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BLCA

Last updated 2026-01-22 21:58 · Cached 2026-02-08 16:56

Features Inference Manifest Tiling Training

Stage Summary Pipeline status at a glance Pipeline

Features
Encoders detected: gigapath_ft (2029 files), h-optimus-0 (2029 files), prov-gigapath (2029 files), uni (2029 files), virchow (2029 files), virchow2 (2029 files) Additional encoders: FoundationModel_ViT-B_p16_b1024 (2028 files), FoundationModel_ViT-B_p16_b1024_adios (2028 files), FoundationModel_ViT-B_p16_b1024_cellvit (2028 files), FoundationModel_ViT-B_p16_b1024_cellvit_phaseB (2028 files), FoundationModel_ViT-B_p16_b1024_phaseB (2028 files), FoundationModel_ViT-L_p16_b2048 (2028 files), FoundationModel_ViT-L_p16_b2048_adios (2028 files)
Inference
575 prediction(s) · 115 positive label(s) · dataset tcga
Manifest
2031 rows, 15 columns
Tiling
Tiling manifest covers 2032 case(s)
Training
484 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

2031 rows · 17 columns

Target: ERBB2_BINARY Target: ERBB2 Target: ERCC2_BINARY Target: ERCC2 Target: FGFR3_BINARY Target: FGFR3 Target: PIK3CA_BINARY Target: PIK3CA Target: TSC1_BINARY Target: TSC1

slide_id	DMP_ASSAY_ID	split_1	split_2	split_3	split_4	split_5	ERBB2	ERCC2	FGFR3	PIK3CA_binary	PIK3CA	TSC1
P-0000034-T01-IM3	P-0000034-T01-IM3	test	train	train	train	train	Negative	Negative	Negative	0	Negative	Negative
P-0000043-T02-IM3	P-0000043-T02-IM3	test	test	train	test	train	Negative	Negative	Negative	1	Positive	Negative
P-0000056-T01-IM3	P-0000056-T01-IM3	train	train	train	train	test	Negative	Negative	Negative	0	Negative	Negative
P-0000063-T01-IM3	P-0000063-T01-IM3	test	train	train	train	train	Negative	Negative	Negative	0	Negative	Negative
P-0000079-T01-IM3	P-0000079-T01-IM3	test	test	train	train	train	Negative	Negative	Negative	0	Negative	Negative

Cross-Validation Performance Compare experiments across validation splits Validation

Training Runs Artifacts and metrics for each experiment Experiments

Gene Show archived Expand All

Model	Target	Aggregator	Split	Epoch 200	Macro AUC	Macro BER	Macro FPR	Macro FNR	Artifact
uni	FGFR3	GMA PUB	split_2	120	0.8438517686692869	0.2414514317798989	0.0675182481751824	0.4153846153846154	`cumulative_results.csv`
gigapath_ft	ERBB2	GMA PUB	split_4	120	0.5044629792215393	0.4782094429811725	0.0310457516339869	0.9253731343283582	`cumulative_results.csv`
gigapath_ft	ERCC2	GMA PUB	split_2	120	0.5579813886900501	0.4965103793843951	0.0157480314960629	0.9772727272727272	`cumulative_results.csv`
virchow2	PIK3CA	GMA PUB	split_4	120	0.5450267607247492	0.4666841252434653	0.073555166374781	0.8598130841121495	`cumulative_results.csv`
virchow	FGFR3	GMA PUB	split_2	120	0.8379912970241438	0.2346013475575519	0.1076642335766423	0.3615384615384615	`cumulative_results.csv`
virchow	FGFR3	GMA PUB	split_3	120	0.8327906976744186	0.2616490486257928	0.0581818181818181	0.4651162790697674	`cumulative_results.csv`
virchow2	TSC1	GMA PUB	split_4	120	0.5701203558346416	0.478414442700157	0.0282574568288854	0.9285714285714286	`cumulative_results.csv`
gigapath_ft	FGFR3	GMA PUB	split_5	120	0.8879543533389687	0.2153846153846154	0.0769230769230769	0.3538461538461538	`cumulative_results.csv`
gigapath_ft	ERBB2	GMA PUB	split_1	120	0.5382751247327157	0.4760631979092421	0.0245901639344262	0.927536231884058	`cumulative_results.csv`
virchow	PIK3CA	GMA PUB	split_2	120	0.5883970583652738	0.4908307625190863	0.0781527531083481	0.9035087719298246	`cumulative_results.csv`
virchow	TSC1	GMA PUB	split_1	120	0.5895032473231525	0.4317008952080042	0.0189573459715639	0.8444444444444444	`cumulative_results.csv`
h-optimus-0	TSC1	GMA PUB	split_1	120	0.6173424609443567	0.439652448657188	0.0126382306477093	0.8666666666666667	`cumulative_results.csv`
h-optimus-0	ERCC2	GMA PUB	split_1	120	0.5387687392479725	0.505591054313099	0.011182108626198	1.0	`cumulative_results.csv`
h-optimus-0	FGFR3	GMA PUB	split_3	120	0.8622551092318533	0.2201620859760394	0.0527272727272727	0.3875968992248062	`cumulative_results.csv`
gigapath_ft	TSC1	GMA PUB	split_2	120	0.5668948569422503	0.4737756714060032	0.0142180094786729	0.9333333333333332	`cumulative_results.csv`
virchow2	PIK3CA	GMA PUB	split_5	120	0.5503256364712847	0.4820588326945249	0.0781527531083481	0.8859649122807017	`cumulative_results.csv`
gigapath_ft	ERBB2	GMA PUB	split_5	120	0.6047288674385688	0.4846393020395851	0.0115321252059308	0.9577464788732394	`cumulative_results.csv`
