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 StatementsMeSH KeywordsArtificial IntelligenceDelivery of Health CareHumansLaboratoriesMachine LearningMedicineConceptsArtificial intelligenceML systemsModern artificial intelligenceAI/MLAdoption of MLExpert human operatorMachine learning methodsModern computingCommunication infrastructureHuman operatorLearning methodsInformation systemsWidespread digitizationIntelligenceHealth informationTechnologyImplementationComputingBrief introductionBest practicesSystemDigitizationInfrastructureTaskInformation
2020
Agile Health Care Analytics: Enabling Real-Time Disease Surveillance With a Computational Health Platform
Schulz WL, Durant T, Torre CJ, Hsiao AL, Krumholz HM. Agile Health Care Analytics: Enabling Real-Time Disease Surveillance With a Computational Health Platform. Journal Of Medical Internet Research 2020, 22: e18707. PMID: 32442130, PMCID: PMC7257473, DOI: 10.2196/18707.Peer-Reviewed Original ResearchConceptsReal-time dataHealth information technologyReal-world dataHealth platformInformation technologyCombination of technologiesReal timeSevere acute respiratory syndrome coronavirus 2Acute respiratory syndrome coronavirus 2Timely informationRespiratory syndrome coronavirus 2PlatformRespiratory tract infectionsSyndrome coronavirus 2Health care systemTract infectionsCoronavirus disease (COVID-19) outbreakIncident casesCoronavirus 2Novel applicationTechnologyAnalyticsHealth systemCare systemSpecific pathogens
2019
Tapping Into Underutilized Healthcare Data in Clinical Research
Mori M, Schulz WL, Geirsson A, Krumholz HM. Tapping Into Underutilized Healthcare Data in Clinical Research. Annals Of Surgery 2019, Publish Ahead of Print: &na;. PMID: 30998537, DOI: 10.1097/sla.0000000000003329.Peer-Reviewed Original ResearchHealth Care and Precision Medicine Research: Analysis of a Scalable Data Science Platform
McPadden J, Durant TJ, Bunch DR, Coppi A, Price N, Rodgerson K, Torre CJ, Byron W, Hsiao AL, Krumholz HM, Schulz WL. Health Care and Precision Medicine Research: Analysis of a Scalable Data Science Platform. Journal Of Medical Internet Research 2019, 21: e13043. PMID: 30964441, PMCID: PMC6477571, DOI: 10.2196/13043.Peer-Reviewed Original ResearchConceptsData science platformOpen source technologiesHealth care dataSource technologiesModern big data platformScience platformData management approachTraditional computer systemsBig data workloadsBig data platformBig data sourcesReal-time datasetBiomedical research dataHealth care applicationsData-driven researchPatient monitoringScalable analyticsApache StormData lakeData workloadsAnalytics platformData acquisition workflowContinuous patient monitoringUse casesData platform