HIGHLIGHTS
- What: At a fixed specificity of 0.5 the model showed a sensitivity of 0.799(0.797-0.801) an undertriage rate of 0.080(0.079-0.081) and an overtriage rate of 0.743(0.742-0.743) for predicting The best thresholds of the models were determined by maximizing the Youden index, and performance metrics, including sensitivity, specificity, accuracy, positive predictive value (PPV), and negative https://preprints.jmir.org/preprint/58740 Chen et al predictive value (NPV), were calculated. The study demonstrated that ML is a promising method for enhancing field triage guidelines . . .

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