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TCGA-COAD

Last updated 2026-02-04 16:27 · Cached 2026-02-08 16:58

Features Inference Manifest Tiling Training

Stage Summary Pipeline status at a glance Pipeline

Features
Encoders detected: gigapath_ft (442 files, 406 with labels), h-optimus-0 (442 files, 406 with labels), prov-gigapath (442 files, 406 with labels), uni (442 files, 406 with labels), virchow (442 files, 406 with labels), virchow2 (442 files, 406 with labels)
Inference
825 prediction(s) · 195 positive label(s) · dataset tcga
Manifest
550 rows, 21 columns
Tiling
Tiling manifest covers 603 case(s), 550 with labels
Training
395 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

550 rows · 17 columns

Target: ATM_BINARY Target: ATM Target: BRAF_BINARY Target: BRAF Target: MSI_BINARY Target: MSI Target: PIK3CA_BINARY Target: PIK3CA Target: PTEN_BINARY Target: PTEN

slide_id	DMP_ASSAY_ID	split_1	split_2	split_3	split_4	split_5	ATM	BRAF_binary	BRAF	MSI	PIK3CA_binary	PIK3CA	PTEN
TCGA-3L-AA1B_TCGA-3L-AA1B-01Z-00-DX1	TCGA-3L-AA1B_TCGA-3L-AA1B-01Z-00-DX1	train	train	train	test	train	Negative	1	Positive	Negative	1	Positive	Negative
TCGA-4N-A93T_TCGA-4N-A93T-01Z-00-DX2	TCGA-4N-A93T_TCGA-4N-A93T-01Z-00-DX2	train	test	test	train	train	Negative	0	Negative	Negative	0	Negative	Negative
TCGA-4T-AA8H_TCGA-4T-AA8H-01Z-00-DX1	TCGA-4T-AA8H_TCGA-4T-AA8H-01Z-00-DX1	test	train	train	train	train	Negative	0	Negative	Negative	0	Negative	Negative
TCGA-5M-AAT4_TCGA-5M-AAT4-01Z-00-DX1	TCGA-5M-AAT4_TCGA-5M-AAT4-01Z-00-DX1	test	train	train	test	train	Negative	0	Negative	Negative	0	Negative	Negative
TCGA-5M-AAT5_TCGA-5M-AAT5-01Z-00-DX1	TCGA-5M-AAT5_TCGA-5M-AAT5-01Z-00-DX1	test	train	test	train	train	Negative	0	Negative	Negative	0	Negative	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
virchow2	ATM	GMA PUB	split_1	120	0.6563723357981731	0.4541104828186167	0.0661157024793388	0.8421052631578947	`cumulative_results.csv`
h-optimus-0	BRAF	GMA PUB	split_4	120	0.6648451730418943	0.3588342440801457	0.1065573770491803	0.6111111111111112	`cumulative_results.csv`
h-optimus-0	PTEN	GMA PUB	split_4	120	0.685483870967742	0.3241935483870967	0.0483870967741935	0.6	`cumulative_results.csv`
uni	PTEN	GMA PUB	split_1	120	0.7568047337278107	0.4384615384615384	0.0307692307692307	0.8461538461538461	`cumulative_results.csv`
virchow2	BRAF	GMA PUB	split_4	120	0.6550546448087431	0.418488160291439	0.1147540983606557	0.7222222222222222	`cumulative_results.csv`
h-optimus-0	PIK3CA	GMA PUB	split_2	120	0.5007763975155279	0.5447722567287785	0.1847826086956521	0.9047619047619048	`cumulative_results.csv`
virchow	PIK3CA	GMA PUB	split_3	120	0.483875128998968	0.4796181630546955	0.196078431372549	0.7631578947368421	`cumulative_results.csv`
uni	PIK3CA	GMA PUB	split_1	120	0.523068523068523	0.5365820365820366	0.3434343434343434	0.7297297297297297	`cumulative_results.csv`
h-optimus-0	ATM	GMA PUB	split_4	120	0.5122857142857142	0.4328571428571428	0.08	0.7857142857142857	`cumulative_results.csv`
virchow2	PIK3CA	GMA PUB	split_3	120	0.5067079463364292	0.4760061919504644	0.2941176470588235	0.6578947368421053	`cumulative_results.csv`
gigapath_ft	PIK3CA	GMA PUB	split_5	120	0.4755606670500287	0.472110408280621	0.1063829787234042	0.8378378378378378	`cumulative_results.csv`
gigapath_ft	ATM	GMA PUB	split_3	120	0.4743230625583566	0.4932306255835667	0.042016806722689	0.9444444444444444	`cumulative_results.csv`
prov-gigapath	BRAF	GMA PUB	split_4	120	0.6958105646630237	0.3506375227686703	0.0901639344262295	0.6111111111111112	`cumulative_results.csv`
virchow	PTEN	GMA PUB	split_5	120	0.6171735241502683	0.4770423375074538	0.0310077519379844	0.9230769230769232	`cumulative_results.csv`
prov-gigapath	BRAF	GMA PUB	split_2	120	0.7521929824561403	0.3407894736842105	0.05	0.631578947368421	`cumulative_results.csv`
prov-gigapath	PIK3CA	GMA PUB	split_1	120	0.53999453999454	0.4894894894894895	0.2222222222222222	0.7567567567567568	`cumulative_results.csv`
prov-gigapath	ATM	GMA PUB	split_2	120	0.6011652542372881	0.5026483050847458	0.0677966101694915	0.9375	`cumulative_results.csv`