uni	PIK3CA	GMA PUB	split_2	120	0.5288710230282634	0.4862266679131221	0.0426287744227353	0.9298245614035088	`cumulative_results.csv`
prov-gigapath	TSC1	GMA PUB	split_2	120	0.6423907319641917	0.4618220115850447	0.0347551342812006	0.8888888888888888	`cumulative_results.csv`
h-optimus-0	TSC1	GMA PUB	split_5	120	0.6878373641780582	0.4372765509989484	0.0078864353312302	0.8666666666666667	`cumulative_results.csv`
gigapath_ft	FGFR3	GMA PUB	split_5	120	0.8879543533389687	0.2153846153846154	0.0769230769230769	0.3538461538461538	`cumulative_results.csv`
gigapath_ft	ERCC2	GMA PUB	split_4	120	0.5335566188197767	0.4987719298245614	0.0175438596491228	0.98	`cumulative_results.csv`
uni	PIK3CA	GMA PUB	split_2	120	0.5288710230282634	0.4862266679131221	0.0426287744227353	0.9298245614035088	`cumulative_results.csv`
virchow	ERCC2	GMA PUB	split_3	120	0.5638737683456212	0.5126782884310618	0.0253565768621236	1.0	`cumulative_results.csv`
gigapath_ft	TSC1	GMA PUB	split_4	120	0.6491365777080063	0.4895342752485609	0.0266875981161695	0.9523809523809524	`cumulative_results.csv`
gigapath_ft	TSC1	GMA PUB	split_5	120	0.6958990536277603	0.4721871713985279	0.0110410094637223	0.9333333333333332	`cumulative_results.csv`
h-optimus-0	TSC1	GMA PUB	split_2	120	0.6787783043707214	0.4952080042127435	0.0126382306477093	0.9777777777777776	`cumulative_results.csv`
uni	FGFR3	GMA PUB	split_1	120	0.8957293249403082	0.1995468851747341	0.0535055350553505	0.3455882352941176	`cumulative_results.csv`
virchow	ERBB2	GMA PUB	split_4	120	0.5540435079504439	0.4869768803043606	0.0784313725490196	0.8955223880597015	`cumulative_results.csv`
h-optimus-0	PIK3CA	GMA PUB	split_1	120	0.5843238034050755	0.4535175072277545	0.0706713780918728	0.8363636363636363	`cumulative_results.csv`
gigapath_ft	ERCC2	GMA PUB	split_1	120	0.5258970262963873	0.4855615630376014	0.0095846645367412	0.9615384615384616	`cumulative_results.csv`
h-optimus-0	PIK3CA	GMA PUB	split_4	120	0.5866409152658887	0.4655056713095569	0.1085814360770578	0.822429906542056	`cumulative_results.csv`
h-optimus-0	TSC1	GMA PUB	split_2	120	0.6787783043707214	0.4952080042127435	0.0126382306477093	0.9777777777777776	`cumulative_results.csv`
virchow	ERBB2	GMA PUB	split_1	120	0.5313732478023283	0.4834402470895699	0.0393442622950819	0.927536231884058	`cumulative_results.csv`
gigapath_ft	FGFR3	GMA PUB	split_3	120	0.8605637773079634	0.2536575052854122	0.0654545454545454	0.4418604651162791	`cumulative_results.csv`
virchow2	FGFR3	GMA PUB	split_4	120	0.8724573863636363	0.2196875	0.08	0.359375	`cumulative_results.csv`
h-optimus-0	ERCC2	GMA PUB	split_5	120	0.5403726708074534	0.5158730158730158	0.0317460317460317	1.0	`cumulative_results.csv`
gigapath_ft	ERBB2	GMA PUB	split_3	120	0.6239392478302797	0.4755544840887174	0.0393442622950819	0.9117647058823528	`cumulative_results.csv`
virchow2	FGFR3	GMA PUB	split_1	120	0.8570789016713697	0.2390791187323638	0.059040590405904	0.4191176470588235	`cumulative_results.csv`
h-optimus-0	PIK3CA	GMA PUB	split_5	120	0.5397697173662397	0.4670702065999813	0.0657193605683836	0.868421052631579	`cumulative_results.csv`
gigapath_ft	ERCC2	GMA PUB	split_4	120	0.5335566188197767	0.4987719298245614	0.0175438596491228	0.98	`cumulative_results.csv`
virchow	PIK3CA	GMA PUB	split_2	120	0.5883970583652738	0.4908307625190863	0.0781527531083481	0.9035087719298246	`cumulative_results.csv`
virchow	ERCC2	GMA PUB	split_5	120	0.5813319530710834	0.4854037267080745	0.0142857142857142	0.9565217391304348	`cumulative_results.csv`
virchow	ERCC2	GMA PUB	split_2	120	0.5893342877594846	0.5035969935576234	0.0299212598425196	0.9772727272727272	`cumulative_results.csv`
virchow2	TSC1	GMA PUB	split_1	120	0.5373003335088642	0.4959978936282254	0.0142180094786729	0.9777777777777776	`cumulative_results.csv`
gigapath_ft	TSC1	GMA PUB	split_2	120	0.5668948569422503	0.4737756714060032	0.0142180094786729	0.9333333333333332	`cumulative_results.csv`
virchow	FGFR3	GMA PUB	split_2	120	0.8379912970241438	0.2346013475575519	0.1076642335766423	0.3615384615384615	`cumulative_results.csv`
virchow2	PIK3CA	GMA PUB	split_2	120	0.5324701629740425	0.4862266679131221	0.0426287744227353	0.9298245614035088	`cumulative_results.csv`
virchow2	PIK3CA	GMA PUB	split_4	120	0.5450267607247492	0.4666841252434653	0.073555166374781	0.8598130841121495	`cumulative_results.csv`
