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尼日利亚五岁以下儿童存活时间:贝叶斯空间建模方法。

Under age five children survival times in Nigeria: a Bayesian spatial modeling approach.

机构信息

Institute of Mathematical and Computer Sciences, University of São Paulo, São Carlos, Brazil.

Department of Statistics, Universidade Federal de São Carlos, São Carlos, Brazil.

出版信息

BMC Public Health. 2022 Nov 28;22(1):2207. doi: 10.1186/s12889-022-14660-1.

Abstract

BACKGROUND

Nigeria is among the top five countries in the world with the highest under-five mortality rates. In addition to the general leading causes of under-five mortality, studies have shown that disparity in sociocultural values and practices across ethnic groups in Nigeria influence child survival, thus there is a need for scientific validation. This study quantified the survival probabilities and the impact of socioeconomic and demographic factors, proximate and biological determinants, and environmental factors on the risk of under-five mortality in Nigeria.

METHODS

The Kaplan-Meier survival curve, Nelson Aalen hazard curve, and components survival probabilities were estimated. The Exponential, Gamma, Log-normal, Weibull, and Cox hazard models in a Bayesian mixed effect hierarchical hazard modeling framework with spatial components were considered, and the Deviance and Watanabe Akaike information criteria were used to select the best model for inference. A [Formula: see text] level of significance was assumed throughout this work. The 2018 Nigeria Demographic and Health Survey dataset was used, and the outcome variable was the time between birth and death or birth and the date of interview for children who were alive on the day of the interview.

RESULTS

Findings show that the probability of a child dying within the first two months is 0.04, and the probability of a boy child dying before attaining age five is 0.106, while a girl child is 0.094 probability. Gender, maternal education, household wealth status, source of water and toilet facility, residence, mass media, frequency of antenatal and postnatal visits, marital status, place of delivery, multiple births, who decide healthcare use, use of bednet are significant risk factors of child mortality in Nigeria. The mortality risk is high among the maternal age group below 24 and above 44years, and birth weight below 2.5Kg and above 4.5Kg. The under-five mortality risk is severe in Kebbi, Kaduna, Jigawa, Adamawa, Gombe, Kano, Kogi, Nasarawa, Plateau, and Sokoto states in Nigeria.

CONCLUSION

This study accentuates the need for special attention for the first two months after childbirth as it is the age group with the highest expected mortality. A practicable way to minimize death in the early life of children is to improve maternal healthcare service, promote maternal education, encourage delivery in healthcare facilities, positive parental attitude to support multiple births, poverty alleviation programs for the less privileged, and a prioritized intervention to Northern Nigeria.

摘要

背景

尼日利亚是世界上五岁以下儿童死亡率最高的五个国家之一。除了五岁以下儿童死亡的一般主要原因外,研究表明,尼日利亚不同族裔群体之间的社会文化价值观和习俗差异影响儿童的生存,因此需要进行科学验证。本研究量化了生存概率以及社会经济和人口因素、近因和生物决定因素以及环境因素对尼日利亚五岁以下儿童死亡风险的影响。

方法

采用 Kaplan-Meier 生存曲线、Nelson Aalen 风险曲线和组件生存概率进行估计。在具有空间分量的贝叶斯混合效应层次风险建模框架中考虑了指数、伽马、对数正态、威布尔和 Cox 风险模型,并使用偏差和 Watanabe Akaike 信息准则选择用于推理的最佳模型。本工作中假设[Formula: see text]水平具有统计学意义。使用了 2018 年尼日利亚人口与健康调查数据集,因变量是出生至死亡或出生至访谈日存活的儿童之间的时间。

结果

研究结果表明,儿童在前两个月内死亡的概率为 0.04,男孩在五岁之前死亡的概率为 0.106,而女孩的概率为 0.094。性别、母亲教育程度、家庭财富状况、水源和厕所设施来源、居住地、大众媒体、产前和产后访视频率、婚姻状况、分娩地点、多胎、决定医疗保健使用的人、使用蚊帐都是尼日利亚儿童死亡的重要风险因素。24 岁以下和 44 岁以上的产妇年龄组、出生体重低于 2.5kg 和高于 4.5kg 的儿童,其五岁以下死亡率较高。在尼日利亚的 Kebbi、Kaduna、Jigawa、Adamawa、Gombe、Kano、Kogi、Nasarawa、Plateau 和 Sokoto 等州,五岁以下儿童死亡率较高。

结论

本研究强调需要特别关注产后头两个月,因为这是预期死亡率最高的年龄段。减少儿童生命早期死亡的可行方法是改善产妇保健服务、促进母亲教育、鼓励在保健设施中分娩、对支持多胎的父母采取积极态度、为弱势群体实施扶贫计划以及对尼日利亚北部进行优先干预。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9a96/9706907/61a0e1c09e84/12889_2022_14660_Fig1_HTML.jpg

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