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用于分析孟加拉国水、卫生设施和个人卫生设施的广义线性混合模型方法:来自2022年孟加拉国人口与健康调查数据的见解

Generalized linear mixed model approach for analyzing water, sanitation, and hygiene facilities in Bangladesh: Insights from BDHS 2022 data.

作者信息

Mim Mahmila Sanjana, Rahaman Md Lutfor, Sajib Anamul Haque

机构信息

Department of Statistics, University of Dhaka, Dhaka, Bangladesh.

出版信息

PLoS One. 2025 Jul 10;20(7):e0318467. doi: 10.1371/journal.pone.0318467. eCollection 2025.

DOI:10.1371/journal.pone.0318467
PMID:40638680
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12244552/
Abstract

This study explores the key determinants and barriers to effective WASH facilities in Bangladesh, which are crucial for mitigating health issues and ensuring equitable access. By analyzing the 2022 Bangladesh Demographic and Health Survey (BDHS) data and accounting for design clustering using a Generalized Linear Mixed Model (GLMM), this study's methodology demonstrates superior performance compared to conventional logistic regression, as supported by Akaike Information Criterion (AIC) and likelihood ratio test (LRT). The study found that basic handwashing facility was significantly linked to the household head's age, partner's education, media exposure, women's empowerment, wealth index, and maternal factors such as - age and education of mothers of under 5 children. Basic sanitation was associated with regional factors, the household head's sex and age, household size, partner's education, working status, wealth index, and maternal factors. Access to basic drinking water was largely driven by the wealth index, while combined WASH facilities were influenced by household head's sex and age, household size, partner's education, working status, media exposure, wealth index, and maternal characteristics. The findings indicate that addressing WASH challenges in Bangladesh requires an integrated, multi-dimensional policy approach that considers key socio-demographic and economic factors-a strategy essential for achieving 6th Sustainable Development Goal (SDG).

摘要

本研究探讨了孟加拉国有效水、环境卫生和个人卫生(WASH)设施的关键决定因素和障碍,这些因素对于缓解健康问题和确保公平获取至关重要。通过分析2022年孟加拉国人口与健康调查(BDHS)数据,并使用广义线性混合模型(GLMM)考虑设计聚类,本研究的方法与传统逻辑回归相比表现出卓越的性能,赤池信息准则(AIC)和似然比检验(LRT)支持了这一点。研究发现,基本洗手设施与户主年龄、配偶教育程度、媒体曝光、妇女赋权、财富指数以及诸如5岁以下儿童母亲的年龄和教育程度等孕产妇因素显著相关。基本卫生设施与地区因素、户主性别和年龄、家庭规模、配偶教育程度、工作状况、财富指数以及孕产妇因素有关。基本饮用水的获取在很大程度上受财富指数驱动,而综合WASH设施则受户主性别和年龄、家庭规模、配偶教育程度、工作状况、媒体曝光、财富指数以及孕产妇特征的影响。研究结果表明,应对孟加拉国的WASH挑战需要一种综合的、多维度的政策方法,该方法要考虑关键的社会人口和经济因素——这是实现可持续发展目标6(SDG)必不可少的战略。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1946/12244552/6c7b0ac8988a/pone.0318467.g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1946/12244552/6c7b0ac8988a/pone.0318467.g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1946/12244552/6c7b0ac8988a/pone.0318467.g001.jpg

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A multilevel analysis of improved drinking water sources and sanitation facilities in Ethiopia: Using 2019 Ethiopia mini demographic and health survey.埃塞俄比亚改善饮用水源和卫生设施的多层次分析:利用 2019 年埃塞俄比亚迷你人口与健康调查。
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