virchow	ERBB2	GMA PUB	split_3	120	0.5919479267116683	0.499228543876567	0.0278688524590163	0.9705882352941176	`cumulative_results.csv`
uni	PIK3CA	GMA PUB	split_1	120	0.5679890780597494	0.4873594603276582	0.0565371024734982	0.9181818181818182	`cumulative_results.csv`
uni	TSC1	GMA PUB	split_4	120	0.5284443447708753	0.4459706959706959	0.0109890109890109	0.8809523809523809	`cumulative_results.csv`
h-optimus-0	ERBB2	GMA PUB	split_4	120	0.549726855916496	0.4814774168373817	0.0375816993464052	0.9253731343283582	`cumulative_results.csv`
h-optimus-0	ERBB2	GMA PUB	split_5	120	0.6025129359352159	0.4630600737870385	0.0247116968698517	0.9014084507042254	`cumulative_results.csv`
h-optimus-0	FGFR3	GMA PUB	split_4	120	0.8721732954545455	0.2310369318181818	0.0636363636363636	0.3984375	`cumulative_results.csv`
gigapath_ft	FGFR3	GMA PUB	split_4	120	0.8517826704545455	0.2403977272727272	0.0745454545454545	0.40625	`cumulative_results.csv`
h-optimus-0	ERBB2	GMA PUB	split_5	120	0.6025129359352159	0.4630600737870385	0.0247116968698517	0.9014084507042254	`cumulative_results.csv`
virchow2	ERBB2	GMA PUB	split_1	120	0.5856735566642908	0.4554050843430743	0.0557377049180327	0.855072463768116	`cumulative_results.csv`
virchow2	PIK3CA	GMA PUB	split_2	120	0.5324701629740425	0.4862266679131221	0.0426287744227353	0.9298245614035088	`cumulative_results.csv`
h-optimus-0	PIK3CA	GMA PUB	split_1	120	0.5843238034050755	0.4535175072277545	0.0706713780918728	0.8363636363636363	`cumulative_results.csv`
uni	TSC1	GMA PUB	split_3	120	0.6370484130466578	0.5070754716981132	0.0141509433962264	1.0	`cumulative_results.csv`
gigapath_ft	ERCC2	GMA PUB	split_3	120	0.5944842554950733	0.4776924136980638	0.0206022187004754	0.9347826086956522	`cumulative_results.csv`
h-optimus-0	ERBB2	GMA PUB	split_3	120	0.6284474445515912	0.4616682738669238	0.040983606557377	0.8823529411764706	`cumulative_results.csv`
gigapath_ft	ERCC2	GMA PUB	split_1	120	0.5258970262963873	0.4855615630376014	0.0095846645367412	0.9615384615384616	`cumulative_results.csv`
h-optimus-0	ERBB2	GMA PUB	split_4	120	0.549726855916496	0.4814774168373817	0.0375816993464052	0.9253731343283582	`cumulative_results.csv`
h-optimus-0	ERBB2	GMA PUB	split_1	120	0.5876098835827988	0.4559634117367546	0.0278688524590163	0.8840579710144928	`cumulative_results.csv`
virchow	ERBB2	GMA PUB	split_5	120	0.6447548553263568	0.4787920272872821	0.0280065897858319	0.9295774647887324	`cumulative_results.csv`
h-optimus-0	ERCC2	GMA PUB	split_3	120	0.5262523255012748	0.496261972025081	0.0142630744849445	0.9782608695652174	`cumulative_results.csv`
h-optimus-0	TSC1	GMA PUB	split_5	120	0.6878373641780582	0.4372765509989484	0.0078864353312302	0.8666666666666667	`cumulative_results.csv`
gigapath_ft	PIK3CA	GMA PUB	split_4	120	0.5627444882727467	0.4766027791871941	0.1120840630472854	0.8411214953271028	`cumulative_results.csv`
uni	TSC1	GMA PUB	split_1	120	0.6148674741091803	0.481727224855187	0.0078988941548183	0.9555555555555556	`cumulative_results.csv`
prov-gigapath	PIK3CA	GMA PUB	split_2	120	0.5709700539091958	0.4726169330965068	0.1119005328596802	0.8333333333333334	`cumulative_results.csv`
virchow	TSC1	GMA PUB	split_3	120	0.5872824338160012	0.4560114085125055	0.0283018867924528	0.8837209302325582	`cumulative_results.csv`
h-optimus-0	FGFR3	GMA PUB	split_4	120	0.8721732954545455	0.2310369318181818	0.0636363636363636	0.3984375	`cumulative_results.csv`
prov-gigapath	PIK3CA	GMA PUB	split_2	120	0.5709700539091958	0.4726169330965068	0.1119005328596802	0.8333333333333334	`cumulative_results.csv`
gigapath_ft	ERCC2	GMA PUB	split_3	120	0.5944842554950733	0.4776924136980638	0.0206022187004754	0.9347826086956522	`cumulative_results.csv`
virchow2	FGFR3	GMA PUB	split_3	120	0.85446088794926	0.2215010570824524	0.0709090909090909	0.3720930232558139	`cumulative_results.csv`
gigapath_ft	TSC1	GMA PUB	split_3	120	0.5891472868217055	0.4962337282433816	0.0157232704402515	0.9767441860465116	`cumulative_results.csv`
virchow	FGFR3	GMA PUB	split_5	120	0.8710340941110172	0.2489010989010989	0.0824175824175824	0.4153846153846154	`cumulative_results.csv`
virchow	FGFR3	GMA PUB	split_5	120	0.8710340941110172	0.2489010989010989	0.0824175824175824	0.4153846153846154	`cumulative_results.csv`
h-optimus-0	FGFR3	GMA PUB	split_3	120	0.8622551092318533	0.2201620859760394	0.0527272727272727	0.3875968992248062	`cumulative_results.csv`
