Federated deep learning for detecting COVID-19 lung abnormalities in CT: a privacy-preserving multinational validation study

Data privacy mechanisms are essential for rapidly scaling medical training databases to capture the heterogeneity of patient data distributions toward robust and generalizable machine learning systems. In the current COVID-19 pandemic, a major focus of artificial intelligence (AI) is interpreting ch...

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Vydáno v:NPJ Digit Med
Hlavní autoři: Dou, Qi, So, Tiffany Y., Jiang, Meirui, Liu, Quande, Vardhanabhuti, Varut, Kaissis, Georgios, Li, Zeju, Si, Weixin, Lee, Heather H. C., Yu, Kevin, Feng, Zuxin, Dong, Li, Burian, Egon, Jungmann, Friederike, Braren, Rickmer, Makowski, Marcus, Kainz, Bernhard, Rueckert, Daniel, Glocker, Ben, Yu, Simon C. H., Heng, Pheng Ann
Médium: Artigo
Jazyk:Inglês
Vydáno: Nature Publishing Group UK 2021
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Article
On-line přístup:https://ncbi.nlm.nih.gov/pmc/articles/PMC8007806/
https://ncbi.nlm.nih.gov/pubmed/33782526
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41746-021-00431-6
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