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Using agent-based modeling to compare strategies that can reduce rural-urban disparities in cardiovascular disease

Using agent-based modeling to compare strategies that can reduce rural-urban disparities in cardiovascular disease
使用基于主体的模型来比较可减少心血管疾病城乡差异的策略
批准号:
10341094
负责人:
Donglan Zhang
金额:
$0.0万
依托单位:
依托单位国家:
美国
项目类别:
财政年份:
2019
资助国家:
美国
项目状态:
已结题
起止时间:
2019-07-11 至 2022-03-02
关键词:
AcademyAddressAmerican Heart AssociationBehavioralCardiovascular DiseasesCaringCholesterolClinicClinicalCommunitiesCommunity HealthComplexCoronary heart diseaseCountyDataData SourcesDecision MakingDiabetes MellitusDietDisadvantagedDisease OutcomeEconomic BurdenEnvironmentEvaluationEventEvidence based interventionFoodGeographyGoalsHealthHealth InsuranceHealth PersonnelHealth PromotionHealth Services AccessibilityHealthcareHealthcare SystemsHigh PrevalenceHomeHypertensionIncidenceIndividualInfluentialsInsuranceInsurance CoverageInternetInterventionIntervention StudiesLeadLife StyleMedicalMedical Care CostsMedicineMethodologyModelingNew YorkObesityPathway interactionsPharmaceutical PreparationsPhysical activityPhysiciansPlayPoliciesPopulationPopulation CharacteristicsPrevalencePreventive carePreventive healthcarePublic HealthResearchRisk FactorsRoleRuralRural CommunityRural HealthRural PopulationScienceSmokingSocial EnvironmentSourceSystemTaxesTelephoneTestingTobaccoTranslatingUnhealthy DietUnited StatesUrban Populationattributable mortalitybasebuilt environmentcardiovascular disorder epidemiologycardiovascular disorder preventioncardiovascular disorder riskcardiovascular healthcardiovascular risk factorcare deliverycholesterol controlcommunity settingcommunity-level factorcomparative effectivenesscompare effectivenesscontextual factorscostdiabetes controleffective interventioneffectiveness testingevidence baseexperimental studyfood environmentfruits and vegetableshealth care availabilityhealth care deliveryhealth care servicehealth disparityhealth managementhealthcare communityhypertension controlimprovedincome disparitiesinnovationintervention effectlifestyle factorsmodels and simulationmodifiable riskmortalitymortality disparitynutritionphysical inactivitypopulation basedpopulation healthpredictive modelingprogramspublic health interventionpublic policy on tobaccorelative effectivenessrural Americarural arearural countiesrural dwellersrural healthcaresimulationsymposiumtelehealthtelemonitoringurban disparityurban health disparitiesurban settingvirtual

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Project Summary Rural-urban disparities in mortality attributable to cardiovascular disease (CVD) have widened in the United States during the past several decades. The complex interplay of preventive health care delivery and community-level behavioral and contextual factors contribute to the differences in cardiovascular health between rural and urban residents. Recently, systems science and simulation modeling have played an important role in the evaluation, selection, and implementation of evidence-based interventions. However, existing models do not account for either the specific characteristics of populations living in rural communities, or the health care services and other contextual factors of these communities. We propose to use agent-based modeling -- a systems science approach that incorporates data from various sources and simulates real-world clinical or community settings -- to help disentangle these complexities, elucidate causal pathways, and identify potentially effective interventions in rural communities. Our long-term goal is to find effective clinical and public health solutions to reduce rural-urban disparities in cardiovascular health among rural communities in Georgia and New York. Taking an integrated preventive health care and community perspective, we will accomplish our specific aims using an agent-based model of community-based CVD prevention and test the effectiveness of the following interventions at the rural county level. First, we will estimate the health impact of improving health care delivery and access using home-based telemonitoring programs and expanding insurance coverage, focusing on three major CVD risk factors: hypertension, diabetes and high cholesterol (Aim 1). Second, we will estimate the health impact of public health interventions, including improving the food environment, community-based health promotion, and increasing tobacco taxes for reducing four important lifestyle factors related with CVD: obesity, unhealthy diet, physical inactivity, and smoking (Aim 2). In Aim 3, we will use the CVD Policy Model, a well- validated US population-based CVD epidemiology simulation model and translate projected beneficial effects on the seven risk factors and lifestyles tested in Aim 1 and 2 into downstream impact on CVD events. This will allow us to assess the potential of these individual or combined interventions on rural-urban disparities in the incidence and mortality of CVD and direct medical costs at the state level. The proposed research is innovative because we develop a policy simulation model to inform decision-making for health care and public health management of CVD in rural counties, integrating clinical with community systems to find the most effective evidence-based intervention.
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Using agent-based modeling to compare strategies that can reduce rural-urban disparities in cardiovascular disease
  • 批准号:
    9976596
  • 项目类别:
  • 资助金额:
    $38.41万
  • 财政年份:
    2019
  • 负责人:
    Donglan Zhang
  • 依托单位:
The long-term effectiveness of and the disparities in access to treatments for obstructive sleep apnea: a study on the All of Us data
Using agent-based modeling to compare strategies that can reduce rural-urban disparities in cardiovascular disease
  • 批准号:
    10092827
  • 项目类别:
  • 资助金额:
    $38.42万
  • 财政年份:
    2019
  • 负责人:
    Donglan Zhang
  • 依托单位:
Using agent-based modeling to compare strategies that can reduce rural-urban disparities in cardiovascular disease
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