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Methodology to develop and evaluate a semantic representation for NLP.

Authors :
Irwin JY
Harkema H
Christensen LM
Schleyer T
Haug PJ
Chapman WW
Source :
AMIA ... Annual Symposium proceedings. AMIA Symposium [AMIA Annu Symp Proc] 2009 Nov 14; Vol. 2009, pp. 271-5. Date of Electronic Publication: 2009 Nov 14.
Publication Year :
2009

Abstract

Natural language processing applications that extract information from text rely on semantic representations. The objective of this paper is to describe a methodology for creating a semantic representation for information that will be automatically extracted from textual clinical records. We illustrate two of the four steps of the methodology in this paper using the case study of encoding information from dictated dental exams: (1) develop an initial representation from a set of training documents and (2) iteratively evaluate and evolve the representation while developing annotation guidelines. Our approach for developing and evaluating a semantic representation is based on standard principles and approaches that are not dependent on any particular domain or type of semantic representation.

Details

Language :
English
ISSN :
1942-597X
Volume :
2009
Database :
MEDLINE
Journal :
AMIA ... Annual Symposium proceedings. AMIA Symposium
Publication Type :
Academic Journal
Accession number :
20351863