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北卡罗来纳州饮用水污染物的差异暴露:来自结构主题建模和水质数据的证据。

Differential exposure to drinking water contaminants in North Carolina: Evidence from structural topic modeling and water quality data.

作者信息

Sohns Antonia

机构信息

The Roux Institute, Northeastern University 100 Fore St. Portland, ME USA 04101.

出版信息

J Environ Manage. 2023 Jun 15;336:117600. doi: 10.1016/j.jenvman.2023.117600. Epub 2023 Mar 7.

DOI:10.1016/j.jenvman.2023.117600
PMID:36967693
Abstract

To better understand water security of communities in North Carolina, this research uses structural topic modeling (STM) and geographic mapping to identify the main topics and pollutant categories being researched and the areas exposed to drinking water contaminants. The textual data derived from the journal article abstracts that examined water pollution in North Carolina is from 1964 to present. The STM analysis of textual data is paired with socio-demographic data from the 2015-2019 American Community Survey (ACS) 5-year estimates and water pollution data from North Carolina state agencies. The STM findings show that the most discussed topics relate to runoff management, wastewater from concentrated agricultural feeding operations, emerging contaminants, land development, and health impacts as a result of water contamination. The article discusses how the topics especially threaten groundwater resources used by community water systems and private wells. Those communities served by private wells are predominantly low-income and minority populations. As a result, threats to groundwater supplies exacerbate existing issues of environmental justice in North Carolina, especially in the Coastal Plains Region. The STM findings revealed that several key threats to safe drinking water are less covered by academic literature, such as poultry concentrated agricultural feeding operations and climate impacts, which may increase disparities in water access in North Carolina.

摘要

为了更好地理解北卡罗来纳州社区的水安全状况,本研究使用结构主题模型(STM)和地理映射来确定正在研究的主要主题和污染物类别,以及受饮用水污染物影响的区域。从研究北卡罗来纳州水污染的期刊文章摘要中获取的文本数据涵盖了1964年至今。文本数据的STM分析与2015 - 2019年美国社区调查(ACS)5年估计的社会人口数据以及北卡罗来纳州各机构的水污染数据相结合。STM的研究结果表明,讨论最多的主题涉及径流管理、集约化农业饲养场的废水、新兴污染物、土地开发以及水污染对健康的影响。文章讨论了这些主题如何特别威胁到社区供水系统和私人水井所使用的地下水资源。那些使用私人水井供水的社区主要是低收入和少数族裔人口。因此,对地下水供应的威胁加剧了北卡罗来纳州现有的环境正义问题,尤其是在沿海平原地区。STM的研究结果显示,学术文献较少涉及一些对安全饮用水的关键威胁,如家禽集约化农业饲养场和气候影响,这可能会加剧北卡罗来纳州在水资源获取方面的差距。

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