Evidence map›Paper›PMID 42712616›Full record

ArticleFrontiers in public health2026

Limited discriminant validity of health belief and 3C models in high HPV vaccine coverage settings: the moderating role of

Ya Liu, Kuan Zhao, Weiwei Sun, Nan Jiang, Yue Li, Mei Wang, Yanping Sun, Yang Zhang, Yutao Gao, Wenming Cao

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.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors.

Ya Liu *Department of Gynecology, Shandong First Medical University Affiliated Heze Hospital (Heze Municipal Hospital), Heze, Shandong, China.
Kuan Zhao *Qingdao Public Health Clinical Center, Qingdao, Shandong, China.
Weiwei SunDepartment of Gynecology, Pingshan District Central Hospital of Shenzhen, Shenzhen, Guangdong, China.
Nan JiangDepartment of Gynecology, Shenzhen Hospital of Integrated Traditional Chinese and Western Medicine, Shenzhen, Guangdong, China.
Yue LiDepartment of Gynecology, Shandong First Medical University Affiliated Heze Hospital (Heze Municipal Hospital), Heze, Shandong, China.
Mei WangDepartment of Gynecology, Pingshan District Central Hospital of Shenzhen, Shenzhen, Guangdong, China.
Yanping SunDepartment of Gynecology, Pingshan District Central Hospital of Shenzhen, Shenzhen, Guangdong, China.
Yang ZhangDepartment of Gynecology, The Third People's Hospital of Shenzhen, Shenzhen, Guangdong, China.
Yutao GaoDepartment of Gynecology, The Third People's Hospital of Shenzhen, Shenzhen, Guangdong, China.
Wenming CaoDepartment of Gynecology, Pingshan District Central Hospital of Shenzhen, Shenzhen, Guangdong, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Whether traditional health belief models (HBM) and 3C models can distinguish residual non-vaccinators in settings with >70% HPV vaccine coverage is unknown. The moderating role of China's household registration ( Methods: From April 2025 to February 2026, we surveyed 1,257 women aged 18-65 from six Shenzhen communities. We collected demographics, HBM (15 items), 3C (12 items), social support, HPV vaccination intention (measured by a single item: willingness to receive the HPV vaccine within the next 6 months), self-reported vaccination history, reasons for non-vaccination, and information channel preferences. Analyses included t-tests (Cohen's d), observed-variable multi-group path analysis, and cross-sectional comparisons of vaccination proportions among women with high intention. Results: HPV vaccination rate was 70.0% (880/1,257); cervical cancer screening rate 58.3%. Vaccinated and unvaccinated groups differed on only two of ten psychological constructs (trivial effect sizes: perceived susceptibility d = 0.13, self-efficacy d = 0.13). HPV vaccination intention did not differ significantly between vaccinated (M = 3.72, SD = 0.83) and unvaccinated women (M = 3.67, SD = 0.80), t = 0.81, Conclusion: At 70% coverage, HBM and 3C scales show limited discriminant validity between vaccinated and unvaccinated individuals. Residual non-vaccination is associated with cost and safety barriers.

Indexed as

Health Belief ModelHealth Knowledge, Attitudes, PracticePapillomavirus InfectionsPapillomavirus VaccinesPatient Acceptance of Health CareVaccination CoverageAdolescentAdultAgedChinaCross-Sectional StudiesFemaleHumansIntentionMiddle AgedSurveys and QuestionnairesPapillomavirus Vaccineshealth belief modelhousehold registrationHPV vaccinemigrant populationstructural barriersvaccine hesitancy

Identifiers

PMID42712616
PMCPMC13550187

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.