DocumentCode
579489
Title
Mining Adverse Drug Side-Effects from Online Medical Forums
Author
Sampathkumar, Hariprasad ; Luo, Bo ; Chen, Xue-wen
Author_Institution
EECS Dept., Univ. of Kansas, Lawrence, KS, USA
fYear
2012
fDate
27-28 Sept. 2012
Firstpage
150
Lastpage
150
Abstract
Pharmaceutical drugs prescribed for the prevention, treatment or cure of diseases can have adverse reactions or side-effects that lead to further health complications or sometimes even death. Most of the common side-effects of drugs, reported by their manufacturer, are based on clinical trials. However, not all possible side-effects are identified, as their detection is limited by the extent of the number and diversity of the participants in the trials. Online medical help forums where patients voluntarily provide feedback on the drugs they take, provide an excellent source for identifying the unreported side-effects of drugs. Mining for these side-effects would help patients make informed decisions about the suitability of a drug for their treatment and also for health authorities to take appropriate action against drug manufacturers. In this paper we present a Hidden Markov Model based text mining system that can be used to extract adverse side-effects of drugs from online medical forums.
Keywords
data mining; decision making; diseases; drugs; hidden Markov models; medical information systems; patient treatment; text analysis; adverse drug side-effect mining; clinical trials; disease prevention; disease treatment; drug manufacturers; drug side-effect identification; drug suitability; health authorities; health complications; hidden Markov model; informed decision making; online medical help forums; patient treatment; pharmaceutical drugs; text mining system; Biomedical imaging; Clinical trials; Drugs; Educational institutions; Hidden Markov models; Text mining;
fLanguage
English
Publisher
ieee
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
Type
conf
DOI
10.1109/HISB.2012.75
Filename
6366240
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