2819,0.1303521422857998,0.0434,0.5452898740768433,0.0587301589548587,0.0700000002980232
J4,"joint, shared H&E head + distill",4,text<->RNA(virtual) (TCGA),emergent,0.0355,0.1360999999999999,0.2312,0.1071866444263325,0.0382,0.5452898740768433,0.0587301589548587,0.0700000002980232
J4,"joint, shared H&E head + distill",4,text<->mIF(MIPHEI) (TCGA),emergent,0.0222999999999999,0.1012999999999999,0.1931,0.0849914844508599,0.0296,0.5452898740768433,0.0587301589548587,0.0700000002980232
J4b,"joint, shared H&E head + distill x10",4,H&E<->mIF (ORION),trained,0.7112,0.9241,0.9571,0.8042589642808043,0.8584,0.4945652186870575,0.0412698425352573,0.1033333390951156
J4b,"joint, shared H&E head + distill x10",4,H&E<->RNA (HEST),trained,0.1954999999999999,0.5557,0.7064000000000001,0.3575654657189123,0.2344,0.4945652186870575,0.0412698425352573,0.1033333390951156
J4b,"joint, shared H&E head + distill x10",4,H&E<->text (TCGA),trained,0.2196999999999999,0.557,0.7038000000000001,0.3744882469504345,0.2169999999999999,0.4945652186870575,0.0412698425352573,0.1033333390951156
J4b,"joint, shared H&E head + distill x10",4,mIF<->RNA(virtual) (ORION),emergent,0.0709,0.2635,0.3961,0.1764157610544735,0.1016,0.4945652186870575,0.0412698425352573,0.1033333390951156
J4b,"joint, shared H&E head + distill x10",4,mIF<->text(synthetic) (ORION),emergent,0.0635,0.2273999999999999,0.3651,0.1610313360364224,0.0664,0.4945652186870575,0.0412698425352573,0.1033333390951156
J4b,"joint, shared H&E head + distill x10",4,text<->RNA(virtual) (TCGA),emergent,0.0507,0.1828999999999999,0.2999,0.1358022957474442,0.0591999999999999,0.4945652186870575,0.0412698425352573,0.1033333390951156
J4b,"joint, shared H&E head + distill x10",4,text<->mIF(MIPHEI) (TCGA),emergent,0.0309999999999999,0.1239999999999999,0.2205,0.0989788228773079,0.0308,0.4945652186870575,0.0412698425352573,0.1033333390951156
J5,"joint, residual adapter",4,H&E<->mIF (ORION),trained,0.7091,0.9248000000000002,0.9652,0.8061475238384962,0.8603999999999999,0.5163043737411499,0.0396825410425663,0.0988888889551162
J5,"joint, residual adapter",4,H&E<->RNA (HEST),trained,0.1882,0.5289,0.6911,0.3443066107887674,0.2122,0.5163043737411499,0.0396825410425663,0.0988888889551162
J5,"joint, residual adapter",4,H&E<->text (TCGA),trained,0.222,0.5555,0.703,0.3763283956306766,0.2135999999999999,0.5163043737411499,0.0396825410425663,0.0988888889551162
J5,"joint, residual adapter",4,mIF<->RNA(virtual) (ORION),emergent,0.0636999999999999,0.2232,0.3584999999999999,0.160100558042657,0.0942,0.5163043737411499,0.0396825410425663,0.0988888889551162
J5,"joint, residual adapter",4,mIF<->text(synthetic) (ORION),emergent,0.0616,0.2436,0.4117999999999999,0.1683037087490874,0.0689999999999999,0.5163043737411499,0.0396825410425663,0.0988888889551162
J5,"joint, residual adapter",4,text<->RNA(virtual) (TCGA),emergent,0.0451,0.1668,0.2761,0.1268915389698261,0.0468,0.5163043737411499,0.0396825410425663,0.0988888889551162
J5,"joint, residual adapter",4,text<->mIF(MIPHEI) (TCGA),emergent,0.0326999999999999,0.1283,0.2171,0.1003947569708919,0.035,0.5163043737411499,0.0396825410425663,0.0988888889551162
J6,"joint, shared H&E head, uncertainty wt.",4,H&E<->mIF (ORION),trained,0.7144000000000001,0.9145000000000002,0.9504,0.8043800391009738,0.8454,0.52173912525177,0.0523809529840946,0.0755555555224418
J6,"joint, shared H&E head, uncertainty wt.",4,H&E<->RNA (HEST),trained,0.173,0.4862999999999999,0.6443000000000001,0.321294432960412,0.1868,0.52173912525177,0.0523809529840946,0.0755555555224418
