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Gene Mutation Prediction on CPTAC

0.6575BRCA PIK3CA AUC

PathFLIP

Updated 4d ago

Evaluation Results

Method	Links
PathFLIP 2025.12		0.6575	0.6339	0.6796	0.672	0.6585	0.6713	0.6452	0.6867	0.6646	0.6209	0.6423	0.7287	0.6634
CPath-Omni 2025.12		0.6423	0.6301	0.6355	0.643	0.6623	0.6671	0.652	0.6418	0.6502	0.6389	0.6309	0.6151	0.6424
Quilt-LLaVA 2025.12		0.6122	0.6107	0.5981	0.5945	0.6077	0.6018	0.5962	0.6079	0.5896	0.6143	0.6002	0.6019	0.6029
PathAlign 2025.12		0.5875	0.6073	0.6865	0.6096	0.6276	0.6534	0.6693	0.6143	0.5871	0.7208	0.6301	0.6427	0.6364
PathFLIP 2025.12		0.5863	0.545	0.566	0.5467	0.5643	0.5486	0.5357	0.5698	0.5691	0.5721	0.5927	0.5279	0.5604
PathGen-LLava 2025.12		0.586	0.6484	0.6252	0.6351	0.6427	0.638	0.5482	0.6332	0.6247	0.6466	0.5699	0.6334	0.6193
LLaVA-Med 2025.12		0.5755	0.577	0.5598	0.569	0.5802	0.5748	0.5657	0.5711	0.5563	0.5875	0.5678	0.5694	0.5712
Prov-GigaPath 2025.12		0.5633	0.6235	0.5544	0.5615	0.6184	0.6249	0.6403	0.6282	0.5092	0.7072	0.5943	0.6252	0.6042
MedDr 2025.12		0.5433	0.5947	0.5245	0.5371	0.5924	0.6075	0.6096	0.6349	0.5817	0.7131	0.624	0.5927	0.5963
PathFLIP 2025.12		0.5367	0.5921	0.5541	0.5025	0.5132	0.5226	0.5585	0.5229	0.5595	0.5898	0.577	0.5036	0.5444
CONCH 2025.12		0.5349	0.638	0.5638	0.5104	0.6384	0.5893	0.6647	0.4935	0.5862	0.5608	0.6101	0.568	0.5798
MI-Zero 2025.12		0.5321	0.5542	0.5468	0.5022	0.5438	0.537	0.547	0.5847	0.4979	0.6171	0.591	0.5252	0.5483
PathGen 2025.12		0.5184	0.4904	0.475	0.4949	0.5807	0.5695	0.5708	0.4825	0.5197	0.4731	0.5099	0.4898	0.5146
PathFLIP 2025.12		0.5152	0.6043	0.5432	0.5492	0.5651	0.5443	0.5034	0.5641	0.5034	0.5736	0.5066	0.5976	0.5475
PLIP 2025.12		0.4637	0.5818	0.4454	0.4809	0.5455	0.5078	0.5384	0.6427	0.5252	0.7298	0.582	0.5676	0.5509