gigapath_ft	PTEN	GMA PUB	split_1	120	0.7005917159763314	0.4653846153846154	0.0076923076923076	0.9230769230769232	`cumulative_results.csv`
h-optimus-0	PIK3CA	GMA PUB	split_1	120	0.5454545454545454	0.4691509691509691	0.2626262626262626	0.6756756756756757	`cumulative_results.csv`
uni	PTEN	GMA PUB	split_2	120	0.669047619047619	0.4198412698412698	0.0396825396825396	0.8	`cumulative_results.csv`
gigapath_ft	ATM	GMA PUB	split_4	120	0.428	0.516	0.032	1.0	`cumulative_results.csv`
uni	PTEN	GMA PUB	split_3	120	0.6535022354694486	0.4709388971684053	0.0327868852459016	0.9090909090909092	`cumulative_results.csv`
h-optimus-0	ATM	GMA PUB	split_1	120	0.6337538060026098	0.5165289256198347	0.0330578512396694	1.0	`cumulative_results.csv`
gigapath_ft	PTEN	GMA PUB	split_4	120	0.7487903225806452	0.3362903225806452	0.0725806451612903	0.6	`cumulative_results.csv`
virchow	ATM	GMA PUB	split_2	120	0.541843220338983	0.5296610169491526	0.059322033898305	1.0	`cumulative_results.csv`
uni	BRAF	GMA PUB	split_3	120	0.6728927203065134	0.4104406130268199	0.043103448275862	0.7777777777777778	`cumulative_results.csv`
virchow2	PTEN	GMA PUB	split_4	120	0.7564516129032258	0.4282258064516129	0.0564516129032258	0.8	`cumulative_results.csv`
uni	PTEN	GMA PUB	split_2	120	0.669047619047619	0.4198412698412698	0.0396825396825396	0.8	`cumulative_results.csv`
virchow2	ATM	GMA PUB	split_2	120	0.5836864406779662	0.5153601694915254	0.0932203389830508	0.9375	`cumulative_results.csv`
prov-gigapath	ATM	GMA PUB	split_4	120	0.4897142857142856	0.524	0.048	1.0	`cumulative_results.csv`
prov-gigapath	PIK3CA	GMA PUB	split_3	120	0.5023219814241486	0.5110939112487101	0.1274509803921568	0.8947368421052632	`cumulative_results.csv`
prov-gigapath	BRAF	GMA PUB	split_2	120	0.7521929824561403	0.3407894736842105	0.05	0.631578947368421	`cumulative_results.csv`
virchow	BRAF	GMA PUB	split_1	120	0.5930335097001764	0.4801587301587302	0.0555555555555555	0.9047619047619048	`cumulative_results.csv`
virchow2	BRAF	GMA PUB	split_4	120	0.6550546448087431	0.418488160291439	0.1147540983606557	0.7222222222222222	`cumulative_results.csv`
gigapath_ft	PIK3CA	GMA PUB	split_4	120	0.5789312039312039	0.4493243243243243	0.25	0.6486486486486487	`cumulative_results.csv`
h-optimus-0	PTEN	GMA PUB	split_2	120	0.5523809523809524	0.4619047619047619	0.0238095238095238	0.9	`cumulative_results.csv`
uni	BRAF	GMA PUB	split_1	120	0.6369047619047619	0.4133597883597883	0.0648148148148148	0.7619047619047619	`cumulative_results.csv`
uni	PIK3CA	GMA PUB	split_4	120	0.6027334152334153	0.38252457002457	0.1704545454545454	0.5945945945945946	`cumulative_results.csv`
prov-gigapath	BRAF	GMA PUB	split_3	120	0.8251915708812261	0.3165708812260536	0.0775862068965517	0.5555555555555556	`cumulative_results.csv`
h-optimus-0	PTEN	GMA PUB	split_2	120	0.5523809523809524	0.4619047619047619	0.0238095238095238	0.9	`cumulative_results.csv`
virchow	PTEN	GMA PUB	split_4	120	0.6991935483870968	0.4782258064516129	0.0564516129032258	0.9	`cumulative_results.csv`
virchow2	PIK3CA	GMA PUB	split_1	120	0.5462735462735462	0.4844389844389845	0.2121212121212121	0.7567567567567568	`cumulative_results.csv`
prov-gigapath	PIK3CA	GMA PUB	split_1	120	0.53999453999454	0.4894894894894895	0.2222222222222222	0.7567567567567568	`cumulative_results.csv`
uni	ATM	GMA PUB	split_3	120	0.5368814192343604	0.4586834733893558	0.0840336134453781	0.8333333333333334	`cumulative_results.csv`
h-optimus-0	BRAF	GMA PUB	split_5	120	0.8888211382113821	0.3703252032520325	0.040650406504065	0.7	`cumulative_results.csv`
virchow2	BRAF	GMA PUB	split_5	120	0.7158536585365853	0.5034552845528455	0.056910569105691	0.95	`cumulative_results.csv`
virchow	PIK3CA	GMA PUB	split_2	120	0.5592650103519669	0.4624741200828157	0.1630434782608695	0.7619047619047619	`cumulative_results.csv`
virchow	ATM	GMA PUB	split_3	120	0.4775910364145658	0.46125116713352	0.0336134453781512	0.8888888888888888	`cumulative_results.csv`
gigapath_ft	PIK3CA	GMA PUB	split_2	120	0.5693581780538302	0.4818840579710145	0.1304347826086956	0.8333333333333334	`cumulative_results.csv`
virchow2	PIK3CA	GMA PUB	split_3	120	0.5067079463364292	0.4760061919504644	0.2941176470588235	0.6578947368421053	`cumulative_results.csv`
