Feasibility of Using a Culturally Tailored Conversational Agent for promoting smoking cessation treatment utilization in African Americans who use cigarettes
Feasibility of Using a Culturally Tailored Conversational Agent for promoting smoking cessation treatment utilization in African Americans who use cigarettes
批准号:
10892533
负责人:
MICHELE L ALLEN
金额:
$60.25万
依托单位:
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:
未结题
起止时间:
2021-09-24 至 2026-06-30
关键词:
AbstinenceAfrican AmericanAfrican American populationArtificial IntelligenceBehavior TherapyBehavioralCardiovascular DiseasesCellular PhoneChronicCoping SkillsCounselingCuesDataDevelopmentDisparityDosage FormsEducational process of instructingEnvironmentEquityEventExposure toFeasibility StudiesFocus GroupsGoalsHealth Services AccessibilityHealth behaviorHealth behavior changeHigh PrevalenceIndividualInterventionInterviewLanguageLifeLocationMeasuresMinnesotaModelingMorbidity - disease rateNicotineOutcomeParticipantPersonsPharmaceutical PreparationsPopulationPrevalencePreventionProceduresRaceRandomizedReportingRiskSeveritiesSmokeSmokingSmoking BehaviorSmoking Cessation InterventionSpecialistSpeechTechnologyTestingTimeTobaccoTobacco Use CessationTobacco useTrainingWorkacceptability and feasibilityaccess disparitiesadaptive interventionautomated speech recognitioncardiovascular disorder preventioncardiovascular disorder riskcaucasian Americancigarette smokecigarette smokingcravingevidence baseflexibilityhealth care availabilityhealth disparityhigh riskimprovedinnovationlow health literacymembermortalitynatural languagenicotine gumnicotine replacementnovelpilot testpredictive modelingpreventprimary outcomepublic health relevanceracial disparityresearch studyself helpskillssmartphone applicationsmoking abstinencesmoking cessationsmoking cuesuccesstobacco advertisingtobacco cessation intervention
中文摘要
点击翻译按钮获取中文摘要
英文摘要
PROJECT SUMMARY/ABSTRACT
African Americans have higher morbidity and mortality than do White Americans. One contributing factor to this
health disparity is tobacco use and access to and utilization of smoking cessation treatment. Just in time
adaptive interventions use predictive models to identify high risk situations for smoking and alert the user to
use coping skills such as medication or behavioral strategies. They are typically delivered via smartphone
technology. Recent advances in artificial intelligence technology using large language models (e.g., ChatGPT)
provide an opportunity to create lifelike and flexible conversational agents to support health behavior change in
those with low healthcare access. However, there are racial disparities in automated speech recognition that
could limit utility among African Americans. The overarching goal of this proposed new project for the Center
for Cardiovascular Disease Reduction and Equity Promotion Across Minnesota is to develop a Just In Time
Adaptive Intervention for trigger management for African Americans who smoke. In support of this goal, we
have two specific Aims. (A1) Develop a novel and racially unbiased Personal Assistant for Smoking Cessation
with Artificial Intelligence and Large Language Models (PASCAL) for managing smoking triggers. (A2) Pilot test
PASCAL to determine its feasibility and acceptability; and collect preliminary efficacy data. In support of these
aims we will conduct 3 studies. First, we will conduct focus groups (N=20-24) to determine the acceptability of
a conversational agent for smoking cessation among African Americans who smoke cigarettes. Next, we will
conduct a Wizard of Oz study where the smoking cessation app will be trained using conversations between
African American people who smoke (N=20) and a tobacco treatment specialist impersonating a
conversational agent. Following the development of the Just In Time Adaptive Intervention app, we will conduct
a third study to pilot test the App among African Americans who smoke (N=100). All participants will be given a
two-week supply of nicotine lozenges and self-help cessation materials. Participants will track their smoking for
1 week pre-quit to identify smoking triggers. At the end of the week, participants will be randomly assigned to
quit smoking with the support of PASCAL or to quit on their own. Participants will be followed for 8 weeks post
quit. The co-primary outcomes are feasibility of study procedures and acceptability of PASCAL. We will also
collect data on lozenge use, behavioral skills use, and CO-verified point prevalence abstinence at 2 and 8
weeks post quit. This proposal is significant as it is one of the first to test the use of large language models to
generate content for conversational agents for health behavior change. In addition, it centers African
Americans, a priority population for cardiovascular disease prevention in the development of a new health
behavior change intervention.
期刊论文(4)
专著(0)
科研奖励(0)
会议论文
DOI:
10.1161/jaha.123.030883
发表时间:
2023-12-05
期刊:
Journal of the American Heart Association
影响因子:
5.4
作者:
[]
通讯作者:
DOI:
10.3390/nu15163600
发表时间:
2023-08-17
期刊:
Nutrients
影响因子:
5.9
作者:
[]
通讯作者:
Negative Mood is Associated with Sociobehavioral Factors Contributing to Cardiovascular Risk in an Immigrant Population.
