The Algorithm-Based Clinical Decision Support (ABCDS) Oversight initiative provides a comprehensive framework for evaluating and overseeing algorithms used for patient care at Duke Health. It includes a registry and performs evaluation of algorithmic solutions to ensure adherence to Duke Health’s standards for patient safety and high-quality care.