2021
Artificial Intelligence and Mapping a New Direction in Laboratory Medicine: A Review
Herman DS, Rhoads DD, Schulz WL, Durant TJS. Artificial Intelligence and Mapping a New Direction in Laboratory Medicine: A Review. Clinical Chemistry 2021, 67: 1466-1482. PMID: 34557917, DOI: 10.1093/clinchem/hvab165.Peer-Reviewed Reviews, Practice Guidelines, Standards, and Consensus StatementsConceptsArtificial intelligenceML systemsModern artificial intelligenceAI/MLAdoption of MLExpert human operatorMachine learning methodsModern computingCommunication infrastructureHuman operatorLearning methodsInformation systemsWidespread digitizationIntelligenceHealth informationTechnologyImplementationComputingBrief introductionBest practicesSystemDigitizationInfrastructureTaskInformation
2016
Evaluation of relational and NoSQL database architectures to manage genomic annotations
Schulz WL, Nelson BG, Felker DK, Durant TJ, Torres R. Evaluation of relational and NoSQL database architectures to manage genomic annotations. Journal Of Biomedical Informatics 2016, 64: 288-295. PMID: 27810480, DOI: 10.1016/j.jbi.2016.10.015.Peer-Reviewed Original ResearchConceptsRelational databaseNoSQL databasesQuery efficiencyData managementData storageDocument-oriented NoSQL databaseBiomedical data setsCommon relational databaseQuery retrievalDatabase technologyInformatics infrastructureRelational modelGenomic annotationsIndexingData setsArchitectureRetrievalAnnotationNew technologiesDatabaseTechnologySignificant advantagesRelative advantagesInfrastructureStorage