Specifically, we excluded: 2,440 participants with self-reported physician-diagnosed cardiovascular disease at baseline; 4,666 participants due to missing information on CVD history before outcome events, lack of valid address for follow-up, or relocation during the follow-up period; 4,775 participants lacking key diagnostic information required for CKM staging. Here, CKM is linked to cardiovascular disorder.