Representing and utilizing clinical textual data for real world studies: An OHDSI approach
Keloth V, Banda J, Gurley M, Heider P, Kennedy G, Liu H, Liu F, Miller T, Natarajan K, V Patterson O, Peng Y, Raja K, Reeves R, Rouhizadeh M, Shi J, Wang X, Wang Y, Wei W, Williams A, Zhang R, Belenkaya R, Reich C, Blacketer C, Ryan P, Hripcsak G, Elhadad N, Xu H. Representing and utilizing clinical textual data for real world studies: An OHDSI approach. Journal Of Biomedical Informatics 2023, 142: 104343. PMID: 36935011, PMCID: PMC10428170, DOI: 10.1016/j.jbi.2023.104343.Peer-Reviewed Original ResearchConceptsNatural language processingCommon data modelTextual dataNLP solutionObservational Health Data SciencesOMOP Common Data ModelSpecific use casesObservational Medical Outcomes Partnership Common Data ModelHealth Data SciencesRepresentation of informationUse casesElectronic health recordsReal-world evidence generationData scienceClinical textData modelClinical notesLanguage processingHealth recordsLoad dataClinical documentationCurrent applicationsInformationWorkflowEvidence generationExploring unique device identifier implementation and use for real-world evidence: a mixed-methods study with NESTcc health system network collaborators
Dhruva S, Ridgeway J, Ross J, Drozda J, Wilson N. Exploring unique device identifier implementation and use for real-world evidence: a mixed-methods study with NESTcc health system network collaborators. BMJ Surgery Interventions & Health Technologies 2023, 5: e000167. PMID: 36704544, PMCID: PMC9872505, DOI: 10.1136/bmjsit-2022-000167.Peer-Reviewed Original ResearchHealth systemReal-world evidence generationDevice identificationPrior conceptual modelInformation technologyHealth system characteristicsWorkflow changesNetworkReal-world evidenceImplementationResearch NetworkClinical benefitSupply chainMedical devicesSystem characteristicsTechnologyRWE studiesEffectiveness studiesCurrent stateConceptual modelBrief surveyMixed-method studySustainment (EPIS) frameworkInterview topicsMedical device safety
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