SCH: ChangeGradients: Promoting Adolescent Health Behavior Change with Clinically Integrated Sample-Efficient Policy Gradient Methods
SCH:ChangeGradients:通过临床整合的样本有效政策梯度方法促进青少年健康行为改变
基本信息
- 批准号:10524164
- 负责人:
- 金额:$ 23.08万
- 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
- 起止时间:2019-12-13 至 2023-11-30
- 项目状态:已结题
- 来源:
- 关键词:AddressAdolescentAdolescent BehaviorAlcohol consumptionArtsBehaviorBehavior TherapyBehavioralClinicClinicalComplementComputer softwareDataDevelopmentElectronic Health RecordEnvironmentFeedbackFoundationsGenerationsHealthHealth PersonnelHealth behaviorHealth behavior changeHomeIndividualInterventionInvestigationLearningLinkMachine LearningMalignant NeoplasmsMethodsModelingOutcomeOutpatientsPatient RecruitmentsPediatricsPoliciesPopulation HeterogeneityPortal SystemPositioning AttributePreventivePreventive healthcarePrimary Health CarePsychological reinforcementPublic HealthResearchResearch PersonnelRiskRisk BehaviorsRisk FactorsSamplingScreening procedureSelf EfficacyShapesSocial EnvironmentStructureSystemTabletsVisitWorkadolescent healthadolescent health outcomesadolescent patientbasebehavior changebehavioral healthbehavioral outcomebinge drinkingclinical practicecomputer infrastructuredashboarddesigndigitalfield studyhealth care qualityhealth information technologyhealthy lifestyleimprovedinnovationlaptoplearned behaviornext generationpatient portalpediatric departmentpreventsocial cognitive theorysociodemographicssubstance useunderage drinkingvirtualvirtual environmentvirtual worldyoung adult
项目摘要
Because the majority of adolescent health problems are amenable to behavioral intervention and most
adolescents visit a healthcare provider once a year, hea lth behavior change interventions linked to clinic-
based health information technologies hold significant promise for improving healthcare quality and
subsequent behavioral health outcomes for adolescents. Recognizing the potential to leverage advances in
machine learning and virtual narrative environments, the field of health behavior change is now well-
positioned to design health behavior change systems that extend the reach of clinicians to realize
significant impacts on behavior change for adolescent preventive health.
With a focus on risky behaviors and an emphasis on alcohol use, the project has two specific aims: (1)
design, develop, and iteratively refine a policy-based reinforcement learning behavior change system for
preventive adolescent health, and (2) investigate the impact of a clinically integrated sample-efficient policy
gradient-based behavior change system on adolescent behavior. The project w ill culminate w ith an
investigation of the behavioral effects of the CHANGEGRADIENTS system using adolescent patients recruited
from two outpatient primary care clinics within the UCSF Department of Pediatrics: Mt. Zion Pediatrics and
the Adolescent/Young Adult Clinic. It is hypothesized that adolescents who interact with CHANGEGRADIENTS
with reduce number of days of alcohol use, reduce binge drinking, and increase self-efficacy to engage in
healthy behavior a nd avoid risky substance use.
It is anticipated that CHANGEGRADIENTS will provide a testbed for a broad range of health behavior change
research and serve as the foundation for next-generation personalized preventive healthcare through
computationally-enabled behavior change that is designed to be tightly integrated into clinical practice
workflow. By taking advantage of the high degree of adaptive interactivity offered by its personalized
behavior change environment, CHANGEGRADIENTS holds significant potential for creating compelling
interactions that promote self-efficacy and engagement in healthy lifestyle behaviors to prevent cancer
through improving cancer-related behaviors and risk factors.
REL EVAN CE (Se e in stru cti ons):
The proposed research will develop and field test an innovative computationally-enabled personalized
behavior change model that will provide a testbed for a broad range of health behavior change research
and is designed to be integrated into clinical practice. With adaptive interactivity, CHANGEGRADIENTS holds
significant potential for creating compelling interactions that promote self-efficacy and engagement in
healthy lifestyle behaviors to prevent cancer through improving cancer-related behaviors and risk factors .
