Individual and Neighborhood Level Predictors of Children's Exposure to Residential Greenspace.

IF 4.3 2区 医学 Q1 MEDICINE, GENERAL & INTERNAL Journal of Urban Health-Bulletin of the New York Academy of Medicine Pub Date : 2024-04-01 Epub Date: 2024-03-14 DOI:10.1007/s11524-024-00829-z
Marnie F Hazlehurst, Anjum Hajat, Adam A Szpiro, Pooja S Tandon, Joel D Kaufman, Christine T Loftus, Nicole R Bush, Kaja Z LeWinn, Marion E Hare, Sheela Sathyanarayana, Catherine J Karr
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Abstract

Inequities in urban greenspace have been identified, though patterns by race and socioeconomic status vary across US settings. We estimated the magnitude of the relationship between a broad mixture of neighborhood-level factors and residential greenspace using weighted quantile sum (WQS) regression, and compared predictive models of greenspace using only neighborhood-level, only individual-level, or multi-level predictors. Greenspace measures included the Normalized Difference Vegetation Index (NDVI), tree canopy, and proximity of the nearest park, for residential locations in Shelby County, Tennessee of children in the CANDLE cohort. Neighborhood measures include socioeconomic and education resources, as well as racial composition and racial residential segregation. In this sample of 1012 mother-child dyads, neighborhood factors were associated with higher NDVI and tree canopy (0.021 unit higher NDVI [95% CI: 0.014, 0.028] per quintile increase in WQS index); homeownership rate, proximity of and enrollment at early childhood education centers, and racial composition, were highly weighted in the WQS index. In models constrained in the opposite direction (0.028 unit lower NDVI [95% CI: - 0.036, - 0.020]), high school graduation rate and teacher experience were highly weighted. In prediction models, adding individual-level predictors to the suite of neighborhood characteristics did not meaningfully improve prediction accuracy for greenspace measures. Our findings highlight disparities in greenspace for families by neighborhood socioeconomic and early education factors, and by race, suggesting several neighborhood indicators for consideration both as potential confounders in studies of greenspace and pediatric health as well as in the development of policies and programs to improve equity in greenspace access.

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儿童接触住宅绿地的个人和邻里水平预测因素。
城市绿地中的不平等现象已经被发现,但在美国各地,不同种族和社会经济地位的城市绿地模式各不相同。我们使用加权量化总和(WQS)回归法估算了邻里层面的各种因素与住宅绿地之间的关系,并比较了仅使用邻里层面、仅使用个人层面或多层次预测因素的绿地预测模型。绿地测量指标包括归一化植被指数 (NDVI)、树冠和最近的公园距离,对象是田纳西州谢尔比县 CANDLE 群体中的儿童居住地。邻里衡量标准包括社会经济和教育资源,以及种族构成和种族居住隔离。在这 1012 个母子二人组样本中,邻里因素与较高的 NDVI 和树冠相关(WQS 指数每增加五分位数,NDVI 增加 0.021 个单位 [95% CI: 0.014, 0.028]);在 WQS 指数中,住房自有率、早期儿童教育中心的邻近程度和入学率以及种族构成的权重很高。在反方向限制模型中(NDVI 降低 0.028 个单位 [95% CI:- 0.036,- 0.020]),高中毕业率和教师经验的权重很高。在预测模型中,将个人水平的预测因子添加到一整套邻里特征中并不能显著提高绿地测量的预测准确性。我们的研究结果表明,不同社区的社会经济因素、早期教育因素以及不同种族的家庭在绿地方面存在差异,这表明在研究绿地和儿科健康以及制定政策和计划以改善绿地使用的公平性时,应将几个社区指标作为潜在的混杂因素加以考虑。
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来源期刊
Journal of Urban Health-Bulletin of the New York Academy of Medicine
Journal of Urban Health-Bulletin of the New York Academy of Medicine 医学-公共卫生、环境卫生与职业卫生
CiteScore
9.10
自引率
3.00%
发文量
105
审稿时长
6-12 weeks
期刊介绍: The Journal of Urban Health is the premier and authoritative source of rigorous analyses to advance the health and well-being of people in cities. The Journal provides a platform for interdisciplinary exploration of the evidence base for the broader determinants of health and health inequities needed to strengthen policies, programs, and governance for urban health. The Journal publishes original data, case studies, commentaries, book reviews, executive summaries of selected reports, and proceedings from important global meetings. It welcomes submissions presenting new analytic methods, including systems science approaches to urban problem solving. Finally, the Journal provides a forum linking scholars, practitioners, civil society, and policy makers from the multiple sectors that can influence the health of urban populations.
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