Family medicine expert witnesses draw on experience as board-certified family physicians, clinic directors, and primary care researchers to analyze patient assessment, chronic disease management, preventive care, and referral practices. They evaluate adherence to clinical guidelines, diagnostic standards, medication management, and continuity of care across outpatient and inpatient settings.