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Multilevel Logistic Modelling of Adult Mortality Among Regional States in Ethiopia

机译:埃塞俄比亚各州之间成人死亡率的多层次Logistic建模

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The purpose of this study is to investigate adult mortality variations among regional states in Ethiopia. Data from Ethiopian Demographic and Health Survey (EDHS 2011) are used. Multilevel logistic regression model is fitted to the data. The findings show that the correlates of adult mortality are adult's age, age of household head, sex of household head, wealth index, type of toilet facility, and type of cooking fuels. The between-region variance is estimated to be 0.1727 which is significant at 5% level of significance, indicating that variation of adult mortality among regional states is non-zero. The intracorrelation is estimated to be 0.0099, suggesting that about 1% of the variation in adult mortality could be attributed to differences across regional states. The variance of the random coefficient model is statistically significant, implying the presence of adult mortality variation among regional states of the country. The deviance statistic is about 4113.945 and it is compared with Chi-square at difference of full and empty model with degree of freedom 33.924 at df 22 and p-value < 0.000. This reveals that there is enough evidence against null hypothesis. Therefore, the multilevel model consisting the explanatory variables is considered the final model. It revealed that the random coefficient multilevel logistic regression analysis suggests that there exist considerable differences in adult mortality across regions in the country.
机译:这项研究的目的是调查埃塞俄比亚各州之间成人的死亡率差异。使用埃塞俄比亚人口与健康调查(EDHS 2011)的数据。多级逻辑回归模型适合数据。研究结果表明,成年人死亡率的相关因素是成年人的年龄,户主的年龄,户主的性别,财富指数,厕所设施的类型和烹饪燃料的类型。区域之间的方差估计为0.1727,在5%的显着性水平上显着,表明区域州之间的成人死亡率变化不为零。内相关估计为0.0099,这表明成年人死亡率的大约1%的变化可归因于各州之间的差异。随机系数模型的方差在统计上是显着的,这表明该国各州之间存在成人死亡率差异。偏差统计量约为4113.945,在完全模型和空模型的差异处与卡方比较,自由度为df 22且p值<0.000时为33.924。这表明有足够的证据反对零假设。因此,由解释变量组成的多级模型被认为是最终模型。结果表明,随机系数多水平logistic回归分析表明,该国各地区的成年人死亡率存在相当大的差异。

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