ArticleBMC health services research2018
Establishing the HLS-Q12 short version of the European Health Literacy Survey Questionnaire: latent trait analyses applying Rasch modelling and confirmatory factor analysis.
Article in BMC health services research, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04505150 (Lowering Blood Pressure by Changing Lifestyle Through a Motivational Education Program), which is not on this map. Cited by 80 papers, 2 of them syntheses that pooled it.
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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.
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.
Lowering Blood Pressure by Changing Lifestyle Through a Motivational Education Program: a Cluster RCT Study Protocol
Who cites it
80 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- Measuring health literacy: A systematic review and bibliometric analysis of instruments from 1993 to 2021.PloS one · 2022Pooled it
- A Scientometric Review of Rasch Measurement: The Rise and Progress of a Specialty.Frontiers in psychology · 2019Pooled it
- Evaluating context effects on PHQ-8 somatic item scores among people with a chronic medical condition: a scleroderma patient-centred intervention network randomised experiment.Epidemiology and psychiatric sciences · 2026Trial
- Study of the psychometric properties of the HLS-EU-12 questionnaire in rural Bangladesh.PloS one · 2025Trial
- Acceptability of de-intensified screening for women at low risk of breast cancer: a randomised online experimental survey.BMC cancer · 2024Trial
- Health literacy, perceived stress, and health-related quality of life in Finnish adults: differences by chronic disease burden.Health promotion international · 2026Article
- Digital Outpatient Care for Patients With Type 1 Diabetes (DigiDiaS): Pragmatic Observational Pre-Post Study.Journal of medical Internet research · 2026Observational
- Living labs as catalysts for integrated primary care: insights from a comprehensive community survey and co-creative design of community-based prevention and primary care.BMC primary care · 2026Article
- Familiarity with Population Health Management Terminology and Attitudes Toward PHM-Aligned Principles Among Primary Care Attendees in Riyadh, Saudi Arabia: A Cross-Sectional Study.Healthcare (Basel, Switzerland) · 2026Article
- Measuring General Health Literacy in Haitian Immigrant Adults: Validation of the HLSInternational journal of environmental research and public health · 2026Article
- Factors Associated with Height-Promoting Dietary Practices Among Japanese Preschool Children: A Web-Based Cross-Sectional Study.Children (Basel, Switzerland) · 2026Article
- Factor Structure and Measurement Invariance Across Gender of the Eating Disorder Examination Questionnaire-Short Form in Italian Workers.European journal of investigation in health, psychology and education · 2026Article
- Association of Health Literacy with Sociodemographic Factors and Medication Adherence Among Primary Health Care Users in Montenegro.Healthcare (Basel, Switzerland) · 2026Article
- Health literacy and risk behaviours related to sexually transmitted infections among Portuguese university students: a cross-sectional study.BMC public health · 2026Article
- Article
- Validation of the Arabic version of the 23-item quality-of-life Kansas City Cardiomyopathy Questionnaire (KCCQ).SAGE open medicine · 2026Article
- Structural Validation and Measurement Invariance of the HLS-Q12 Health Literacy Instrument in Finnish Adults: Comparing Traditional and Alignment Methods.International journal of public health · 2026Article
- Differences in health literacy and health-promoting behaviors by gender and sport type in collegiate athletes.Frontiers in public health · 2026Article
- Healthcare cost literacy in the united states: Cross-sectional estimates from a representative national sample.PloS one · 2026Article
- Measuring health literacy among older inpatients after elective surgery: evaluation of the European Health Literacy Survey Questionnaire-short form (HLS-EU-Q16).Frontiers in psychology · 2026Article
20 more citing papers are in PubMed but not listed here.
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6 authors.
Funding
Abstract
backgroundThe European Health Literacy Survey Questionnaire (HLS-EU-Q47) is widely used in assessing health literacy (HL). There has been some controversy whether the comprehensive HLS-EU-Q47 data, reflecting a conceptual model of four cognitive domains across three health domains (i.e. 12 subscales), fit unidimensional Rasch models. Still, the HLS-EU-Q47 raw score is commonly interpreted as a sufficient statistic. Combining Rasch modelling and confirmatory factor analysis, we reduced the 47 item scale to a parsimonious 12 item scale that meets the assumptions and requirements of objective measurement while offering a clinically feasible HL screening tool. This paper aims at (1) evaluating the psychometric properties of the HLS-EU-Q47 and associated short versions in a large Norwegian sample, and (2) establishing a short version (HLS-Q12) with sufficient psychometric properties.
methodsUsing computer-assisted telephone interviews during November 2014, data were collected from 900 randomly sampled individuals aged 16 and over. The data were analysed using the partial credit parameterization of the unidimensional polytomous Rasch model (PRM) and the 'between-item' multidimensional PRM, and by using one-factorial and multi-factorial confirmatory factor analysis (CFA) with categorical variables.
resultsUsing likelihood-ratio tests to compare data-model fit for nested models, we found that the observed HLS-EU-Q47 data were more likely under a 12-dimensional Rasch model than under a three- or a one-dimensional Rasch model. Several of the 12 theoretically defined subscales suffered from low reliability owing to few items. Excluding poorly discriminating items, items displaying differential item functioning and redundant items violating the assumption of local independency, a parsimonious 12-item HLS-Q12 scale is suggested. The HLS-Q12 displayed acceptable fit to the unidimensional Rasch model and achieved acceptable goodness-of-fit indexes using CFA.
conclusionsUnlike the HLS-EU-Q47 data, the parsimonious 12-item version (HLS-Q12) meets the assumptions and the requirements of objective measurement while offering clinically feasible screening without applying advanced psychometric methods on site. To avoid invalid measures of HL using the HLS-EU-Q47, we suggest using the HLS-Q12. Valid measures are particularly important in studies aiming to explain the variance in the latent trait HL, and explore the relation between HL and health outcomes with the purpose of informing policy makers.
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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.