Combining unsupervised, supervised and rule-based learning: the case of detecting patient allergies in electronic health records

被引：0
作者：
Geir Thore Berge
Ole-Christoffer Granmo
Tor Oddbjørn Tveit
Anna Linda Ruthjersen
Jivitesh Sharma
机构：
[1] University of Agder,Department of Information Systems
[2] Sørlandet Hospital Trust,Department of Technology and eHealth
[3] University of Agder,Department of ICT
[4] Sørlandet Hospital Trust,Department of Anesthesia and Intensive Care
来源：
BMC Medical Informatics and Decision Making | / 23卷
关键词：
Natural language processing; Electronic health records; Machine learning; Supervised; Unsupervised; Rule-based; Classification; Clinical decisions support systems;
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  • [1] Jaspers MW(2011)Effects of clinical decision-support systems on practitioner performance and patient outcomes: a synthesis of high-quality systematic review findings J Am Med Inform Assoc 18 327-334
  • [2] Smeulers M(2005)Improving clinical practice using clinical decision support systems: a systematic review of trials to identify features critical to success BMJ 330 765-310
  • [3] Vermeulen H(2014)ContextD: an algorithm to identify contextual properties of medical terms in a Dutch clinical corpus BMC Bioinformatics 15 373-252
  • [4] Peute LW(2001)A simple algorithm for identifying negated findings and diseases in discharge summaries J Biomed Inform 34 301-24
  • [5] Kawamoto K(2010)Automated evaluation of electronic discharge notes to assess quality of care for cardiovascular diseases using Medical Language Extraction and Encoding System (MedLEE) J Am Med Inform Assoc 17 245-236
  • [6] Houlihan CA(2010)MedEx: a medication information extraction system for clinical narratives J Am Med Inform Assoc 17 19-477
  • [7] Balas EA(2006)Extracting principal diagnosis, co-morbidity and smoking status for asthma research: evaluation of a natural language processing system BMC Med Inform Decis Mak 6 30-140
  • [8] Lobach DF(2010)An overview of MetaMap: historical perspective and recent advances J Am Med Inform Assoc 17 229-273
  • [9] Afzal Z(2003)The interaction of domain knowledge and linguistic structure in natural language processing: interpreting hypernymic propositions in biomedical text J Biomed Inform 36 462-556
  • [10] Pons E(2012)Enhancing clinical concept extraction with distributional semantics J Biomed Inform 45 129-606
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