Evidence map›Paper›PMID 42518572›Full record

ArticleFrontiers in public health2026

Heterogeneity in health anxiety among medical students and HPV testing acceptability: the mediating role of eHealth literacy from a person-centered perspective.

Yifan Gong, Minyi Wang, Zhuo Jin, Zhihui Gu, Mengyao Li

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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

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Yifan GongDepartment of Social Medicine, College of Health Management, China Medical University, Shenyang, China.
Minyi WangDepartment of Social Medicine, College of Health Management, China Medical University, Shenyang, China.
Zhuo JinBeijing Aerospace General Hospital, Beijing, China.
Zhihui GuDepartment of Social Medicine, College of Health Management, China Medical University, Shenyang, China.
Mengyao LiDepartment of Social Medicine, College of Health Management, China Medical University, Shenyang, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Medical students, as future healthcare professionals, play a critical role in promoting preventive attitudes such as Human Papillomavirus (HPV) testing. However, their own preventive intentions may be influenced by psychological factors. This study aimed to identify latent profiles of health anxiety (HA) among medical students and examine how these profiles relate to HPV testing acceptability through the mediating role of eHealth literacy (eHL), informed by selected constructs from Protection Motivation Theory (PMT). Methods: A cross-sectional survey was conducted among 887 medical students at a university in Liaoning, China, using a voluntary response sampling method. Using the Chinese version of the Short Health Anxiety Inventory (CSHAI), the eHealth Literacy Scale (eHEALS), and a tailored acceptability scale, respectively. Data were analyzed using SPSS 25.0 and Mplus 8.3. Following descriptive and correlation analyses, Latent Profile Analysis (LPA) was employed to identify HA subgroups. To rigorously account for classification uncertainty, the Bolck-Croon-Hagenaars (BCH) method was utilized for distal outcome comparisons, followed by the construction of a simple mediation model and a covariate-adjusted multi-categorical mediation model (via a manual 3-step approach). Sequential sensitivity analyses were conducted to verify the robustness of the findings. Results: LPA identified three distinct HA profiles: "Routine" (26.2%), "Avoidance" (57.2%), and "Vigilance" (16.7%). Significant differences were observed in eHL and HPV testing acceptability across these groups ( Conclusion: This study highlights the significant psychological heterogeneity of HA among medical students, identifying a complex, non-linear association between varying anxiety levels and preventive behavioral intentions. These findings may inform future educational discussions regarding the integration of digital health literacy training and psychological support among medical students.

Indexed as

AnxietyHealth LiteracyPapillomavirus InfectionsPatient Acceptance of Health CareStudents, MedicalAdultChinaCross-Sectional StudiesDigital HealthFemaleHuman Papillomavirus VirusesHumansMaleSurveys and QuestionnairesTelemedicineYoung AdulteHealth literacyhealth anxietyHPV testinglatent profile analysismedical studentsprotection motivation theory

Identifiers

PMID42518572
PMCPMC13381439

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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.