gigapath_ft	PTEN	GMA PUB	split_3	120	0.5603576751117735	0.4459761549925484	0.0737704918032786	0.8181818181818182	`cumulative_results.csv`
gigapath_ft	BRAF	GMA PUB	split_1	120	0.6931216931216931	0.404100529100529	0.0462962962962962	0.7619047619047619	`cumulative_results.csv`
virchow2	PIK3CA	GMA PUB	split_5	120	0.4433582518688902	0.5146635997699828	0.1914893617021276	0.8378378378378378	`cumulative_results.csv`
virchow2	ATM	GMA PUB	split_4	120	0.5091428571428571	0.4485714285714285	0.04	0.8571428571428571	`cumulative_results.csv`
prov-gigapath	ATM	GMA PUB	split_5	120	0.6251716247139588	0.5084668192219679	0.0695652173913043	0.9473684210526316	`cumulative_results.csv`
virchow	BRAF	GMA PUB	split_1	120	0.5930335097001764	0.4801587301587302	0.0555555555555555	0.9047619047619048	`cumulative_results.csv`
prov-gigapath	BRAF	GMA PUB	split_5	120	0.7987804878048781	0.4034552845528455	0.056910569105691	0.75	`cumulative_results.csv`
virchow	BRAF	GMA PUB	split_2	120	0.606140350877193	0.5236842105263158	0.1	0.9473684210526316	`cumulative_results.csv`
h-optimus-0	PTEN	GMA PUB	split_1	120	0.736094674556213	0.4730769230769231	0.023076923076923	0.9230769230769232	`cumulative_results.csv`
gigapath_ft	BRAF	GMA PUB	split_3	120	0.7294061302681993	0.3869731800766283	0.0517241379310344	0.7222222222222222	`cumulative_results.csv`
prov-gigapath	BRAF	GMA PUB	split_1	120	0.7220017636684304	0.4087301587301587	0.0555555555555555	0.7619047619047619	`cumulative_results.csv`
prov-gigapath	PIK3CA	GMA PUB	split_5	120	0.5500287521564118	0.4495399654974122	0.2234042553191489	0.6756756756756757	`cumulative_results.csv`
gigapath_ft	PTEN	GMA PUB	split_2	120	0.484920634920635	0.5238095238095238	0.0476190476190476	1.0	`cumulative_results.csv`
virchow2	ATM	GMA PUB	split_5	120	0.6620137299771167	0.4425629290617849	0.0956521739130434	0.7894736842105263	`cumulative_results.csv`
gigapath_ft	ATM	GMA PUB	split_5	120	0.5652173913043478	0.4910755148741418	0.0347826086956521	0.9473684210526316	`cumulative_results.csv`
virchow2	ATM	GMA PUB	split_4	120	0.5091428571428571	0.4485714285714285	0.04	0.8571428571428571	`cumulative_results.csv`
prov-gigapath	PTEN	GMA PUB	split_1	120	0.7260355029585799	0.4653846153846154	0.0076923076923076	0.9230769230769232	`cumulative_results.csv`
h-optimus-0	BRAF	GMA PUB	split_5	120	0.8888211382113821	0.3703252032520325	0.040650406504065	0.7	`cumulative_results.csv`
uni	PTEN	GMA PUB	split_3	120	0.6535022354694486	0.4709388971684053	0.0327868852459016	0.9090909090909092	`cumulative_results.csv`
h-optimus-0	ATM	GMA PUB	split_5	120	0.6768878718535468	0.4384439359267734	0.0347826086956521	0.8421052631578947	`cumulative_results.csv`
prov-gigapath	PIK3CA	GMA PUB	split_4	120	0.5127457002457003	0.4728194103194103	0.2159090909090909	0.7297297297297297	`cumulative_results.csv`
virchow	BRAF	GMA PUB	split_4	120	0.6707650273224044	0.4020947176684881	0.081967213114754	0.7222222222222222	`cumulative_results.csv`
virchow2	PIK3CA	GMA PUB	split_4	120	0.5598894348894349	0.4408783783783784	0.125	0.7567567567567568	`cumulative_results.csv`
uni	PTEN	GMA PUB	split_4	120	0.692741935483871	0.3741935483870967	0.0483870967741935	0.7	`cumulative_results.csv`
prov-gigapath	PIK3CA	GMA PUB	split_2	120	0.5856625258799172	0.4927536231884058	0.1521739130434782	0.8333333333333334	`cumulative_results.csv`
gigapath_ft	ATM	GMA PUB	split_3	120	0.4743230625583566	0.4932306255835667	0.042016806722689	0.9444444444444444	`cumulative_results.csv`
prov-gigapath	ATM	GMA PUB	split_3	120	0.4827264239028945	0.4502801120448179	0.0672268907563025	0.8333333333333334	`cumulative_results.csv`
virchow2	PIK3CA	GMA PUB	split_4	120	0.5598894348894349	0.4408783783783784	0.125	0.7567567567567568	`cumulative_results.csv`
uni	BRAF	GMA PUB	split_5	120	0.8105691056910569	0.449390243902439	0.048780487804878	0.85	`cumulative_results.csv`
virchow2	ATM	GMA PUB	split_3	120	0.6335200746965453	0.4932306255835667	0.042016806722689	0.9444444444444444	`cumulative_results.csv`
prov-gigapath	ATM	GMA PUB	split_2	120	0.6011652542372881	0.5026483050847458	0.0677966101694915	0.9375	`cumulative_results.csv`
uni	ATM	GMA PUB	split_2	120	0.6133474576271187	0.4814618644067797	0.0254237288135593	0.9375	`cumulative_results.csv`
