2012
Knowledge-based biomedical word sense disambiguation: an evaluation and application to clinical document classification
Garla V, Brandt C. Knowledge-based biomedical word sense disambiguation: an evaluation and application to clinical document classification. 2012, 1: 22-22. DOI: 10.1109/hisb.2012.12.Peer-Reviewed Original ResearchClinical document classificationUnified Medical Language SystemDocument classificationNatural language processing systemsClinical text classificationWSD systemsMachine Learning ClassifiersText processing tasksLanguage processing systemSemantic similarity measuresKnowledge-based methodsText classificationLearning classifiersWord sense disambiguation methodOpen sourceProcessing tasksSimilarity measureSense disambiguation methodProcessing systemWSD datasetDisambiguation methodLanguage systemWSD methodClassificationMedicine challenges
2011
The Yale cTAKES extensions for document classification: architecture and application
Garla V, Re V, Dorey-Stein Z, Kidwai F, Scotch M, Womack J, Justice A, Brandt C. The Yale cTAKES extensions for document classification: architecture and application. Journal Of The American Medical Informatics Association 2011, 18: 614-620. PMID: 21622934, PMCID: PMC3168305, DOI: 10.1136/amiajnl-2011-000093.Peer-Reviewed Original ResearchConceptsDocument classificationFeature extractionProcessing systemKnowledge Extraction SystemDocument classification systemClinical Text AnalysisDocument classifierFeature representationRadiology reportsOpen sourceClinical textText analysisTechnical challengesClassificationExtraction systemClassification systemRepresentationClassifierSemanticsSystemArchitectureRetrievalExtractionSyntaxExtension