Academic emergency medicine : official journal of the Society for Academic Emergency Medicine
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Meta Analysis
Machine Learning versus Usual Care for Diagnostic and Prognostic Prediction in the Emergency Department: A Systematic Review.
Having shown promise in other medical fields, we sought to determine whether machine learning (ML) models perform better than usual care in diagnostic and prognostic prediction for emergency department (ED) patients. ⋯ 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.