virchow	PIK3CA	GMA PUB	split_4	120	0.4846437346437346	0.5033783783783784	0.25	0.7567567567567568	`cumulative_results.csv`
uni	PIK3CA	GMA PUB	split_4	120	0.6027334152334153	0.38252457002457	0.1704545454545454	0.5945945945945946	`cumulative_results.csv`
uni	BRAF	GMA PUB	split_5	120	0.8105691056910569	0.449390243902439	0.048780487804878	0.85	`cumulative_results.csv`
virchow	ATM	GMA PUB	split_3	120	0.4775910364145658	0.46125116713352	0.0336134453781512	0.8888888888888888	`cumulative_results.csv`
h-optimus-0	PIK3CA	GMA PUB	split_4	120	0.5657248157248157	0.4663697788697789	0.2840909090909091	0.6486486486486487	`cumulative_results.csv`
gigapath_ft	PTEN	GMA PUB	split_4	120	0.7487903225806452	0.3362903225806452	0.0725806451612903	0.6	`cumulative_results.csv`
virchow	PTEN	GMA PUB	split_3	120	0.6281669150521609	0.4254843517138599	0.0327868852459016	0.8181818181818182	`cumulative_results.csv`
prov-gigapath	PIK3CA	GMA PUB	split_2	120	0.5856625258799172	0.4927536231884058	0.1521739130434782	0.8333333333333334	`cumulative_results.csv`
h-optimus-0	BRAF	GMA PUB	split_3	120	0.692528735632184	0.4425287356321839	0.0517241379310344	0.8333333333333334	`cumulative_results.csv`
uni	ATM	GMA PUB	split_4	120	0.556	0.4722857142857143	0.016	0.9285714285714286	`cumulative_results.csv`
h-optimus-0	PTEN	GMA PUB	split_5	120	0.6141920095408469	0.4731663685152057	0.0232558139534883	0.9230769230769232	`cumulative_results.csv`
virchow2	PIK3CA	GMA PUB	split_1	120	0.5462735462735462	0.4844389844389845	0.2121212121212121	0.7567567567567568	`cumulative_results.csv`
virchow	BRAF	GMA PUB	split_4	120	0.6707650273224044	0.4020947176684881	0.081967213114754	0.7222222222222222	`cumulative_results.csv`
virchow2	PTEN	GMA PUB	split_5	120	0.5128205128205128	0.5310077519379846	0.0620155038759689	1.0	`cumulative_results.csv`
gigapath_ft	PIK3CA	GMA PUB	split_1	120	0.570843570843571	0.4828009828009828	0.1818181818181818	0.7837837837837838	`cumulative_results.csv`
prov-gigapath	PTEN	GMA PUB	split_2	120	0.5658730158730159	0.5119047619047619	0.0238095238095238	1.0	`cumulative_results.csv`
h-optimus-0	PTEN	GMA PUB	split_3	120	0.6572280178837555	0.4791356184798807	0.0491803278688524	0.9090909090909092	`cumulative_results.csv`
uni	ATM	GMA PUB	split_4	120	0.556	0.4722857142857143	0.016	0.9285714285714286	`cumulative_results.csv`
virchow2	BRAF	GMA PUB	split_2	120	0.6517543859649123	0.3449561403508772	0.0583333333333333	0.631578947368421	`cumulative_results.csv`
virchow2	BRAF	GMA PUB	split_2	120	0.6517543859649123	0.3449561403508772	0.0583333333333333	0.631578947368421	`cumulative_results.csv`
virchow2	PTEN	GMA PUB	split_1	120	0.6781065088757396	0.5192307692307693	0.0384615384615384	1.0	`cumulative_results.csv`
virchow	PTEN	GMA PUB	split_1	120	0.67396449704142	0.5115384615384615	0.023076923076923	1.0	`cumulative_results.csv`
uni	PIK3CA	GMA PUB	split_2	120	0.431935817805383	0.5284679089026916	0.1521739130434782	0.9047619047619048	`cumulative_results.csv`
virchow2	PIK3CA	GMA PUB	split_2	120	0.4811076604554865	0.4927536231884058	0.1521739130434782	0.8333333333333334	`cumulative_results.csv`
gigapath_ft	ATM	GMA PUB	split_1	120	0.7216180948238364	0.4334493257938234	0.024793388429752	0.8421052631578947	`cumulative_results.csv`
prov-gigapath	BRAF	GMA PUB	split_3	120	0.8251915708812261	0.3165708812260536	0.0775862068965517	0.5555555555555556	`cumulative_results.csv`
uni	PIK3CA	GMA PUB	split_3	120	0.5446336429308566	0.4780701754385965	0.1666666666666666	0.7894736842105263	`cumulative_results.csv`
prov-gigapath	ATM	GMA PUB	split_3	120	0.4827264239028945	0.4502801120448179	0.0672268907563025	0.8333333333333334	`cumulative_results.csv`
h-optimus-0	BRAF	GMA PUB	split_1	120	0.7958553791887125	0.3564814814814814	0.0462962962962962	0.6666666666666666	`cumulative_results.csv`
h-optimus-0	ATM	GMA PUB	split_2	120	0.4518008474576271	0.4899364406779661	0.0423728813559322	0.9375	`cumulative_results.csv`
h-optimus-0	ATM	GMA PUB	split_3	120	0.4771241830065359	0.4974323062558357	0.0504201680672268	0.9444444444444444	`cumulative_results.csv`
virchow2	PIK3CA	GMA PUB	split_5	120	0.4433582518688902	0.5146635997699828	0.1914893617021276	0.8378378378378378	`cumulative_results.csv`
