Gamified Optimized Diabetes-management with AI powered Rural Telehealth (GODART)
Gamified Optimized Diabetes-management with AI powered Rural Telehealth (GODART)
批准号:
10683381
负责人:
Tapan S Mehta
金额:
$29.7万
依托单位国家:
美国
项目类别:
财政年份:
2021
资助国家:
美国
项目状态:
已结题
起止时间:
2021-09-06 至 2024-07-31
关键词:
AddressAmericanAreaArtificial IntelligenceAuthorization documentationBehavior monitoringCensusesCessation of lifeClinical TrialsCongressesCounselingCountyDataDeep SouthDiabetes MellitusDietDisparityEducational MaterialsEffectivenessExperimental DesignsFutureGlycosylated hemoglobin AGuidelinesHealthHealth behaviorHumanIndividualInterventionInterviewKnowledgeLearningLife Style ModificationMotivationNational Institute of Diabetes and Digestive and Kidney DiseasesNatural Language ProcessingNon-Insulin-Dependent Diabetes MellitusOutcomeParticipantPersonsPhasePhysical activityPilot ProjectsPovertyPrevalenceRecommendationResourcesRewardsRuralRural CommunityRural PopulationServicesStructureSystemTechnologyTelephoneTestingUnited StatesUpdateUrban Communityarmauthoritycostdesigndiabetes educationdiabetes managementdiabetes prevention programeffectiveness studyevidence based guidelinesexperiencefeasibility testingglucose monitorglycemic controlhealth disparityimprovedinnovationlow health literacymarginalized populationmathematical abilitymedication compliancemultiphase optimization strategypatient orientedpilot testprimary care settingprimary outcomeprogramsrecruitresponserural countiesrural settingsocial cognitive theorytelecoachingtelehealthtelephone coachingusability
中文摘要
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英文摘要
PROJECT SUMMARY/ABSTRACT
Evidence-based guidelines for type 2 diabetes mellitus (T2DM) management aimed at glycemic control
(reduced hemoglobin A1c) include a combination of diet, physical activity (PA), glucose monitoring, and
medication adherences. However, the majority of individuals with T2DM are unable to follow these guidelines
due to a lack of consistent health behavior counseling offered in the primary care setting. This problem is
amplified in remote rural communities within the U.S. In response, this project aims to create an optimized
telehealth-based intervention – Gamified Optimized Diabetes management with Artificial Intelligence–powered
Rural Telehealth (GODART). GODART is grounded in the social cognitive theory and will serve as an
automated behavior-monitoring and telecoaching platform. At the core, GODART is an automated
conversational style behavior-monitoring system using natural language–understanding technologies. In this
project, we propose to pilot and feasibility test the various components of GODART by leveraging multiphase
optimization strategy (MOST). MOST is an efficient and rigorous resource-management and continuous-
improvement framework for developing optimized interventions. Our proposal focuses on the MOST
preparatory phase and will use a full factorial experimentation. We will pilot and assess the feasibility of and
evaluate two different intervention components, with two levels in each of the groups, yielding four
experimental conditions. These groups will test the effect of (i) a fixed vs. adaptive (gamified) rewards program
and (ii) automated vs. human-delivered weekly health coaching. We will end the project with exit interviews
conducted with a subset of participants. Study findings will help us learn the feasibility of delivering such an
intervention and its preliminary effectiveness in reducing HbA1c, leading to adequately powered confirmatory
effectiveness studies.
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会议论文
Food Delivery, Remote Monitoring, and coaching-Enhanced Education for Optimized Diabetes Management (FREEDOM)
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批准号:10494295
-
项目类别:
-
资助金额:$67.62万
-
财政年份:2021
-
负责人:Tapan S Mehta
-
依托单位:
Food Delivery, Remote Monitoring, and coaching-Enhanced Education for Optimized Diabetes Management (FREEDOM)
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批准号:10676272
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项目类别:
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资助金额:$67.68万
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财政年份:2021
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负责人:Tapan S Mehta
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依托单位:
Food Delivery, Remote Monitoring, and coaching-Enhanced Education for Optimized Diabetes Management (FREEDOM)
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批准号:10437096
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项目类别:
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资助金额:$72.84万
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财政年份:2021
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负责人:Tapan S Mehta
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依托单位:
Gamified Optimized Diabetes-management with AI powered Rural Telehealth (GODART)
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批准号:10276845
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项目类别:
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资助金额:$29.7万
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财政年份:2021
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负责人:Tapan S Mehta
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依托单位:
Gamified Optimized Diabetes-management with AI powered Rural Telehealth (GODART)
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批准号:10482335
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项目类别:
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资助金额:$29.7万
-
财政年份:2021
-
负责人:Tapan S Mehta
-
依托单位:
海外基金