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撒哈拉以南非洲成年人中艾滋病毒/艾滋病的趋势和主要构成。

Trend and principal components of HIV/AIDS among adults in SSA.

机构信息

Monitoring and Evaluation, Wollo University, Dessie, Ethiopia.

出版信息

Sci Rep. 2024 May 15;14(1):11098. doi: 10.1038/s41598-024-55872-2.

Abstract

This study aimed to identify the most important principal components (PCs) that contribute to the prevalence and change of HIV/AIDS in 44 SSA and data from different national and international datasets. The study estimated HIV prevalence, trend, and principal component analysis (PCA). Using the elbow method, the number of important PCs and contributions was identified. The quality of representation was checked, and more contributing variables for most important PCs were identified. Finally, the status by prevalence, the progress by trend, the more influenced component by PCA, and the more influenced variable with quality of representation by PCs were reported. The study found that HIV prevalence varied significantly, with 30 of the countries showed good progress/decline. Four PCs accounted for 51% of the total variance. Literacy, cohabitation, media exposure, and HIV status awareness are highly contributing factors. Based on these findings, a gap-based response will help reduce the burden of HIV.

摘要

本研究旨在确定对 44 个撒哈拉以南非洲国家艾滋病流行和变化有重要贡献的主要成分(PCs),并利用来自不同国家和国际数据集的数据。该研究估计了艾滋病毒的流行率、趋势和主成分分析(PCA)。使用肘部方法确定了重要 PCs 的数量和贡献。检查了表示质量,并确定了对最重要 PCs 贡献更大的变量。最后,报告了按流行率的状况、按趋势的进展、受 PCA 影响更大的成分以及受 PCs 表示质量影响更大的变量。研究发现,艾滋病毒的流行率差异很大,其中 30 个国家显示出良好的进展/下降趋势。四个 PCs 占总方差的 51%。文化程度、同居、媒体接触和艾滋病毒状况意识是高贡献因素。基于这些发现,基于差距的应对措施将有助于减轻艾滋病毒的负担。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cc84/11096374/d1100bfa75b1/41598_2024_55872_Fig1_HTML.jpg

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