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Preparing for the next pandemic via transfer learning from existing diseases with hierarchical multi-modal BERT: a study on COVID-19 outcome prediction

Developing prediction models for emerging infectious diseases from relatively small numbers of cases is a critical need for improving pandemic preparedness. Using COVID-19 as an exemplar, we propose a transfer learning methodology for developing predictive models from multi-modal electronic healthca...

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Detalles Bibliográficos
Autores principales: Agarwal, Khushbu, Choudhury, Sutanay, Tipirneni, Sindhu, Mukherjee, Pritam, Ham, Colby, Tamang, Suzanne, Baker, Matthew, Tang, Siyi, Kocaman, Veysel, Gevaert, Olivier, Rallo, Robert, Reddy, Chandan K
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9232529/
https://www.ncbi.nlm.nih.gov/pubmed/35750878
http://dx.doi.org/10.1038/s41598-022-13072-w