This study aimed to understand the influencing factors of diabetes among the cardiovascular high-risk population aged 35-75 in Hainan Province, in order to provide a reference basis for the development of scientific prevention strategies and intervention measures. From January 2016 to February 2023, a random sample of 71,819 residents aged 35-75 in Hainan Province was screened, identifying 12,936 cardiovascular high-risk individuals. All 2,908 diabetic patients were chosen as cases, with a 1:1 age- and gender-matched control group selected from the high-risk pool.
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