Evidence map›Paper›PMID 41969929›Full record

ArticleInternational journal of public health2026

Structural Validation and Measurement Invariance of the HLS-Q12 Health Literacy Instrument in Finnish Adults: Comparing Traditional and Alignment Methods.

Jing Zhou, Hanna Rekola, Marjorita Sormunen, Tomi Mäki-Opas

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Article in International journal of 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.

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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Jing ZhouSchool of Law, Shanghai Lixin University of Accounting and Finance, Shanghai, China.
Hanna RekolaDepartment of Social Sciences, University of Eastern Finland, Kuopio, Finland.
Marjorita SormunenInstitute of Public Health and Clinical Nutrition, Faculty of Health Sciences, University of Eastern Finland, Kuopio, Finland.
Tomi Mäki-OpasDepartment of Social Sciences, University of Eastern Finland, Kuopio, Finland.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objectives: To examine the internal structure, internal consistency, and measurement invariance of the HLS-Q12 across sociodemographic groups in Finnish adults, using traditional multi-group confirmatory factor analysis (MGCFA) and alignment optimization. Methods: We analyzed data from 7,077 Finnish adults drawn from a nationally representative national sample (n = 4,003) and a regional sample from North Savo (n = 3,074). Analyses included confirmatory factor analysis, MGCFA, and alignment optimization with Monte Carlo evaluation. Invariance was examined across gender, age, education, and study samples. Results: Reliability was high (α = 0.905 & ω = 0.896) and unidimensional structure (CFI = 0.951, TLI = 0.935, RMSEA = 0.058). MGCFA supported scalar invariance for gender, education, and study samples. Alignment optimization exhibited acceptable non-invariance (2.8%-25% of parameters), primarily in intercepts. Women and individuals with higher education showed higher health literacy; young adults exhibited higher levels than older cohorts. Conclusion: The Finnish HLS-Q12 supported subgroup comparisons for population monitoring, with largely adequate measurement invariance across key sociodemographic groups. The evidence pertains primarily to internal structure and measurement invariance. Further studies should examine additional validity evidence using external criteria.

Indexed as

Health LiteracyAdolescentAdultAgedFactor Analysis, StatisticalFemaleFinlandHumansMaleMiddle AgedPsychometricsReproducibility of ResultsSociodemographic FactorsSurveys and QuestionnairesYoung Adultalignment methodhealth literacyHLS-Q12measurement invariancestructural validation

Identifiers

PMID41969929
PMCPMC13061856

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