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1
Using natural language processing to extract health-related causality from Twitter messages ...
Doan, Son; Yang, Elly W; Tilak, Sameer. - : arXiv, 2019
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2
Extracting health-related causality from twitter messages using natural language processing
Doan, Son; Yang, Elly W.; Tilak, Sameer S.. - : BioMed Central, 2019
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3
A Preliminary Study of Clinical Concept Detection Using Syntactic Relations
Torii, Manabu; Yang, Elly W.; Doan, Son. - : American Medical Informatics Association, 2018
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4
Applying Semantic-based Probabilistic Context-Free Grammar to Medical Language Processing – A Preliminary Study on Parsing Medication Sentences
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5
Recognizing Medication related Entities in Hospital Discharge Summaries using Support Vector Machine
Doan, Son; Xu, Hua. - 2010
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6
BioCaster: detecting public health rumors with a Web-based text mining system
Collier, Nigel; Doan, Son; Kawazoe, Ai. - : Oxford University Press, 2008
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7
BioCaster: detecting public health rumors with a Web-based text mining system
Abstract: Summary: BioCaster is an ontology-based text mining system for detecting and tracking the distribution of infectious disease outbreaks from linguistic signals on the Web. The system continuously analyzes documents reported from over 1700 RSS feeds, classifies them for topical relevance and plots them onto a Google map using geocoded information. The background knowledge for bridging the gap between Layman's terms and formal-coding systems is contained in the freely available BioCaster ontology which includes information in eight languages focused on the epidemiological role of pathogens as well as geographical locations with their latitudes/longitudes. The system consists of four main stages: topic classification, named entity recognition (NER), disease/location detection and event recognition. Higher order event analysis is used to detect more precisely specified warning signals that can then be notified to registered users via email alerts. Evaluation of the system for topic recognition and entity identification is conducted on a gold standard corpus of annotated news articles.
Keyword: Applications Note
URL: http://www.ncbi.nlm.nih.gov/pmc/articles/PMC2639299
https://doi.org/10.1093/bioinformatics/btn534
http://www.ncbi.nlm.nih.gov/pubmed/18922806
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