This comprehensive DSS included three main algorithms: (1) a model-based insulin-replay for basal recommendations, (2) a Kalman-filter approach for estimation of insulin sensitivity and real-time bolus recommendations, and 3) a logistic regression hypoglycemia prediction algorithm for exercise decision support. Here, INS is linked to Hypoglycemia.