gigapath_ft	BRAF	GMA PUB	split_4	120	0.7144808743169399	0.3979963570127504	0.0737704918032786	0.7222222222222222	`cumulative_results.csv`
gigapath_ft	BRAF	GMA PUB	split_2	120	0.7225877192982456	0.3574561403508772	0.0833333333333333	0.631578947368421	`cumulative_results.csv`
gigapath_ft	PIK3CA	GMA PUB	split_2	120	0.5693581780538302	0.4818840579710145	0.1304347826086956	0.8333333333333334	`cumulative_results.csv`
h-optimus-0	PIK3CA	GMA PUB	split_5	120	0.5375215641173088	0.4475273145485912	0.1382978723404255	0.7567567567567568	`cumulative_results.csv`
uni	BRAF	GMA PUB	split_1	120	0.6369047619047619	0.4133597883597883	0.0648148148148148	0.7619047619047619	`cumulative_results.csv`
virchow	PTEN	GMA PUB	split_2	120	0.3238095238095238	0.5119047619047619	0.0238095238095238	1.0	`cumulative_results.csv`
uni	ATM	GMA PUB	split_2	120	0.6133474576271187	0.4814618644067797	0.0254237288135593	0.9375	`cumulative_results.csv`
prov-gigapath	PTEN	GMA PUB	split_5	120	0.5450208706022659	0.4502087060226595	0.0542635658914728	0.8461538461538461	`cumulative_results.csv`
gigapath_ft	PIK3CA	GMA PUB	split_1	120	0.570843570843571	0.4828009828009828	0.1818181818181818	0.7837837837837838	`cumulative_results.csv`
virchow2	ATM	GMA PUB	split_2	120	0.5836864406779662	0.5153601694915254	0.0932203389830508	0.9375	`cumulative_results.csv`
virchow2	ATM	GMA PUB	split_5	120	0.6620137299771167	0.4425629290617849	0.0956521739130434	0.7894736842105263	`cumulative_results.csv`
prov-gigapath	PTEN	GMA PUB	split_3	120	0.6050670640834575	0.4791356184798807	0.0491803278688524	0.9090909090909092	`cumulative_results.csv`
h-optimus-0	ATM	GMA PUB	split_1	120	0.6337538060026098	0.5165289256198347	0.0330578512396694	1.0	`cumulative_results.csv`
h-optimus-0	ATM	GMA PUB	split_5	120	0.6768878718535468	0.4384439359267734	0.0347826086956521	0.8421052631578947	`cumulative_results.csv`
gigapath_ft	BRAF	GMA PUB	split_4	120	0.7144808743169399	0.3979963570127504	0.0737704918032786	0.7222222222222222	`cumulative_results.csv`
virchow2	BRAF	GMA PUB	split_3	120	0.6374521072796935	0.4468390804597701	0.0603448275862069	0.8333333333333334	`cumulative_results.csv`
uni	ATM	GMA PUB	split_5	120	0.5972540045766591	0.4164759725400457	0.0434782608695652	0.7894736842105263	`cumulative_results.csv`
gigapath_ft	BRAF	GMA PUB	split_1	120	0.6931216931216931	0.404100529100529	0.0462962962962962	0.7619047619047619	`cumulative_results.csv`
prov-gigapath	BRAF	GMA PUB	split_5	120	0.7987804878048781	0.4034552845528455	0.056910569105691	0.75	`cumulative_results.csv`
uni	BRAF	GMA PUB	split_2	120	0.6975877192982455	0.3712719298245614	0.0583333333333333	0.6842105263157895	`cumulative_results.csv`
virchow	ATM	GMA PUB	split_2	120	0.541843220338983	0.5296610169491526	0.059322033898305	1.0	`cumulative_results.csv`
h-optimus-0	PIK3CA	GMA PUB	split_5	120	0.5375215641173088	0.4475273145485912	0.1382978723404255	0.7567567567567568	`cumulative_results.csv`
h-optimus-0	PTEN	GMA PUB	split_4	120	0.685483870967742	0.3241935483870967	0.0483870967741935	0.6	`cumulative_results.csv`
gigapath_ft	PIK3CA	GMA PUB	split_3	120	0.5482456140350878	0.4847781217750257	0.1274509803921568	0.8421052631578947	`cumulative_results.csv`
virchow	BRAF	GMA PUB	split_3	120	0.6661877394636015	0.3764367816091953	0.0862068965517241	0.6666666666666666	`cumulative_results.csv`
virchow2	PTEN	GMA PUB	split_4	120	0.7564516129032258	0.4282258064516129	0.0564516129032258	0.8	`cumulative_results.csv`
prov-gigapath	ATM	GMA PUB	split_4	120	0.4897142857142856	0.524	0.048	1.0	`cumulative_results.csv`
virchow2	BRAF	GMA PUB	split_1	120	0.6569664902998236	0.4517195767195767	0.0462962962962962	0.8571428571428571	`cumulative_results.csv`
gigapath_ft	BRAF	GMA PUB	split_5	120	0.7652439024390244	0.440650406504065	0.08130081300813	0.8	`cumulative_results.csv`
prov-gigapath	ATM	GMA PUB	split_1	120	0.5732927359721618	0.4319269247498912	0.0743801652892562	0.7894736842105263	`cumulative_results.csv`
uni	ATM	GMA PUB	split_5	120	0.5972540045766591	0.4164759725400457	0.0434782608695652	0.7894736842105263	`cumulative_results.csv`
