INS and type 1 diabetes mellitus: We evaluate the performance of our models on the OhioT1DM dataset, a de-identified public dataset recording the glucose level, insulin dosage, exercise and other metabolism readings for six patients with type 1 diabetes in the 2018 version and another six patients with type 1 diabetes in 2020 version51.