The analysis confirmed maternal age as a significant risk factor for GDM (β = 0.076; OR = 1.08; 95% CI: 1.03–1.13; p < 0.001), indicating that each additional year increases the odds by about 7.9%, consistent with age-related declines in insulin sensitivity (Table 5). Here, INS is linked to gestational diabetes.