南非婴儿死亡率及其危险因素的多水平分析

Samuel A. Zewdie, Vissého Adjiwanou
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引用次数: 8

摘要

该研究分析了南非的婴儿死亡率及其危险因素。它的目的是通过考虑到问题的等级性质来审查该国的婴儿死亡率,并调查国家内部模型的差异。除了通常的婴儿死亡率、生活水平、母亲教育和收入不平等等个人层面的风险因素外,还在市一级确定了这些因素,而在省一级确定了艾滋病毒流行情况。然后利用2011年南非人口普查数据,采用贝叶斯MCMC参数估计程序拟合多水平逻辑回归模型。在个体水平上确定的大多数人口统计学和社会经济变量被发现是显著的。更值得注意的是,结果表明,生活水平较高和妇女受教育程度较高的社区与较低的婴儿死亡率有关,而社区中较高的收入不平等和艾滋病毒流行率与较高的婴儿死亡率有关。据估计,艾滋病毒、妇女教育、收入不平等和生活水平对婴儿死亡率的影响分别为26%、-21%、13%和8%。此外,无法观察到的市级和省级随机效应显著影响了婴儿死亡率水平。
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Multilevel analysis of infant mortality and its risk factors in South Africa
The study analyzed infant mortality and its risk factors in South Africa. It aimed to examine infant mortality in the country by taking into account the hierarchical nature of the problem and investigate the with-in country variation in modeling. In addition to the usual individual level risk factors of infant mortality, living standard, mother’s education, and income inequality were defined at municipal level, while HIV prevalence was fixed at province level. A multilevel logistic regression model was then fitted with Bayesian MCMC parameter estimation procedure using the 2011 South African census data. Most of the demographic and socioeconomic variables identified at individual level were found significant. More remarkably, the result indicated that communities with better living standard and women's education were associated with lower infant mortality rates, while higher income inequality and HIV prevalence in the communities were associated higher levels of infant mortality. The changes in infants’ odds of death were estimated to be 26%, -21%, 13% and 8% respectively for HIV, women’s education, income inequality and level of the living standard. In addition, unobservable municipal and province level random effects significantly affected the level of infant mortality rates.
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