virchow2	BRAF	GMA PUB	split_5	120	0.7158536585365853	0.5034552845528455	0.056910569105691	0.95	`cumulative_results.csv`
virchow	PIK3CA	GMA PUB	split_4	120	0.4846437346437346	0.5033783783783784	0.25	0.7567567567567568	`cumulative_results.csv`
prov-gigapath	ATM	GMA PUB	split_1	120	0.5732927359721618	0.4319269247498912	0.0743801652892562	0.7894736842105263	`cumulative_results.csv`
virchow	PTEN	GMA PUB	split_4	120	0.6991935483870968	0.4782258064516129	0.0564516129032258	0.9	`cumulative_results.csv`
virchow	BRAF	GMA PUB	split_5	120	0.5804878048780489	0.390650406504065	0.08130081300813	0.7	`cumulative_results.csv`
h-optimus-0	PTEN	GMA PUB	split_3	120	0.6572280178837555	0.4791356184798807	0.0491803278688524	0.9090909090909092	`cumulative_results.csv`
virchow	PTEN	GMA PUB	split_2	120	0.3238095238095238	0.5119047619047619	0.0238095238095238	1.0	`cumulative_results.csv`
prov-gigapath	PTEN	GMA PUB	split_3	120	0.6050670640834575	0.4791356184798807	0.0491803278688524	0.9090909090909092	`cumulative_results.csv`
h-optimus-0	ATM	GMA PUB	split_3	120	0.4771241830065359	0.4974323062558357	0.0504201680672268	0.9444444444444444	`cumulative_results.csv`
virchow2	PTEN	GMA PUB	split_3	120	0.6341281669150521	0.4873323397913561	0.0655737704918032	0.9090909090909092	`cumulative_results.csv`
gigapath_ft	PIK3CA	GMA PUB	split_3	120	0.5482456140350878	0.4847781217750257	0.1274509803921568	0.8421052631578947	`cumulative_results.csv`
gigapath_ft	ATM	GMA PUB	split_2	120	0.5190677966101694	0.5195974576271186	0.1016949152542373	0.9375	`cumulative_results.csv`
virchow	BRAF	GMA PUB	split_2	120	0.606140350877193	0.5236842105263158	0.1	0.9473684210526316	`cumulative_results.csv`
h-optimus-0	PTEN	GMA PUB	split_5	120	0.6141920095408469	0.4731663685152057	0.0232558139534883	0.9230769230769232	`cumulative_results.csv`
gigapath_ft	BRAF	GMA PUB	split_5	120	0.7652439024390244	0.440650406504065	0.08130081300813	0.8	`cumulative_results.csv`
h-optimus-0	BRAF	GMA PUB	split_3	120	0.692528735632184	0.4425287356321839	0.0517241379310344	0.8333333333333334	`cumulative_results.csv`
virchow2	PTEN	GMA PUB	split_1	120	0.6781065088757396	0.5192307692307693	0.0384615384615384	1.0	`cumulative_results.csv`
virchow	PTEN	GMA PUB	split_3	120	0.6281669150521609	0.4254843517138599	0.0327868852459016	0.8181818181818182	`cumulative_results.csv`
virchow	PTEN	GMA PUB	split_1	120	0.67396449704142	0.5115384615384615	0.023076923076923	1.0	`cumulative_results.csv`
virchow2	ATM	GMA PUB	split_1	120	0.6563723357981731	0.4541104828186167	0.0661157024793388	0.8421052631578947	`cumulative_results.csv`
uni	ATM	GMA PUB	split_1	120	0.5528490648107873	0.5206611570247934	0.0413223140495867	1.0	`cumulative_results.csv`
uni	BRAF	GMA PUB	split_2	120	0.6975877192982455	0.3712719298245614	0.0583333333333333	0.6842105263157895	`cumulative_results.csv`
uni	PTEN	GMA PUB	split_4	120	0.692741935483871	0.3741935483870967	0.0483870967741935	0.7	`cumulative_results.csv`
gigapath_ft	PTEN	GMA PUB	split_1	120	0.7005917159763314	0.4653846153846154	0.0076923076923076	0.9230769230769232	`cumulative_results.csv`
virchow	PIK3CA	GMA PUB	split_3	120	0.483875128998968	0.4796181630546955	0.196078431372549	0.7631578947368421	`cumulative_results.csv`
virchow2	BRAF	GMA PUB	split_3	120	0.6374521072796935	0.4468390804597701	0.0603448275862069	0.8333333333333334	`cumulative_results.csv`
virchow	ATM	GMA PUB	split_4	120	0.4234285714285714	0.4765714285714285	0.096	0.8571428571428571	`cumulative_results.csv`
h-optimus-0	PIK3CA	GMA PUB	split_1	120	0.5454545454545454	0.4691509691509691	0.2626262626262626	0.6756756756756757	`cumulative_results.csv`
virchow	ATM	GMA PUB	split_4	120	0.4234285714285714	0.4765714285714285	0.096	0.8571428571428571	`cumulative_results.csv`
gigapath_ft	PIK3CA	GMA PUB	split_4	120	0.5789312039312039	0.4493243243243243	0.25	0.6486486486486487	`cumulative_results.csv`
virchow2	BRAF	GMA PUB	split_1	120	0.6569664902998236	0.4517195767195767	0.0462962962962962	0.8571428571428571	`cumulative_results.csv`
virchow	BRAF	GMA PUB	split_5	120	0.5804878048780489	0.390650406504065	0.08130081300813	0.7	`cumulative_results.csv`
gigapath_ft	BRAF	GMA PUB	split_2	120	0.7225877192982456	0.3574561403508772	0.0833333333333333	0.631578947368421	`cumulative_results.csv`
