Machine learning for patient risk stratification: standing on, or looking over, the shoulders of clinicians?

Abstract Machine learning can help clinicians to make individualized patient predictions only if researchers demonstrate models that contribute novel insights, rather than learning the most likely next step in a set of actions a clinician will take. We trained deep learning models using only clinici...

Full description

Bibliographic Details
Main Authors: Brett K. Beaulieu-Jones, William Yuan, Gabriel A. Brat, Andrew L. Beam, Griffin Weber, Marshall Ruffin, Isaac S. Kohane
Format: Article
Language:English
Published: Nature Publishing Group 2021-03-01
Series:npj Digital Medicine
Online Access:https://doi.org/10.1038/s41746-021-00426-3