Multilevel Self-Attention Model and its Use on Medical Risk Prediction.

Various deep learning models have been developed for different healthcare predictive tasks using Electronic Health Records and have shown promising performance. In these models, medical codes are often aggregated into visit representation without considering their heterogeneity, e.g.