INS and Hypoglycemia: Earlier studies have constructed and fine-tuned different machine learning models to predict future BG levels based on historical physiological data [52-54], detect incorrect BG measurements [55], predict hypoglycemia [56,57], and manage insulin dosing [58] and applied it to provide lifestyle support integrating food recognition and energy expenditure [59,60].