Geographical clustering and geographically weighted regression analysis of home delivery and its determinants in developing regions of Ethiopia: a spatial analysis.

IF 3.6 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH
Setognal Birara Aychiluhm, Mequannent Sharew Melaku, Kusse Urmale Mare, Abay Woday Tadesse, Getahun Fentaw Mulaw
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引用次数: 0

Abstract

Background: Nearly three-fourths of pregnant women in Ethiopia give birth at home. However, the spatial pattern and spatial variables linked to home delivery in developing regions of Ethiopia have not yet been discovered. Thus, this study aimed to explore the geographical variation of home delivery and its determinants among women living in emerging (Afar, Somali, Gambella, and Benishangul-Gumuz) regions of Ethiopia, using geographically weighted regression analysis.

Methods: Data were retrieved from the Demographic and Health Survey program's official database ( http://dhsprogram.com ). In this study, a sample of 441 reproductive-age women in Ethiopia's four emerging regions was used. Global and local statistical analyses and mapping were performed using ArcGIS version 10.6. A Bernoulli model was applied to analyze the purely spatial cluster discovery of home delivery. GWR version 4 was used to model spatial regression analysis.

Results: The prevalence of home delivery in the emerging regions of Ethiopia was 76.9% (95% CI: 72.7%, 80.6%) and the spatial distribution of home delivery was clustered with global Moran's I = 0.245. Getis-Ord analysis detected high-home birth practice among women in western parts of the Benishangul Gumz region, the Eastern part of the Gambela region, and the Southern and Central parts of the Afar region. Non-attendance of antenatal care, living in a male-headed household, perception of distance to a health facility as a big problem, residing in a rural area, and having a husband with no education significantly influenced home delivery in geographically weighted regression analysis.

Conclusions: More than three-fourths of mothers in the developing regions of Ethiopia gave birth at home, where high-risk locations have been identified and the spatial distribution has been clustered. Thus, strengthening programs targeted to improve antenatal care service utilization and women's empowerment is important in reducing home birth practice in the study area. Besides, supporting the existing health extension programs on community-based health education through home-to-home visits is also crucial in reaching women residing in rural settings.

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埃塞俄比亚发展中地区家庭分娩及其决定因素的地理聚类和地理加权回归分析:空间分析。
背景:埃塞俄比亚近四分之三的孕妇在家中分娩。然而,在埃塞俄比亚的发展中地区,与在家分娩相关的空间模式和空间变量尚未被发现。因此,本研究旨在利用地理加权回归分析,探讨埃塞俄比亚新兴地区(阿法尔、索马里、甘贝拉和贝尼尚古尔-古穆兹)妇女在家分娩的地理差异及其决定因素:数据取自人口与健康调查计划的官方数据库 ( http://dhsprogram.com )。本研究使用了埃塞俄比亚四个新兴地区 441 名育龄妇女的样本。使用 ArcGIS 10.6 版进行了全球和地方统计分析及绘图。伯努利模型用于分析家庭分娩的纯空间聚类发现。使用 GWR 第 4 版建立空间回归分析模型:埃塞俄比亚新兴地区的家庭接生率为 76.9%(95% CI:72.7%, 80.6%),家庭接生的空间分布呈聚类,全球莫兰 I = 0.245。通过 Getis-Ord 分析发现,贝尼尚古尔古姆兹地区西部、甘贝拉地区东部以及阿法尔地区南部和中部的妇女在家中分娩的比例较高。在地理加权回归分析中,不参加产前护理、生活在男户主家庭、认为距离医疗机构远是个大问题、居住在农村地区以及丈夫未受过教育对在家分娩有显著影响:在埃塞俄比亚的发展中地区,超过四分之三的母亲在家中分娩,这些地区的高风险地点已被确定,其空间分布也呈集群状。因此,加强旨在提高产前护理服务利用率和妇女赋权的项目,对于减少研究地区的在家分娩现象非常重要。此外,支持现有的健康推广计划,通过家访开展以社区为基础的健康教育,对于惠及居住在农村地区的妇女也至关重要。
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来源期刊
Emerging Themes in Epidemiology
Emerging Themes in Epidemiology Medicine-Epidemiology
CiteScore
4.40
自引率
4.30%
发文量
9
审稿时长
28 weeks
期刊介绍: Emerging Themes in Epidemiology is an open access, peer-reviewed, online journal that aims to promote debate and discussion on practical and theoretical aspects of epidemiology. Combining statistical approaches with an understanding of the biology of disease, epidemiologists seek to elucidate the social, environmental and host factors related to adverse health outcomes. Although research findings from epidemiologic studies abound in traditional public health journals, little publication space is devoted to discussion of the practical and theoretical concepts that underpin them. Because of its immediate impact on public health, an openly accessible forum is needed in the field of epidemiology to foster such discussion.
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