Bayesian network structure for predicting local tumor recurrence in rectal cancer patients treated with neoadjuvant chemoradiation followed by surgery

•Algorithmic-based BN structures are more performant than expert structure.•Algorithmically derived BN structures are comparable to a black-box model.•The alignment of BN structures with clinical processes increases interpretability.