Identifying low acuity Emergency Department visits with a machine learning approach: The low acuity visit algorithms (LAVA).

Machine learning models substantially outperform existing algorithms based on ICD codes in predicting low acuity ED visits. Variations in model performance across demographic groups highlight the need for further research to ensure their applicability and fairness across diverse populations.