评估影响尼日利亚青少年初次性行为的因素:多聚类生存分析方法。

IF 2.3 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH
Frontiers in reproductive health Pub Date : 2025-01-23 eCollection Date: 2025-01-01 DOI:10.3389/frph.2025.1475421
Fabio Mathias Correa, Peter Enesi Omaku, Joseph Odunayo Braimah
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引用次数: 0

摘要

导言:过早发生性行为是尼日利亚一个令人关切的领域,对生殖健康有影响。方法:本研究通过提出一个更有效的生存模型来解决这个问题,该模型结合了独立同分布(IID)和Besag本质条件自回归(ICAR)随机效应先验,使用了一个广义的加性模型,该模型考虑了个体和空间对初次性行为年龄的影响。我们分析了2018年尼日利亚NDHS调查的数据,并将我们的模型与现有模型进行了比较:一个没有集群脆弱性效应的模型,一个忽略了Besag ICAR并包括IID的模型,以及一个忽略了IID并只包括Besag ICAR的模型。结果:我们的方法结合了独立效应和空间随机效应,优于其他基于统计标准(偏差信息标准和广泛适用信息标准)的方法。讨论:正如本研究所示,所提出的模型有效地捕捉到了初次性行为年龄的复杂性。此外,可视化显示了尼日利亚早期性行为发生率高的重要地理和社会集群。这些发现强调了考虑多层次聚类的重要性,以便通过有针对性的干预措施更好地了解和促进尼日利亚年轻人健康的性行为。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Assessing factors influencing adolescent sexual debut in Nigeria: a multi-cluster survival analysis approach.

Introduction: Early sexual debut is an area of concern in Nigeria with implications for reproductive health.

Methods: This study addresses this by proposing a more effective survival model-one that incorporates both independent and identically distributed (IID) and Besag intrinsically conditional auto-regressive (ICAR) random effect priors, using a generalised additive model that accounts for both individual and spatial influences on age at first sex. We analyse data from the 2018 Nigerian NDHS survey and compare our model with existing models: a model without the cluster frailty effect, a model that ignores the Besag ICAR and includes the IID, and a model that ignores the IID and includes only the Besag ICAR.

Results: Our approach, which combines independent and spatial random effects, outperforms others based on statistical criteria (Deviation Information Criterion and the Widely Applicable Information Criterion).

Discussion: As shown in this study, the proposed model effectively captures the complexity of age at first sex. In addition, visualisations reveal significant geographic and social clusters with high rates of early sexual debut in Nigeria. These findings highlight the importance of considering multi-level clustering to better understand and promote healthy sexual behaviour among young Nigerians through targeted interventions.

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