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预测五岁以下儿童死亡率的模型和决定因素:来自 2014 年加纳人口与健康调查的证据。

Predictive model and determinants of under-five child mortality: evidence from the 2014 Ghana demographic and health survey.

机构信息

Department of Biostatistics, School of Public Health, College of Health Sciences, University of Ghana, P. O. Box LG13, Legon-Accra, Ghana.

出版信息

BMC Public Health. 2019 Jan 14;19(1):64. doi: 10.1186/s12889-019-6390-4.

Abstract

BACKGROUND

Globally, millions of children aged below 5 years die every year and some of these deaths could have been prevented. Though a global problem, under-five mortality is also a major public health problem in Ghana with a rate of 60 deaths per 1000 live births. Identification of drivers of mortality among children aged below 5 years is an important problem that needs to be addressed because it could help inform health policy and intervention strategies aimed at achieving the United Nations SDG Goal 3 target 2. The aim of this study is to develop a predictive model and to identify determinants of under-five mortality.

METHOD

The 2014 Ghana Demographic and Health Survey data was used in this study. Analyses were conducted on 5884 children. The outcome variable is child survival status (alive or dead). Single level binary logistic and multilevel logistic regression models were employed to investigate determinants of under-five mortality. The fit of the model was checked using Variance Inflation Factor and Likelihood Ratio tests. The Receiver Operating Characteristic curve was used to assess the predictive ability of the models. A p-value< 0.05 was used to declare statistical significance.

RESULTS

The study observed 289 (4.91%) deaths among children aged below 5 years. The study produced a good predictive model and identified increase in number of total children ever born, number of births in last 5 years, and mothers who did not intend to use contraceptive as critical risk factors that increase the odds of under-five mortality. Also, children who were born multiple and residing in certain geographical regions of Ghana is associated with increased odds of under-five mortality. Maternal education and being a female child decreased the odds of under-five mortality. No significant unobserved household-level variations in under-five mortality were found. The spatial map revealed regional differences in crude under-five mortality rate in the country.

CONCLUSION

This study identified critical risk factors for under-five mortality and strongly highlights the need for family planning, improvement in maternal education and addressing regional disparities in child health which could help inform health policy and intervention strategies aimed at improving child survival.

摘要

背景

全球每年有数百万名 5 岁以下儿童死亡,其中一些本可以避免。虽然这是一个全球性问题,但 5 岁以下儿童死亡率也是加纳的一个主要公共卫生问题,其每 1000 名活产儿的死亡率为 60 人。确定 5 岁以下儿童死亡的驱动因素是一个重要问题,需要加以解决,因为这有助于为实现联合国可持续发展目标 3 目标 2 提供信息,制定卫生政策和干预战略。本研究旨在开发预测模型并确定 5 岁以下儿童死亡的决定因素。

方法

本研究使用了 2014 年加纳人口与健康调查数据。对 5884 名儿童进行了分析。因变量是儿童生存状况(存活或死亡)。采用单水平二项逻辑回归和多水平逻辑回归模型来研究 5 岁以下儿童死亡的决定因素。使用方差膨胀因子和似然比检验来检查模型的拟合度。采用受试者工作特征曲线来评估模型的预测能力。使用 p 值<0.05 来表示统计显著性。

结果

本研究观察到 5884 名儿童中有 289 名(4.91%)死亡。该研究建立了一个良好的预测模型,并确定了总出生人数、过去 5 年出生人数和不打算使用避孕药具的母亲人数增加等关键危险因素,这些因素增加了 5 岁以下儿童死亡的几率。此外,多胎出生和居住在加纳某些地理区域的儿童与 5 岁以下儿童死亡的几率增加有关。母亲的教育程度和女孩身份降低了 5 岁以下儿童死亡的几率。没有发现 5 岁以下儿童死亡率在家庭层面存在显著的未观察到的差异。空间图显示了该国粗 5 岁以下儿童死亡率的区域差异。

结论

本研究确定了 5 岁以下儿童死亡的关键危险因素,强烈强调了需要计划生育、改善母亲教育和解决儿童健康方面的区域差异,这有助于为改善儿童生存状况提供信息,制定卫生政策和干预战略。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/93d8/6332681/18a1ea6a6b02/12889_2019_6390_Fig1_HTML.jpg

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