INS and diabetes mellitus: After controlling for variables such as age, gender, educational level, family per capita disposable income, family history of diabetes, medication usage, insulin use, and presence of comorbidities, a variable screening using the entry method (α = 0.05) was conducted for logistic regression analysis.