Acquisition of a Lexicon for Family History Information: Bidirectional Encoder Representations From Transformers–Assisted Sublanguage Analysis
Wang L, He H, Wen A, Moon S, Fu S, Peterson K, Ai X, Liu S, Kavuluru R, Liu H. Acquisition of a Lexicon for Family History Information: Bidirectional Encoder Representations From Transformers–Assisted Sublanguage Analysis. JMIR Medical Informatics 2023, 11: e48072. PMID: 37368483, PMCID: PMC10337517, DOI: 10.2196/48072.Peer-Reviewed Original ResearchChallenge data setInformation extractionClinical decision support applicationsNatural language processing systemsUnified Medical Language SystemLexical resourcesDecision support applicationsBidirectional Encoder RepresentationsLanguage processing systemConcept unique identifiersData setsTransformer-based methodData analyticsElectronic health recordsF1 scoreClinical notesMedicine Clinical TermsEncoder RepresentationsSupport applicationsUnique identifiersProcessing systemSublanguage analysisHistory informationReasonable performanceSystematized NomenclatureExtractive Clinical Question-Answering With Multianswer and Multifocus Questions: Data Set Development and Evaluation Study
Moon S, He H, Jia H, Liu H, Fan J. Extractive Clinical Question-Answering With Multianswer and Multifocus Questions: Data Set Development and Evaluation Study. JMIR AI 2023, 2: e41818. PMID: 38875580, PMCID: PMC11041481, DOI: 10.2196/41818.Peer-Reviewed Original ResearchData setsNational NLP Clinical ChallengesNatural language processing applicationsArtificial intelligence solutionsLanguage processing applicationsIntelligence solutionsQuestion AnsweringMultiple answersProcessing applicationsBaseline solutionRealistic scenariosEntire data setPatient-specific questionsAdjacent sentencesClinical notesSet DevelopmentSetResearch effortsEvaluation studyFocus point