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基于点状参考数据的尼日利亚儿童营养不良空间预测:SPDE 方法。

Spatial prediction of childhood malnutrition across space in Nigeria based on point-referenced data: an SPDE approach.

机构信息

Department of Statistics, Federal University of Technology, Akure, Nigeria.

Informetrics Research Group, Ton Duc Thang University, Ho Chi Minh City, Vietnam.

出版信息

J Public Health Policy. 2020 Dec;41(4):464-480. doi: 10.1057/s41271-020-00246-x.

Abstract

Malnutrition remains a leading cause of child mortality in Nigeria. The spatial analysis based on areal level approaches could, in reality, conceal variations at smaller units. Using point-referenced data from Nigeria Demographic and Health Survey, we quantify the prevalence of malnutrition among under-five children in Nigeria at 1.63 by 1.63 km spatial resolution, and compute the exceedance probability maps for stunting, wasting and underweight at 20% threshold level using the stochastic partial differential equation approach with Bayesian inference based on integrated nested Laplace approximation. Results show divergence prevalence of the malnutrition indicators among children living in neighbouring locations and that the prevalence of stunting and underweight increase with age. The prevalence of stunting was uneven among children living in Kebbi, Zamfara, Sokoto, Kaduna, Kano, Katsina, Bauchi, Gombe and Taraba states with more concentrations in the northern fringes of some of the states. Except for few locations in about three states, the probability is more than 90% that the prevalence of stunting in all parts of the country exceeds 20% but this was not the case for wasting. The findings can assist in location-specific policy formulation and implementations.

摘要

在尼日利亚,营养不良仍然是导致儿童死亡的主要原因。基于面域方法的空间分析实际上可能掩盖了较小单位的变化。利用来自尼日利亚人口与健康调查的点状参考数据,我们以 1.63×1.63 公里的空间分辨率量化了尼日利亚五岁以下儿童营养不良的流行率,计算了使用基于集成嵌套拉普拉斯逼近的贝叶斯推断的随机偏微分方程方法的 20%阈值水平下的发育迟缓、消瘦和体重不足的超标概率图。结果表明,生活在相邻地点的儿童的营养不良指标流行率存在差异,而且发育迟缓症和体重不足的流行率随着年龄的增长而增加。在 Kebbi、Zamfara、Sokoto、Kaduna、Kano、Katsina、Bauchi、Gombe 和 Taraba 等州,生活在 Kebbi、Zamfara、Sokoto、Kaduna、Kano、Katsina、Bauchi、Gombe 和 Taraba 等州的儿童中,发育迟缓的流行率存在差异,在这些州的一些州的北部边缘地区更为集中。除了大约三个州的少数几个地区外,全国所有地区的发育迟缓症流行率超过 20%的概率超过 90%,但消瘦症的情况并非如此。这些发现可以帮助制定针对特定地点的政策和实施。

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