Evidence map›Paper›PMID 41063956›Full record

ArticleFrontiers in public health2025

Health literacy and chronic disease prevalence: age-group differences in Zhejiang, China.

Qiuhua Zhang, Zishuo Huang, Tingke Xu, Chun Chen, Yue Xu, Dingming Yao, Xiujing Hu, Heni Chen, Yin Dong, Xuehai Zhang and 1 more

Abstract read
In one paragraph

Article in Frontiers in public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing papers 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

Who cites it

3 citing papers in PubMed.

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4 · The record

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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

11 authors.

Qiuhua Zhang *Department of Health Information, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.
Zishuo Huang *School of Public Health, Fudan University, Shanghai, China.
Tingke XuDepartment of Health Information, Sir Run Run Shaw Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.
Chun ChenSchool of Medical Humanities and Management, Wenzhou Medical University, Wenzhou, Zhejiang, China.
Yue XuZhejiang Center for Disease Control and Prevention (Zhejiang CDC), Hangzhou, Zhejiang, China.
Dingming YaoZhejiang Center for Disease Control and Prevention (Zhejiang CDC), Hangzhou, Zhejiang, China.
Xiujing HuZhejiang Center for Disease Control and Prevention (Zhejiang CDC), Hangzhou, Zhejiang, China.
Heni ChenZhejiang Center for Disease Control and Prevention (Zhejiang CDC), Hangzhou, Zhejiang, China.
Yin DongHealth Community Group of Yuhuan People's Hospital, Wenzhou, China.
Xuehai ZhangZhejiang Center for Disease Control and Prevention (Zhejiang CDC), Hangzhou, Zhejiang, China.
Xiangyang ZhangFirst Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Health literacy (HL), a key factor in chronic disease prevention, enables individuals to better understand, manage, and respond to health risks. While HL's influence on health outcomes is established, limited research has explored how its association with chronic disease prevalence varies across age groups, particularly between middle-aged adults and young-older adults. Methods: We used data from the 2023 China Health Literacy Survey (CHLS) in Zhejiang, which included 37,214 individuals aged 45 and older, collected through a stratified multistage probability sampling design. Participants were categorized into two age groups: middle-aged adults (45-59 years old) and young-older adults (60-69 years old). HL levels and the presence of chronic diseases were assessed. Chi-square test and multinomial logistic regression analyses were conducted to examine age-specific associations between HL and chronic disease status: (no chronic disease, one chronic disease, two or more chronic diseases), controlling for demographic covariates. Results: Among 37,214 participants, 20.3% had adequate HL, with a clear inverse relationship between HL and chronic disease status. Adequate HL was associated with significantly lower odds of having a single chronic disease among middle-aged adults (OR = 0.904, 95% CI: 0.836-0.978), though no such association was observed for two or more chronic diseases (multimorbidity). Furthermore, HL showed no significant association with chronic disease status across young-older populations. Consistent with these primary findings, results from all three HL dimensions-knowledge and attitudes, behavior and lifestyle, and health-related skills-aligned with this pattern. Conclusion: The study identified age-related differences in the link between HL and chronic disease. Among middle-aged adults, adequate HL was associated with significantly lower odds of a single chronic condition though not with multimorbidity, while no significant HL-chronic disease association existed in young-older populations. These findings underscore the need for targeted HL interventions tailored to middle-aged populations to mitigate early chronic disease onset.

Indexed as

Health LiteracyAgedAge FactorsChinaChronic DiseaseFemaleHumansMaleMiddle AgedPrevalencechronic diseasescross-sectional studieshealth literacymiddle-aged adultsolder adults

Identifiers

PMID41063956
PMCPMC12500542

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