Systems and methods for predicting multiple health care outcomes are provided. In one embodiment, a method includes receiving clinical data relating to a patient, calculating, with a multi-tasking deep neural network model, a plurality of health outcomes for the patient based on the received clinical data, and displaying one or more of the plurality of health outcomes. In this way, the richness of health care data may be leveraged to predict multiple health care outcomes with a single predictive model.