Spatiotemporal analysis of the effect of global development indicators on child mortality.

IF 3 2区 医学 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH International Journal of Health Geographics Pub Date : 2023-05-04 DOI:10.1186/s12942-023-00330-x
Prince M Amegbor, Angelina Addae
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引用次数: 1

Abstract

Background: Child mortality continue to be a major public health issue in most developing countries; albeit there has been a decline in global under-five deaths. The differences in child mortality can best be explained by socioeconomic and environmental inequalities among countries. In this study, we explore the effect of country-level development indicators on under-five mortality rates. Specifically, we examine potential spatio-temporal heterogeneity in the association between major world development indicators on under-five mortality, as well as, visualize the global differential time trend of under-five mortality rates.

Methods: The data from 195 countries were curated from the World Bank's World Development Indicators (WDI) spanning from 2000 to 2017 and national estimates for under-five mortality from the UN Inter-agency Group for Child Mortality Estimation (UN IGME).We built parametric and non-parametric Bayesian space-time interaction models to examine the effect of development indicators on under-five mortality rates. We also used employed Bayesian spatio-temporal varying coefficient models to assess the spatial and temporal variations in the effect of development indicators on under-five mortality rates.

Results: In both parametric and non-parametric models, the results show indicators of good socioeconomic development were associated with a reduction in under-five mortality rates while poor indicators were associated with an increase in under-five mortality rates. For instance, the parametric model shows that gross domestic product (GDP) (β = - 1.26, [CI - 1.51; - 1.01]), current healthcare expenditure (β = - 0.40, [CI - 0.55; - 0.26]) and access to basic sanitation (β = - 0.03, [CI - 0.05; - 0.01]) were associated with a reduction under-five mortality. An increase in the proportion practising open defecation (β = 0.14, [CI 0.08; 0.20]) an increase under-five mortality rate. The result of the spatial components spatial variation in the effect of the development indicators on under-five mortality rates. The spatial patterns of the effect also change over time for some indicators, such as PM2.5.

Conclusion: The findings show that the burden of under-five mortality rates was considerably higher among sub-Saharan African countries and some southern Asian countries. The findings also reveal the trend in reduction in the sub-Saharan African region has been slower than the global trend.

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全球发展指标对儿童死亡率影响的时空分析。
背景:在大多数发展中国家,儿童死亡率仍然是一个主要的公共卫生问题;尽管全球五岁以下儿童死亡人数有所下降。各国之间的社会经济和环境不平等可以最好地解释儿童死亡率的差异。在这项研究中,我们探讨了国家一级发展指标对五岁以下儿童死亡率的影响。具体而言,我们研究了五岁以下儿童死亡率主要世界发展指标之间关联的潜在时空异质性,并可视化了五岁以下儿童死亡率的全球差异时间趋势。方法:来自195个国家的数据来自世界银行2000年至2017年的世界发展指标(WDI)和联合国儿童死亡率估算机构间小组(UN IGME)对五岁以下儿童死亡率的国家估计。我们建立了参数和非参数贝叶斯时空相互作用模型来检验发展指标对五岁以下儿童死亡率的影响。我们还使用贝叶斯时空变化系数模型来评估发展指标对五岁以下儿童死亡率影响的时空变化。结果:在参数模型和非参数模型中,结果都表明,良好的社会经济发展指标与五岁以下儿童死亡率的降低有关,而较差的指标与五岁以下儿童死亡率的增加有关。例如,参数模型显示国内生产总值(GDP) (β = - 1.26, [CI - 1.51;- 1.01]),当前的医疗支出(β= - 0.40,(CI, 0.55;- 0.26])和获得基本卫生设施(β = - 0.03, [CI - 0.05;- 0.01])与5岁以下儿童死亡率降低相关。露天排便比例增加(β = 0.14, [CI 0.08;0.20]),五岁以下儿童死亡率增加。发展指标对五岁以下儿童死亡率影响的空间组成部分的结果。对某些指标(如PM2.5)来说,这种影响的空间格局也会随着时间而变化。结论:调查结果表明,撒哈拉以南非洲国家和一些南亚国家的五岁以下儿童死亡率负担要高得多。调查结果还显示,撒哈拉以南非洲地区的减少趋势比全球趋势要慢。
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来源期刊
International Journal of Health Geographics
International Journal of Health Geographics PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH -
CiteScore
10.20
自引率
2.00%
发文量
17
审稿时长
12 weeks
期刊介绍: A leader among the field, International Journal of Health Geographics is an interdisciplinary, open access journal publishing internationally significant studies of geospatial information systems and science applications in health and healthcare. With an exceptional author satisfaction rate and a quick time to first decision, the journal caters to readers across an array of healthcare disciplines globally. International Journal of Health Geographics welcomes novel studies in the health and healthcare context spanning from spatial data infrastructure and Web geospatial interoperability research, to research into real-time Geographic Information Systems (GIS)-enabled surveillance services, remote sensing applications, spatial epidemiology, spatio-temporal statistics, internet GIS and cyberspace mapping, participatory GIS and citizen sensing, geospatial big data, healthy smart cities and regions, and geospatial Internet of Things and blockchain.
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