J6,"joint, shared H&E head, uncertainty wt.",4,H&E<->text (TCGA),trained,0.1939,0.4909999999999999,0.6294,0.3357292353323099,0.1767999999999999,0.52173912525177,0.0523809529840946,0.0755555555224418
J6,"joint, shared H&E head, uncertainty wt.",4,mIF<->RNA(virtual) (ORION),emergent,0.0526,0.1846999999999999,0.3005,0.1361624467460452,0.061,0.52173912525177,0.0523809529840946,0.0755555555224418
J6,"joint, shared H&E head, uncertainty wt.",4,mIF<->text(synthetic) (ORION),emergent,0.0552,0.1907999999999999,0.306,0.140114782069159,0.0444,0.52173912525177,0.0523809529840946,0.0755555555224418
J6,"joint, shared H&E head, uncertainty wt.",4,text<->RNA(virtual) (TCGA),emergent,0.0431,0.1508,0.2457999999999999,0.1172454277971272,0.0426,0.52173912525177,0.0523809529840946,0.0755555555224418
J6,"joint, shared H&E head, uncertainty wt.",4,text<->mIF(MIPHEI) (TCGA),emergent,0.0234999999999999,0.113,0.2049999999999999,0.0898757100380211,0.0318,0.52173912525177,0.0523809529840946,0.0755555555224418
J7,two-stage: separate -> joint residual,4,H&E<->mIF (ORION),trained,0.7291,0.9367999999999996,0.9708,0.8202348191228768,0.8905999999999998,0.5489130020141602,0.058730162680149,0.0988888889551162
J7,two-stage: separate -> joint residual,4,H&E<->RNA (HEST),trained,0.184,0.5172999999999999,0.6690999999999998,0.3359808165176964,0.2148,0.5489130020141602,0.058730162680149,0.0988888889551162
J7,two-stage: separate -> joint residual,4,H&E<->text (TCGA),trained,0.2463,0.5942000000000001,0.7206999999999998,0.4040020183811958,0.2466,0.5489130020141602,0.058730162680149,0.0988888889551162
J7,two-stage: separate -> joint residual,4,mIF<->RNA(virtual) (ORION),emergent,0.1219,0.3782,0.5387999999999998,0.2531759622813445,0.1822,0.5489130020141602,0.058730162680149,0.0988888889551162
J7,two-stage: separate -> joint residual,4,mIF<->text(synthetic) (ORION),emergent,0.0862999999999999,0.2754,0.4260999999999999,0.1927650600952374,0.0822,0.5489130020141602,0.058730162680149,0.0988888889551162
J7,two-stage: separate -> joint residual,4,text<->RNA(virtual) (TCGA),emergent,0.0576999999999999,0.2037999999999999,0.3149,0.1464243560315776,0.0526,0.5489130020141602,0.058730162680149,0.0988888889551162
J7,two-stage: separate -> joint residual,4,text<->mIF(MIPHEI) (TCGA),emergent,0.0369999999999999,0.1378,0.235,0.1071217255790734,0.0418,0.5489130020141602,0.058730162680149,0.0988888889551162
S4,"separate, frozen, MLP mIF + linear RNA/text",0,H&E<->mIF (ORION),trained,0.6498999999999999,0.935,0.9817,0.7718336552343588,0.8768,0.5347594022750854,0.03479853644967079,0.08229167014360428
S4,"separate, frozen, MLP mIF + linear RNA/text",0,H&E<->RNA (HEST),trained,0.1468,0.4336,0.5605,0.28441972939207627,0.16560000000000002,0.5347594022750854,0.03479853644967079,0.08229167014360428
S4,"separate, frozen, MLP mIF + linear RNA/text",0,H&E<->text (TCGA),trained,0.2358,0.5760000000000001,0.7202,0.39193739602464184,0.24580000000000002,0.5347594022750854,0.03479853644967079,0.08229167014360428
S4,"separate, frozen, MLP mIF + linear RNA/text",0,mIF<->RNA(virtual) (ORION),emergent,0.1252,0.39640000000000003,0.5940000000000001,0.26371315353425573,0.1782,0.5347594022750854,0.03479853644967079,0.08229167014360428
S4,"separate, frozen, MLP mIF + linear RNA/text",0,mIF<->text(synthetic) (ORION),emergent,0.0761,0.2851,0.45410000000000006,0.1932454643731994,0.08220000000000001,0.5347594022750854,0.03479853644967079,0.08229167014360428
