Exploiting experts' knowledge can significantly increase the quality of Bayesian network (BN) structures produced by learning algorithms. However, in practice, experts may not be 100% confident about opinions they provide. Worst, latter also conflicting. Including such specific algorithms is therefore complex. In literature, there exist a few score-based that exploit both data and existence/abs...