virchow2	PIK3CA	GMA PUB	split_3	120	0.5371681415929204	0.4915613147914033	0.0902654867256637	0.8928571428571429	`cumulative_results.csv`
virchow2	ERBB2	GMA PUB	split_1	120	0.5856735566642908	0.4554050843430743	0.0557377049180327	0.855072463768116	`cumulative_results.csv`
h-optimus-0	TSC1	GMA PUB	split_4	120	0.662442999177693	0.4752747252747253	0.0219780219780219	0.9285714285714286	`cumulative_results.csv`
virchow2	FGFR3	GMA PUB	split_5	120	0.8653987038602423	0.2335164835164835	0.0824175824175824	0.3846153846153846	`cumulative_results.csv`
virchow	ERCC2	GMA PUB	split_5	120	0.5813319530710834	0.4854037267080745	0.0142857142857142	0.9565217391304348	`cumulative_results.csv`
h-optimus-0	PIK3CA	GMA PUB	split_2	120	0.5401202829453742	0.4802826337602442	0.0746003552397868	0.8859649122807017	`cumulative_results.csv`
h-optimus-0	PIK3CA	GMA PUB	split_3	120	0.5804519595448799	0.4746286346396966	0.0831858407079646	0.8660714285714286	`cumulative_results.csv`
virchow2	FGFR3	GMA PUB	split_2	120	0.8283478382930938	0.3239191465468837	0.0401459854014598	0.6076923076923076	`cumulative_results.csv`
prov-gigapath	TSC1	GMA PUB	split_1	120	0.614604177637353	0.4888362295945234	0.0221169036334913	0.9555555555555556	`cumulative_results.csv`
virchow2	FGFR3	GMA PUB	split_5	120	0.8653987038602423	0.2335164835164835	0.0824175824175824	0.3846153846153846	`cumulative_results.csv`
gigapath_ft	ERBB2	GMA PUB	split_5	120	0.6047288674385688	0.4846393020395851	0.0115321252059308	0.9577464788732394	`cumulative_results.csv`
virchow	PIK3CA	GMA PUB	split_4	120	0.5189452837291519	0.4643354010835229	0.1155866900175131	0.8130841121495327	`cumulative_results.csv`
virchow2	ERCC2	GMA PUB	split_3	120	0.5723489285468201	0.5055467511885895	0.011093502377179	1.0	`cumulative_results.csv`
gigapath_ft	PIK3CA	GMA PUB	split_2	120	0.5641301299429746	0.4811162008039637	0.0674955595026643	0.8947368421052632	`cumulative_results.csv`
h-optimus-0	PIK3CA	GMA PUB	split_4	120	0.5866409152658887	0.4655056713095569	0.1085814360770578	0.822429906542056	`cumulative_results.csv`
virchow	FGFR3	GMA PUB	split_1	120	0.873507705665292	0.2491995875841111	0.0645756457564575	0.4338235294117647	`cumulative_results.csv`
prov-gigapath	TSC1	GMA PUB	split_3	120	0.5794573643410852	0.4846058212666374	0.0157232704402515	0.9534883720930232	`cumulative_results.csv`
gigapath_ft	FGFR3	GMA PUB	split_3	120	0.8605637773079634	0.2536575052854122	0.0654545454545454	0.4418604651162791	`cumulative_results.csv`
uni	FGFR3	GMA PUB	split_4	120	0.8365838068181818	0.2433948863636363	0.0727272727272727	0.4140625	`cumulative_results.csv`
prov-gigapath	TSC1	GMA PUB	split_4	120	0.6388203633101592	0.4848246991104133	0.0172684458398744	0.9523809523809524	`cumulative_results.csv`
virchow2	FGFR3	GMA PUB	split_2	120	0.8283478382930938	0.3239191465468837	0.0401459854014598	0.6076923076923076	`cumulative_results.csv`
prov-gigapath	FGFR3	GMA PUB	split_1	120	0.8903434990232255	0.2436238332971565	0.0313653136531365	0.4558823529411764	`cumulative_results.csv`
uni	PIK3CA	GMA PUB	split_4	120	0.5610259096191302	0.4751542628934317	0.0718038528896672	0.8785046728971962	`cumulative_results.csv`
prov-gigapath	FGFR3	GMA PUB	split_1	120	0.8903434990232255	0.2436238332971565	0.0313653136531365	0.4558823529411764	`cumulative_results.csv`
gigapath_ft	PIK3CA	GMA PUB	split_4	120	0.5627444882727467	0.4766027791871941	0.1120840630472854	0.8411214953271028	`cumulative_results.csv`
virchow2	TSC1	GMA PUB	split_2	120	0.6349306652624187	0.4880463401790416	0.0205371248025276	0.9555555555555556	`cumulative_results.csv`
virchow2	ERCC2	GMA PUB	split_4	120	0.5675279106858054	0.4971770334928229	0.0143540669856459	0.98	`cumulative_results.csv`
gigapath_ft	PIK3CA	GMA PUB	split_5	120	0.5679551899286404	0.4838895640522264	0.0905861456483126	0.8771929824561403	`cumulative_results.csv`
gigapath_ft	TSC1	GMA PUB	split_1	120	0.6978058627347727	0.4618746708794102	0.0126382306477093	0.9111111111111112	`cumulative_results.csv`
virchow2	ERCC2	GMA PUB	split_5	120	0.5689095928226363	0.4877846790890269	0.019047619047619	0.9565217391304348	`cumulative_results.csv`
virchow	PIK3CA	GMA PUB	split_5	120	0.5515798822099655	0.4496899442211212	0.0923623445825932	0.8070175438596491	`cumulative_results.csv`
h-optimus-0	ERCC2	GMA PUB	split_1	120	0.5387687392479725	0.505591054313099	0.011182108626198	1.0	`cumulative_results.csv`
virchow	ERCC2	GMA PUB	split_1	120	0.4713688867043499	0.4991705578766281	0.0175718849840255	0.9807692307692308	`cumulative_results.csv`
