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Outcome prediction aims to predict the future health condition of patients from Electronic Health Record (EHR) data. Because of the sequential characteristic of EHR data, recurrent neural network (RNN)‐based outcome prediction methods have achieved state‐of‐the‐art results. However, the major drawback of RNN‐based outcome prediction methods is lack of interpretability, which would lead to trust issues...