The paper introduces relevant studies on entity and relation extraction in the medical field, elaborates the construction method and experimental results of the Chinese medical causal relationship extraction dataset—CMedCausal, and proposes to define three key types of medical causal explanation and reasoning relationships by using the dataset:causal relationship, conditional relationship and hypothetical relationship. Researchers can conduct medical causal relationship mining and medical causal interpretation map construction based on CMedCausal.