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TCGA-SKCM

Last updated 2026-02-04 16:27 · Cached 2026-02-08 16:59

Features Inference Manifest Tiling Training

Stage Summary Pipeline status at a glance Pipeline

Features
Encoders detected: gigapath_ft (475 files, 432 with labels), h-optimus-0 (475 files, 432 with labels), prov-gigapath (475 files, 432 with labels), uni (475 files, 432 with labels), virchow (475 files, 432 with labels), virchow2 (475 files, 432 with labels)
Inference
645 prediction(s) · 165 positive label(s) · dataset tcga
Manifest
432 rows, 19 columns
Tiling
Tiling manifest covers 475 case(s), 432 with labels
Training
360 training run(s)

Case Summary Track cohort coverage by encoder Cohort

Cases Inspect case-level tiles and encoders Cases

Manifest Overview Preview the manifest and target distribution Manifest

Download CSV

432 rows · 15 columns

Target: BRAF_BINARY Target: BRAF Target: MAP2K1_BINARY Target: MAP2K1 Target: NRAS_BINARY Target: NRAS Target: PTEN_BINARY Target: PTEN

slide_id	BRAF_binary	DMP_ASSAY_ID	split_1	split_2	split_3	split_4	split_5	BRAF	MAP2K1	NRAS_binary	NRAS	PTEN_binary	PTEN
TCGA-3N-A9WB_TCGA-3N-A9WB-01Z-00-DX1	1	TCGA-3N-A9WB_TCGA-3N-A9WB-01Z-00-DX1	train	train	test	test	train	Positive	Negative	1	Positive	0	Negative
TCGA-3N-A9WC_TCGA-3N-A9WC-01Z-00-DX1	1	TCGA-3N-A9WC_TCGA-3N-A9WC-01Z-00-DX1	train	train	train	train	test	Positive	Negative	1	Positive	0	Negative
TCGA-3N-A9WD_TCGA-3N-A9WD-01Z-00-DX1	0	TCGA-3N-A9WD_TCGA-3N-A9WD-01Z-00-DX1	train	train	train	train	test	Negative	Negative	1	Positive	0	Negative
TCGA-BF-A1PU_TCGA-BF-A1PU-01Z-00-DX1	1	TCGA-BF-A1PU_TCGA-BF-A1PU-01Z-00-DX1	test	train	train	test	test	Positive	Negative	0	Negative	1	Positive
TCGA-BF-A1PV_TCGA-BF-A1PV-01Z-00-DX1	0	TCGA-BF-A1PV_TCGA-BF-A1PV-01Z-00-DX1	train	train	test	train	train	Negative	Negative	1	Positive	0	Negative

Cross-Validation Performance Compare experiments across validation splits Validation

