Predicting multiple types of traffic accident severity with explanations: A multi-task deep learning framework

•Propose a DNN-based framework for multi-type traffic accident severity prediction.•Use LRP to achieve explainability in the DNN model and identify key factors.•Our model outperforms state-of-the-art methods in prediction quality.•Our model’s explainability is proved to be more reliable than the latest methods.