CSDM: A context-sensitive deep matching model for medical dialogue information extraction

•The previous medical information extraction approaches disregard role information and global guidance.•Multi-view aware channel enables to efficiently enhance the understanding of interactive information and role information in dialogue context.•Bi-directional attention captures the dependency between utterances.•Two attention mechanisms joint consider role information and global guidance.