Can you handle the truth (and know it when you see it)? Understanding sensitivity, specificity, predictive values, and ROC curves

The interpretation of diagnostic and screening tests requires a basic knowledge of sensitivity, specificity, and predictive values. This article provides an overview of these measures of test performance, a brief description of receiver operating characteristic curves, and relevant illustrations from the medical literature.