2025
Generating synthetic electronic health record data: a methodological scoping review with benchmarking on phenotype data and open-source software
Chen X, Wu Z, Shi X, Cho H, Mukherjee B. Generating synthetic electronic health record data: a methodological scoping review with benchmarking on phenotype data and open-source software. Journal Of The American Medical Informatics Association 2025, 32: 1227-1240. PMID: 40460023, PMCID: PMC12203555, DOI: 10.1093/jamia/ocaf082.Peer-Reviewed Original ResearchConceptsGAN-based methodsElectronic health recordsOpen-source softwareBaseline methodsMIMIC-IIIGenerative adversarial network (GAN)-based methodsAdversarial network (GAN)-based methodsSynthetic electronic health recordsDownstream use casesRule-based methodElectronic health record datasetPrivacy exposurePrivacy protectionEvaluation metricsUse casesCompetitive performanceCondition generation methodSynthetic dataDecision treeBenchmark methodsElectronic health record dataData generationGeneration methodComprehensive benchmarkMIMIC-IV
2024
Privacy-Enhancing Technologies in Biomedical Data Science
Cho H, Froelicher D, Dokmai N, Nandi A, Sadhuka S, Hong M, Berger B. Privacy-Enhancing Technologies in Biomedical Data Science. Annual Review Of Biomedical Data Science 2024, 7: 317-343. PMID: 39178425, PMCID: PMC11346580, DOI: 10.1146/annurev-biodatasci-120423-120107.Peer-Reviewed Reviews, Practice Guidelines, Standards, and Consensus StatementsConceptsPrivacy-enhancing technologiesAdoption of privacy-enhancing technologiesBiomedical data scienceData scienceAnalyze sensitive dataBiomedical data repositoriesPrivacy protectionSensitive dataPrivacy concernsData silosProtect privacyHuman subject dataBiomedical domainData repositoriesPrivacySubjective dataConventional framework
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