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A clinical benchmark of public self-supervised pathology foundation models.

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第一作者： Gabriele,Campanella

第一单位： Windreich Department of AI and Human Health, Icahn School of Medicine at Mount Sinai, New York, 10029, NY, USA. gabriele.campanella@mssm.edu.;Hasso Plattner Institute at Mount Sinai, Icahn School of Medicine at Mount Sinai, New York, 10029, NY, USA. gabriele.campanella@mssm.edu.

作者： Gabriele,Campanella ^[1] ; Shengjia,Chen ^[2] ; Manbir,Singh ^[2] ; Ruchika,Verma ^[2] ; Silke,Muehlstedt ^[2] ; Jennifer,Zeng ^[3] ; Aryeh,Stock ^[3] ; Matt,Croken ^[3] ; Brandon,Veremis ^[3] ; Abdulkadir,Elmas ^[4] ; Ivan,Shujski ^[5] ; Noora,Neittaanmäki ^[5] ; Kuan-Lin,Huang ^[4] ; Ricky,Kwan ^[3] ; Jane,Houldsworth ^[3] ; Adam J,Schoenfeld ^[6] ; Chad,Vanderbilt ^[7]

作者单位： Windreich Department of AI and Human Health, Icahn School of Medicine at Mount Sinai, New York, 10029, NY, USA. gabriele.campanella@mssm.edu.;Hasso Plattner Institute at Mount Sinai, Icahn School of Medicine at Mount Sinai, New York, 10029, NY, USA. gabriele.campanella@mssm.edu. ^[1] Windreich Department of AI and Human Health, Icahn School of Medicine at Mount Sinai, New York, 10029, NY, USA.;Hasso Plattner Institute at Mount Sinai, Icahn School of Medicine at Mount Sinai, New York, 10029, NY, USA. ^[2] Department of Pathology, Icahn School of Medicine at Mount Sinai, New York, 10029, NY, USA. ^[3] Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, 10029, NY, USA. ^[4] Department of Clinical Pathology, Sahlgrenska University Hospital, Gothenburg, Sweden.;Department of Laboratory Medicine, University of Gothenburg, Gothenburg, Sweden. ^[5] Department of Medicine, Memorial Sloan Kettering Cancer Center, New York, 10065, NY, USA. ^[6] Department of Pathology, Memorial Sloan Kettering Cancer Center, New York, 10065, NY, USA. vanderbc@mskcc.org. ^[7]

医学主题词人类(Humans);规范(Benchmarking);算法(Algorithms);肿瘤(Neoplasms)

DOI 10.1038/s41467-025-58796-1

PMID 40240324

发布时间 2026-03-07

基金项目

P30 CA008748/CA/NCI NIH HHS/United States R01 LM013766/LM/NLM NIH HHS/United States UL1 TR004419/TR/NCATS NIH HHS/United States LM013766/U.S. Department of Health & Human Services | NIH | U.S. National Library of Medicine (NLM)

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