Although MetaMap is able to rank all the candidate concepts with the confidence score and pick the most likely one, the accuracy is not very high.
our preliminary results show that turning on the disambiguation functionality provided by MetaMap (i.e., returning only the most likely concept for each query) could lead to worse retrieval performance than using all the candidate mappings.