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Challenges in adapting an natural language processing system for real-time surveillance
Content Type: Abstract
We are developing a Bayesian surveillance system for realtime surveillance and characterization of outbreaks that incorporates a variety of data elements, including free-text clinical reports. An existing natural language processing (… read more… examining sentences causing the errors in separate text documents. We are building a framework to simplify results … a lexicon-building tool to mine synonyms from clinical documents and the UMLS Metathesaurus. Conclusions … -
Building an automated Bayesian case detection system
Content Type: Abstract
Current practices of automated case detection fall into the extremes of diagnostic accuracy and timeliness. In regards to diagnostic accuracy, electronic laboratory reporting (ELR) is at one extreme and syndromic surveillance is at… read more… L, Lussier Y, Hripcsak G. Automated encoding of clinical documents based on natural language processing. J Am Med …