ArticlePloS one2021
Trends of global health literacy research (1995-2020): Analysis of mapping knowledge domains based on citation data mining.
Article in PloS one, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 40 papers, 3 of them syntheses that pooled 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.
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.
Who cites it
40 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- Maternal health literacy as a potential determinant of infant and early childhood health: a systematic review.Frontiers in public health · 2026Pooled it
- What is the impact of health literacy on healthcare costs? A systematic review and evidence synthesis.BMJ open · 2025Pooled it
- Communication to promote and support physical distancing for COVID-19 prevention and control: a rapid reviewThe Cochrane database of systematic reviews · 2023Pooled it
- Study of the psychometric properties of the HLS-EU-12 questionnaire in rural Bangladesh.PloS one · 2025Trial
- Development and evaluation of a culturally tailored animated educational video to improve antibiotic knowledge, attitudes, and practices among Jordanian adolescents: a quasi-experimental study.Future science OA · 2026Article
- Translation and Assessment of Structural Validity and Internal Consistency of the Polish Health Literacy Questionnaire (HLQ) in Health Professions Students.Medicina (Kaunas, Lithuania) · 2026Article
- Building health-literate artificial intelligence.Nature human behaviour · 2026Review
- A Systematic Review of Health Literacy in People Living With Parkinson's Disease.Health science reports · 2026Review
- Visualization analysis of research progress in precision oncology nursing based on CiteSpace.BMC nursing · 2026Article
- Artificial intelligence and tobacco use: A bibliometric analysis 1997-2026.Tobacco induced diseases · 2026Article
- Tobacco use and cognitive impairment: A bibliometric analysis of research trends and knowledge structure.Tobacco induced diseases · 2026Article
- Bibliometric analysis of global research on liquid biopsy for gastric cancer.Discover oncology · 2025Article
- Review
- Improved medication adherence and health literacy in parents of children with ADHD: Effects of a targeted educational program.Exploratory research in clinical and social pharmacy · 2025Article
- Delivering Patient-Centered Care With Respect to Patient Education and Health Literacy in Athletic Training Job Settings.Journal of athletic training · 2025Article
- Mental Health Literacy of Chinese College Students: Implications on Mental Health Education in China.Cureus · 2025Review
- How perceived risk of recurrence strengthens health management awareness in stroke patients: the chain mediating role of risk fear and health literacy.Frontiers in public health · 2025Article
- Trends of secondhand smoke exposure among children: A scientometric analysis.Tobacco induced diseases · 2025Article
- Research trends in oral health and frailty studies: a bibliometric and visual analysis.Frontiers in medicine · 2025Article
- Structural Determinants of Health Literacy Among Formerly Incarcerated Individuals: Insights From the Survey of Racism and Public Health.Health literacy research and practice · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundDuring uncertainties associated with the COVID-19 pandemic, effectively improving people's health literacy is more important than ever. Drawing knowledge maps of health literacy research through data mining and visualized measurement technology helps systematically present the research status and development trends in global academic circles.
methodsThis paper uses CiteSpace to carry out a metric analysis of 9,492 health literacy papers included in Web of Science through mapping knowledge domains. First, based on the production theory of scientific knowledge and the data mining of citations, the main bodies (country, institution and author) that produce health literacy knowledge as well as their mutual cooperation (collaboration network) are both clarified. Additionally, based on the quantitative framework of cocitation analysis, this paper introduces the interdisciplinary features, development trends and hot topics of the field. Finally, by using burst detection technology in the literature, it further reveals the research frontiers of health literacy.
resultsThe results of the BC measures of the global health literacy research collaboration network show that the United States, Australia and the United Kingdom are the major forces in the current international collaboration network on health literacy. There are still relatively very few transnational collaborations between Eastern and Western research institutions. Collaborations in public environmental occupational health, health care science services, nursing and health policy services have been active in the past five years. Research topics in health literacy research evolve over time, mental health has been the most active research field in recent years.
conclusionsA systematic approach is needed to address the challenges of health literacy, and the network framework of cooperation on health literacy at regional, national and global levels should be strengthened to further promote the application of health literacy research. In the future, we anticipate that this research field will expand in two directions, namely, mental health literacy and eHealth literacy, both of which are closely linked to social development and issues. The results of this study provide references for future applied research in health literacy.
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What OpenQuestion holds
Registered trials
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.