Doctor expert witnesses draw on experience as attending physicians, hospitalists, and medical directors to clarify standards of care and clinical decision-making. They assess histories, examinations, diagnostics, and treatment plans across primary and specialty care, evaluate documentation and consent, and explain how accepted medical practice applies to disputed outcomes.