uni	FGFR3	GMA PUB	split_5	120	0.8802902225979149	0.2468864468864469	0.0476190476190476	0.4461538461538462	`cumulative_results.csv`
h-optimus-0	ERBB2	GMA PUB	split_2	120	0.5498553519768562	0.4951783992285439	0.0491803278688524	0.9411764705882352	`cumulative_results.csv`
prov-gigapath	TSC1	GMA PUB	split_2	120	0.6423907319641917	0.4618220115850447	0.0347551342812006	0.8888888888888888	`cumulative_results.csv`
uni	PIK3CA	GMA PUB	split_1	120	0.5679890780597494	0.4873594603276582	0.0565371024734982	0.9181818181818182	`cumulative_results.csv`
virchow	ERBB2	GMA PUB	split_5	120	0.6447548553263568	0.4787920272872821	0.0280065897858319	0.9295774647887324	`cumulative_results.csv`
prov-gigapath	TSC1	GMA PUB	split_5	120	0.6577637574483	0.4602874167542937	0.0094637223974763	0.9111111111111112	`cumulative_results.csv`
uni	FGFR3	GMA PUB	split_4	120	0.8365838068181818	0.2433948863636363	0.0727272727272727	0.4140625	`cumulative_results.csv`
gigapath_ft	PIK3CA	GMA PUB	split_3	120	0.545322376738306	0.4757111251580278	0.0407079646017699	0.9107142857142856	`cumulative_results.csv`
gigapath_ft	TSC1	GMA PUB	split_4	120	0.6491365777080063	0.4895342752485609	0.0266875981161695	0.9523809523809524	`cumulative_results.csv`
uni	TSC1	GMA PUB	split_5	120	0.6647213459516299	0.4531195233087977	0.0173501577287066	0.8888888888888888	`cumulative_results.csv`
uni	PIK3CA	GMA PUB	split_5	120	0.5666542021127419	0.4866083948770683	0.1047957371225577	0.868421052631579	`cumulative_results.csv`
uni	FGFR3	GMA PUB	split_1	120	0.8957293249403082	0.1995468851747341	0.0535055350553505	0.3455882352941176	`cumulative_results.csv`
virchow	ERCC2	GMA PUB	split_2	120	0.5893342877594846	0.5035969935576234	0.0299212598425196	0.9772727272727272	`cumulative_results.csv`
h-optimus-0	FGFR3	GMA PUB	split_5	120	0.8801000281769513	0.2247252747252747	0.0494505494505494	0.4	`cumulative_results.csv`
uni	TSC1	GMA PUB	split_3	120	0.6370484130466578	0.5070754716981132	0.0141509433962264	1.0	`cumulative_results.csv`
h-optimus-0	FGFR3	GMA PUB	split_1	120	0.8704552854352072	0.2381566095072715	0.0571955719557195	0.4191176470588235	`cumulative_results.csv`
virchow	ERBB2	GMA PUB	split_1	120	0.5313732478023283	0.4834402470895699	0.0393442622950819	0.927536231884058	`cumulative_results.csv`
virchow2	PIK3CA	GMA PUB	split_1	120	0.5270318021201413	0.5201734661098618	0.1130742049469964	0.9272727272727272	`cumulative_results.csv`
uni	ERCC2	GMA PUB	split_1	120	0.5389837797984763	0.4743180142541165	0.0255591054313099	0.9230769230769232	`cumulative_results.csv`
prov-gigapath	PIK3CA	GMA PUB	split_3	120	0.5165297092288242	0.4859750316055626	0.1415929203539823	0.8303571428571429	`cumulative_results.csv`
h-optimus-0	ERCC2	GMA PUB	split_2	120	0.5241589119541875	0.4898711524695777	0.0251968503937007	0.9545454545454546	`cumulative_results.csv`
uni	PIK3CA	GMA PUB	split_4	120	0.5610259096191302	0.4751542628934317	0.0718038528896672	0.8785046728971962	`cumulative_results.csv`
h-optimus-0	ERBB2	GMA PUB	split_1	120	0.5876098835827988	0.4559634117367546	0.0278688524590163	0.8840579710144928	`cumulative_results.csv`
virchow	FGFR3	GMA PUB	split_4	120	0.8438494318181817	0.2172301136363636	0.0672727272727272	0.3671875	`cumulative_results.csv`
gigapath_ft	ERCC2	GMA PUB	split_2	120	0.5579813886900501	0.4965103793843951	0.0157480314960629	0.9772727272727272	`cumulative_results.csv`
h-optimus-0	FGFR3	GMA PUB	split_5	120	0.8801000281769513	0.2247252747252747	0.0494505494505494	0.4	`cumulative_results.csv`
virchow	ERCC2	GMA PUB	split_4	120	0.5101435406698565	0.5063795853269537	0.0127591706539074	1.0	`cumulative_results.csv`
gigapath_ft	FGFR3	GMA PUB	split_1	120	0.8782152159756892	0.3015112871716953	0.022140221402214	0.5808823529411765	`cumulative_results.csv`
virchow	PIK3CA	GMA PUB	split_4	120	0.5189452837291519	0.4643354010835229	0.1155866900175131	0.8130841121495327	`cumulative_results.csv`
virchow2	PIK3CA	GMA PUB	split_5	120	0.5503256364712847	0.4820588326945249	0.0781527531083481	0.8859649122807017	`cumulative_results.csv`
h-optimus-0	PIK3CA	GMA PUB	split_2	120	0.5401202829453742	0.4802826337602442	0.0746003552397868	0.8859649122807017	`cumulative_results.csv`
virchow	ERCC2	GMA PUB	split_4	120	0.5101435406698565	0.5063795853269537	0.0127591706539074	1.0	`cumulative_results.csv`
gigapath_ft	FGFR3	GMA PUB	split_2	120	0.8485401459854014	0.2729365524985963	0.0766423357664233	0.4692307692307692	`cumulative_results.csv`
