With the patient's actual age provided, physicians (n = 58 internal medicine residents and general internal medicine faculty) viewed patient photographs and assessed how old each patient looked. For each physician, we examined the sensitivity and specificity of the difference between how old the patient looked and the patient's actual age for the detection of poor health, defined using SF-12 physical health and mental health scores.