2017
An active learning-enabled annotation system for clinical named entity recognition
Chen Y, Lask T, Mei Q, Chen Q, Moon S, Wang J, Nguyen K, Dawodu T, Cohen T, Denny J, Xu H. An active learning-enabled annotation system for clinical named entity recognition. BMC Medical Informatics And Decision Making 2017, 17: 82. PMID: 28699546, PMCID: PMC5506567, DOI: 10.1186/s12911-017-0466-9.Peer-Reviewed Original ResearchMeSH KeywordsComputer SimulationHumansMedical InformaticsNatural Language ProcessingProblem-Based LearningConceptsNovel AL algorithmAL algorithmAnnotation timeUser studyEntity recognitionAnnotation systemNatural language processing modelsLanguage processing modelsAnnotation costMedical domainAnnotation processDifferent usersNER modelProcessing modelAlgorithmAL methodsResultsThe simulation resultsUsersSimulation resultsInformation contentFuture workRecognitionLarge numberSystemReal-life settingClinical Word Sense Disambiguation with Interactive Search and Classification.
Wang Y, Zheng K, Xu H, Mei Q. Clinical Word Sense Disambiguation with Interactive Search and Classification. AMIA Annual Symposium Proceedings 2017, 2016: 2062-2071. PMID: 28269966, PMCID: PMC5333264.Peer-Reviewed Original ResearchMeSH KeywordsAlgorithmsHumansMachine LearningModels, TheoreticalNatural Language ProcessingProblem-Based LearningConceptsDomain knowledgeHuman expertsWSD modelClinical textCurrent active learning methodsWord sense disambiguation systemNatural language processing applicationsMachine learning processLanguage processing applicationsWord sense disambiguationActive learning methodsContextual wordsInteractive searchWord ambiguityLearning methodsSense disambiguationProcessing applicationsAmbiguous instancesSearch processDisambiguation systemEvaluation corpusLearning processExpertsQueriesClassifier
2013
Applying active learning to supervised word sense disambiguation in MEDLINE
Chen Y, Cao H, Mei Q, Zheng K, Xu H. Applying active learning to supervised word sense disambiguation in MEDLINE. Journal Of The American Medical Informatics Association 2013, 20: 1001-1006. PMID: 23364851, PMCID: PMC3756255, DOI: 10.1136/amiajnl-2012-001244.Peer-Reviewed Original Research
2011
Applying active learning to assertion classification of concepts in clinical text
Chen Y, Mani S, Xu H. Applying active learning to assertion classification of concepts in clinical text. Journal Of Biomedical Informatics 2011, 45: 265-272. PMID: 22127105, PMCID: PMC3306548, DOI: 10.1016/j.jbi.2011.11.003.Peer-Reviewed Original ResearchData MiningDecision Support Systems, ClinicalHumansNatural Language ProcessingProblem-Based LearningSemantics