基于多智能体模型研究社会规范对美国学龄儿童肥胖和饮食行为的影响。

Examining social norm impacts on obesity and eating behaviors among US school children based on agent-based model.

作者信息

Wang Youfa, Xue Hong, Chen Hsin-jen, Igusa Takeru

机构信息

Department of Epidemiology and Environmental Health, School of Public Health and Health Professions, University at Buffalo, State University of New York, Buffalo, NY, USA.

出版信息

BMC Public Health. 2014 Sep 6;14:923. doi: 10.1186/1471-2458-14-923.

Abstract

BACKGROUND

Although the importance of social norms in affecting health behaviors is widely recognized, the current understanding of the social norm effects on obesity is limited due to data and methodology limitations. This study aims to use nontraditional innovative systems methods to examine: a) the effects of social norms on school children's BMI growth and fruit and vegetable (FV) consumption, and b) the effects of misperceptions of social norms on US children's BMI growth.

METHODS

We built an agent-based model (ABM) in a utility maximization framework and parameterized the model based on empirical longitudinal data collected in a US nationally representative study, the Early Childhood Longitudinal Study - Kindergarten Cohort (ECLS-K), to test potential mechanisms of social norm affecting children's BMI growth and FV consumption.

RESULTS

Intraclass correlation coefficients (ICC) for BMI were 0.064-0.065, suggesting that children's BMI were similar within each school. The correlation between observed and ABM-predicted BMI was 0.87, indicating the validity of our ABM. Our simulations suggested the follow-the-average social norm acts as an endogenous stabilizer, which automatically adjusts positive and negative deviance of an individual's BMI from the group mean of a social network. One unit of BMI below the social average may lead to 0.025 unit increase in BMI per year for each child; asymmetrically, one unit of BMI above the social average, may only cause 0.015 unit of BMI reduction. Gender difference was apparent. Social norms have less impact on weight reduction among girls, and a greater impact promoting weight increase among boys. Our simulation also showed misperception of the social norm would push up the mean BMI and cause the distribution to be more skewed to the left. Our simulation results did not provide strong support for the role of social norms on FV consumption.

CONCLUSIONS

Social norm influences US children's BMI growth. High obesity prevalence will lead to a continuous increase in children's BMI due to increased socially acceptable mean BMI. Interventions promoting healthy body image and desirable socially acceptable BMI should be implemented to control childhood obesity epidemic.

摘要

背景

尽管社会规范对健康行为的影响已得到广泛认可,但由于数据和方法的限制,目前对社会规范对肥胖影响的理解仍然有限。本研究旨在使用非传统的创新系统方法来检验:a)社会规范对学童体重指数(BMI)增长以及水果和蔬菜(FV)消费的影响;b)对社会规范的误解对美国儿童BMI增长的影响。

方法

我们在效用最大化框架内构建了一个基于主体的模型(ABM),并根据在美国具有全国代表性的研究“早期儿童纵向研究 - 幼儿园队列”(ECLS - K)中收集的实证纵向数据对模型进行参数化,以测试社会规范影响儿童BMI增长和FV消费的潜在机制。

结果

BMI的组内相关系数(ICC)为0.064 - 0.065,表明每个学校内儿童的BMI相似。观察到的BMI与ABM预测的BMI之间的相关性为0.87,表明我们的ABM有效。我们的模拟表明,遵循平均水平的社会规范起到了内生稳定器的作用,它会自动调整个体BMI相对于社交网络群体均值的正负偏差。每个孩子的BMI比社会平均水平低一个单位,可能会导致每年BMI增加0.025个单位;不对称的是,BMI比社会平均水平高一个单位,可能只会导致BMI降低0.015个单位。性别差异明显。社会规范对女孩体重减轻的影响较小,对男孩体重增加的促进作用较大。我们的模拟还表明,对社会规范的误解会推高平均BMI,并导致分布向左更加偏斜。我们的模拟结果没有为社会规范对FV消费的作用提供有力支持。

结论

社会规范影响美国儿童的BMI增长。高肥胖患病率将导致儿童BMI持续上升,因为社会可接受的平均BMI增加。应实施促进健康身体形象和理想的社会可接受BMI的干预措施,以控制儿童肥胖流行。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a71f/4179850/68b3374b2e08/12889_2014_7083_Fig1_HTML.jpg

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