Machine learning research for managing T1D [6] focuses on the safety of AID systems, improving the insulin dosing decision algorithms, improving blood glucose prediction [7, 8], predicting hypoglycemia [9], and predicting insulin sets [10] and blood glucose sensor failures [11]. The gene discussed is INS; the disease is type 1 diabetes mellitus.