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This paper describes the participation of UCD IIRG in the TREC 2012 Medical Records track, which fosters research in the retrieval of electronic health records using free text fields. Our contributions to this track investigate several problem areas in the retrieval of medical documents. Multiple knowledge sources are investigated to alleviate the issue of vocabulary mismatch. Medical records are verbose documents that give a full picture of a patient's medical status including their familydblp:conf/trec/CogleySDC12 fatcat:3btuewbcd5holh4eaitphykgta