S4,"separate, frozen, MLP mIF + linear RNA/text",0,text<->RNA(virtual) (TCGA),emergent,0.0749,0.25079999999999997,0.37120000000000014,0.17293909745803743,0.08139999999999999,0.5347594022750854,0.03479853644967079,0.08229167014360428
S4,"separate, frozen, MLP mIF + linear RNA/text",0,text<->mIF(MIPHEI) (TCGA),emergent,0.0444,0.15709999999999996,0.258,0.11879096308250786,0.044199999999999996,0.5347594022750854,0.03479853644967079,0.08229167014360428
J8,two-stage from S4 heads -> joint residual,0,H&E<->mIF (ORION),trained,0.7575999999999999,0.9599,0.9919,0.8446965386307879,0.9232,0.6684492230415344,0.03846153989434242,0.08229167014360428
J8,two-stage from S4 heads -> joint residual,0,H&E<->RNA (HEST),trained,0.1564,0.43000000000000005,0.5533,0.2883290721659949,0.17220000000000002,0.6684492230415344,0.03846153989434242,0.08229167014360428
J8,two-stage from S4 heads -> joint residual,0,H&E<->text (TCGA),trained,0.23730000000000004,0.5726999999999999,0.7145,0.39117660493386686,0.23379999999999995,0.6684492230415344,0.03846153989434242,0.08229167014360428
J8,two-stage from S4 heads -> joint residual,0,mIF<->RNA(virtual) (ORION),emergent,0.11530000000000001,0.3675,0.5519,0.24509022264760297,0.1696,0.6684492230415344,0.03846153989434242,0.08229167014360428
J8,two-stage from S4 heads -> joint residual,0,mIF<->text(synthetic) (ORION),emergent,0.08049999999999999,0.28850000000000003,0.4371000000000001,0.19494660501400318,0.0822,0.6684492230415344,0.03846153989434242,0.08229167014360428
J8,two-stage from S4 heads -> joint residual,0,text<->RNA(virtual) (TCGA),emergent,0.0754,0.24470000000000006,0.36090000000000005,0.17128614942685969,0.0782,0.6684492230415344,0.03846153989434242,0.08229167014360428
J8,two-stage from S4 heads -> joint residual,0,text<->mIF(MIPHEI) (TCGA),emergent,0.04079999999999999,0.1452,0.24540000000000003,0.11246913714352916,0.041999999999999996,0.6684492230415344,0.03846153989434242,0.08229167014360428
S4,"separate, frozen, MLP mIF + linear RNA/text",1,H&E<->mIF (ORION),trained,0.6864999999999999,0.9566999999999999,0.9891000000000001,0.8022994755836171,0.9179999999999999,0.38405799865722656,0.023427041247487068,0.09768907725811005
S4,"separate, frozen, MLP mIF + linear RNA/text",1,H&E<->RNA (HEST),trained,0.1399,0.40120000000000006,0.5357999999999999,0.27121451712185807,0.184,0.38405799865722656,0.023427041247487068,0.09768907725811005
S4,"separate, frozen, MLP mIF + linear RNA/text",1,H&E<->text (TCGA),trained,0.22880000000000003,0.5770000000000001,0.7189999999999999,0.3877699474688965,0.2384,0.38405799865722656,0.023427041247487068,0.09768907725811005
S4,"separate, frozen, MLP mIF + linear RNA/text",1,mIF<->RNA(virtual) (ORION),emergent,0.08910000000000001,0.3094,0.48719999999999997,0.21144460686735653,0.1592,0.38405799865722656,0.023427041247487068,0.09768907725811005
S4,"separate, frozen, MLP mIF + linear RNA/text",1,mIF<->text(synthetic) (ORION),emergent,0.0553,0.2495,0.40939999999999993,0.16567621923672043,0.067,0.38405799865722656,0.023427041247487068,0.09768907725811005
S4,"separate, frozen, MLP mIF + linear RNA/text",1,text<->RNA(virtual) (TCGA),emergent,0.06340000000000001,0.22029999999999997,0.3428999999999999,0.15771705476656195,0.07280000000000002,0.38405799865722656,0.023427041247487068,0.09768907725811005
S4,"separate, frozen, MLP mIF + linear RNA/text",1,text<->mIF(MIPHEI) (TCGA),emergent,0.0346,0.13909999999999997,0.2316,0.1061415203618652,0.043199999999999995,0.38405799865722656,0.023427041247487068,0.09768907725811005
