An infusion pump system can operate to control dispensation of medicine according to a closed-loop delivery mode and according to an open-loop delivery mode. In the closed-loop delivery mode, the system can determine user-specific settings. In the open-loop delivery mode, the system can determine insulin dosages for dispensation based at least in part on the user-specific settings that were determined during the closed-loop delivery mode.