This paper presents the architecture and initial usability results of an advanced insulin bolus
calculator for diabetes (ABC4D), which provides personalized insulin recommendations for
people with diabetes by differentiating between various diabetes scenarios and
automatically adjusting its parameters over time. The proposed platform comprises two main
components: a smartphone-based patient platform allowing manual input of glucose and
variables affecting blood glucose levels (eg, meal carbohydrate content and exercise) and …