Machine Learning Versus Usual Care for Diagnostic and Prognostic Prediction in the Emergency Department: A Systematic Review.
Hashim KareemiChristian VaillancourtHans RosenbergKarine FournierKrishan YadavPublished in: Academic emergency medicine : official journal of the Society for Academic Emergency Medicine (2021)
Our review suggests that ML may have better prediction performance than usual care for ED patients with a variety of clinical presentations and outcomes. However, prediction model reporting guidelines should be followed to provide clinically applicable data. Interventional trials are needed to assess the impact of ML models on patient-centered outcomes.