因为大多数青少年健康问题都可以通过行为干预来解决,而且大多数
青少年每年去看一次医疗保健提供者,健康行为干预与诊所有关-
基于医疗信息技术为提高医疗质量和
青少年随后的行为健康结果。认识到利用以下方面的进展的潜力
机器学习和虚拟叙事环境,健康行为改变的领域现在很好-
定位于设计健康行为改变系统,以扩展临床医生的触角,以实现
对青少年预防健康行为改变的重大影响。
该项目以危险行为为重点,并强调饮酒,有两个具体目标:(1)
设计、开发并迭代改进基于策略的强化学习行为改变系统
预防青少年健康,以及(2)调查临床综合样本有效政策的影响
基于梯度的青少年行为改变系统研究。这项计划将以一项
长春辐射系统对青少年患者行为影响的调查研究
来自加州大学旧金山分校儿科部门内的两个门诊初级保健诊所:Mt.锡安儿科和
青少年/青少年诊所。据推测,与长春人互动的青少年
通过减少饮酒天数,减少酗酒,提高自我效能来从事
健康的行为和避免危险物质的使用。
预计ChangegRADIENTS将为广泛的健康行为改变提供一个试验台
通过以下方式研究并作为下一代个性化预防性医疗的基础
通过计算实现的行为改变,旨在紧密结合临床实践
工作流程。通过利用其个性化提供的高度适应性交互
行为改变环境,昌吉瑞德拥有创造引人注目的巨大潜力
促进自我效能和参与健康生活方式以预防癌症的相互作用
通过改善癌症相关行为和危险因素。
Rel Evan CE(请参见结构图):
拟议的研究将开发并现场测试一种创新的、支持计算的个性化
行为改变模型,将为广泛的健康行为改变研究提供试验台
并被设计成集成到临床实践中。通过自适应交互,Changegraadiets保持
创造引人注目的互动的巨大潜力,以提高自我效能和参与度
健康的生活方式,通过改善癌症相关行为和危险因素来预防癌症。
项目成果
期刊论文数量(0)
专著数量(0)
科研奖励数量(0)
会议论文数量(0)
专利数量(0)
数据更新时间:{{ journalArticles.updateTime }}
{{
item.title }}
{{ item.translation_title }}
- DOI:
{{ item.doi }} - 发表时间:
{{ item.publish_year }} - 期刊:
- 影响因子:{{ item.factor }}
- 作者:
{{ item.authors }} - 通讯作者:
{{ item.author }}
数据更新时间:{{ journalArticles.updateTime }}
{{ item.title }}
- 作者:
{{ item.author }}
数据更新时间:{{ monograph.updateTime }}
{{ item.title }}
- 作者:
{{ item.author }}
数据更新时间:{{ sciAawards.updateTime }}
{{ item.title }}
- 作者:
{{ item.author }}
数据更新时间:{{ conferencePapers.updateTime }}
{{ item.title }}
- 作者:
{{ item.author }}
数据更新时间:{{ patent.updateTime }}
ELIZABETH M OZER其他文献
ELIZABETH M OZER的其他文献
{{
item.title }}
{{ item.translation_title }}
- DOI:
{{ item.doi }} - 发表时间:
{{ item.publish_year }} - 期刊:
- 影响因子:{{ item.factor }}
- 作者:
{{ item.authors }} - 通讯作者:
{{ item.author }}
{{ truncateString('ELIZABETH M OZER', 18)}}的其他基金
SCH: ChangeGradients: Promoting Health Behavior Change with Clinically Integrated Sample-Efficient Policy Gradient Methods
SCH:ChangeGradients:通过临床整合的样本有效策略梯度方法促进健康行为改变
- 批准号:
10379780 - 财政年份:2021
- 资助金额:
$ 23.08万 - 项目类别:
SCH: ChangeGradients: Promoting Adolescent Health Behavior Change with Clinically Integrated Sample-Efficient Policy Gradient Methods
SCH:ChangeGradients:通过临床整合的样本有效政策梯度方法促进青少年健康行为改变
- 批准号:
10737749 - 财政年份:2019
- 资助金额:
$ 23.08万 - 项目类别:
SCH: ChangeGradients: Promoting Adolescent Health Behavior Change with Clinically Integrated Sample-Efficient Policy Gradient Methods
SCH:ChangeGradients:通过临床整合的样本有效政策梯度方法促进青少年健康行为改变
- 批准号:
10532143 - 财政年份:2019
- 资助金额:
$ 23.08万 - 项目类别:
SCH: ChangeGradients: Promoting Adolescent Health Behavior Change with Clinically Integrated Sample-Efficient Policy Gradient Methods
