Frailty increases the risk of adverse outcomes in older adults and is an important target for preventive care. Clinical frailty measures are established but rarely available at scale due to limited functional data in routine healthcare records. Claims-based frailty prediction models offer a pragmatic approach for population-level risk stratification but are often developed in specific healthcare systems and lack external valid...