Medical idioms for clinical Bayesian network development

•A systematic and repeatable approach to develop medical BNs from experts.•Proposes medical reasoning patterns, called medical idioms.•Use of medical idioms that go beyond reasoning from evidence.•Medical idioms to represent interventional and counterfactual reasoning.•A validation against established knowledge-driven medical BNs.