prov-gigapath	PTEN	GMA PUB	split_4	120	0.7298387096774194	0.4661290322580645	0.032258064516129	0.9	`cumulative_results.csv`
uni	PIK3CA	GMA PUB	split_5	120	0.5011500862564693	0.4987061529614721	0.1595744680851064	0.8378378378378378	`cumulative_results.csv`
uni	PIK3CA	GMA PUB	split_3	120	0.5446336429308566	0.4780701754385965	0.1666666666666666	0.7894736842105263	`cumulative_results.csv`
prov-gigapath	PTEN	GMA PUB	split_1	120	0.7260355029585799	0.4653846153846154	0.0076923076923076	0.9230769230769232	`cumulative_results.csv`
gigapath_ft	ATM	GMA PUB	split_5	120	0.5652173913043478	0.4910755148741418	0.0347826086956521	0.9473684210526316	`cumulative_results.csv`
h-optimus-0	PTEN	GMA PUB	split_1	120	0.736094674556213	0.4730769230769231	0.023076923076923	0.9230769230769232	`cumulative_results.csv`
h-optimus-0	PIK3CA	GMA PUB	split_3	120	0.5637254901960785	0.4553663570691434	0.0686274509803921	0.8421052631578947	`cumulative_results.csv`
virchow2	PTEN	GMA PUB	split_2	120	0.4650793650793651	0.5277777777777778	0.0555555555555555	1.0	`cumulative_results.csv`
uni	PTEN	GMA PUB	split_1	120	0.7568047337278107	0.4384615384615384	0.0307692307692307	0.8461538461538461	`cumulative_results.csv`
uni	BRAF	GMA PUB	split_4	120	0.6536885245901639	0.4699453551912568	0.1065573770491803	0.8333333333333334	`cumulative_results.csv`
uni	BRAF	GMA PUB	split_3	120	0.6728927203065134	0.4104406130268199	0.043103448275862	0.7777777777777778	`cumulative_results.csv`
gigapath_ft	PTEN	GMA PUB	split_5	120	0.6073345259391771	0.4770423375074538	0.0310077519379844	0.9230769230769232	`cumulative_results.csv`
h-optimus-0	ATM	GMA PUB	split_2	120	0.4518008474576271	0.4899364406779661	0.0423728813559322	0.9375	`cumulative_results.csv`
gigapath_ft	BRAF	GMA PUB	split_3	120	0.7294061302681993	0.3869731800766283	0.0517241379310344	0.7222222222222222	`cumulative_results.csv`
h-optimus-0	BRAF	GMA PUB	split_2	120	0.6855263157894737	0.3144736842105263	0.05	0.5789473684210527	`cumulative_results.csv`
virchow	ATM	GMA PUB	split_1	120	0.6259243149195303	0.5247933884297521	0.0495867768595041	1.0	`cumulative_results.csv`
virchow2	ATM	GMA PUB	split_3	120	0.6335200746965453	0.4932306255835667	0.042016806722689	0.9444444444444444	`cumulative_results.csv`
h-optimus-0	PIK3CA	GMA PUB	split_2	120	0.5007763975155279	0.5447722567287785	0.1847826086956521	0.9047619047619048	`cumulative_results.csv`
virchow	PIK3CA	GMA PUB	split_5	120	0.5678550891316848	0.4577343300747556	0.2127659574468085	0.7027027027027027	`cumulative_results.csv`
virchow	PIK3CA	GMA PUB	split_5	120	0.5678550891316848	0.4577343300747556	0.2127659574468085	0.7027027027027027	`cumulative_results.csv`
prov-gigapath	PTEN	GMA PUB	split_5	120	0.5450208706022659	0.4502087060226595	0.0542635658914728	0.8461538461538461	`cumulative_results.csv`
h-optimus-0	ATM	GMA PUB	split_4	120	0.5122857142857142	0.4328571428571428	0.08	0.7857142857142857	`cumulative_results.csv`
prov-gigapath	PTEN	GMA PUB	split_4	120	0.7298387096774194	0.4661290322580645	0.032258064516129	0.9	`cumulative_results.csv`
prov-gigapath	BRAF	GMA PUB	split_4	120	0.6958105646630237	0.3506375227686703	0.0901639344262295	0.6111111111111112	`cumulative_results.csv`
h-optimus-0	BRAF	GMA PUB	split_4	120	0.6648451730418943	0.3588342440801457	0.1065573770491803	0.6111111111111112	`cumulative_results.csv`
virchow	ATM	GMA PUB	split_5	120	0.5139588100686499	0.4427917620137299	0.0434782608695652	0.8421052631578947	`cumulative_results.csv`
virchow2	PIK3CA	GMA PUB	split_2	120	0.4811076604554865	0.4927536231884058	0.1521739130434782	0.8333333333333334	`cumulative_results.csv`
virchow	PIK3CA	GMA PUB	split_2	120	0.5592650103519669	0.4624741200828157	0.1630434782608695	0.7619047619047619	`cumulative_results.csv`
gigapath_ft	PTEN	GMA PUB	split_3	120	0.5603576751117735	0.4459761549925484	0.0737704918032786	0.8181818181818182	`cumulative_results.csv`
uni	PTEN	GMA PUB	split_5	120	0.6273106738223018	0.4770423375074538	0.0310077519379844	0.9230769230769232	`cumulative_results.csv`
virchow	PIK3CA	GMA PUB	split_1	120	0.552006552006552	0.4911274911274911	0.2525252525252525	0.7297297297297297	`cumulative_results.csv`
