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A simulation-based evaluation of machine learning models for clinical decision support: application and analysis using hospital readmission

The interest in applying machine learning in healthcare has grown rapidly in recent years. Most predictive algorithms requiring pathway implementations are evaluated using metrics focused on predictive performance, such as the c statistic. However, these metrics are of limited clinical value, for tw...

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Detalles Bibliográficos
Autores principales: Mišić, Velibor V., Rajaram, Kumar, Gabel, Eilon
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8203794/
https://www.ncbi.nlm.nih.gov/pubmed/34127786
http://dx.doi.org/10.1038/s41746-021-00468-7