Training Runs Artifacts and metrics for each experiment Experiments

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Model	Target	Aggregator	Split	Epoch 200	Macro AUC	Macro BER	Macro FPR	Macro FNR	Artifact
h-optimus-0	NRAS	GMA PUB	split_2	120	0.5566738557392763	0.5025161754133717	0.1588785046728972	0.8461538461538461	`cumulative_results.csv`
prov-gigapath	NRAS	GMA PUB	split_4	120	0.5741672657560508	0.4512341241313204	0.1588785046728972	0.7435897435897436	`cumulative_results.csv`
prov-gigapath	BRAF	GMA PUB	split_4	120	0.5861138861138862	0.445054945054945	0.4615384615384615	0.4285714285714285	`cumulative_results.csv`
virchow2	BRAF	GMA PUB	split_3	120	0.6023976023976024	0.4116883116883116	0.2	0.6233766233766234	`cumulative_results.csv`
uni	BRAF	GMA PUB	split_1	120	0.5243519245875884	0.4774155538098978	0.5074626865671642	0.4473684210526316	`cumulative_results.csv`
prov-gigapath	BRAF	GMA PUB	split_2	120	0.5550532449266626	0.4613220815752461	0.5555555555555556	0.3670886075949367	`cumulative_results.csv`
uni	NRAS	GMA PUB	split_1	120	0.6276811921426959	0.4216527432829081	0.145631067961165	0.6976744186046512	`cumulative_results.csv`
virchow	NRAS	GMA PUB	split_3	120	0.5904624970045531	0.4092978672417925	0.1775700934579439	0.6410256410256411	`cumulative_results.csv`
prov-gigapath	PTEN	GMA PUB	split_4	120	0.4234496124031007	0.5193798449612403	0.0387596899224806	1.0	`cumulative_results.csv`
virchow	BRAF	GMA PUB	split_1	120	0.5103102906520032	0.4839945011783189	0.5074626865671642	0.4605263157894737	`cumulative_results.csv`
prov-gigapath	MAP2K1	GMA PUB	split_3	120	0.4607664233576642	0.5109489051094891	0.0218978102189781	1.0	`cumulative_results.csv`
virchow2	BRAF	GMA PUB	split_4	120	0.5847152847152847	0.4575424575424575	0.5384615384615384	0.3766233766233766	`cumulative_results.csv`
h-optimus-0	MAP2K1	GMA PUB	split_4	120	0.4501633986928104	0.5110294117647058	0.0220588235294117	1.0	`cumulative_results.csv`
virchow	MAP2K1	GMA PUB	split_3	120	0.4981751824817518	0.5145985401459854	0.0291970802919708	1.0	`cumulative_results.csv`
gigapath_ft	PTEN	GMA PUB	split_1	120	0.5256410256410257	0.4935897435897436	0.0538461538461538	0.9333333333333332	`cumulative_results.csv`
prov-gigapath	MAP2K1	GMA PUB	split_5	120	0.5711934156378601	0.4518518518518518	0.0148148148148148	0.8888888888888888	`cumulative_results.csv`
prov-gigapath	PTEN	GMA PUB	split_3	120	0.4181977252843395	0.4997812773403324	0.0551181102362204	0.9444444444444444	`cumulative_results.csv`
virchow	MAP2K1	GMA PUB	split_4	120	0.5800653594771241	0.5	0.0	1.0	`cumulative_results.csv`
uni	MAP2K1	GMA PUB	split_5	120	0.5308641975308641	0.4481481481481481	0.0074074074074074	0.8888888888888888	`cumulative_results.csv`
virchow	MAP2K1	GMA PUB	split_5	120	0.7028806584362141	0.4555555555555555	0.0222222222222222	0.8888888888888888	`cumulative_results.csv`
uni	PTEN	GMA PUB	split_4	120	0.3798449612403101	0.5310077519379846	0.0620155038759689	1.0	`cumulative_results.csv`
gigapath_ft	BRAF	GMA PUB	split_5	120	0.6465311004784688	0.4124800637958533	0.4696969696969697	0.3552631578947368	`cumulative_results.csv`
prov-gigapath	BRAF	GMA PUB	split_3	120	0.6	0.4351648351648352	0.5846153846153846	0.2857142857142857	`cumulative_results.csv`
uni	PTEN	GMA PUB	split_2	120	0.4912683823529412	0.4940257352941176	0.046875	0.9411764705882352	`cumulative_results.csv`
uni	PTEN	GMA PUB	split_2	120	0.4912683823529412	0.4940257352941176	0.046875	0.9411764705882352	`cumulative_results.csv`
virchow2	MAP2K1	GMA PUB	split_2	120	0.3585766423357663	0.5	0.0	1.0	`cumulative_results.csv`
virchow2	NRAS	GMA PUB	split_2	120	0.5514018691588786	0.4756769710040738	0.1308411214953271	0.8205128205128205	`cumulative_results.csv`
virchow2	MAP2K1	GMA PUB	split_5	120	0.5139917695473251	0.4518518518518518	0.0148148148148148	0.8888888888888888	`cumulative_results.csv`
virchow2	PTEN	GMA PUB	split_5	120	0.3972431077694236	0.5213032581453634	0.0952380952380952	0.9473684210526316	`cumulative_results.csv`
gigapath_ft	PTEN	GMA PUB	split_5	120	0.5551378446115288	0.4816207184628237	0.0158730158730158	0.9473684210526316	`cumulative_results.csv`
virchow2	PTEN	GMA PUB	split_1	120	0.4548717948717948	0.4935897435897436	0.0538461538461538	0.9333333333333332	`cumulative_results.csv`
uni	PTEN	GMA PUB	split_1	120	0.5948717948717949	0.4282051282051282	0.123076923076923	0.7333333333333333	`cumulative_results.csv`
virchow2	BRAF	GMA PUB	split_1	120	0.5586213668499607	0.4738805970149253	0.4477611940298507	0.5	`cumulative_results.csv`
