Metrological characterization of a diagnostic test extending the Receiving Operating Curve analysis using Supplement 2 recommendations

► Uncertainty sources in medical diagnostic tests. ► Diagnostic test evaluation using ROC analysis and statistical metrics. ► Monte Carlo simulation applied to a diagnostic test for the early diagnosis of breast cancer. ► Extract Optimal Operating Points in an uncertain framework.