Title :
Identifying Provider Counseling Practices Using Natural Language Processing: Gout Example
Author :
Patterson, Olga V. ; Kerr, Gail S. ; Richards, J. Steuart ; Nunziato, Carl A. ; Maron, David D. ; Amdur, Richard L. ; DuVall, Scott L.
Author_Institution :
Univ. of Utah, Salt Lake City, UT, USA
Abstract :
National guidelines for a number of health conditions recommend that practitioners assess and reinforce patient´s adherence to specific diet and lifestyle modifications. Counseling intervention has shown to have a long-term positive effect on patient adherence but the extent to which physicians comply is unknown. Evidence of counseling provided by practitioner is recorded only as free text in electronic medical records. To identify physicians´ counseling practices we developed a natural language processing system to detect text documentation of dietary counseling in gout patients.
Keywords :
information retrieval; medical information systems; natural language processing; text analysis; counseling intervention; diet modifications; dietary counseling; electronic medical records; gout patient adherence; health conditions; lifestyle modifications; national guidelines; natural language processing; physician counseling practice identification; text documentation detection; Cities and towns; Educational institutions; Employee welfare; Information retrieval; Medical services; Natural language processing; NLP; information extraction; patient education;
Conference_Titel :
Healthcare Informatics, Imaging and Systems Biology (HISB), 2012 IEEE Second International Conference on
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4673-4803-4
DOI :
10.1109/HISB.2012.52