prov-gigapath	MAP2K1	GMA PUB	split_4	120	0.3766339869281045	0.5	0.0	1.0	`cumulative_results.csv`
virchow2	MAP2K1	GMA PUB	split_1	120	0.4681372549019607	0.4554738562091503	0.0220588235294117	0.8888888888888888	`cumulative_results.csv`
prov-gigapath	NRAS	GMA PUB	split_5	120	0.5876656472986747	0.4297910295616717	0.1651376146788991	0.6944444444444444	`cumulative_results.csv`
virchow	MAP2K1	GMA PUB	split_1	120	0.4624183006535948	0.4591503267973856	0.0294117647058823	0.8888888888888888	`cumulative_results.csv`
virchow	PTEN	GMA PUB	split_5	120	0.424812030075188	0.5595238095238095	0.119047619047619	1.0	`cumulative_results.csv`
gigapath_ft	MAP2K1	GMA PUB	split_1	120	0.2949346405228757	0.4481209150326797	0.0073529411764705	0.8888888888888888	`cumulative_results.csv`
uni	MAP2K1	GMA PUB	split_4	120	0.3970588235294118	0.5147058823529411	0.0294117647058823	1.0	`cumulative_results.csv`
h-optimus-0	NRAS	GMA PUB	split_5	120	0.5293068297655453	0.5082823649337411	0.2110091743119266	0.8055555555555556	`cumulative_results.csv`
uni	NRAS	GMA PUB	split_4	120	0.589863407620417	0.4640546369518332	0.1588785046728972	0.7692307692307693	`cumulative_results.csv`
uni	NRAS	GMA PUB	split_5	120	0.576197757390418	0.4624108053007135	0.1192660550458715	0.8055555555555556	`cumulative_results.csv`
virchow2	PTEN	GMA PUB	split_2	120	0.4765625	0.4979319852941176	0.0546875	0.9411764705882352	`cumulative_results.csv`
prov-gigapath	BRAF	GMA PUB	split_5	120	0.6340709728867623	0.4049043062200956	0.4545454545454545	0.3552631578947368	`cumulative_results.csv`
virchow2	NRAS	GMA PUB	split_3	120	0.595255212077642	0.4394919722022525	0.0841121495327102	0.7948717948717948	`cumulative_results.csv`
h-optimus-0	PTEN	GMA PUB	split_1	120	0.438974358974359	0.5346153846153846	0.0692307692307692	1.0	`cumulative_results.csv`
uni	BRAF	GMA PUB	split_4	120	0.5235764235764235	0.5130869130869131	0.5846153846153846	0.4415584415584415	`cumulative_results.csv`
virchow2	NRAS	GMA PUB	split_2	120	0.5514018691588786	0.4756769710040738	0.1308411214953271	0.8205128205128205	`cumulative_results.csv`
prov-gigapath	PTEN	GMA PUB	split_3	120	0.4181977252843395	0.4997812773403324	0.0551181102362204	0.9444444444444444	`cumulative_results.csv`
uni	PTEN	GMA PUB	split_3	120	0.4129483814523184	0.515748031496063	0.0314960629921259	1.0	`cumulative_results.csv`
gigapath_ft	BRAF	GMA PUB	split_1	120	0.5940691280439906	0.4831107619795758	0.4925373134328358	0.4736842105263157	`cumulative_results.csv`
virchow2	NRAS	GMA PUB	split_1	120	0.5399638744637616	0.5011289230074509	0.1650485436893204	0.8372093023255814	`cumulative_results.csv`
prov-gigapath	BRAF	GMA PUB	split_4	120	0.5861138861138862	0.445054945054945	0.4615384615384615	0.4285714285714285	`cumulative_results.csv`
gigapath_ft	NRAS	GMA PUB	split_5	120	0.6628440366972478	0.4531090723751274	0.128440366972477	0.7777777777777778	`cumulative_results.csv`
virchow2	BRAF	GMA PUB	split_4	120	0.5847152847152847	0.4575424575424575	0.5384615384615384	0.3766233766233766	`cumulative_results.csv`
virchow2	PTEN	GMA PUB	split_3	120	0.5214348206474191	0.5275590551181102	0.0551181102362204	1.0	`cumulative_results.csv`
uni	NRAS	GMA PUB	split_3	120	0.657081236520489	0.4651329978432782	0.0841121495327102	0.8461538461538461	`cumulative_results.csv`
h-optimus-0	PTEN	GMA PUB	split_1	120	0.438974358974359	0.5346153846153846	0.0692307692307692	1.0	`cumulative_results.csv`
virchow	BRAF	GMA PUB	split_1	120	0.5103102906520032	0.4839945011783189	0.5074626865671642	0.4605263157894737	`cumulative_results.csv`
virchow	MAP2K1	GMA PUB	split_2	120	0.4781021897810218	0.5109489051094891	0.0218978102189781	1.0	`cumulative_results.csv`
virchow	MAP2K1	GMA PUB	split_5	120	0.7028806584362141	0.4555555555555555	0.0222222222222222	0.8888888888888888	`cumulative_results.csv`
virchow	PTEN	GMA PUB	split_2	120	0.4779411764705882	0.5018382352941176	0.0625	0.9411764705882352	`cumulative_results.csv`
h-optimus-0	PTEN	GMA PUB	split_4	120	0.3866279069767442	0.5116279069767442	0.0232558139534883	1.0	`cumulative_results.csv`
virchow2	NRAS	GMA PUB	split_4	120	0.5727294512341242	0.475796788880901	0.2336448598130841	0.717948717948718	`cumulative_results.csv`
uni	NRAS	GMA PUB	split_4	120	0.589863407620417	0.4640546369518332	0.1588785046728972	0.7692307692307693	`cumulative_results.csv`
gigapath_ft	PTEN	GMA PUB	split_4	120	0.376453488372093	0.5310077519379846	0.0620155038759689	1.0	`cumulative_results.csv`
prov-gigapath	MAP2K1	GMA PUB	split_2	120	0.3193430656934306	0.5036496350364964	0.0072992700729927	1.0	`cumulative_results.csv`
