In this review, we present an overview of the main aspects related to statistical evaluation medical tests for diagnosis and prognosis. Measures diagnostic performance binary tests, such as sensitivity, specificity, predictive values, are introduced, extensions case continuous-outcome detailed. Special focus is placed on receiver operating characteristic (ROC) curve its estimation, with emphasi...