Machine learning for early detection of sepsis: an internal and temporal validation study.
Determine if deep learning detects sepsis earlier and more accurately than other models. To evaluate model performance using implementation-oriented metrics that simulate clinical practice.
Author(s): Bedoya, Armando D, Futoma, Joseph, Clement, Meredith E, Corey, Kristin, Brajer, Nathan, Lin, Anthony, Simons, Morgan G, Gao, Michael, Nichols, Marshall, Balu, Suresh, Heller, Katherine, Sendak, Mark, O'Brien, Cara
DOI: 10.1093/jamiaopen/ooaa006