The Collaborative Health Outcomes Information Registry (CHOIR) is a collaborative health outcomes registry that collects and analyzes data from various sources, including electronic health records and patient-reported outcomes, to track patient progress and treatment effectiveness. By facilitating data sharing among healthcare providers and researchers, CHOIR aims to improve decision-making and patient care while advancing knowledge in healthcare delivery.