SCH:ChangeGradients:通过临床整合的样本有效政策梯度方法促进青少年健康行为改变
- 批准号:
10307081 - 财政年份:2019
- 资助金额:
$ 23.08万 - 项目类别:
Improving Adolescent Primary Care Through An Interactive Behavioral Health Module
通过互动行为健康模块改善青少年初级保健
- 批准号:
8229106 - 财政年份:2011
- 资助金额:
$ 23.08万 - 项目类别:
Improving Adolescent Primary Care Through An Interactive Behavioral Health Module
通过互动行为健康模块改善青少年初级保健
- 批准号:
8323058 - 财政年份:2011
- 资助金额:
$ 23.08万 - 项目类别:
CHILDCARE RESPONSIBILITY, MENTAL HEALTH & EMPLOYMENT
儿童保育责任、心理健康
- 批准号:
3026006 - 财政年份:1991
- 资助金额:
$ 23.08万 - 项目类别:
EFFECTS OF THE PUBLIC/PRIVATE DICHOTOMY: THE MERGING OF
公共/私人二分法的影响:合并
- 批准号:
3026005 - 财政年份:1990
- 资助金额:
$ 23.08万 - 项目类别:
相似海外基金
Examining naturalistic social engagement: Using mobile eye-tracking to investigate individual differences and within-person variation in adolescent behavior, attention, and neural processing
检查自然主义的社会参与:使用移动眼动追踪来研究青少年行为、注意力和神经处理的个体差异和人内差异
- 批准号:
10115522 - 财政年份:2020
- 资助金额:
$ 23.08万 - 项目类别:
Examining naturalistic social engagement: Using mobile eye-tracking to investigate individual differences and within-person variation in adolescent behavior, attention, and neural processing
检查自然主义的社会参与:使用移动眼动追踪来研究青少年行为、注意力和神经处理的个体差异和人内差异
- 批准号:
10321277 - 财政年份:2020
- 资助金额:
$ 23.08万 - 项目类别:
Examining naturalistic social engagement: Using mobile eye-tracking to investigate individual differences and within-person variation in adolescent behavior, attention, and neural processing
检查自然主义的社会参与:使用移动眼动追踪来研究青少年行为、注意力和神经处理的个体差异和人内差异
- 批准号:
9911085 - 财政年份:2020
- 资助金额:
$ 23.08万 - 项目类别:
Predicting and Preventing High-Risk Adolescent Behavior
预测和预防高风险青少年行为
- 批准号:
10116172 - 财政年份:2019
- 资助金额:
$ 23.08万 - 项目类别:
Predicting and Preventing High-Risk Adolescent Behavior
预测和预防高风险青少年行为
- 批准号:
10240736 - 财政年份:2019
- 资助金额:
$ 23.08万 - 项目类别:
Omega-3 Supplementation and Adolescent Behavior
Omega-3 补充剂和青少年行为
- 批准号:
10207695 - 财政年份:2017
- 资助金额:
$ 23.08万 - 项目类别:
Omega-3 Supplementation and Adolescent Behavior
Omega-3 补充剂和青少年行为
- 批准号:
9977207 - 财政年份:2017
- 资助金额:
$ 23.08万 - 项目类别:
Impact of Racially Targeted Food and Beverage Ads on Adolescent Behavior
针对种族的食品和饮料广告对青少年行为的影响
- 批准号:
9348425 - 财政年份:2015
- 资助金额:
$ 23.08万 - 项目类别:
Metal and Organochlorines Exposure: Impact on Adolescent Behavior and Cognition
金属和有机氯暴露:对青少年行为和认知的影响
- 批准号:
7909547 - 财政年份:2009
- 资助金额:
$ 23.08万 - 项目类别:
Epigenetics behind long-term and transgenerational effects of adolescent behavior
青少年行为的长期和跨代影响背后的表观遗传学
- 批准号:
7837460 - 财政年份:2009
- 资助金额:
$ 23.08万 - 项目类别: