Early detection plays a crucial role in managing diabetes effectively and preventing complications. Recent research has focused on the development of novel diagnostic tools and screening methods. For instance, the use of continuous glucose monitoring systems has gained popularity, allowing individuals to monitor their blood glucose levels in real-time, leading to timely interventions. Additionally, advancements in genetic testing and biomarker identification offer the potential for improved risk prediction and personalized treatment approaches [1].