Social and Environmental Correlates of Childhood Obesity Among Southern California Communities.

Alexandra Descarpentrie, Joseph C Cleveland, Vishal Midya, Juan Espinoza, Jonatan Ottino-Gonzalez, Shana Adise, Tanya L Alderete, Michael I Goran
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Abstract

Objective: This study aimed to identify key childhood obesity correlates in Southern California by analyzing individual components from four social determinants of health (SDoH) indices and explore their interactions.

Methods: We utilized publicly available data from 330 cities across 10 counties, incorporating childhood obesity rates from the 2019 California Department of Education Physical Fitness Test (684,419 children, 40% Latino). Fifty-two individual SDoH were obtained from the Healthy Places Index, Social Vulnerability Index, CalEnviroScreen, and Child Opportunity Index (2015-2019). Weighted quantile sum regression and an interpretable machine-learning tool were used to identify which individual SDoH were significantly associated with childhood obesity.

Results: We identified a SDoH mixture associated with increased percentile of childhood obesity (β [95% CI]: 10.1 [8.1, 12.1]). Fourteen factors significantly contributed, with the top six being school poverty, minority status, asthma emergency room visits, public assistance rates, hazardous waste sites, and lead exposure from housing. We also found positive associations between Latino percentage and key correlates. Cities with high school poverty and low-income housing burdens had higher obesity rates.

Conclusions: This analysis moved beyond composite indices to examine specific SDoH observed alongside childhood obesity in Southern California, drawing attention to dimensions related to school, healthcare, social services, and environmental exposures.

南加州社区儿童肥胖的社会和环境因素
目的:本研究旨在通过分析四个健康社会决定因素(SDoH)指数中的个体成分,找出南加州儿童肥胖的关键相关因素,并探讨它们之间的相互作用。方法:我们利用了来自10个县330个城市的公开数据,并纳入了2019年加州教育部体能测试(684,419名儿童,40%为拉丁裔)的儿童肥胖率。从健康场所指数、社会脆弱性指数、CalEnviroScreen和儿童机会指数(2015-2019)中获得了52名个体SDoH。使用加权分位数和回归和可解释的机器学习工具来确定哪些个体SDoH与儿童肥胖显著相关。结果:我们发现SDoH混合物与儿童肥胖百分位数增加有关(β [95% CI]: 10.1[8.1, 12.1])。有14个因素有显著影响,其中排名前六的因素是学校贫困、少数民族身份、哮喘急诊室就诊、公共援助率、危险废物场所和住房铅暴露。我们还发现拉丁裔百分比和关键相关因素之间存在正相关关系。高中贫困和低收入住房负担沉重的城市肥胖率更高。结论:该分析超越了综合指数,考察了南加州儿童肥胖中观察到的特定SDoH,引起了对学校、医疗保健、社会服务和环境暴露相关维度的关注。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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