2024
A scoping review of fair machine learning techniques when using real-world data
Huang Y, Guo J, Chen W, Lin H, Tang H, Wang F, Xu H, Bian J. A scoping review of fair machine learning techniques when using real-world data. Journal Of Biomedical Informatics 2024, 151: 104622. PMID: 38452862, PMCID: PMC11146346, DOI: 10.1016/j.jbi.2024.104622.Peer-Reviewed Original ResearchConceptsReal-world dataHealth care applicationsHealth care domainMachine learningArtificial intelligenceCare applicationsMulti-modal dataIntegration of artificial intelligenceMachine learning techniquesPre-processing techniquesCare domainBias mitigation approachesPublic datasetsAI/ML modelsModel fairnessLearning techniquesOptimal fairnessHealth care dataAI toolsHealth careAlgorithmic biasML modelsAI/MLFairnessBias issues
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