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2011 年至 2019 年期间埃塞俄比亚五岁以下儿童慢性营养不良的空间趋势和预测:地理加权回归分析。

Spatial trends and projections of chronic malnutrition among children under 5 years of age in Ethiopia from 2011 to 2019: a geographically weighted regression analysis.

机构信息

School of Public Health, College of Health Science and Medicine, Dilla University, P.O. Box 419, Dilla, Ethiopia.

Department of Health Informatics, Arbaminch University, Arbaminch, Ethiopia.

出版信息

J Health Popul Nutr. 2022 Jul 5;41(1):28. doi: 10.1186/s41043-022-00309-7.

Abstract

INTRODUCTION

Undernutrition is a serious global health issue, and stunting is a key indicator of children's nutritional status which results from long-term deprivation of basic needs. Ethiopia, the largest and most populous country in Sub-Saharan Africa, has the greatest rate of stunting among children under the age of five, yet the problem is unevenly distributed across the country. Thus, we investigate spatial heterogeneity and explore spatial projection of stunting among under-five children. Further, spatial predictors of stunting were assessed using geospatial regression models.

METHODS

The Ethiopia Demographic and Health Surveys (EDHS) data from 2011, 2016, and 2019 were examined using a geostatistical technique that took into account spatial autocorrelation. Ordinary kriging was used to interpolate stunting data, and Kulldorff spatial scan statistics were used to identify spatial clusters with high and low stunting prevalence. In spatial regression modeling, the ordinary least square (OLS) model was employed to investigate spatial predictors of stunting and to examine local spatial variations geographically weighted regression (GWR) and multiscale geographically weighted regression (MGWR) models were employed.

RESULTS

Overall, stunting prevalence was decreased from 44.42% [95%, CI: 0.425-0.444] in 2011 to 36.77% [95%, CI: 0.349-0.375] in 2019. Across three waves of EDHS, clusters with a high prevalence of stunting in children under 5 years were consistently observed in northern Ethiopia stretching in Tigray, Amhara, Afar, and Benishangul-Gumuz. Another area of very high stunting incidence was observed in the Southern parts of Ethiopia and the Somali region of Ethiopia. Our spatial regression analysis revealed that the observed geographical variation of under-five stunting significantly correlated with poor sanitation, poor wealth index, inadequate diet, residency, and mothers' education.

CONCLUSIONS

In Ethiopia, substantial progress has been made in decreasing stunting among children under the age of 5 years; although disparities varied in some areas and districts between surveys, the pattern generally remained constant over time. These findings suggest a need for region and district-specific policies where priority should be given to children in areas where most likely to exhibit high-risk stunting.

摘要

引言

营养不良是一个严重的全球健康问题,发育迟缓是儿童营养状况的一个关键指标,它是由于长期缺乏基本需求而导致的。埃塞俄比亚是撒哈拉以南非洲最大和人口最多的国家,五岁以下儿童发育迟缓率最高,但这个问题在该国的分布不均。因此,我们调查了五岁以下儿童发育迟缓的空间异质性,并探索了其空间预测。此外,还使用地理空间回归模型评估了发育迟缓的空间预测因子。

方法

利用考虑空间自相关的地统计学技术,对 2011 年、2016 年和 2019 年的埃塞俄比亚人口与健康调查(EDHS)数据进行了研究。普通克里金法用于对发育迟缓数据进行插值,库尔洛夫空间扫描统计法用于识别高、低发育迟缓患病率的空间聚类。在空间回归建模中,普通最小二乘法(OLS)模型用于研究发育迟缓的空间预测因子,并使用地理加权回归(GWR)和多尺度地理加权回归(MGWR)模型来研究局部空间变化。

结果

总体而言,发育迟缓的流行率从 2011 年的 44.42%[95%置信区间:0.425-0.444]下降到 2019 年的 36.77%[95%置信区间:0.349-0.375]。在 EDHS 的三个波次中,一直观察到在埃塞俄比亚北部,包括提格雷、阿姆哈拉、阿法尔和本尚古勒-古姆兹等地区,5 岁以下儿童发育迟缓的高流行率聚类。在埃塞俄比亚南部和索马里地区也观察到另一个非常高的发育迟缓发生率区域。我们的空间回归分析表明,观察到的五岁以下儿童发育迟缓的地理变化与卫生条件差、贫困指数低、饮食不足、居住地和母亲教育水平显著相关。

结论

在埃塞俄比亚,五岁以下儿童发育迟缓的情况有了显著改善;尽管在不同的地区和地区之间,调查结果存在差异,但总体模式随着时间的推移保持不变。这些发现表明,需要制定针对地区和地区的政策,优先考虑最有可能出现高风险发育迟缓的地区的儿童。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9e10/9254552/f899527af5c6/41043_2022_309_Fig1_HTML.jpg

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