Evaluating resampling methods and structured features to improve fall incident report identification by the severity level

ConclusionsStructured features provide essential information for categorizing the fall incident severity level. Resampling methods help rebalance the class distribution of the original incident report data, which improves the performance of machine learning models. The IRC framework presented in this study effectively automates the identification of fall incident reports by the severity level.
Source: Journal of the American Medical Informatics Association - Category: Information Technology Source Type: research