ArticleJMIR formative research2023
Functional Health Literacy Among Chinese Populations and Associated Factors: Latent Class Analysis.
Article in JMIR formative research, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.
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Who cites it
7 citing papers in PubMed, 5 citations in OpenAlex.
- Association of the HPV vaccination intention‒behavior gap with ehealth literacy and health beliefs among chinese female college students: cross-sectional study.Scientific reports · 2026Article
- Digital health literacy and associated factors in older adult patients with chronic obstructive pulmonary disease: a latent profile analysis.Frontiers in public health · 2026Article
- Associations of socioeconomic and occupational characteristics with occupational health literacy among essential service workers in Guangdong, China.BMC public health · 2025Article
- Latent profile and influencing factors of volume management behaviors in patients with chronic heart failure: a cross-sectional study.Frontiers in cardiovascular medicine · 2025Article
- Article
- Exploring the willingness to pay for HPV vaccines and price sensitivity among Chinese college students: the impact of health literacy and vaccine hesitancy.Frontiers in public health · 2025Article
- Examining corporate support issues with health literacy as a key factor: The Case of a Hiroshima corporation.Journal of family medicine and primary care · 2023Article
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Authors and funding
5 authors at 2 institutions in 2 countries.
Funding
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Abstract
backgroundPoor functional health literacy has been found to be independently associated with poor self-assessed health, poor understanding of one's health condition and its management, and higher use of health services. Given the importance of functional health literacy, it is necessary to assess the overall status of functional health literacy in the general public. However, the literature review shows that no studies of functional health literacy have been conducted among the Chinese population in China.
objectiveThis study aimed to classify Chinese populations into different functional health literacy clusters and ascertain significant factors closely associated with low functional health literacy to provide some implications for health education, medical research, and public health policy making.
methodsWe hypothesized that the participants' functional health literacy levels were associated with various demographic characteristics. Therefore, we designed a four-section questionnaire including the following information: (1) age, gender, and education; (2) self-assessed disease knowledge; (3) 3 validated health literacy assessment tools (ie, the All Aspects of Health Literacy Scale, the eHealth Literacy Scale, and the 6-item General Health Numeracy Test); and (4) health beliefs and self-confidence measured by the Multidimensional Health Locus of Control Scales Form B. Using randomized sampling, we recruited survey participants from Qilu Hospital affiliated to Shandong University, China. The questionnaire was administered via wenjuanxing. A returned questionnaire was valid only when all question items included were answered, according to our predefined validation criterion. All valid data were coded according to the predefined coding schemes of Likert scales with different point (score) ranges. Finally, we used latent class analysis to classify Chinese populations into clusters of different functional health literacy and identify significant factors closely associated with low functional health literacy.
resultsAll data in the 800 returned questionnaires proved valid according to the predefined validation criterion. Applying latent class analysis, we classified Chinese populations into low (n=292, 36.5%), moderate-to-adequate (n=286, 35.7%), and low-to-moderate (n=222, 27.8%) functional health literacy groups and identified five factors associated with low communicative health literacy: (1) male gender (aged 40-49 years), (2) lower educational attainment (below diploma), (3) age between 38 and 68 years, (4) lower self-efficacy, and (5) belief that staying healthy was a matter of luck.
conclusionsWe classified Chinese populations into 3 functional health literacy groups and identified 5 factors associated with low functional health literacy. These associated factors can provide some implications for health education, medical research, and health policy making.
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