2018
Leveraging existing corpora for de-identification of psychiatric notes using domain adaptation.
Lee H, Zhang Y, Roberts K, Xu H. Leveraging existing corpora for de-identification of psychiatric notes using domain adaptation. AMIA Annual Symposium Proceedings 2018, 2017: 1070-1079. PMID: 29854175, PMCID: PMC5977650.Peer-Reviewed Original ResearchMeSH KeywordsAlgorithmsData AnonymizationDatasets as TopicDiabetes MellitusElectronic Health RecordsHumansMachine LearningNatural Language ProcessingOutpatientsPatient Discharge SummariesPsychiatry
2013
A hybrid system for temporal information extraction from clinical text
Tang B, Wu Y, Jiang M, Chen Y, Denny J, Xu H. A hybrid system for temporal information extraction from clinical text. Journal Of The American Medical Informatics Association 2013, 20: 828-835. PMID: 23571849, PMCID: PMC3756274, DOI: 10.1136/amiajnl-2013-001635.Peer-Reviewed Original ResearchAnalyzing differences between chinese and english clinical text: a cross-institution comparison of discharge summaries in two languages.
Wu Y, Lei J, Wei W, Tang B, Denny J, Rosenbloom S, Miller R, Giuse D, Zheng K, Xu H. Analyzing differences between chinese and english clinical text: a cross-institution comparison of discharge summaries in two languages. 2013, 192: 662-6. PMID: 23920639, PMCID: PMC4957806.Peer-Reviewed Original ResearchMeSH KeywordsChinaDocumentationElectronic Health RecordsMedical Record LinkageNatural Language ProcessingPatient Discharge SummariesSemanticsTranslatingUnited StatesVocabulary, ControlledConceptsNatural language processing toolsEnglish clinical textClinical textLanguage processing toolsChinese clinical textCultural differencesMajor clinical componentsTextWestern institutionsInpatient discharge summariesCross-country collaborationDocument levelProcessing toolsClinical documentsLanguageUS institutionsUsesUnprecedented amountValuable insightsInstitutionsDocumentsChinaWorldwide adoptionEMR dataCollaboration