Evidence map›Paper›PMID 42908802›Full record

ArticleFrontiers in public health2026

Association between Ebola prevention training and prevention-related cognitive and behavioral factors among Chinese expatriates in the Democratic Republic of the Congo: a cross-sectional study informed by the RANAS framework.

Hao Xiao, Guangyuan Liu, Hengbo Gao, Xiaoling Zhang

Abstract read
In one paragraph

Article in Frontiers in 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

4 authors.

Hao XiaoDepartment of Emergency, The Second Hospital of Hebei Medical University, Shijiazhuang, China.
Guangyuan LiuDepartment of Orthopedics-II, The Third Hospital of Shijiazhuang, Shijiazhuang, China.
Hengbo GaoDepartment of Emergency, The Second Hospital of Hebei Medical University, Shijiazhuang, China.
Xiaoling ZhangDepartment of Gynecology, The Second Hospital of Hebei Medical University, Shijiazhuang, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: This study aimed to explore the associations between Ebola prevention training experience and multiple prevention-related outcomes (infectious disease knowledge, risk perception, protective attitudes, and psychological self-regulation) among Chinese expatriate workers in the Democratic Republic of the Congo (DRC), and to further assess potential ceiling effects and whether educational attainment modified these associations. Methods: Based on the Risk-Attitude-Norms-Ability-Self-regulation (RANAS) framework, a cross-sectional questionnaire survey was conducted among 951 Chinese expatriates in the DRC. Mann-Whitney U test and χ Results: Adjusted GLM results showed that participants with training experience exhibited significantly higher adjusted marginal means in basic knowledge, prevention-and-response knowledge, and psychological self-regulation ( Conclusion: Ebola prevention training experience was independently associated with higher epidemic-prevention knowledge scores and better psychological self-regulation, while associations with risk perception and protective attitudes were substantially constrained by ceiling effects. The associations between training and health outcomes are heterogeneous across educational strata. Targeted and stratified health education strategies, rather than uniform training schemes, should be adopted for overseas populations to better tailor infectious-disease prevention training programs to heterogeneous overseas populations.

Indexed as

Emigrants and ImmigrantsHealth EducationHealth Knowledge, Attitudes, PracticeHemorrhagic Fever, EbolaAdultChinaCross-Sectional StudiesDemocratic Republic of the CongoEast Asian PeopleFemaleHumansMaleMiddle AgedSurveys and QuestionnairesYoung AdultChinese expatriatesEbola prevention trainingEbola virus diseaseRANASrisk perceptionself-regulation

Identifiers

PMID42908802
PMCPMC13683614

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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.