This document discusses the importance of clinical examination in making accurate diagnoses and discusses key metrics used to evaluate clinical tests and signs such as sensitivity, specificity, positive predictive value, negative predictive value, and likelihood ratios. It provides examples of calculating these metrics for tests to diagnose ascites and alcohol abuse. Clinical examinations are important but using metrics like sensitivity and specificity can help determine which signs and tests are most informative for a given condition.