virchow	FGFR3	GMA PUB	split_1	120	0.873507705665292	0.2491995875841111	0.0645756457564575	0.4338235294117647	`cumulative_results.csv`
h-optimus-0	TSC1	GMA PUB	split_1	120	0.6173424609443567	0.439652448657188	0.0126382306477093	0.8666666666666667	`cumulative_results.csv`
virchow	TSC1	GMA PUB	split_2	120	0.5447077409162717	0.5102685624012638	0.0205371248025276	1.0	`cumulative_results.csv`
uni	FGFR3	GMA PUB	split_3	120	0.8414446793516561	0.2750951374207188	0.0618181818181818	0.4883720930232558	`cumulative_results.csv`
gigapath_ft	TSC1	GMA PUB	split_3	120	0.5891472868217055	0.4962337282433816	0.0157232704402515	0.9767441860465116	`cumulative_results.csv`
gigapath_ft	TSC1	GMA PUB	split_5	120	0.6958990536277603	0.4721871713985279	0.0110410094637223	0.9333333333333332	`cumulative_results.csv`
h-optimus-0	ERCC2	GMA PUB	split_5	120	0.5403726708074534	0.5158730158730158	0.0317460317460317	1.0	`cumulative_results.csv`
virchow	ERBB2	GMA PUB	split_4	120	0.5540435079504439	0.4869768803043606	0.0784313725490196	0.8955223880597015	`cumulative_results.csv`
gigapath_ft	PIK3CA	GMA PUB	split_2	120	0.5641301299429746	0.4811162008039637	0.0674955595026643	0.8947368421052632	`cumulative_results.csv`
uni	PIK3CA	GMA PUB	split_3	120	0.5759481668773704	0.4755530973451327	0.0761061946902654	0.875	`cumulative_results.csv`
virchow2	TSC1	GMA PUB	split_4	120	0.5701203558346416	0.478414442700157	0.0282574568288854	0.9285714285714286	`cumulative_results.csv`
virchow	ERBB2	GMA PUB	split_2	120	0.5842695274831243	0.4592333654773385	0.0508196721311475	0.8676470588235294	`cumulative_results.csv`
h-optimus-0	TSC1	GMA PUB	split_4	120	0.662442999177693	0.4752747252747253	0.0219780219780219	0.9285714285714286	`cumulative_results.csv`
virchow2	FGFR3	GMA PUB	split_1	120	0.8570789016713697	0.2390791187323638	0.059040590405904	0.4191176470588235	`cumulative_results.csv`
h-optimus-0	FGFR3	GMA PUB	split_1	120	0.8704552854352072	0.2381566095072715	0.0571955719557195	0.4191176470588235	`cumulative_results.csv`
uni	FGFR3	GMA PUB	split_3	120	0.8414446793516561	0.2750951374207188	0.0618181818181818	0.4883720930232558	`cumulative_results.csv`
virchow2	TSC1	GMA PUB	split_3	120	0.5738993710691824	0.48539198478865	0.0172955974842767	0.9534883720930232	`cumulative_results.csv`
virchow2	PIK3CA	GMA PUB	split_1	120	0.5270318021201413	0.5201734661098618	0.1130742049469964	0.9272727272727272	`cumulative_results.csv`
uni	FGFR3	GMA PUB	split_5	120	0.8802902225979149	0.2468864468864469	0.0476190476190476	0.4461538461538462	`cumulative_results.csv`
uni	TSC1	GMA PUB	split_2	120	0.5716341934351412	0.4713533438651922	0.0315955766192733	0.9111111111111112	`cumulative_results.csv`
gigapath_ft	PIK3CA	GMA PUB	split_1	120	0.5520478637969803	0.463234821715387	0.0901060070671378	0.8363636363636363	`cumulative_results.csv`
virchow	PIK3CA	GMA PUB	split_3	120	0.5564870417193426	0.494295195954488	0.0778761061946902	0.9107142857142856	`cumulative_results.csv`
virchow2	FGFR3	GMA PUB	split_4	120	0.8724573863636363	0.2196875	0.08	0.359375	`cumulative_results.csv`
virchow2	ERCC2	GMA PUB	split_2	120	0.5408375089477452	0.4819971367215462	0.0094488188976377	0.9545454545454546	`cumulative_results.csv`
virchow2	ERCC2	GMA PUB	split_5	120	0.5689095928226363	0.4877846790890269	0.019047619047619	0.9565217391304348	`cumulative_results.csv`
virchow	TSC1	GMA PUB	split_4	120	0.6174403827465053	0.4856096284667713	0.0188383045525902	0.9523809523809524	`cumulative_results.csv`
gigapath_ft	ERBB2	GMA PUB	split_2	120	0.5916345226615237	0.4812439729990356	0.021311475409836	0.9411764705882352	`cumulative_results.csv`
virchow	ERCC2	GMA PUB	split_3	120	0.5638737683456212	0.5126782884310618	0.0253565768621236	1.0	`cumulative_results.csv`
prov-gigapath	TSC1	GMA PUB	split_5	120	0.6577637574483	0.4602874167542937	0.0094637223974763	0.9111111111111112	`cumulative_results.csv`
virchow2	TSC1	GMA PUB	split_1	120	0.5373003335088642	0.4959978936282254	0.0142180094786729	0.9777777777777776	`cumulative_results.csv`
virchow	TSC1	GMA PUB	split_5	120	0.6406764808973011	0.4967753242201191	0.0157728706624605	0.9777777777777776	`cumulative_results.csv`
h-optimus-0	FGFR3	GMA PUB	split_2	120	0.8537128017967434	0.252400336889388	0.0894160583941605	0.4153846153846154	`cumulative_results.csv`
virchow2	ERCC2	GMA PUB	split_2	120	0.5408375089477452	0.4819971367215462	0.0094488188976377	0.9545454545454546	`cumulative_results.csv`
