Setu Sarmistha Paul, Kabir Rasel, Islam Md Akhtarul, Alauddin Sharlene, Nahar Mst Tanmin
Statistics Discipline, Science Engineering and Technology School, Khulna University, Khulna, Bangladesh.
School of Public Health Sciences, University of Waterloo, Waterloo, Ontario, Canada.
PLOS Glob Public Health. 2024 Dec 18;4(12):e0004062. doi: 10.1371/journal.pgph.0004062. eCollection 2024.
The fertility rate of a married woman can be measured by the length of the first birth interval (FBI). This length is influenced by some significant factors. Better knowledge about the factors affecting the birth interval can help in controlling population growth and fertility progress. The main focus of this study was to compare the performance of Cox-Proportional Hazard (Cox-PH) and the parametric Accelerated Failure Time (AFT) model in assessing the impact of significant factors affecting the time to FBI of ever-married Bangladeshi women. Information of 14941 women having at least one birth was included in this study from the most recent nationally representative data 2017-18 Bangladesh Demographic and Health Survey (BDHS). We used the Cox-PH model and AFT model under various parametric forms of survival time distributions (Weibull, Exponential, and Log-normal distribution) to measure the effect of factors influencing FBI. And then, a respective Akaike information criterion (AIC) was calculated for selecting the best-fitted model. According to the AIC and BIC values, the log-normal model fitted better than other AFT models. Based on the log-normal model, women's age and age at first marriage, maternal and paternal education, contraceptive use status, used anything to avoid pregnancy, sex of household head, and spousal age difference had a significant association with FBI of ever married Bangladeshi women. The parametric AFT model (log-normal distribution) was a better fitted model in evaluating the covariates associated with FBI of ever-married Bangladeshi Women. Higher education, the right age at marriage, and proper knowledge about family planning (i.e., contraception use) should be ensured for every married person to control the gap of the first birth.
已婚女性的生育率可以通过首次生育间隔(FBI)的时长来衡量。这段时长会受到一些重要因素的影响。更好地了解影响生育间隔的因素有助于控制人口增长和生育进程。本研究的主要重点是比较Cox比例风险(Cox-PH)模型和参数化加速失效时间(AFT)模型在评估影响曾经结婚的孟加拉国女性达到FBI时间的重要因素的影响时的表现。本研究纳入了来自2017 - 18年孟加拉国人口与健康调查(BDHS)这一最新全国代表性数据中的14941名至少生育过一次的女性的信息。我们在生存时间分布的各种参数形式(威布尔分布、指数分布和对数正态分布)下使用Cox-PH模型和AFT模型来衡量影响FBI的因素的作用。然后,计算各自的赤池信息准则(AIC)以选择最佳拟合模型。根据AIC和BIC值,对数正态模型比其他AFT模型拟合得更好。基于对数正态模型,女性的年龄和初婚年龄、父母的教育程度、避孕使用状况、是否使用任何方法避免怀孕、户主性别以及配偶年龄差与曾经结婚的孟加拉国女性的FBI有显著关联。参数化AFT模型(对数正态分布)在评估与曾经结婚的孟加拉国女性FBI相关的协变量方面是一个拟合更好的模型。应为每一位已婚人士确保接受高等教育、在合适的年龄结婚以及具备关于计划生育(即避孕使用)的正确知识,以控制首次生育的间隔。