virchow2	BRAF	GMA PUB	split_2	120	0.5972473377536669	0.4486638537271449	0.5555555555555556	0.3417721518987341	`cumulative_results.csv`
prov-gigapath	MAP2K1	GMA PUB	split_4	120	0.3766339869281045	0.5	0.0	1.0	`cumulative_results.csv`
uni	MAP2K1	GMA PUB	split_3	120	0.4616788321167883	0.5036496350364964	0.0072992700729927	1.0	`cumulative_results.csv`
virchow	NRAS	GMA PUB	split_4	120	0.5776419841840403	0.4581835609872993	0.1214953271028037	0.7948717948717948	`cumulative_results.csv`
virchow2	PTEN	GMA PUB	split_4	120	0.3420542635658915	0.5348837209302325	0.0697674418604651	1.0	`cumulative_results.csv`
virchow	NRAS	GMA PUB	split_1	120	0.550688643034545	0.4962745540754121	0.1553398058252427	0.8372093023255814	`cumulative_results.csv`
gigapath_ft	MAP2K1	GMA PUB	split_4	120	0.4534313725490196	0.5073529411764706	0.0147058823529411	1.0	`cumulative_results.csv`
virchow2	NRAS	GMA PUB	split_5	120	0.5471457696228339	0.4759174311926605	0.2018348623853211	0.75	`cumulative_results.csv`
h-optimus-0	PTEN	GMA PUB	split_3	120	0.4803149606299212	0.4722222222222222	0.0	0.9444444444444444	`cumulative_results.csv`
gigapath_ft	BRAF	GMA PUB	split_4	120	0.5423576423576423	0.5308691308691309	0.6461538461538462	0.4155844155844156	`cumulative_results.csv`
gigapath_ft	BRAF	GMA PUB	split_3	120	0.5784215784215784	0.4585414585414585	0.3846153846153846	0.5324675324675324	`cumulative_results.csv`
virchow2	PTEN	GMA PUB	split_4	120	0.3420542635658915	0.5348837209302325	0.0697674418604651	1.0	`cumulative_results.csv`
gigapath_ft	NRAS	GMA PUB	split_1	120	0.6247459923233236	0.4100248363061639	0.145631067961165	0.6744186046511628	`cumulative_results.csv`
prov-gigapath	PTEN	GMA PUB	split_1	120	0.464102564102564	0.5307692307692308	0.0615384615384615	1.0	`cumulative_results.csv`
uni	PTEN	GMA PUB	split_5	120	0.4369256474519633	0.4830827067669173	0.0714285714285714	0.8947368421052632	`cumulative_results.csv`
prov-gigapath	NRAS	GMA PUB	split_2	120	0.583992331655883	0.4884974838245866	0.1308411214953271	0.8461538461538461	`cumulative_results.csv`
h-optimus-0	MAP2K1	GMA PUB	split_4	120	0.4501633986928104	0.5110294117647058	0.0220588235294117	1.0	`cumulative_results.csv`
gigapath_ft	BRAF	GMA PUB	split_5	120	0.6465311004784688	0.4124800637958533	0.4696969696969697	0.3552631578947368	`cumulative_results.csv`
prov-gigapath	PTEN	GMA PUB	split_2	120	0.5799632352941176	0.4862132352941176	0.03125	0.9411764705882352	`cumulative_results.csv`
virchow	BRAF	GMA PUB	split_5	120	0.5303030303030303	0.4539473684210526	0.5	0.4078947368421052	`cumulative_results.csv`
virchow2	BRAF	GMA PUB	split_2	120	0.5972473377536669	0.4486638537271449	0.5555555555555556	0.3417721518987341	`cumulative_results.csv`
gigapath_ft	NRAS	GMA PUB	split_5	120	0.6628440366972478	0.4531090723751274	0.128440366972477	0.7777777777777778	`cumulative_results.csv`
h-optimus-0	PTEN	GMA PUB	split_2	120	0.4425551470588235	0.5018382352941176	0.0625	0.9411764705882352	`cumulative_results.csv`
uni	PTEN	GMA PUB	split_3	120	0.4129483814523184	0.515748031496063	0.0314960629921259	1.0	`cumulative_results.csv`
gigapath_ft	NRAS	GMA PUB	split_4	120	0.6153846153846154	0.490893841361131	0.1869158878504672	0.7948717948717948	`cumulative_results.csv`
prov-gigapath	PTEN	GMA PUB	split_5	120	0.518796992481203	0.4855889724310777	0.0238095238095238	0.9473684210526316	`cumulative_results.csv`
h-optimus-0	PTEN	GMA PUB	split_3	120	0.4803149606299212	0.4722222222222222	0.0	0.9444444444444444	`cumulative_results.csv`
prov-gigapath	MAP2K1	GMA PUB	split_2	120	0.3193430656934306	0.5036496350364964	0.0072992700729927	1.0	`cumulative_results.csv`
uni	NRAS	GMA PUB	split_5	120	0.576197757390418	0.4624108053007135	0.1192660550458715	0.8055555555555556	`cumulative_results.csv`
uni	MAP2K1	GMA PUB	split_2	120	0.281934306569343	0.5	0.0	1.0	`cumulative_results.csv`
h-optimus-0	BRAF	GMA PUB	split_2	120	0.5286317058468958	0.5071328109302793	0.5079365079365079	0.5063291139240507	`cumulative_results.csv`
uni	NRAS	GMA PUB	split_3	120	0.657081236520489	0.4651329978432782	0.0841121495327102	0.8461538461538461	`cumulative_results.csv`
uni	BRAF	GMA PUB	split_3	120	0.5605394605394606	0.4804195804195804	0.4153846153846154	0.5454545454545454	`cumulative_results.csv`
virchow2	MAP2K1	GMA PUB	split_1	120	0.4681372549019607	0.4554738562091503	0.0220588235294117	0.8888888888888888	`cumulative_results.csv`
h-optimus-0	BRAF	GMA PUB	split_3	120	0.5688311688311688	0.4664335664335664	0.5692307692307692	0.3636363636363636	`cumulative_results.csv`