消极情绪与导致移民人群心血管风险的社会行为因素有关。
DOI:
10.21203/rs.3.rs-3934645/v1
发表时间:
2024
期刊:
Research square
影响因子:
--
作者:
[Tranby,BriannaN, Sia,IreneG, Clark,MatthewM, Novotny,PaulJ, Lohr,AbbyM, Pardo,LauraSuarez, Patten,ChristiA, Iteghete,SheilaO, Zeratsky,KatherineA, Rieck,ThomasM, Molina,Luz, Capetillo,GracielaPorraz, Ahmed,Yahye, Drie,Hana, Wielan]
通讯作者:
Wielan
Center for Chronic Disease Reduction and Equity Promotion Across Minnesota (C2DREAM)
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批准号:10437207
-
项目类别:
-
资助金额:$415.1万
-
财政年份:2021
-
负责人:MICHELE L ALLEN
-
依托单位:
Center for Chronic Disease Reduction and Equity Promotion Across Minnesota (C2DREAM)
-
批准号:10494201
-
项目类别:
-
资助金额:$414.76万
-
财政年份:2021
-
负责人:MICHELE L ALLEN
-
依托单位:
Techquity by FAITH!: A cluster randomized controlled trial to assess the efficacy of a community-informed, cardiovascular health promotion mobile hlth intervention with digital health advocate support
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批准号:10891016
-
项目类别:
-
资助金额:$77.78万
-
财政年份:2021
-
负责人:MICHELE L ALLEN
-
依托单位:
Administrative Core
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批准号:10494222
-
项目类别:
-
资助金额:$93.3万
-
财政年份:2021
-
负责人:MICHELE L ALLEN
-
依托单位:
Administrative Core
-
批准号:10437208
-
项目类别:
-
资助金额:$113.73万
-
财政年份:2021
-
负责人:MICHELE L ALLEN
-
依托单位:
Administrative Core
-
批准号:10676230
-
项目类别:
-
资助金额:$94.71万
-
财政年份:2021
-
负责人:MICHELE L ALLEN
-
依托单位:
Center for Chronic Disease Reduction and Equity Promotion Across Minnesota (C2DREAM)
-
批准号:10676229
-
项目类别:
-
资助金额:$407.5万
-
财政年份:2021
-
负责人:MICHELE L ALLEN
-
依托单位:
Minnesota Cancer Research And Teaching Excellence: M-CREATE
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批准号:10252034
-
项目类别:
-
资助金额:$43.19万
-
财政年份:2020
-
负责人:MICHELE L ALLEN
-
依托单位:
Minnesota Cancer Research And Teaching Excellence: M-CREATE
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批准号:10680492
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项目类别:
-
资助金额:$43.19万
-
财政年份:2020
-
负责人:MICHELE L ALLEN
-
依托单位:
Minnesota Cancer Research And Teaching Excellence: M-CREATE
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批准号:10478924
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项目类别:
-
资助金额:$42.89万
-
财政年份:2020
-
负责人:MICHELE L ALLEN
-
依托单位:
Minnesota Cancer Research And Teaching Excellence: M-CREATE
-
批准号:10024135
-
项目类别:
-
资助金额:$38.96万
-
财政年份:2020
-
负责人:MICHELE L ALLEN
-
依托单位:
Cancer Related Health Disparities Training Program
-
批准号:9209284
-
项目类别:
-
资助金额:$28.88万
-
财政年份:2016
-
负责人:MICHELE L ALLEN
-
依托单位:
Cancer Related Health Disparities Training Program
-
批准号:9352282
-
项目类别:
-
资助金额:$29.45万
-
财政年份:2016
-
负责人:MICHELE L ALLEN
-
依托单位:
Cancer Related Health Disparities Training Program
-
批准号:10088160
-
项目类别:
-
资助金额:$29.33万
-
财政年份:2016
-
负责人:MICHELE L ALLEN
-
依托单位:
Cancer Related Health Disparities Training Program
-
批准号:10454753
-
项目类别:
-
资助金额:$25.2万
-
财政年份:2016
-
负责人:MICHELE L ALLEN
-
依托单位:
Cancer Related Health Disparities Training Program
-
批准号:9769634
-
项目类别:
-
资助金额:$30.44万
-
财政年份:2016
-
负责人:MICHELE L ALLEN
-
依托单位:
Cancer Related Health Disparities Training Program
-
批准号:10686011
-
项目类别:
-
资助金额:$32.78万
-
财政年份:2016
-
负责人:MICHELE L ALLEN
-
依托单位:
Participatory Trial of a Health Promoting School Approach to Positive Youth Development and Wellness Promotion
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批准号:9258499
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项目类别:
-
资助金额:$48.51万
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财政年份:2016
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负责人:MICHELE L ALLEN
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依托单位:
Promoting Hlth and Positive Youth Development for Somali, Latino, and Hmong Youth
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批准号:8499748
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项目类别:
-
资助金额:$34.61万
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财政年份:2013
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负责人:MICHELE L ALLEN
-
依托单位:
Minnesota Community Networks Center For Eliminating Cancer Disparaties
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批准号:8724406
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项目类别:
-
资助金额:$69.98万
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财政年份:2010
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负责人:MICHELE L ALLEN
-
依托单位:
海外基金