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Embracing cohort heterogeneity in clinical machine learning development: a step toward generalizable models
This study is a simple illustration of the benefit of averaging over cohorts, rather than developing a prediction model from a single cohort. We show that models trained on data from multiple cohorts can perform significantly better in new settings than models based on the same amount of training da...
| Autores principales: | , , , , |
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| Formato: | Online Artículo Texto |
| Lenguaje: | English |
| Publicado: |
Nature Publishing Group UK
2023
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| Materias: | |
| Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10209202/ https://www.ncbi.nlm.nih.gov/pubmed/37225751 http://dx.doi.org/10.1038/s41598-023-35557-y |