This paper presents a user study carried out at Geneva University Hospitals (HUG) where we compared BabelDr, a flexible phraselator, with Google Translate (GT). French speaking doctors were asked to use both systems to diagnose Arabic speaking patients. We report on the user's interactions with both systems, the quality of translation, the participant's ability to reach a diagnosis with the two systems as well as user satisfaction.