Evidence map›Paper›PMID 41882596›Full record

ArticleBMC public health2026

HIV testing factors among Men Who Have Sex with Men in China: an analysis based on Lasso regression and Bayesian networks.

Jiayan Li, Yingcheng Liu, Wei He, Haiying Pan, Xiaoni Zhong

Abstract read
In one paragraph

Article in BMC public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Jiayan LiSchool of Public Health, Chongqing Medical University, No.1 Medical College Road, Yuzhong District, Chongqing, 400016, China.
Yingcheng LiuSchool of Public Health, Chongqing Medical University, No.1 Medical College Road, Yuzhong District, Chongqing, 400016, China.
Wei HeJiulongpo District Center for Disease Control and Prevention, Chongqing, China.
Haiying PanJiulongpo District Center for Disease Control and Prevention, Chongqing, China.
Xiaoni ZhongSchool of Public Health, Chongqing Medical University, No.1 Medical College Road, Yuzhong District, Chongqing, 400016, China. zhongxiaoni@cqmu.edu.cn.

Funding

The National Key Project for Infectious Diseases of the Ministry of Science and Technology of China 2018ZX10721102-005
6 · The paper itself

Abstract

backgroundMen who have sex with men (MSM) face a high risk of human immunodeficiency virus (HIV) infection, and HIV testing is an effective strategy to reduce transmission. This study aimed to investigate factors associated with HIV testing among MSM and analyze the potential relationship between HIV testing and these factors.

methodsNon-probability sampling was used to obtain samples, and an electronic questionnaire was used for cross-sectional survey. Lasso regression was used to screen the variables. Bayesian networks (BNs) were used to explore the interrelationships among factors influencing HIV testing.

resultsAmong the 1674 MSM, 68.22% had an HIV testing. BNs showed that HIV risk perception, number of male sexual partners, HIV knowledge and condom use were the factors directly related to HIV testing in MSM. Income, marital status and frequency of searching for sexual partners on the Internet were the indirect influencing factors of HIV testing.

conclusionsThis study explored factors influencing HIV testing and the interrelationships among these factors among MSM, thereby providing a theoretical basis for improving the HIV testing rate.

Indexed as

HIV InfectionsHIV TestingHomosexuality, MaleAdolescentAdultBayes TheoremChinaCross-Sectional StudiesHealth Knowledge, Attitudes, PracticeHumansMaleMiddle AgedRegression AnalysisSurveys and QuestionnairesYoung AdultBayesian networksHIV testingLassoMen who have sex with men (MSM)

Identifiers

PMID41882596
PMCPMC13141440

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LicenceCC BY-NC-ND
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.