Predicting healthcare trajectories from medical records: A deep learning approach.

•DeepCare – a model that reads EMRs and predicts future medical outcomes.•DeepCare is an end-to-end deep neural network built on Long Short-Term Memory.•Variable size admissions are represented as fixed-size vectors.•Irregularly timed events and interventions are modeled explicitly.•The results of 4 prediction tasks on diabetes and mental health cohorts are improved.