Evaluating model performance

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The Clinical Analytics team uses receiver operating characteristic (ROC) curve as the main metric for evaluating the performance of a logistic regression or Cox proportional hazard model. For evaluating the optimal balance between true positive rate and specificity, \(F_1\) score and Matthews' correlation coefficient are also included.