virchow2	TSC1	GMA PUB	split_2	120	0.6349306652624187	0.4880463401790416	0.0205371248025276	0.9555555555555556	`cumulative_results.csv`
prov-gigapath	TSC1	GMA PUB	split_1	120	0.614604177637353	0.4888362295945234	0.0221169036334913	0.9555555555555556	`cumulative_results.csv`
gigapath_ft	TSC1	GMA PUB	split_1	120	0.6978058627347727	0.4618746708794102	0.0126382306477093	0.9111111111111112	`cumulative_results.csv`
virchow2	ERCC2	GMA PUB	split_1	120	0.5582759891865323	0.4831346768247727	0.023961661341853	0.9423076923076924	`cumulative_results.csv`
h-optimus-0	PIK3CA	GMA PUB	split_3	120	0.5804519595448799	0.4746286346396966	0.0831858407079646	0.8660714285714286	`cumulative_results.csv`
virchow	PIK3CA	GMA PUB	split_3	120	0.5564870417193426	0.494295195954488	0.0778761061946902	0.9107142857142856	`cumulative_results.csv`
virchow	TSC1	GMA PUB	split_5	120	0.6406764808973011	0.4967753242201191	0.0157728706624605	0.9777777777777776	`cumulative_results.csv`
gigapath_ft	ERCC2	GMA PUB	split_5	120	0.5104209799861974	0.4830227743271221	0.0095238095238095	0.9565217391304348	`cumulative_results.csv`
virchow	ERBB2	GMA PUB	split_3	120	0.5919479267116683	0.499228543876567	0.0278688524590163	0.9705882352941176	`cumulative_results.csv`
prov-gigapath	PIK3CA	GMA PUB	split_1	120	0.6106890459363957	0.4479601670414391	0.07773851590106	0.8181818181818182	`cumulative_results.csv`
prov-gigapath	PIK3CA	GMA PUB	split_1	120	0.6106890459363957	0.4479601670414391	0.07773851590106	0.8181818181818182	`cumulative_results.csv`
uni	TSC1	GMA PUB	split_4	120	0.5284443447708753	0.4459706959706959	0.0109890109890109	0.8809523809523809	`cumulative_results.csv`
virchow2	ERCC2	GMA PUB	split_3	120	0.5723489285468201	0.5055467511885895	0.011093502377179	1.0	`cumulative_results.csv`
prov-gigapath	FGFR3	GMA PUB	split_2	120	0.8379702414373947	0.2681779898933183	0.0748175182481751	0.4615384615384615	`cumulative_results.csv`
uni	ERCC2	GMA PUB	split_1	120	0.5389837797984763	0.4743180142541165	0.0255591054313099	0.9230769230769232	`cumulative_results.csv`
virchow	TSC1	GMA PUB	split_2	120	0.5447077409162717	0.5102685624012638	0.0205371248025276	1.0	`cumulative_results.csv`
prov-gigapath	TSC1	GMA PUB	split_3	120	0.5794573643410852	0.4846058212666374	0.0157232704402515	0.9534883720930232	`cumulative_results.csv`
h-optimus-0	PIK3CA	GMA PUB	split_5	120	0.5397697173662397	0.4670702065999813	0.0657193605683836	0.868421052631579	`cumulative_results.csv`
virchow2	TSC1	GMA PUB	split_3	120	0.5738993710691824	0.48539198478865	0.0172955974842767	0.9534883720930232	`cumulative_results.csv`
virchow2	FGFR3	GMA PUB	split_3	120	0.85446088794926	0.2215010570824524	0.0709090909090909	0.3720930232558139	`cumulative_results.csv`
h-optimus-0	ERBB2	GMA PUB	split_2	120	0.5498553519768562	0.4951783992285439	0.0491803278688524	0.9411764705882352	`cumulative_results.csv`
gigapath_ft	PIK3CA	GMA PUB	split_3	120	0.545322376738306	0.4757111251580278	0.0407079646017699	0.9107142857142856	`cumulative_results.csv`
virchow2	ERCC2	GMA PUB	split_4	120	0.5675279106858054	0.4971770334928229	0.0143540669856459	0.98	`cumulative_results.csv`
virchow2	TSC1	GMA PUB	split_5	120	0.5459516298633017	0.4784963196635121	0.0236593059936908	0.9333333333333332	`cumulative_results.csv`
virchow2	PIK3CA	GMA PUB	split_3	120	0.5371681415929204	0.4915613147914033	0.0902654867256637	0.8928571428571429	`cumulative_results.csv`
uni	FGFR3	GMA PUB	split_2	120	0.8438517686692869	0.2414514317798989	0.0675182481751824	0.4153846153846154	`cumulative_results.csv`
uni	PIK3CA	GMA PUB	split_3	120	0.5759481668773704	0.4755530973451327	0.0761061946902654	0.875	`cumulative_results.csv`
virchow	PIK3CA	GMA PUB	split_5	120	0.5515798822099655	0.4496899442211212	0.0923623445825932	0.8070175438596491	`cumulative_results.csv`
gigapath_ft	ERBB2	GMA PUB	split_1	120	0.5382751247327157	0.4760631979092421	0.0245901639344262	0.927536231884058	`cumulative_results.csv`
gigapath_ft	ERBB2	GMA PUB	split_2	120	0.5916345226615237	0.4812439729990356	0.021311475409836	0.9411764705882352	`cumulative_results.csv`
h-optimus-0	ERCC2	GMA PUB	split_3	120	0.5262523255012748	0.496261972025081	0.0142630744849445	0.9782608695652174	`cumulative_results.csv`
gigapath_ft	PIK3CA	GMA PUB	split_1	120	0.5520478637969803	0.463234821715387	0.0901060070671378	0.8363636363636363	`cumulative_results.csv`
