2024
Assessing Real-World Data From Electronic Health Records for Health Technology Assessment: The SUITABILITY Checklist: A Good Practices Report of an ISPOR Task Force
Fleurence R, Kent S, Adamson B, Tcheng J, Balicer R, Ross J, Haynes K, Muller P, Campbell J, Bouée-Benhamiche E, García Martí S, Ramsey S. Assessing Real-World Data From Electronic Health Records for Health Technology Assessment: The SUITABILITY Checklist: A Good Practices Report of an ISPOR Task Force. Value In Health 2024, 27: 692-701. PMID: 38871437, PMCID: PMC11182651, DOI: 10.1016/j.jval.2024.01.019.Peer-Reviewed Original ResearchConceptsElectronic health recordsHealth technology assessmentElectronic health record dataEHR-derived dataHealth record dataTechnology assessmentHealth technology assessment agenciesHealth recordsGenerative artificial intelligenceData provenanceLanguage modelEvidence gapsPractice reportArtificial intelligenceRecord dataISPOR Task ForceData characteristicsData governanceReal worldEvidence developmentTask ForceReal World DataISPORChecklistRelevant items
2023
Simulating complex patient populations with hierarchical learning effects to support methods development for post-market surveillance
Davis S, Ssemaganda H, Koola J, Mao J, Westerman D, Speroff T, Govindarajulu U, Ramsay C, Sedrakyan A, Ohno-Machado L, Resnic F, Matheny M. Simulating complex patient populations with hierarchical learning effects to support methods development for post-market surveillance. BMC Medical Research Methodology 2023, 23: 89. PMID: 37041457, PMCID: PMC10088292, DOI: 10.1186/s12874-023-01913-9.Peer-Reviewed Original ResearchConceptsSynthetic datasetsData characteristicsFeature distributionGround truthMIMIC-III dataReal-world dataData generation processComplex simulation studiesData relationshipsUser definitionSmall datasetsSimulation requirementsCorrelated featuresWorld dataCustomizable optionsReal-world complexitySynthetic patientsNew algorithmDatasetGeneration processLearningAlgorithmData simulation techniquesLearning effectGeneralizable framework
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