A deep learning diagnostic platform for diffuse large B-cell lymphoma with high accuracy across multiple hospitals

Replacing diagnostic histopathology with AI-based tools requires large training datasets and robustness to sample variability. Here, the authors present a deep learning platform with high accuracy in large diffuse B-cell lymphoma diagnosis across multiple hospitals, trained on small datasets.

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Autores principales:	Dongguang Li, Jacob R. Bledsoe, Yu Zeng, Wei Liu, Yiguo Hu, Ke Bi, Aibin Liang, Shaoguang Li
Formato:	article
Lenguaje:	EN
Publicado:	Nature Portfolio 2020
Materias:	Science Q
Acceso en línea:	https://doaj.org/article/112615fc3ef2430e8be92864adfa7655
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spelling	oai:doaj.org-article:112615fc3ef2430e8be92864adfa76552021-12-02T15:39:16ZA deep learning diagnostic platform for diffuse large B-cell lymphoma with high accuracy across multiple hospitals10.1038/s41467-020-19817-32041-1723https://doaj.org/article/112615fc3ef2430e8be92864adfa76552020-11-01T00:00:00Zhttps://doi.org/10.1038/s41467-020-19817-3https://doaj.org/toc/2041-1723Replacing diagnostic histopathology with AI-based tools requires large training datasets and robustness to sample variability. Here, the authors present a deep learning platform with high accuracy in large diffuse B-cell lymphoma diagnosis across multiple hospitals, trained on small datasets.Dongguang LiJacob R. BledsoeYu ZengWei LiuYiguo HuKe BiAibin LiangShaoguang LiNature PortfolioarticleScienceQENNature Communications, Vol 11, Iss 1, Pp 1-9 (2020)
institution	DOAJ
collection	DOAJ
language	EN
topic	Science Q
spellingShingle	Science Q Dongguang Li Jacob R. Bledsoe Yu Zeng Wei Liu Yiguo Hu Ke Bi Aibin Liang Shaoguang Li A deep learning diagnostic platform for diffuse large B-cell lymphoma with high accuracy across multiple hospitals
description	Replacing diagnostic histopathology with AI-based tools requires large training datasets and robustness to sample variability. Here, the authors present a deep learning platform with high accuracy in large diffuse B-cell lymphoma diagnosis across multiple hospitals, trained on small datasets.
format	article
author	Dongguang Li Jacob R. Bledsoe Yu Zeng Wei Liu Yiguo Hu Ke Bi Aibin Liang Shaoguang Li
author_facet	Dongguang Li Jacob R. Bledsoe Yu Zeng Wei Liu Yiguo Hu Ke Bi Aibin Liang Shaoguang Li
author_sort	Dongguang Li
title	A deep learning diagnostic platform for diffuse large B-cell lymphoma with high accuracy across multiple hospitals
title_short	A deep learning diagnostic platform for diffuse large B-cell lymphoma with high accuracy across multiple hospitals
title_full	A deep learning diagnostic platform for diffuse large B-cell lymphoma with high accuracy across multiple hospitals
title_fullStr	A deep learning diagnostic platform for diffuse large B-cell lymphoma with high accuracy across multiple hospitals
title_full_unstemmed	A deep learning diagnostic platform for diffuse large B-cell lymphoma with high accuracy across multiple hospitals
title_sort	deep learning diagnostic platform for diffuse large b-cell lymphoma with high accuracy across multiple hospitals
publisher	Nature Portfolio
publishDate	2020
url	https://doaj.org/article/112615fc3ef2430e8be92864adfa7655
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A deep learning diagnostic platform for diffuse large B-cell lymphoma with high accuracy across multiple hospitals

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