gigapath_ft	FGFR3	GMA PUB	split_1	120	0.8782152159756892	0.3015112871716953	0.022140221402214	0.5808823529411765	`cumulative_results.csv`
gigapath_ft	ERBB2	GMA PUB	split_3	120	0.6239392478302797	0.4755544840887174	0.0393442622950819	0.9117647058823528	`cumulative_results.csv`
uni	TSC1	GMA PUB	split_2	120	0.5716341934351412	0.4713533438651922	0.0315955766192733	0.9111111111111112	`cumulative_results.csv`
virchow	ERCC2	GMA PUB	split_1	120	0.4713688867043499	0.4991705578766281	0.0175718849840255	0.9807692307692308	`cumulative_results.csv`
h-optimus-0	TSC1	GMA PUB	split_3	120	0.6624433230949247	0.4150029252596168	0.0393081761006289	0.7906976744186046	`cumulative_results.csv`
h-optimus-0	TSC1	GMA PUB	split_3	120	0.6624433230949247	0.4150029252596168	0.0393081761006289	0.7906976744186046	`cumulative_results.csv`
virchow	TSC1	GMA PUB	split_1	120	0.5895032473231525	0.4317008952080042	0.0189573459715639	0.8444444444444444	`cumulative_results.csv`
uni	PIK3CA	GMA PUB	split_5	120	0.5666542021127419	0.4866083948770683	0.1047957371225577	0.868421052631579	`cumulative_results.csv`
h-optimus-0	ERCC2	GMA PUB	split_4	120	0.5556299840510366	0.4947846889952153	0.0095693779904306	0.98	`cumulative_results.csv`
prov-gigapath	PIK3CA	GMA PUB	split_3	120	0.5165297092288242	0.4859750316055626	0.1415929203539823	0.8303571428571429	`cumulative_results.csv`
virchow2	ERCC2	GMA PUB	split_1	120	0.5582759891865323	0.4831346768247727	0.023961661341853	0.9423076923076924	`cumulative_results.csv`
gigapath_ft	ERBB2	GMA PUB	split_4	120	0.5044629792215393	0.4782094429811725	0.0310457516339869	0.9253731343283582	`cumulative_results.csv`
virchow	FGFR3	GMA PUB	split_4	120	0.8438494318181817	0.2172301136363636	0.0672727272727272	0.3671875	`cumulative_results.csv`
h-optimus-0	FGFR3	GMA PUB	split_2	120	0.8537128017967434	0.252400336889388	0.0894160583941605	0.4153846153846154	`cumulative_results.csv`
virchow	FGFR3	GMA PUB	split_3	120	0.8327906976744186	0.2616490486257928	0.0581818181818181	0.4651162790697674	`cumulative_results.csv`
uni	TSC1	GMA PUB	split_1	120	0.6148674741091803	0.481727224855187	0.0078988941548183	0.9555555555555556	`cumulative_results.csv`
gigapath_ft	FGFR3	GMA PUB	split_2	120	0.8485401459854014	0.2729365524985963	0.0766423357664233	0.4692307692307692	`cumulative_results.csv`
virchow	PIK3CA	GMA PUB	split_1	120	0.5430693864439449	0.5045133311917764	0.127208480565371	0.8818181818181818	`cumulative_results.csv`
virchow	ERBB2	GMA PUB	split_2	120	0.5842695274831243	0.4592333654773385	0.0508196721311475	0.8676470588235294	`cumulative_results.csv`
virchow	TSC1	GMA PUB	split_3	120	0.5872824338160012	0.4560114085125055	0.0283018867924528	0.8837209302325582	`cumulative_results.csv`
h-optimus-0	ERCC2	GMA PUB	split_4	120	0.5556299840510366	0.4947846889952153	0.0095693779904306	0.98	`cumulative_results.csv`
prov-gigapath	TSC1	GMA PUB	split_4	120	0.6388203633101592	0.4848246991104133	0.0172684458398744	0.9523809523809524	`cumulative_results.csv`
h-optimus-0	ERBB2	GMA PUB	split_3	120	0.6284474445515912	0.4616682738669238	0.040983606557377	0.8823529411764706	`cumulative_results.csv`
gigapath_ft	PIK3CA	GMA PUB	split_5	120	0.5679551899286404	0.4838895640522264	0.0905861456483126	0.8771929824561403	`cumulative_results.csv`
virchow	TSC1	GMA PUB	split_4	120	0.6174403827465053	0.4856096284667713	0.0188383045525902	0.9523809523809524	`cumulative_results.csv`
virchow2	TSC1	GMA PUB	split_5	120	0.5459516298633017	0.4784963196635121	0.0236593059936908	0.9333333333333332	`cumulative_results.csv`
prov-gigapath	FGFR3	GMA PUB	split_2	120	0.8379702414373947	0.2681779898933183	0.0748175182481751	0.4615384615384615	`cumulative_results.csv`
gigapath_ft	FGFR3	GMA PUB	split_4	120	0.8517826704545455	0.2403977272727272	0.0745454545454545	0.40625	`cumulative_results.csv`
h-optimus-0	ERCC2	GMA PUB	split_2	120	0.5241589119541875	0.4898711524695777	0.0251968503937007	0.9545454545454546	`cumulative_results.csv`
gigapath_ft	ERCC2	GMA PUB	split_5	120	0.5104209799861974	0.4830227743271221	0.0095238095238095	0.9565217391304348	`cumulative_results.csv`
uni	TSC1	GMA PUB	split_5	120	0.6647213459516299	0.4531195233087977	0.0173501577287066	0.8888888888888888	`cumulative_results.csv`
virchow	PIK3CA	GMA PUB	split_1	120	0.5430693864439449	0.5045133311917764	0.127208480565371	0.8818181818181818	`cumulative_results.csv`

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