gigapath_ft	PTEN	GMA PUB	split_1	120	0.5256410256410257	0.4935897435897436	0.0538461538461538	0.9333333333333332	`cumulative_results.csv`
gigapath_ft	NRAS	GMA PUB	split_2	120	0.6090342679127727	0.4675293553798226	0.1401869158878504	0.7948717948717948	`cumulative_results.csv`
gigapath_ft	MAP2K1	GMA PUB	split_5	120	0.611522633744856	0.4444444444444444	0.0	0.8888888888888888	`cumulative_results.csv`
uni	BRAF	GMA PUB	split_4	120	0.5235764235764235	0.5130869130869131	0.5846153846153846	0.4415584415584415	`cumulative_results.csv`
gigapath_ft	NRAS	GMA PUB	split_4	120	0.6153846153846154	0.490893841361131	0.1869158878504672	0.7948717948717948	`cumulative_results.csv`
uni	NRAS	GMA PUB	split_1	120	0.6276811921426959	0.4216527432829081	0.145631067961165	0.6976744186046512	`cumulative_results.csv`
virchow	NRAS	GMA PUB	split_3	120	0.5904624970045531	0.4092978672417925	0.1775700934579439	0.6410256410256411	`cumulative_results.csv`
virchow	NRAS	GMA PUB	split_1	120	0.550688643034545	0.4962745540754121	0.1553398058252427	0.8372093023255814	`cumulative_results.csv`
virchow	PTEN	GMA PUB	split_1	120	0.4358974358974359	0.5230769230769231	0.0461538461538461	1.0	`cumulative_results.csv`
virchow2	MAP2K1	GMA PUB	split_3	120	0.4014598540145985	0.5109489051094891	0.0218978102189781	1.0	`cumulative_results.csv`
prov-gigapath	NRAS	GMA PUB	split_2	120	0.583992331655883	0.4884974838245866	0.1308411214953271	0.8461538461538461	`cumulative_results.csv`
prov-gigapath	NRAS	GMA PUB	split_3	120	0.632398753894081	0.4559070213275821	0.1682242990654205	0.7435897435897436	`cumulative_results.csv`
uni	BRAF	GMA PUB	split_1	120	0.5243519245875884	0.4774155538098978	0.5074626865671642	0.4473684210526316	`cumulative_results.csv`
h-optimus-0	BRAF	GMA PUB	split_4	120	0.6267732267732269	0.4178821178821179	0.4461538461538462	0.3896103896103896	`cumulative_results.csv`
prov-gigapath	NRAS	GMA PUB	split_4	120	0.5741672657560508	0.4512341241313204	0.1588785046728972	0.7435897435897436	`cumulative_results.csv`
gigapath_ft	BRAF	GMA PUB	split_4	120	0.5423576423576423	0.5308691308691309	0.6461538461538462	0.4155844155844156	`cumulative_results.csv`
prov-gigapath	PTEN	GMA PUB	split_2	120	0.5799632352941176	0.4862132352941176	0.03125	0.9411764705882352	`cumulative_results.csv`
h-optimus-0	MAP2K1	GMA PUB	split_5	120	0.5325102880658437	0.4444444444444444	0.0	0.8888888888888888	`cumulative_results.csv`
gigapath_ft	PTEN	GMA PUB	split_3	120	0.4623797025371828	0.515748031496063	0.0314960629921259	1.0	`cumulative_results.csv`
gigapath_ft	NRAS	GMA PUB	split_2	120	0.6090342679127727	0.4675293553798226	0.1401869158878504	0.7948717948717948	`cumulative_results.csv`
h-optimus-0	BRAF	GMA PUB	split_5	120	0.5887161084529505	0.4226475279106858	0.4242424242424242	0.4210526315789473	`cumulative_results.csv`
virchow	BRAF	GMA PUB	split_5	120	0.5303030303030303	0.4539473684210526	0.5	0.4078947368421052	`cumulative_results.csv`
prov-gigapath	NRAS	GMA PUB	split_3	120	0.632398753894081	0.4559070213275821	0.1682242990654205	0.7435897435897436	`cumulative_results.csv`
h-optimus-0	MAP2K1	GMA PUB	split_3	120	0.4771897810218978	0.5036496350364964	0.0072992700729927	1.0	`cumulative_results.csv`
uni	PTEN	GMA PUB	split_1	120	0.5948717948717949	0.4282051282051282	0.123076923076923	0.7333333333333333	`cumulative_results.csv`
virchow2	MAP2K1	GMA PUB	split_4	120	0.4534313725490196	0.4481209150326797	0.0073529411764705	0.8888888888888888	`cumulative_results.csv`
uni	MAP2K1	GMA PUB	split_5	120	0.5308641975308641	0.4481481481481481	0.0074074074074074	0.8888888888888888	`cumulative_results.csv`
virchow2	PTEN	GMA PUB	split_1	120	0.4548717948717948	0.4935897435897436	0.0538461538461538	0.9333333333333332	`cumulative_results.csv`
uni	PTEN	GMA PUB	split_5	120	0.4369256474519633	0.4830827067669173	0.0714285714285714	0.8947368421052632	`cumulative_results.csv`
virchow	PTEN	GMA PUB	split_3	120	0.4715660542432196	0.5039370078740157	0.0078740157480314	1.0	`cumulative_results.csv`
gigapath_ft	MAP2K1	GMA PUB	split_2	120	0.3275547445255474	0.5036496350364964	0.0072992700729927	1.0	`cumulative_results.csv`
gigapath_ft	MAP2K1	GMA PUB	split_3	120	0.4096715328467153	0.5072992700729927	0.0145985401459854	1.0	`cumulative_results.csv`
virchow2	BRAF	GMA PUB	split_3	120	0.6023976023976024	0.4116883116883116	0.2	0.6233766233766234	`cumulative_results.csv`
h-optimus-0	PTEN	GMA PUB	split_5	120	0.4319131161236424	0.5054302422723476	0.0634920634920634	0.9473684210526316	`cumulative_results.csv`
