Title :
Automatic Clinical Question Answering Based on UMLS Relations
Author :
Weiming, Wang ; Hu, Dawei ; Feng, Min ; Wenyin, Liu
Author_Institution :
Wuhan Univ., Wuhan
Abstract :
We propose an approach to automatic clinical question answering based on UMLS relations. Rules are defined to identify the medical concepts and their relations in the questions and documents with the help of Metamap transfer and SemRep. The phrase-level answers are generated through matching concepts and relations between question and documents. Experiment shows that our approach obtains high precision and recall.
Keywords :
information retrieval; knowledge engineering; medical information systems; Metamap transfer; SemRep; UMLS relations; automatic clinical question answering; concept matching; phrase-level answers; Bridges; Computer science; Data mining; Grid computing; Information analysis; Medical treatment; Natural language processing; Text analysis; Unified modeling language;
Conference_Titel :
Semantics, Knowledge and Grid, Third International Conference on
Conference_Location :
Shan Xi
Print_ISBN :
0-7695-3007-9
Electronic_ISBN :
978-0-7695-3007-9
DOI :
10.1109/SKG.2007.126