4.2 Article

Do Alcohol Interventions Affect Peers Who Do Not Receive the Intervention? Modeling Treatment Contagion Effects via Simulations of Adolescent Social Networks

期刊

PSYCHOLOGY OF ADDICTIVE BEHAVIORS
卷 35, 期 3, 页码 326-336

出版社

EDUCATIONAL PUBLISHING FOUNDATION-AMERICAN PSYCHOLOGICAL ASSOC
DOI: 10.1037/adb0000656

关键词

computer simulation; diffusion; peer socialization; social influence; social selection

资金

  1. National Institute on Alcoholism and Alcohol Abuse of the National Institutes of Health [F31AA021031, K01AA024796]

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The study found that individually-targeted alcohol interventions have small effects on reducing the drinking of non-targeted adolescents, especially in networks with greater social influence. However, effect sizes were small, indicating that many adolescents may need to receive interventions to produce measurable effects on drinking outcomes for non-targeted individuals.
Objective: Adolescents' drinking is influenced by their friends' drinking. However, it is unclear whether individually-targeted alcohol interventions reduce drinking in the friends of individuals who receive the intervention. This study used simulations of drinking in simulated longitudinal social networks to test whether individually-targeted alcohol interventions may be expected to spread to non-targeted individuals. Method: Stochastic actor-based models simulated longitudinal social networks where changes in drinking and friendships were modeled using parameters from a meta-analysis of high school 10th grade social networks. Social influence (i.e., how much one's friends' drinking affects their own drinking) and social selection (i.e., how much one's drinking affects who they select as friends) were manipulated at several levels. At the midpoint of each simulation, a randomly-selected heavy-drinking individual was experimentally assigned to an intervention (changing their drinking status to non-drinking) or a control condition (no change in drinking status) and the drinking statuses of that individual's friends were recorded at the end of the simulation. Results: Friends of individuals who received the intervention significantly reduced their drinking, with higher reductions occurring in networks with greater social influence. However, all effect sizes were small (e.g., average per-friend reduction of.07 on a 5-point drinking scale). Conclusions: Individually-targeted alcohol interventions may have small effects on reducing the drinking of non-targeted adolescents, with social influence being a mechanism that drives such effects. Due to small effect sizes, many adolescents may need to receive alcohol interventions to produce measurable effects on drinking outcomes for non-targeted individuals. Public Health Significance This study illustrates the potential for alcohol interventions to have contagion effects, where exposing an individual to an alcohol intervention may reduce their friends' drinking, despite those friends not directly receiving the intervention themselves. Although treatment contagion effects in computer simulations of social networks were generally small on a per-person basis, they may still reflect a significant public health benefit due to the large number of individuals who may be reached within friendship social networks.

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