Clinical Decision Support Systems may benefit from cognitive computing technologies thanks to both their ability to process natural language and to manage large knowledge bases. We present the experience of implementing a CDSS for supporting the diagnosis of Temporo-Mandibular Disorders using IBM Watson services. We found that the training guided by experts is a key factor and that, despite the generally positive
feedbacks, the application best target are untrained professionals.