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中文摘要
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描述(由申请人提供):该项目的总体目标是开发和测试同伴网络,健康行为和心理健康共同进化的动态模型,可用于更好地针对健康干预。长期以来,研究人员一直在研究社交网络与健康的各个方面之间的联系,包括抑郁症和健康行为。然而,大多数研究都将网络视为固定的和外生的。在这个项目中,我们研究的方式,健康因素可能会积极影响网络的创建和演变,随着时间的推移,使用动态网络数据的统计建模的最新进展。我们使用来自国家青少年健康纵向研究(AddHealth)的数据和基于行为者的模型来调查社会影响和同伴选择过程在理解同伴网络,心理健康和健康行为之间的相互关系方面的相对贡献。该项目的研究结果将为新兴的社会网络动态研究以及关于同伴对健康影响的长期文献做出重大贡献。具体来说,该项目做出了三个创新性贡献:(1)我们明确地根据个人特征(包括健康行为(选择))建立关系的可能性模型,并将其与个人同化于朋友的行为变化(影响力)区分开来。在这样做的时候,我们调查什么类型的青少年更有可能选择具有特定健康行为的同龄人,或者相反,他们有可能改变自己的行为以适应朋友的行为。(2)通过使用AddHealth,我们能够在代表广泛背景的多所学校中检查这些问题。(3)我们利用一系列的计算机模拟,其参数估计从经验数据,作为一种手段,调查多种干预策略,并评估其潜力,减少吸烟,饮酒和抑郁症的患病率。公共卫生相关性:该项目通过提高我们对青少年健康行为和心理健康发展所涉及的社会网络动态的理解,为公共卫生做出贡献。这些发现对制定干预措施以减少青少年吸烟和饮酒并改善心理健康具有重要意义。
英文摘要
DESCRIPTION (provided by applicant): The overarching goal of this project is to develop and test a dynamic model of the co-evolution of peer networks, health behavior, and psychological well-being, which can be used to better target health interventions. Researchers have long investigated the link between social networks and various aspects of health including depression and health behaviors. However, most of this work has viewed networks as fixed and exogenous. In this project we examine the ways in which health factors may actively influence network creation and evolution over time using recent advances in statistical modeling of dynamic network data. We use data from the National Longitudinal Study of Adolescent Health (AddHealth) and an actor-based model to investigate the relative contributions of social influence and peer selection processes in understanding the interrelationships between peer networks, psychological well-being and health behavior. The findings from this project will serve as a major contribution to the emerging research on social network dynamics as well as to long standing literature on peer effects on health. Specifically, this project makes three innovative contributions: (1) We explicitly model the likelihood of relationships forming based upon individual traits, including health behavior (selection), and differentiate this from changes in behavior as individuals assimilate to their friends (influence). In so doing, we investigate what types of adolescents are more at risk of selecting peers with particular health behavior or conversely are at risk of changing their behavior to conform to friends' behavior. (2) By using AddHealth, we are able to examine these questions in multiple schools that represent a wide range of contexts. (3) We utilize a series of computer simulations, whose parameters are estimated from empirical data, as a means to investigate multiple intervention strategies and evaluate their potential for reducing the prevalence of smoking, alcohol use, and depression. PUBLIC HEALTH RELEVANCE: This project contributes to the public health by enhancing our understanding of the social network dynamics involved in the development of adolescent health behaviors and psychological well-being. The findings have important implications for the development of interventions to reduce adolescent smoking and drinking and improve psychological health.
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The Role of Childhood Health in Cross-national Variation in Health Gradients
Dynamics of Health and Adolescent Social Networks
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