gigapath_ft	MAP2K1	GMA PUB	split_2	120	0.3275547445255474	0.5036496350364964	0.0072992700729927	1.0	`cumulative_results.csv`
h-optimus-0	NRAS	GMA PUB	split_5	120	0.5293068297655453	0.5082823649337411	0.2110091743119266	0.8055555555555556	`cumulative_results.csv`
gigapath_ft	NRAS	GMA PUB	split_3	120	0.6188593338126048	0.4453630481667865	0.1214953271028037	0.7692307692307693	`cumulative_results.csv`
prov-gigapath	PTEN	GMA PUB	split_1	120	0.464102564102564	0.5307692307692308	0.0615384615384615	1.0	`cumulative_results.csv`
virchow	PTEN	GMA PUB	split_3	120	0.4715660542432196	0.5039370078740157	0.0078740157480314	1.0	`cumulative_results.csv`
uni	MAP2K1	GMA PUB	split_2	120	0.281934306569343	0.5	0.0	1.0	`cumulative_results.csv`
virchow	MAP2K1	GMA PUB	split_3	120	0.4981751824817518	0.5145985401459854	0.0291970802919708	1.0	`cumulative_results.csv`
prov-gigapath	PTEN	GMA PUB	split_5	120	0.518796992481203	0.4855889724310777	0.0238095238095238	0.9473684210526316	`cumulative_results.csv`
virchow2	NRAS	GMA PUB	split_4	120	0.5727294512341242	0.475796788880901	0.2336448598130841	0.717948717948718	`cumulative_results.csv`
h-optimus-0	MAP2K1	GMA PUB	split_1	120	0.2598039215686274	0.4554738562091503	0.0220588235294117	0.8888888888888888	`cumulative_results.csv`
h-optimus-0	BRAF	GMA PUB	split_3	120	0.5688311688311688	0.4664335664335664	0.5692307692307692	0.3636363636363636	`cumulative_results.csv`
virchow	PTEN	GMA PUB	split_5	120	0.424812030075188	0.5595238095238095	0.119047619047619	1.0	`cumulative_results.csv`
h-optimus-0	MAP2K1	GMA PUB	split_3	120	0.4771897810218978	0.5036496350364964	0.0072992700729927	1.0	`cumulative_results.csv`
virchow	BRAF	GMA PUB	split_2	120	0.5586698814546915	0.4517781796262809	0.5238095238095238	0.379746835443038	`cumulative_results.csv`
virchow2	BRAF	GMA PUB	split_1	120	0.5586213668499607	0.4738805970149253	0.4477611940298507	0.5	`cumulative_results.csv`
h-optimus-0	NRAS	GMA PUB	split_3	120	0.5437335250419363	0.4791516894320632	0.1121495327102803	0.8461538461538461	`cumulative_results.csv`
virchow	NRAS	GMA PUB	split_2	120	0.5594296669063025	0.5037143541816439	0.1869158878504672	0.8205128205128205	`cumulative_results.csv`
uni	NRAS	GMA PUB	split_2	120	0.4973640067098011	0.5200095854301462	0.1682242990654205	0.8717948717948718	`cumulative_results.csv`
gigapath_ft	PTEN	GMA PUB	split_5	120	0.5551378446115288	0.4816207184628237	0.0158730158730158	0.9473684210526316	`cumulative_results.csv`
uni	MAP2K1	GMA PUB	split_3	120	0.4616788321167883	0.5036496350364964	0.0072992700729927	1.0	`cumulative_results.csv`
gigapath_ft	MAP2K1	GMA PUB	split_1	120	0.2949346405228757	0.4481209150326797	0.0073529411764705	0.8888888888888888	`cumulative_results.csv`
uni	BRAF	GMA PUB	split_2	120	0.5778581474784007	0.4423347398030942	0.5555555555555556	0.3291139240506329	`cumulative_results.csv`
virchow	PTEN	GMA PUB	split_2	120	0.4779411764705882	0.5018382352941176	0.0625	0.9411764705882352	`cumulative_results.csv`
gigapath_ft	PTEN	GMA PUB	split_2	120	0.6231617647058824	0.4940257352941176	0.046875	0.9411764705882352	`cumulative_results.csv`
h-optimus-0	MAP2K1	GMA PUB	split_1	120	0.2598039215686274	0.4554738562091503	0.0220588235294117	0.8888888888888888	`cumulative_results.csv`
uni	BRAF	GMA PUB	split_2	120	0.5778581474784007	0.4423347398030942	0.5555555555555556	0.3291139240506329	`cumulative_results.csv`
prov-gigapath	MAP2K1	GMA PUB	split_1	120	0.3104575163398692	0.5036764705882353	0.0073529411764705	1.0	`cumulative_results.csv`
virchow	BRAF	GMA PUB	split_2	120	0.5586698814546915	0.4517781796262809	0.5238095238095238	0.379746835443038	`cumulative_results.csv`
prov-gigapath	MAP2K1	GMA PUB	split_3	120	0.4607664233576642	0.5109489051094891	0.0218978102189781	1.0	`cumulative_results.csv`
h-optimus-0	BRAF	GMA PUB	split_5	120	0.5887161084529505	0.4226475279106858	0.4242424242424242	0.4210526315789473	`cumulative_results.csv`
h-optimus-0	PTEN	GMA PUB	split_5	120	0.4319131161236424	0.5054302422723476	0.0634920634920634	0.9473684210526316	`cumulative_results.csv`
h-optimus-0	NRAS	GMA PUB	split_2	120	0.5566738557392763	0.5025161754133717	0.1588785046728972	0.8461538461538461	`cumulative_results.csv`
virchow	PTEN	GMA PUB	split_1	120	0.4358974358974359	0.5230769230769231	0.0461538461538461	1.0	`cumulative_results.csv`
uni	BRAF	GMA PUB	split_5	120	0.6064593301435407	0.3821770334928229	0.4090909090909091	0.3552631578947368	`cumulative_results.csv`
virchow2	NRAS	GMA PUB	split_3	120	0.595255212077642	0.4394919722022525	0.0841121495327102	0.7948717948717948	`cumulative_results.csv`
virchow2	MAP2K1	GMA PUB	split_4	120	0.4534313725490196	0.4481209150326797	0.0073529411764705	0.8888888888888888	`cumulative_results.csv`
h-optimus-0	MAP2K1	GMA PUB	split_5	120	0.5325102880658437	0.4444444444444444	0.0	0.8888888888888888	`cumulative_results.csv`
h-optimus-0	NRAS	GMA PUB	split_3	120	0.5437335250419363	0.4791516894320632	0.1121495327102803	0.8461538461538461	`cumulative_results.csv`
uni	MAP2K1	GMA PUB	split_1	120	0.1658496732026143	0.5073529411764706	0.0147058823529411	1.0	`cumulative_results.csv`
prov-gigapath	NRAS	GMA PUB	split_5	120	0.5876656472986747	0.4297910295616717	0.1651376146788991	0.6944444444444444	`cumulative_results.csv`
uni	MAP2K1	GMA PUB	split_4	120	0.3970588235294118	0.5147058823529411	0.0294117647058823	1.0	`cumulative_results.csv`
virchow2	PTEN	GMA PUB	split_2	120	0.4765625	0.4979319852941176	0.0546875	0.9411764705882352	`cumulative_results.csv`
virchow2	BRAF	GMA PUB	split_5	120	0.5635964912280702	0.4750797448165869	0.6212121212121212	0.3289473684210526	`cumulative_results.csv`
virchow	MAP2K1	GMA PUB	split_1	120	0.4624183006535948	0.4591503267973856	0.0294117647058823	0.8888888888888888	`cumulative_results.csv`
gigapath_ft	PTEN	GMA PUB	split_4	120	0.376453488372093	0.5310077519379846	0.0620155038759689	1.0	`cumulative_results.csv`
gigapath_ft	MAP2K1	GMA PUB	split_5	120	0.611522633744856	0.4444444444444444	0.0	0.8888888888888888	`cumulative_results.csv`
gigapath_ft	NRAS	GMA PUB	split_1	120	0.6247459923233236	0.4100248363061639	0.145631067961165	0.6744186046511628	`cumulative_results.csv`
uni	BRAF	GMA PUB	split_3	120	0.5605394605394606	0.4804195804195804	0.4153846153846154	0.5454545454545454	`cumulative_results.csv`
prov-gigapath	BRAF	GMA PUB	split_1	120	0.5847407698350353	0.4888059701492537	0.4776119402985074	0.5	`cumulative_results.csv`
h-optimus-0	NRAS	GMA PUB	split_4	120	0.5738078121255692	0.441888329738797	0.1401869158878504	0.7435897435897436	`cumulative_results.csv`
virchow	BRAF	GMA PUB	split_3	120	0.4841158841158841	0.5094905094905094	0.5384615384615384	0.4805194805194805	`cumulative_results.csv`
virchow2	NRAS	GMA PUB	split_5	120	0.5471457696228339	0.4759174311926605	0.2018348623853211	0.75	`cumulative_results.csv`
virchow	PTEN	GMA PUB	split_4	120	0.4602713178294574	0.5578972868217055	0.1782945736434108	0.9375	`cumulative_results.csv`
uni	BRAF	GMA PUB	split_5	120	0.6064593301435407	0.3821770334928229	0.4090909090909091	0.3552631578947368	`cumulative_results.csv`
gigapath_ft	BRAF	GMA PUB	split_2	120	0.5117540687160941	0.5089411291942938	0.6507936507936508	0.3670886075949367	`cumulative_results.csv`
h-optimus-0	NRAS	GMA PUB	split_4	120	0.5738078121255692	0.441888329738797	0.1401869158878504	0.7435897435897436	`cumulative_results.csv`
gigapath_ft	BRAF	GMA PUB	split_2	120	0.5117540687160941	0.5089411291942938	0.6507936507936508	0.3670886075949367	`cumulative_results.csv`
h-optimus-0	MAP2K1	GMA PUB	split_2	120	0.4078467153284671	0.5072992700729927	0.0145985401459854	1.0	`cumulative_results.csv`
virchow	MAP2K1	GMA PUB	split_2	120	0.4781021897810218	0.5109489051094891	0.0218978102189781	1.0	`cumulative_results.csv`
h-optimus-0	NRAS	GMA PUB	split_1	120	0.5195303680289004	0.4817114472792956	0.1262135922330097	0.8372093023255814	`cumulative_results.csv`
gigapath_ft	NRAS	GMA PUB	split_3	120	0.6188593338126048	0.4453630481667865	0.1214953271028037	0.7692307692307693	`cumulative_results.csv`
gigapath_ft	BRAF	GMA PUB	split_1	120	0.5940691280439906	0.4831107619795758	0.4925373134328358	0.4736842105263157	`cumulative_results.csv`
prov-gigapath	BRAF	GMA PUB	split_2	120	0.5550532449266626	0.4613220815752461	0.5555555555555556	0.3670886075949367	`cumulative_results.csv`
virchow2	PTEN	GMA PUB	split_3	120	0.5214348206474191	0.5275590551181102	0.0551181102362204	1.0	`cumulative_results.csv`
virchow2	MAP2K1	GMA PUB	split_2	120	0.3585766423357663	0.5	0.0	1.0	`cumulative_results.csv`
virchow	BRAF	GMA PUB	split_4	120	0.5735264735264735	0.4599400599400599	0.5692307692307692	0.3506493506493506	`cumulative_results.csv`
h-optimus-0	BRAF	GMA PUB	split_1	120	0.5377062058130401	0.484878240377062	0.5223880597014925	0.4473684210526316	`cumulative_results.csv`
uni	NRAS	GMA PUB	split_2	120	0.4973640067098011	0.5200095854301462	0.1682242990654205	0.8717948717948718	`cumulative_results.csv`
virchow2	MAP2K1	GMA PUB	split_3	120	0.4014598540145985	0.5109489051094891	0.0218978102189781	1.0	`cumulative_results.csv`
