2020
A study of entity-linking methods for normalizing Chinese diagnosis and procedure terms to ICD codes
Wang Q, Ji Z, Wang J, Wu S, Lin W, Li W, Ke L, Xiao G, Jiang Q, Xu H, Zhou Y. A study of entity-linking methods for normalizing Chinese diagnosis and procedure terms to ICD codes. Journal Of Biomedical Informatics 2020, 105: 103418. PMID: 32298846, DOI: 10.1016/j.jbi.2020.103418.Peer-Reviewed Original ResearchMeSH KeywordsChinaClinical CodingInternational Classification of DiseasesNeural Networks, ComputerSupport Vector MachineConceptsBM25 algorithmConcept rankingConcept generationConvolutional neural network approachNeural network approachRanking-based methodRanking methodSupport vector machineProcedure termsBetter performanceVector machineDifferent algorithmsMedical codingNetwork approachAlgorithmICD codesBERTExtended versionGood accuracyKnowledgebaseDisease termsClinical termsMatch criteriaCodeChinese diagnosis
2013
ICD-9 tobacco use codes are effective identifiers of smoking status
Wiley L, Shah A, Xu H, Bush W. ICD-9 tobacco use codes are effective identifiers of smoking status. Journal Of The American Medical Informatics Association 2013, 20: 652-658. PMID: 23396545, PMCID: PMC3721171, DOI: 10.1136/amiajnl-2012-001557.Peer-Reviewed Original ResearchMeSH KeywordsClinical CodingHumansInternational Classification of DiseasesSensitivity and SpecificitySmokingConceptsSmoking statusClinic populationGeneral clinic populationClinical populationsSmoking cessation attemptCancer-free controlsElectronic health recordsFull-text recordsCancer casesCessation attemptsTobacco useInternational ClassificationSmokersHealth recordsGenetic association studiesGenetic association analysisStatusPopulationLittle evidenceBiorepositoryInitial success