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Leveraging clinical data across healthcare institutions for continual learning of predictive risk models

The inherent flexibility of machine learning-based clinical predictive models to learn from episodes of patient care at a new institution (site-specific training) comes at the cost of performance degradation when applied to external patient cohorts. To exploit the full potential of cross-institution...

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Detalles Bibliográficos
Autores principales: Amrollahi, Fatemeh, Shashikumar, Supreeth P., Holder, Andre L., Nemati, Shamim
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9117839/
https://www.ncbi.nlm.nih.gov/pubmed/35590018
http://dx.doi.org/10.1038/s41598-022-12497-7