However, its predictive ability for chronic kidney disease, cardiovascular disease, and mortality was relatively constrained.<h4>Conclusion</h4>Within the CKM framework, a significant association between BRI and the risk of multiple CKM-related outcomes has been identified, with favorable risk assessment and discriminatory performance of BRI observed, especially for metabolic abnormalities. Here, CKM is linked to cardiovascular disorder.