grant
New Statistical Methods for Estimating Health Effects of Environmental Exposures
NIHUS FederalResearch GrantFY20260-11 years oldAddressAdoptedAffectAfrican AmericanAfro AmericanAfroamericanAir PollutionAreaBayesian AnalysisBayesian MethodBayesian MethodologyBayesian ModelingBayesian Statistical MethodBayesian adaptive designsBayesian adaptive modelsBayesian approachesBayesian belief networkBayesian belief updating modelBayesian classification methodBayesian classification procedureBayesian computationBayesian frameworkBayesian hierarchical modelBayesian inferenceBayesian network analysisBayesian network modelBayesian nonparametric modelsBayesian posterior distributionBayesian spatial analysisBayesian spatial data modelBayesian spatial image modelsBayesian spatial modelsBayesian statistical analysisBayesian statistical inferenceBayesian statistical modelsBayesian statisticsBayesian tracking algorithmsBiometricsBiometryBiostatisticsChemicalsChildChild YouthChildren (0-21)CommunitiesComplexCross-Over DesignsCrossover DesignDataData AnalysesData AnalysisData AnalyticsData BasesData SourcesDatabasesDevelopmentDrugsED visitER visitEmergency care visitEmergency department visitEmergency hospital visitEmergency room visitEnsureEnvironmental EpidemiologyEnvironmental ExposureEnvironmental HealthEnvironmental Health ScienceEnvironmental ToxinEpidemiologyExposure AssessmentExposure toGroups at riskHealthHealth CareHumanIndividualInterventionJointsKnowledgeMachine LearningMaternal HealthMedicationMethodologyMethodsModelingModern ManMothersNIEHSNational Institute of Environmental Health SciencesOutcomePeople at riskPersons at riskPharmaceutical PreparationsPhenotypePopulationPopulations at RiskPredispositionProcessPsychosocial StressResearchResearch DesignResearch PriorityResolutionRiskStatistical MethodsStrategic PlanningStudy TypeSubgroupSurfaceSusceptibilityTemperatureTestingTimeToxic Environmental AgentsToxic Environmental SubstancesTreesUncertaintyVisualizationWildfireWorkadverse pregnancy outcomeanalytical methodbuilt environmentcase controlcase-controlledco-exposuresco-morbidco-morbidityco-occurring exposurecohortcombined exposurecomorbiditycomplex exposureconcurrent exposuredata basedata collected in real worlddata interpretationdata streamsdevelop softwaredeveloping computer softwaredevelopmentaldimension reductiondimensionality reductiondoubtdrug/agentelectronic health dataenvironmental toxicantepidemiologicepidemiologicalepidemiology research studyepidemiology studyepidemiology surveyexposure analysisexposure evaluationexposure measurementexposure mixtureexposure profilingexposure surveyexposure to environmental agentsexposure to environmental factorsexposure to environmental stimuliexposure to environmental substanceshealth dataimplementation toolkidsmachine based learningmethod developmentmixed exposurenovelpopulation basedprenatalpublic health researchreal world datareduce data dimensionreduce dimensionalityregression treesresidenceresidential buildingresidential siteresolutionsresponsesimultaneous exposuressoftware developmentstatistic methodsstudy designtoolunbornwild firewildland fireyoungster
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PROJECT ABSTRACT
This project will develop, test and apply new statistical methods to address analytical challenges associated with
three key research questions in environmental epidemiology: (1) how to utilize exposure data at fine spatial
resolution in health analysis, (2) which individual- and area-level factors render an individual more…
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