Methods for providing predictive notifications to a monitoring device are provided. In one aspect, a method includes receiving retrospective patient data collected from a plurality of medical devices, and determining, based on a comparison of the retrospective patient data with current patient data for a patient from a medical device, a likelihood of a potential adverse medical event occurring for the patient. The method also includes providing a notification to a monitoring device indicative of the potential adverse medical event for the patient. Systems, graphical user interfaces, and machine-readable media are also provided.