J8,two-stage from S4 heads -> joint residual,1,H&E<->mIF (ORION),trained,0.7857000000000001,0.9749000000000001,0.9925999999999999,0.8676421434470113,0.9526,0.5181159377098083,0.0254350733011961,0.09348739683628082
J8,two-stage from S4 heads -> joint residual,1,H&E<->RNA (HEST),trained,0.1606,0.43779999999999997,0.5671,0.29506741446565843,0.20920000000000002,0.5181159377098083,0.0254350733011961,0.09348739683628082
J8,two-stage from S4 heads -> joint residual,1,H&E<->text (TCGA),trained,0.22600000000000006,0.5722,0.7132000000000001,0.38381152199244084,0.2236,0.5181159377098083,0.0254350733011961,0.09348739683628082
J8,two-stage from S4 heads -> joint residual,1,mIF<->RNA(virtual) (ORION),emergent,0.10389999999999999,0.3368999999999998,0.5073000000000001,0.2284359069821651,0.16,0.5181159377098083,0.0254350733011961,0.09348739683628082
J8,two-stage from S4 heads -> joint residual,1,mIF<->text(synthetic) (ORION),emergent,0.056799999999999996,0.24559999999999998,0.39020000000000005,0.16300762582268027,0.06180000000000001,0.5181159377098083,0.0254350733011961,0.09348739683628082
J8,two-stage from S4 heads -> joint residual,1,text<->RNA(virtual) (TCGA),emergent,0.0641,0.23069999999999996,0.3553,0.16044136763593073,0.07,0.5181159377098083,0.0254350733011961,0.09348739683628082
J8,two-stage from S4 heads -> joint residual,1,text<->mIF(MIPHEI) (TCGA),emergent,0.035,0.1245,0.213,0.10045728419343107,0.0352,0.5181159377098083,0.0254350733011961,0.09348739683628082
S4,"separate, frozen, MLP mIF + linear RNA/text",2,H&E<->mIF (ORION),trained,0.6903,0.9444999999999999,0.9844999999999999,0.799765516519107,0.894,0.38768118619918823,0.08585858345031738,0.09456521272659302
S4,"separate, frozen, MLP mIF + linear RNA/text",2,H&E<->RNA (HEST),trained,0.12190000000000001,0.33549999999999996,0.4576000000000001,0.23520345250196698,0.1348,0.38768118619918823,0.08585858345031738,0.09456521272659302
S4,"separate, frozen, MLP mIF + linear RNA/text",2,H&E<->text (TCGA),trained,0.2396,0.5930000000000001,0.7341000000000001,0.39924010637911733,0.25579999999999997,0.38768118619918823,0.08585858345031738,0.09456521272659302
S4,"separate, frozen, MLP mIF + linear RNA/text",2,mIF<->RNA(virtual) (ORION),emergent,0.12780000000000002,0.38470000000000004,0.5704,0.26111787961027255,0.18100000000000002,0.38768118619918823,0.08585858345031738,0.09456521272659302
S4,"separate, frozen, MLP mIF + linear RNA/text",2,mIF<->text(synthetic) (ORION),emergent,0.0683,0.2797,0.4260000000000001,0.183732491336611,0.073,0.38768118619918823,0.08585858345031738,0.09456521272659302
S4,"separate, frozen, MLP mIF + linear RNA/text",2,text<->RNA(virtual) (TCGA),emergent,0.073,0.26,0.3962,0.17782547437850982,0.0808,0.38768118619918823,0.08585858345031738,0.09456521272659302
S4,"separate, frozen, MLP mIF + linear RNA/text",2,text<->mIF(MIPHEI) (TCGA),emergent,0.0364,0.14279999999999998,0.2534,0.11033562583257511,0.0358,0.38768118619918823,0.08585858345031738,0.09456521272659302
J8,two-stage from S4 heads -> joint residual,2,H&E<->mIF (ORION),trained,0.8006,0.9743999999999999,0.996,0.8749340103768779,0.9259999999999998,0.5561594367027283,0.08585858345031738,0.08043477684259415
J8,two-stage from S4 heads -> joint residual,2,H&E<->RNA (HEST),trained,0.1288,0.331,0.44970000000000004,0.23818795095849143,0.1394,0.5561594367027283,0.08585858345031738,0.08043477684259415