prov-gigapath	MAP2K1	GMA PUB	split_1	120	0.3104575163398692	0.5036764705882353	0.0073529411764705	1.0	`cumulative_results.csv`
virchow	NRAS	GMA PUB	split_5	120	0.6011722731906217	0.4150101936799184	0.3577981651376147	0.4722222222222222	`cumulative_results.csv`
h-optimus-0	BRAF	GMA PUB	split_4	120	0.6267732267732269	0.4178821178821179	0.4461538461538462	0.3896103896103896	`cumulative_results.csv`
gigapath_ft	PTEN	GMA PUB	split_3	120	0.4623797025371828	0.515748031496063	0.0314960629921259	1.0	`cumulative_results.csv`
prov-gigapath	NRAS	GMA PUB	split_1	120	0.5558816888688192	0.4528110182885527	0.3009708737864077	0.6046511627906976	`cumulative_results.csv`
uni	PTEN	GMA PUB	split_4	120	0.3798449612403101	0.5310077519379846	0.0620155038759689	1.0	`cumulative_results.csv`
prov-gigapath	BRAF	GMA PUB	split_5	120	0.6340709728867623	0.4049043062200956	0.4545454545454545	0.3552631578947368	`cumulative_results.csv`
virchow	PTEN	GMA PUB	split_4	120	0.4602713178294574	0.5578972868217055	0.1782945736434108	0.9375	`cumulative_results.csv`
virchow	BRAF	GMA PUB	split_4	120	0.5735264735264735	0.4599400599400599	0.5692307692307692	0.3506493506493506	`cumulative_results.csv`
virchow2	MAP2K1	GMA PUB	split_5	120	0.5139917695473251	0.4518518518518518	0.0148148148148148	0.8888888888888888	`cumulative_results.csv`
virchow	NRAS	GMA PUB	split_5	120	0.6011722731906217	0.4150101936799184	0.3577981651376147	0.4722222222222222	`cumulative_results.csv`
gigapath_ft	PTEN	GMA PUB	split_2	120	0.6231617647058824	0.4940257352941176	0.046875	0.9411764705882352	`cumulative_results.csv`
virchow2	BRAF	GMA PUB	split_5	120	0.5635964912280702	0.4750797448165869	0.6212121212121212	0.3289473684210526	`cumulative_results.csv`
h-optimus-0	NRAS	GMA PUB	split_1	120	0.5195303680289004	0.4817114472792956	0.1262135922330097	0.8372093023255814	`cumulative_results.csv`
h-optimus-0	BRAF	GMA PUB	split_1	120	0.5377062058130401	0.484878240377062	0.5223880597014925	0.4473684210526316	`cumulative_results.csv`
h-optimus-0	BRAF	GMA PUB	split_2	120	0.5286317058468958	0.5071328109302793	0.5079365079365079	0.5063291139240507	`cumulative_results.csv`
virchow2	PTEN	GMA PUB	split_5	120	0.3972431077694236	0.5213032581453634	0.0952380952380952	0.9473684210526316	`cumulative_results.csv`
prov-gigapath	BRAF	GMA PUB	split_3	120	0.6	0.4351648351648352	0.5846153846153846	0.2857142857142857	`cumulative_results.csv`
prov-gigapath	BRAF	GMA PUB	split_1	120	0.5847407698350353	0.4888059701492537	0.4776119402985074	0.5	`cumulative_results.csv`
virchow	MAP2K1	GMA PUB	split_4	120	0.5800653594771241	0.5	0.0	1.0	`cumulative_results.csv`
h-optimus-0	PTEN	GMA PUB	split_2	120	0.4425551470588235	0.5018382352941176	0.0625	0.9411764705882352	`cumulative_results.csv`
virchow	BRAF	GMA PUB	split_3	120	0.4841158841158841	0.5094905094905094	0.5384615384615384	0.4805194805194805	`cumulative_results.csv`
virchow	NRAS	GMA PUB	split_2	120	0.5594296669063025	0.5037143541816439	0.1869158878504672	0.8205128205128205	`cumulative_results.csv`
virchow2	NRAS	GMA PUB	split_1	120	0.5399638744637616	0.5011289230074509	0.1650485436893204	0.8372093023255814	`cumulative_results.csv`
h-optimus-0	MAP2K1	GMA PUB	split_2	120	0.4078467153284671	0.5072992700729927	0.0145985401459854	1.0	`cumulative_results.csv`
prov-gigapath	NRAS	GMA PUB	split_1	120	0.5558816888688192	0.4528110182885527	0.3009708737864077	0.6046511627906976	`cumulative_results.csv`
uni	MAP2K1	GMA PUB	split_1	120	0.1658496732026143	0.5073529411764706	0.0147058823529411	1.0	`cumulative_results.csv`
gigapath_ft	MAP2K1	GMA PUB	split_4	120	0.4534313725490196	0.5073529411764706	0.0147058823529411	1.0	`cumulative_results.csv`
gigapath_ft	BRAF	GMA PUB	split_3	120	0.5784215784215784	0.4585414585414585	0.3846153846153846	0.5324675324675324	`cumulative_results.csv`
prov-gigapath	MAP2K1	GMA PUB	split_5	120	0.5711934156378601	0.4518518518518518	0.0148148148148148	0.8888888888888888	`cumulative_results.csv`
virchow	NRAS	GMA PUB	split_4	120	0.5776419841840403	0.4581835609872993	0.1214953271028037	0.7948717948717948	`cumulative_results.csv`
prov-gigapath	PTEN	GMA PUB	split_4	120	0.4234496124031007	0.5193798449612403	0.0387596899224806	1.0	`cumulative_results.csv`
h-optimus-0	PTEN	GMA PUB	split_4	120	0.3866279069767442	0.5116279069767442	0.0232558139534883	1.0	`cumulative_results.csv`
gigapath_ft	MAP2K1	GMA PUB	split_3	120	0.4096715328467153	0.5072992700729927	0.0145985401459854	1.0	`cumulative_results.csv`

External Inference Diagnostics Interactive ROC/PR curves for each external inference experiment Inference