This study's analysis of a large dataset using logistic regression reveals important factors influencing diabetes diagnosis that are influenced by clinical history, healthcare consumption, and demography. The results show that older persons had a higher risk of developing diabetes, with notable variations observed in age groups, ethnicities, and genders. Notably, normal glucose levels lower the chance of diabetes, whereas older age, non-Caucasian ethnicity, and greater emergency healthcare utilization correspond with a higher risk. Given the complex interactions between numerous variables, these findings highlight the necessity of focused healthcare policies and initiatives for the optimal management and prevention of diabetes. This study provides insightful advice for improving clinical procedures and creating reasonable health policy.
