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Machine learning generalizability across healthcare settings: insights from multi-site COVID-19 screening

As patient health information is highly regulated due to privacy concerns, most machine learning (ML)-based healthcare studies are unable to test on external patient cohorts, resulting in a gap between locally reported model performance and cross-site generalizability. Different approaches have been...

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Detalles Bibliográficos
Autores principales: Yang, Jenny, Soltan, Andrew A. S., Clifton, David A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9174159/
https://www.ncbi.nlm.nih.gov/pubmed/35672368
http://dx.doi.org/10.1038/s41746-022-00614-9