2016
Chapter 9 Clinical Data Repositories: Warehouses, Registries, and the Use of Standards
Nadkarni P. Chapter 9 Clinical Data Repositories: Warehouses, Registries, and the Use of Standards. 2016, 173-185. DOI: 10.1016/b978-0-12-803130-8.00009-9.Peer-Reviewed Original ResearchOperational data storeData martVirtual data integrationClinical data martClinical data warehouseData storesData warehouseData integrationRapid queryData repositoryData elementsUse of standardsWarehouseData sourcesRepositoryPhysical integrationProcess of extractionQueriesDifferent kindsMartUsabilityData extraction
2002
Metadata-driven creation of data marts from an EAV-modeled clinical research database
Brandt CA, Morse R, Matthews K, Sun K, Deshpande AM, Gadagkar R, Cohen DB, Miller PL, Nadkarni PM. Metadata-driven creation of data marts from an EAV-modeled clinical research database. International Journal Of Medical Informatics 2002, 65: 225-241. PMID: 12414020, DOI: 10.1016/s1386-5056(02)00047-3.Peer-Reviewed Original ResearchConceptsData martClinical study data management systemsTransaction-oriented systemsData management systemClinical research databaseDatabase schemaEntity attributesAnalytical processingHuman interpretationStudy metadataMetadataManagement systemArbitrary numberData entrySuch dataBrowsingValue modelSchemaMartHigher-level groupingsSystemDataProcessingDatabaseCreation