It is safe for physicians to use the HEART (History, ECG, Age, Risk factors, and initial Troponin) score to make decisions about admission, observation, or discharge in patients presenting to the emergency department with chest pain. However, hesitance to refrain from admitting and testing patients with low scores could explain its small effect on health care costs seen in this analysis.