Multiple instance learning using pathology foundation models effectively predicts kidney disease diagnosis and clinical classification

Recently developed pathology foundation models, pretrained on large-scale pathology datasets, have demonstrated excellent performance in various downstream tasks. This study evaluated the utility of pathology foundation models combined with multiple instance learning (MIL) for kidney pathology analy...

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Bibliographic Details
Published in:Scientific reports Vol. 15; no. 1; pp. 35298 - 12
Main Authors: Kurata, Yu, Mimura, Imari, Kodera, Satoshi, Abe, Hiroyuki, Yamada, Daisuke, Kume, Haruki, Ushiku, Tetsuo, Tanaka, Tetsuhiro, Takeda, Norihiko, Nangaku, Masaomi
Format: Journal Article
Language:English
Published: London Nature Publishing Group UK 09.10.2025
Nature Publishing Group
Nature Portfolio
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ISSN:2045-2322, 2045-2322
Online Access:Get full text
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