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全球发展指标对儿童死亡率影响的时空分析。

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

机构信息

Global and Environmental Public Health, School of Global Public Health, New York University, 708 Broadway, New York, NY, 10003, USA.

Department of Economics, University of Saskatchewan, 129, 72 Campus Drive, Saskatoon, SK, S7N 5B5, Canada.

出版信息

Int J Health Geogr. 2023 May 4;22(1):9. doi: 10.1186/s12942-023-00330-x.

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.

摘要

背景

儿童死亡率在大多数发展中国家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。国家间的社会经济和环境不平等是造成儿童死亡率差异的主要原因。在这项研究中,我们探讨了国家发展指标对五岁以下儿童死亡率的影响。具体来说,我们检查了主要世界发展指标与五岁以下儿童死亡率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 个国家的数据是从世界银行的世界发展指标 (WDI) 中整理出来的,时间跨度为 2000 年至 2017 年,五岁以下儿童死亡率的国家估计数来自联合国儿童死亡率估计机构间小组 (UN IGME)。我们构建了参数和非参数贝叶斯时空交互模型,以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系数模型来评估发展指标对五岁以下儿童死亡率的影响的时空变化。

结果

在参数和非参数模型中,结果表明,良好的社会经济发展指标与降低五岁以下儿童死亡率有关,而较差的指标与增加五岁以下儿童死亡率有关。例如,参数模型显示国内生产总值 (GDP) (β=-1.26, [CI -1.51; -1.01])、当前医疗保健支出 (β=-0.40, [CI -0.55; -0.26]) 和基本卫生设施的获取 (β=-0.03, [CI -0.05; -0.01]) 与降低五岁以下儿童死亡率有关。使用公共厕所的比例增加 (β=0.14, [CI 0.08; 0.20]) 与五岁以下儿童死亡率的增加有关。发展指标对五岁以下儿童死亡率影响的空间分量的结果显示了空间变化。一些指标的影响的空间模式也随着时间的推移而变化,例如 PM2.5。

结论

研究结果表明,五岁以下儿童死亡率的负担在撒哈拉以南非洲国家和一些南亚国家中要高得多。研究结果还表明,撒哈拉以南非洲地区的下降趋势比全球趋势要慢。

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