阿索萨地区七地已婚妇女现代避孕药具使用的差异:贝叶斯方法与经典方法的比较埃塞俄比亚Benishangul Gumuz阿索萨地区案例研究

E. Mengesha, Mekdes Derbie Gonit
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摘要

简介:避孕是一种可以用来避免怀孕或分娩的程序。当妇女选择避孕或延长生育时间时,她们经常使用避孕药具。全球避孕药具使用率为64%,其中非洲占33%。据估计,埃塞俄比亚有39.2%的人口从事这一活动。目的:本研究旨在利用贝叶斯和经典方法确定已婚妇女避孕实践的预测因素。此外,本研究还利用在不同Woredas中获得的数据的层次性确定了Woredas内部和之间的差异。为了确定更好的模型,研究者将贝叶斯模型与经典的多水平逻辑回归模型进行了比较。方法:本研究在Assosa地区的7个wororedas进行,基于横断面研究,主要关注15至49岁的已婚妇女及其影响避孕措施使用的因素。结果与结论:6866名已婚妇女的总体避孕普及率为3121人(45.46%)。根据适当模型的内部Woreda相关,已婚妇女避孕实践的Woreda间方差为15.71%,其余84.29%的方差归因于妇女之间避孕实践的差异。最后,预测已婚妇女避孕行为的因素包括妇女的年龄、居住地、妇女的受教育程度、丈夫的受教育程度、妇女的工作、丈夫的职业、财富指数、宗教信仰和计划生育知识。通过对经典模型和贝叶斯多层模型的比较,发现贝叶斯多层模型是最适合拟合数据的模型。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Varriation In Utilization of Modern Contraceptive Among Married Women In The Seven Woredas of Assosa Zone: A Comparison of Bayesian and Classical Approach. Case Study In Assosa Zone, Benishangul Gumuz , Ethiopia
Introduction: Contraception is a procedure that can be used to avoid pregnancy or childbirth. When women choose to prevent pregnancy or have a longer birth, they frequently use contraceptives. The global prevalence rate of contraceptive use was 64 percent, with Africa responsible for 33 percent. Ethiopia has an estimated rate of 39.2 percent of its population engaging in this activity.Objectives: This study was aimed to identify the predictors of married women’s contraceptive practice using Bayesian and classical approach. In addition, this study has identified the within and between Woredas variation using the hierarchical nature of the data obtained in different woredas. For identifying the better model, researcher has compared the Bayesian and classical multilevel logistic regression models. Methods: This research was conducted in seven Woredas of Assosa zone and was based on a cross-sectional study that primarily focused on married women between the ages of 15 and 49 and the factors that influenced their contraceptive use. Two stage model comparisons were used to approximate the parameters, with the first stage having a null, random intercept, and random slope with a Bayesian approachResult and Conclusion: The overall contraceptive prevalence rate among 6866 married women 3121(45.46%). According to the intra Woreda correlation of the appropriate model, the between Woreda variance in married women's contraceptive practice was 15.71%, with the remaining 84.29 percent variation attributed to differences in contraceptive practice between women. Finally, predictors for married women contraceptive practice such as women's age, place of residence, women's educational level, husband's educational level, women's job, husband's occupation, wealth index, religion, and knowledge of family planning. The Bayesian multilevel model was found to be the most suitable model for fitting the data after a comparison of classical and Bayesian multilevel models.
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