Medical overuse can have negative ramifications for both patients and health care organizations. This commentary suggests that cognitive error is a key contributor to overuse. Rethinking evidence-based medicine education and improving physician skills in risk assessment and decision analysis can help reduce overuse. A PSNet perspective discussed medical overuse as a patient safety problem.