中国男男性行为者免费接种m痘意愿的社会心理相关性:模型构建与验证

IF 4.5 3区 医学 Q1 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH
Yinghuan Zhang, Meihui Zhang, Yuxuan Wang, Chenrui Li, Huifang Xu, Gang Xu, Jiechen Zhang, Ying Wang, Fan Hu, Yong Cai
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引用次数: 0

摘要

背景:中国Mpox的爆发使得在易感人群中推广有效的预防措施变得尤为重要。我们的目的是探索相关因素,并建立一个m痘疫苗接种意向的模型。方法:对2403名男男性行为者进行问卷调查,了解他们是否会接种m痘疫苗。参与者按3:1的比例随机分为训练集和测试集。我们通过最小绝对收缩和选择算子(LASSO)回归分析筛选相关变量,并将其纳入m痘疫苗接种意向模型,该模型使用多变量逻辑回归分析并将结果以nomogram形式呈现。采用受者工作特征曲线、校准曲线、Kolmogorov-Smirnov检验、lift检验和总体稳定性指数对模型的有效性和稳定性进行检验。结果:2403名参与者中,87.1%的人打算接种m痘疫苗。在筛选的31个变量中,Mpox知识、社会支持、疫苗接种内部奖励、疫苗接种外部奖励和疫苗接种反应效果5个变量被纳入疫苗接种意愿模型。该模型具有较强的风险分化(Kolmogorov-Smirnov值= 0.46)、中等的预测能力(曲线下训练面积= 0.7709)和较好的校准拟合,表明模型具有稳健性。结论:我们提出的模型具有良好的性能和高度的稳定性,而我们的研究结果表明,政府应设计有针对性的公共卫生战略,整合社会参与,并利用同伴和社区教育来促进m痘疫苗接种。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Psychosocial correlates of free Mpox vaccination intention among men who have sex with men in China: model construction and validation.

Background: The outbreak of Mpox in China has rendered the promotion of effective preventive measures among susceptible populations particularly crucial. We aimed to explore the correlates and develop a model for Mpox vaccination intention.

Methods: We distributed a questionnaire to a sample of 2403 men who have sex with men to investigate whether they would get a Mpox vaccine. The participants were randomly split into a training set and a testing set in a ratio of 3:1. We screened relevant variables by the least absolute shrinkage and selection operator (LASSO) regression analysis and included them into a Mpox vaccination intention model, which used a multivariate logistic regression analysis and presented the findings as a nomogram. We used the receiver operating characteristic curve, calibration curve, Kolmogorov-Smirnov test, lift test, and population stability index to test the validity and stability of the model.

Results: Of the 2403 participants in our sample, 87.1% intended to get an Mpox vaccine. Five of the thirty-one screened variables, i.e. Mpox knowledge, social support, vaccination internal rewards, vaccination external rewards, and vaccination response efficacy, were included in the vaccination intention model. The model demonstrated strong risk differentiation (Kolmogorov-Smirnov value = 0.46), moderate predictive power (training area under the curve = 0.7709), and good calibration fit, indicating robust performance.

Conclusions: Our proposed model has a good performance and is highly stable, while our findings suggest that governments should design targeted public health strategies, integrating social engagement and leveraging peer and community education to promote Mpox vaccination.

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来源期刊
Journal of Global Health
Journal of Global Health PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH -
CiteScore
6.10
自引率
2.80%
发文量
240
审稿时长
6 weeks
期刊介绍: Journal of Global Health is a peer-reviewed journal published by the Edinburgh University Global Health Society, a not-for-profit organization registered in the UK. We publish editorials, news, viewpoints, original research and review articles in two issues per year.
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