J8,two-stage from S4 heads -> joint residual,2,H&E<->text (TCGA),trained,0.23129999999999998,0.5730999999999999,0.7032,0.3876979650894243,0.23739999999999994,0.5561594367027283,0.08585858345031738,0.08043477684259415
J8,two-stage from S4 heads -> joint residual,2,mIF<->RNA(virtual) (ORION),emergent,0.1165,0.34989999999999993,0.5181,0.23964704983983018,0.15600000000000003,0.5561594367027283,0.08585858345031738,0.08043477684259415
J8,two-stage from S4 heads -> joint residual,2,mIF<->text(synthetic) (ORION),emergent,0.0629,0.2501,0.381,0.1685131200885478,0.0686,0.5561594367027283,0.08585858345031738,0.08043477684259415
J8,two-stage from S4 heads -> joint residual,2,text<->RNA(virtual) (TCGA),emergent,0.0608,0.2336,0.37270000000000003,0.16102638393591687,0.07200000000000001,0.5561594367027283,0.08585858345031738,0.08043477684259415
J8,two-stage from S4 heads -> joint residual,2,text<->mIF(MIPHEI) (TCGA),emergent,0.0319,0.12500000000000003,0.21580000000000002,0.09924978452825503,0.03,0.5561594367027283,0.08585858345031738,0.08043477684259415
S4,"separate, frozen, MLP mIF + linear RNA/text",3,H&E<->mIF (ORION),trained,0.728,0.9666,0.9907999999999998,0.8308227486806894,0.9481999999999999,0.3550724685192108,0.05035128444433212,0.08227847516536713
S4,"separate, frozen, MLP mIF + linear RNA/text",3,H&E<->RNA (HEST),trained,0.1623,0.4559,0.6103999999999999,0.30247207366995005,0.19039999999999996,0.3550724685192108,0.05035128444433212,0.08227847516536713
S4,"separate, frozen, MLP mIF + linear RNA/text",3,H&E<->text (TCGA),trained,0.22240000000000001,0.5885,0.7337,0.3874308650147313,0.24779999999999996,0.3550724685192108,0.05035128444433212,0.08227847516536713
S4,"separate, frozen, MLP mIF + linear RNA/text",3,mIF<->RNA(virtual) (ORION),emergent,0.12869999999999998,0.4108,0.6084999999999999,0.2697415902884286,0.20639999999999997,0.3550724685192108,0.05035128444433212,0.08227847516536713
S4,"separate, frozen, MLP mIF + linear RNA/text",3,mIF<->text(synthetic) (ORION),emergent,0.08430000000000001,0.29379999999999995,0.45130000000000003,0.1982385492581279,0.085,0.3550724685192108,0.05035128444433212,0.08227847516536713
S4,"separate, frozen, MLP mIF + linear RNA/text",3,text<->RNA(virtual) (TCGA),emergent,0.07400000000000001,0.259,0.4053,0.1790460193186958,0.0754,0.3550724685192108,0.05035128444433212,0.08227847516536713
S4,"separate, frozen, MLP mIF + linear RNA/text",3,text<->mIF(MIPHEI) (TCGA),emergent,0.032,0.12090000000000002,0.21960000000000002,0.09920473885036002,0.032600000000000004,0.3550724685192108,0.05035128444433212,0.08227847516536713
J8,two-stage from S4 heads -> joint residual,3,H&E<->mIF (ORION),trained,0.7431000000000002,0.9721000000000001,0.9925999999999999,0.8416936831750302,0.9594,0.39311593770980835,0.05152224749326706,0.08544303476810455
J8,two-stage from S4 heads -> joint residual,3,H&E<->RNA (HEST),trained,0.16400000000000003,0.4594,0.6111,0.3047917798233609,0.1898,0.39311593770980835,0.05152224749326706,0.08544303476810455
J8,two-stage from S4 heads -> joint residual,3,H&E<->text (TCGA),trained,0.2266,0.5933999999999999,0.7411,0.3930771125306123,0.2482,0.39311593770980835,0.05152224749326706,0.08544303476810455
J8,two-stage from S4 heads -> joint residual,3,mIF<->RNA(virtual) (ORION),emergent,0.11870000000000001,0.39849999999999997,0.6017,0.26039409496061217,0.19499999999999995,0.39311593770980835,0.05152224749326706,0.08544303476810455
J8,two-stage from S4 heads -> joint residual,3,mIF<->text(synthetic) (ORION),emergent,0.08349999999999999,0.29350000000000004,0.4509,0.19888016367915753,0.0864,0.39311593770980835,0.05152224749326706,0.08544303476810455
