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埃塞俄比亚孕妇首次产前检查就诊时间:2016年埃塞俄比亚人口与健康调查的二次分析;AFT共享脆弱模型的应用

Time to first antenatal care visit among pregnant women in Ethiopia: secondary analysis of EDHS 2016; application of AFT shared frailty models.

作者信息

Fentaw Kenaw Derebe, Fenta Setegn Muche, Biresaw Hailegebrael Birhan, Mulugeta Solomon Sisay

机构信息

Department of Statistics, Debre Tabor University, Debre Tabor, Ethiopia.

出版信息

Arch Public Health. 2021 Nov 9;79(1):192. doi: 10.1186/s13690-021-00720-2.

Abstract

BACKGROUND

The survival of pregnant women is one of great interest of the world and especially to a developing country like Ethiopia which had the highest maternal mortality ratios in the world due to low utilization of maternal health services including antenatal care (ANC). Survival analysis is a statistical method for data analysis where the outcome variable of interest is the time to occurrence of an event. This study demonstrates the applications of the Accelerated Failure Time (AFT) model with gamma and inverse Gaussian frailty distributions to estimate the effect of different factors on time to first ANC visit of pregnant women in Ethiopia.

METHODS

This study was conducted by using 2016 EDHS data about factors associated with the time to first ANC visit of pregnant women in Ethiopia. A total of 4328 women from nine regions and two city administrations whose age group between 15 and 49 years were included in the study AFT models with gamma and inverse Gaussian frailty distributions have been compared using Akaike Information Criterion (AIC) and Bayesian Information Criterion (BIC) to select the best model.

RESULTS

The factors residence, media exposure, wealth index, education level of women, education level of husband and husband occupation are found to be statistically significant (P-value < 0.05) for the survival time of time to first ANC visit of pregnant women in Ethiopia. Inverse Gaussian shared frailty model with Weibull as baseline distribution is found to be the best model for the time to first ANC visit of pregnant women in Ethiopia. The model also reflected there is strong evidence of the high degree of heterogeneity between regions of pregnant women for the time to first ANC visit.

CONCLUSION

The median time of the first ANC visit for pregnant women was 5 months. From different candidate models, Inverse Gaussian shared frailty model with Weibull baseline is an appropriate approach for analyzing time to first ANC visit of pregnant women data than without frailty model. It is essential that maternal and child health policies and strategies better target women's development and design and implement interventions aimed at increasing the timely activation of prenatal care by pregnant women. The researchers also recommend using more powerful designs (such as cohorts) for the research to establish timeliness and reduce death.

摘要

背景

孕妇的生存是全世界尤其是像埃塞俄比亚这样的发展中国家极为关注的问题。由于包括产前保健(ANC)在内的孕产妇保健服务利用率低,埃塞俄比亚的孕产妇死亡率在世界上最高。生存分析是一种数据分析的统计方法,其中感兴趣的结果变量是事件发生的时间。本研究展示了具有伽马和逆高斯脆弱性分布的加速失效时间(AFT)模型在估计埃塞俄比亚不同因素对孕妇首次进行产前检查时间的影响方面的应用。

方法

本研究使用了2016年埃塞俄比亚 DHS 数据中关于孕妇首次进行产前检查时间的相关因素。研究纳入了来自九个地区和两个市辖区、年龄在15至49岁之间的4328名妇女。使用赤池信息准则(AIC)和贝叶斯信息准则(BIC)比较了具有伽马和逆高斯脆弱性分布的AFT模型,以选择最佳模型。

结果

发现居住地、媒体曝光、财富指数、妇女教育水平、丈夫教育水平和丈夫职业等因素对于埃塞俄比亚孕妇首次进行产前检查的生存时间具有统计学意义(P值<0.05)。以威布尔分布为基线分布的逆高斯共享脆弱性模型被发现是埃塞俄比亚孕妇首次进行产前检查时间的最佳模型。该模型还反映出有强有力的证据表明,孕妇首次进行产前检查的时间在不同地区之间存在高度异质性。

结论

孕妇首次进行产前检查的中位时间为5个月。在不同的候选模型中,以威布尔分布为基线的逆高斯共享脆弱性模型比无脆弱性模型更适合用于分析孕妇首次进行产前检查时间的数据。至关重要的是,妇幼保健政策和战略应更好地以妇女发展为目标,设计并实施旨在增加孕妇及时启动产前护理的干预措施。研究人员还建议在研究中使用更强大的设计(如队列研究)来确定及时性并减少死亡。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/20bd/8576895/2ac18f1428ad/13690_2021_720_Fig1_HTML.jpg

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