Models to extract Causal Relationship between entities in a document using Natural Language Processing techniques

Question

I am looking to extract causal relations between entities like Drug and Adverse Effect in a document. Are there any proven NLP or AI techniques to handle the same. Also are there ways to handle cases where the 2 entities may not necessarily co-occur in the same sentence.