This retrospective cohort study included adults presenting with chest pain to one of 21 emergency departments across Ohio and Florida from 2017–2024. Patients were categorized as pre-implementation or post-implementation of the high-sensitivity troponin care rapid rule-out pathway. Outcomes included hospital admission, 72-hour ED return visits, and 30-day MACE (PCI, CABG, acute myocardial infarction, all-cause death). Multivariable logistic regression controlled for age, sex, race, insurance, Emergency Severity Index (ESI), Charlson Comorbidity Index (CCI), and ED type.