2023
Leveraging Generative AI and Large Language Models: A Comprehensive Roadmap for Healthcare Integration
Yu P, Xu H, Hu X, Deng C. Leveraging Generative AI and Large Language Models: A Comprehensive Roadmap for Healthcare Integration. Healthcare 2023, 11: 2776. PMID: 37893850, PMCID: PMC10606429, DOI: 10.3390/healthcare11202776.Peer-Reviewed Original ResearchLarge language modelsGenerative artificial intelligenceArtificial intelligenceLanguage modelInformation retrievalAI systemsShot learningData managementHuman feedbackReinforcement learningInformation managementSystem implementationCo-design processData acquisitionComprehensive roadmapDecision-making processLearningTechnologyFull potentialHealthcareIntelligenceHealthcare qualityRetrievalIntegrationPromising advancement
2019
Enhancing clinical concept extraction with contextual embeddings
Si Y, Wang J, Xu H, Roberts K. Enhancing clinical concept extraction with contextual embeddings. Journal Of The American Medical Informatics Association 2019, 26: 1297-1304. PMID: 31265066, PMCID: PMC6798561, DOI: 10.1093/jamia/ocz096.Peer-Reviewed Original ResearchConceptsClinical concept extractionContextual embeddingsNatural language processing tasksTraditional word embeddingsTraditional word representationsClinical NLP tasksLanguage processing tasksSemantic informationWord embedding methodsLarge language modelsArt performanceConcept extraction taskSemEval 2014Word representationsNLP tasksLanguage modelWord embeddingsProcessing tasksNeural network-based representationI2b2 2010Concept extractionTaskLarge clinical corpusClinical corpusNetwork-based representation