Additional infrastructure, regulatory, and analytical support is provided by Cleveland Clinic Research and by IHIs DASH group (Data Science, Artificial Intelligence, Statistics for the Integrated Hospital Care Institute), which together offer centralized services for biostatistics, data extraction, grant writing, REDCap development, and regulatory navigation. Moreover, the Cleveland Clinics wide geographic footprintincluding its main campus, regional hospitals, and national/international affiliatesprovides a unique platform for studying hospital operations and care transitions at scale, enabling multicenter implementation research and real-world impact.