Specifics of medical data mining for diagnosis aid: A survey.

•Models for diagnosis aid may provoke distrust among practitioners and patients.•The development of models for diagnosis aid falls under data mining concerns.•The survey raises an expert-aware approach for suitable diagnosis aid.•Interpretability is a major concern for the acceptance of diagnosis aid models.•The recourse to data mining for diagnosis aid poses many technical challenges.