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尼日利亚已婚或同居妇女对现代计划生育方法需求的实证分析:多水平二项逻辑回归模型技术的应用。

An empirical analysis of the demand for family planning satisfied by modern methods among married or in-union women in Nigeria: Application of multilevel binomial logistic modelling technique.

机构信息

Centre of Excellence in Reproductive Health Innovation (CERHI), University of Benin, Benin City, Edo State, Nigeria.

Department of Obstetrics and Gynaecology, University of Benin, University of Benin Teaching Hospital, Benin City, Edo State, Nigeria.

出版信息

PLoS One. 2024 Mar 21;19(3):e0300744. doi: 10.1371/journal.pone.0300744. eCollection 2024.

Abstract

BACKGROUND

Given the health and economic benefits of family planning (FP), Nigeria's very low demand for FP satisfied by modern methods (mDFPS) of less than 50% is therefore a major public health concern, especially considering the global target aimed at achieving an mDFPS of at least 75% by year 2030 for all countries. In view of this, together with recognising the possible contextual nature of health outcomes, this study aimed to empirically analyse the mDFPS among married or in-union women of reproductive age (WRA) in Nigeria.

MATERIALS AND METHODS

A multilevel binomial logistic model with two levels of analysis was used: individual and community levels. Secondary cross-sectional data were obtained from the 2018 Nigeria Demographic and Health Survey, and analyses were performed using Stata 15.0. The analytical sample size was 9,122 WRA nested in a total of 1,072 communities.

RESULTS

The mDFPS was approximately 31.0%. The median odds ratio (MOR) estimated from the final multilevel model was 2.245, which was greater than the adjusted odds ratio (aOR) for most of the individual-level variables, suggesting that the unexplained/residual between-community variation in terms of the odds of women having their mDFPS was more relevant than the regression effect of most of the individual-level variables. This was with the exception of the regression effects of the following individual-level variables: women's husbands that had higher education level in comparison to their counterparts who had husbands with no formal education (aOR = 2.539; 95% CI = 1.896 to 3.399; p<0.001); and women from the Yoruba ethnic group in comparison to their counterparts from the Hausa/Fulani/Kanuri ethnic group (aOR = 2.484; 95% CI = 1.654 to 3.731; p value<0.001). However, other individual-level variables with positive statistically significant regression effects on mDFPS were: women who mentioned that money for accessing health care was not a problem; women's empowerment in relation to the visitation of family and relatives; and women being exposed to FP messages through various media sources, all in comparison to their respective counterparts. On the other hand, at the community level, women in communities where a high percentage of them had at least a secondary education had statistically significant greater odds of having mDFPS than women in communities with lower education levels (aOR = 1.584; 95% CI = 1.259 to 1.991; p<0.001). We found similar findings regarding women residing in communities with exposure to FP messages through various media sources. However, using the 80% interval ORs (80% IORs) as a supplemental statistical measure for further understanding the regression effects of community-level variables showed that all of the 80% IORs had a value of '1', signifying considerable uncertainty in the regression effects of all community-level variables due to the substantial residual variation existing between communities.

CONCLUSIONS

Our study showed that to achieve the dire increase in mDFPS in Nigeria, policy interventions aimed at improving the education level of both females and males, especially beyond the secondary school level, should be implemented. Additionally, all of the various media sources should be extensively utilised, both at the individual and the community level, by the Nigerian government to spread information on the importance of women having their mDFPS.

摘要

背景

考虑到计划生育(FP)带来的健康和经济效益,尼日利亚现代计划生育方法(mDFPS)的需求极低,不到 50%,这是一个主要的公共卫生问题,特别是考虑到全球目标是到 2030 年所有国家的 mDFPS 至少达到 75%。鉴于此,同时考虑到健康结果的可能语境性质,本研究旨在对尼日利亚已婚或同居育龄妇女(WRA)的 mDFPS 进行实证分析。

材料和方法

使用了两级二分逻辑模型:个体和社区两级。二级交叉截面数据来自 2018 年尼日利亚人口与健康调查,使用 Stata 15.0 进行分析。分析样本量为嵌套在总共 1072 个社区中的 9122 名 WRA。

结果

mDFPS 约为 31.0%。从最终多水平模型估计的中值优势比(MOR)为 2.245,大于大多数个体水平变量的调整优势比(aOR),这表明妇女获得 mDFPS 的机会在社区之间存在未解释/剩余的差异,比大多数个体水平变量的回归效应更为重要。除了以下个体水平变量的回归效应之外:与没有正式教育的丈夫相比,丈夫受过高等教育的妇女(aOR=2.539;95%CI=1.896 至 3.399;p<0.001);与豪萨/富拉尼/卡努里族群体的妇女相比,约鲁巴族群体的妇女(aOR=2.484;95%CI=1.654 至 3.731;p 值<0.001)。然而,其他对 mDFPS 具有正向统计学显著回归效应的个体水平变量是:提到获取医疗保健资金不是问题的妇女;在探望家庭和亲戚方面妇女的赋权;以及通过各种媒体渠道接触 FP 信息的妇女,与各自的对应方相比。另一方面,在社区层面,在社区中至少有一定比例的人接受过中等教育的妇女获得 mDFPS 的几率明显高于教育水平较低的社区的妇女(aOR=1.584;95%CI=1.259 至 1.991;p<0.001)。我们发现,关于居住在通过各种媒体渠道接触 FP 信息的社区中的妇女的类似发现。然而,使用 80%间隔优势比(80%IOR)作为进一步了解社区水平变量回归效应的补充统计措施表明,所有 80%IOR 的值均为“1”,由于社区之间存在大量剩余差异,因此所有社区水平变量的回归效应都存在相当大的不确定性。

结论

我们的研究表明,为了在尼日利亚实现 mDFPS 的大幅增加,应该实施旨在提高女性和男性教育水平的政策干预措施,特别是要提高到中学后教育水平。此外,尼日利亚政府应在个人和社区层面充分利用各种媒体资源,传播有关妇女获得 mDFPS 的重要性的信息。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9319/10956820/fc82b43159d4/pone.0300744.g001.jpg

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