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Federated learning for multi-center imaging diagnostics: a simulation study in cardiovascular disease

Deep learning models can enable accurate and efficient disease diagnosis, but have thus far been hampered by the data scarcity present in the medical world. Automated diagnosis studies have been constrained by underpowered single-center datasets, and although some results have shown promise, their g...

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Detalles Bibliográficos
Autores principales: Linardos, Akis, Kushibar, Kaisar, Walsh, Sean, Gkontra, Polyxeni, Lekadir, Karim
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8894335/
https://www.ncbi.nlm.nih.gov/pubmed/35241683
http://dx.doi.org/10.1038/s41598-022-07186-4