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Leveraging clinical data across healthcare institutions for continual learning of predictive risk models
Abstract 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-in...
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| Main Authors: | , , , |
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| Formato: | Artigo |
| Idioma: | Inglês |
| Publicado em: |
Nature Portfolio
2022-05-01
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| Colecção: | Scientific Reports |
| Acesso em linha: | https://doi.org/10.1038/s41598-022-12497-7 |
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