The most successful ML algorithm with respect to AUROC was support vector machines (median=0.96, interquartile range=0.85–0.99, PPV=0.90, NPV=0.58). Area under the receiver operating characteristic (AUROC) of the COVID-19 severity assessment (COSA) score. Training cohort (red, internal) and ...