J8,two-stage from S4 heads -> joint residual,3,text<->RNA(virtual) (TCGA),emergent,0.0698,0.25120000000000003,0.39270000000000005,0.17233539104179904,0.07880000000000001,0.39311593770980835,0.05152224749326706,0.08544303476810455
J8,two-stage from S4 heads -> joint residual,3,text<->mIF(MIPHEI) (TCGA),emergent,0.030699999999999998,0.11599999999999999,0.20709999999999998,0.09532397263850972,0.0304,0.39311593770980835,0.05152224749326706,0.08544303476810455
S4,"separate, frozen, MLP mIF + linear RNA/text",4,H&E<->mIF (ORION),trained,0.6441,0.9149000000000003,0.9702000000000001,0.7615899243275567,0.8456,0.38224637508392334,0.04603174701333046,0.12222222238779068
S4,"separate, frozen, MLP mIF + linear RNA/text",4,H&E<->RNA (HEST),trained,0.18850000000000006,0.5394,0.6952999999999999,0.3479711892586057,0.263,0.38224637508392334,0.04603174701333046,0.12222222238779068
S4,"separate, frozen, MLP mIF + linear RNA/text",4,H&E<->text (TCGA),trained,0.2426,0.6007,0.7291,0.4027677606477426,0.256,0.38224637508392334,0.04603174701333046,0.12222222238779068
S4,"separate, frozen, MLP mIF + linear RNA/text",4,mIF<->RNA(virtual) (ORION),emergent,0.1131,0.3996,0.5844999999999999,0.2535584763540676,0.17880000000000001,0.38224637508392334,0.04603174701333046,0.12222222238779068
S4,"separate, frozen, MLP mIF + linear RNA/text",4,mIF<->text(synthetic) (ORION),emergent,0.08509999999999998,0.2968,0.4561,0.19919398199494584,0.0888,0.38224637508392334,0.04603174701333046,0.12222222238779068
S4,"separate, frozen, MLP mIF + linear RNA/text",4,text<->RNA(virtual) (TCGA),emergent,0.07050000000000001,0.2469,0.3811,0.1710789876403968,0.07919999999999999,0.38224637508392334,0.04603174701333046,0.12222222238779068
S4,"separate, frozen, MLP mIF + linear RNA/text",4,text<->mIF(MIPHEI) (TCGA),emergent,0.0378,0.14730000000000001,0.24100000000000002,0.1114916676314028,0.04,0.38224637508392334,0.04603174701333046,0.12222222238779068
J8,two-stage from S4 heads -> joint residual,4,H&E<->mIF (ORION),trained,0.7254,0.9416,0.9747000000000002,0.8203712532224937,0.8860000000000001,0.5416666865348816,0.0476190485060215,0.12000000476837158
J8,two-stage from S4 heads -> joint residual,4,H&E<->RNA (HEST),trained,0.20810000000000003,0.5528000000000001,0.7039000000000002,0.36590326414861585,0.28040000000000004,0.5416666865348816,0.0476190485060215,0.12000000476837158
J8,two-stage from S4 heads -> joint residual,4,H&E<->text (TCGA),trained,0.24,0.5826,0.7212,0.3960322653701917,0.2412,0.5416666865348816,0.0476190485060215,0.12000000476837158
J8,two-stage from S4 heads -> joint residual,4,mIF<->RNA(virtual) (ORION),emergent,0.10799999999999998,0.36589999999999995,0.5335,0.23889342600634195,0.1666,0.5416666865348816,0.0476190485060215,0.12000000476837158
J8,two-stage from S4 heads -> joint residual,4,mIF<->text(synthetic) (ORION),emergent,0.07890000000000001,0.2679,0.41450000000000004,0.18572314950367297,0.0794,0.5416666865348816,0.0476190485060215,0.12000000476837158
J8,two-stage from S4 heads -> joint residual,4,text<->RNA(virtual) (TCGA),emergent,0.0713,0.2465,0.37760000000000005,0.17217879930637675,0.07400000000000001,0.5416666865348816,0.0476190485060215,0.12000000476837158
J8,two-stage from S4 heads -> joint residual,4,text<->mIF(MIPHEI) (TCGA),emergent,0.03429999999999999,0.13709999999999997,0.22780000000000006,0.10502179113481169,0.038200000000000005,0.5416666865348816,0.0476190485060215,0.12000000476837158