Abstract: Systems and methods for assessment and management of adverse event risks in mechanical circulatory support patients are described herein. The method for post-operative risk mitigation in patients with an implanted Ventricular Assist Device (VAD) can include receiving a plurality of features relating to an attribute associated with the patient and ingesting at least some of the features into a multistate model. The multistate model can include a plurality of states, each corresponding to a patient condition. The method can include generating with the multistate model a daily prediction of a likelihood of the patient developing at least one of the conditions corresponding to the plurality of states in a predetermined time period, and controlling a user interface to output an indicator of the likelihood of the patient developing the at least one of the conditions in the predetermined time period.