uni	ATM	GMA PUB	split_1	120	0.5528490648107873	0.5206611570247934	0.0413223140495867	1.0	`cumulative_results.csv`
prov-gigapath	PIK3CA	GMA PUB	split_4	120	0.5127457002457003	0.4728194103194103	0.2159090909090909	0.7297297297297297	`cumulative_results.csv`
uni	BRAF	GMA PUB	split_4	120	0.6536885245901639	0.4699453551912568	0.1065573770491803	0.8333333333333334	`cumulative_results.csv`
uni	PIK3CA	GMA PUB	split_1	120	0.523068523068523	0.5365820365820366	0.3434343434343434	0.7297297297297297	`cumulative_results.csv`
gigapath_ft	ATM	GMA PUB	split_2	120	0.5190677966101694	0.5195974576271186	0.1016949152542373	0.9375	`cumulative_results.csv`
virchow2	PTEN	GMA PUB	split_5	120	0.5128205128205128	0.5310077519379846	0.0620155038759689	1.0	`cumulative_results.csv`
virchow	ATM	GMA PUB	split_5	120	0.5139588100686499	0.4427917620137299	0.0434782608695652	0.8421052631578947	`cumulative_results.csv`
gigapath_ft	ATM	GMA PUB	split_1	120	0.7216180948238364	0.4334493257938234	0.024793388429752	0.8421052631578947	`cumulative_results.csv`
uni	ATM	GMA PUB	split_3	120	0.5368814192343604	0.4586834733893558	0.0840336134453781	0.8333333333333334	`cumulative_results.csv`
gigapath_ft	PIK3CA	GMA PUB	split_5	120	0.4755606670500287	0.472110408280621	0.1063829787234042	0.8378378378378378	`cumulative_results.csv`
prov-gigapath	PTEN	GMA PUB	split_2	120	0.5658730158730159	0.5119047619047619	0.0238095238095238	1.0	`cumulative_results.csv`
virchow2	PTEN	GMA PUB	split_2	120	0.4650793650793651	0.5277777777777778	0.0555555555555555	1.0	`cumulative_results.csv`
prov-gigapath	PIK3CA	GMA PUB	split_3	120	0.5023219814241486	0.5110939112487101	0.1274509803921568	0.8947368421052632	`cumulative_results.csv`
uni	PTEN	GMA PUB	split_5	120	0.6273106738223018	0.4770423375074538	0.0310077519379844	0.9230769230769232	`cumulative_results.csv`
uni	PIK3CA	GMA PUB	split_2	120	0.431935817805383	0.5284679089026916	0.1521739130434782	0.9047619047619048	`cumulative_results.csv`
prov-gigapath	PIK3CA	GMA PUB	split_5	120	0.5500287521564118	0.4495399654974122	0.2234042553191489	0.6756756756756757	`cumulative_results.csv`
gigapath_ft	ATM	GMA PUB	split_4	120	0.428	0.516	0.032	1.0	`cumulative_results.csv`
h-optimus-0	BRAF	GMA PUB	split_1	120	0.7958553791887125	0.3564814814814814	0.0462962962962962	0.6666666666666666	`cumulative_results.csv`
virchow	PTEN	GMA PUB	split_5	120	0.6171735241502683	0.4770423375074538	0.0310077519379844	0.9230769230769232	`cumulative_results.csv`
uni	PIK3CA	GMA PUB	split_5	120	0.5011500862564693	0.4987061529614721	0.1595744680851064	0.8378378378378378	`cumulative_results.csv`
h-optimus-0	BRAF	GMA PUB	split_2	120	0.6855263157894737	0.3144736842105263	0.05	0.5789473684210527	`cumulative_results.csv`
gigapath_ft	PTEN	GMA PUB	split_2	120	0.484920634920635	0.5238095238095238	0.0476190476190476	1.0	`cumulative_results.csv`
h-optimus-0	PIK3CA	GMA PUB	split_4	120	0.5657248157248157	0.4663697788697789	0.2840909090909091	0.6486486486486487	`cumulative_results.csv`
virchow2	PTEN	GMA PUB	split_3	120	0.6341281669150521	0.4873323397913561	0.0655737704918032	0.9090909090909092	`cumulative_results.csv`
virchow	BRAF	GMA PUB	split_3	120	0.6661877394636015	0.3764367816091953	0.0862068965517241	0.6666666666666666	`cumulative_results.csv`
h-optimus-0	PIK3CA	GMA PUB	split_3	120	0.5637254901960785	0.4553663570691434	0.0686274509803921	0.8421052631578947	`cumulative_results.csv`
gigapath_ft	PTEN	GMA PUB	split_5	120	0.6073345259391771	0.4770423375074538	0.0310077519379844	0.9230769230769232	`cumulative_results.csv`
virchow	ATM	GMA PUB	split_1	120	0.6259243149195303	0.5247933884297521	0.0495867768595041	1.0	`cumulative_results.csv`
prov-gigapath	BRAF	GMA PUB	split_1	120	0.7220017636684304	0.4087301587301587	0.0555555555555555	0.7619047619047619	`cumulative_results.csv`
prov-gigapath	ATM	GMA PUB	split_5	120	0.6251716247139588	0.5084668192219679	0.0695652173913043	0.9473684210526316	`cumulative_results.csv`
virchow	PIK3CA	GMA PUB	split_1	120	0.552006552006552	0.4911274911274911	0.2525252525252525	0.7297297297297297	`cumulative_results.csv`

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