Evidence map›Paper›PMID 40101757›Full record

ArticleEuropean journal of public health2025

Digital health literacy among the Spanish population: a descriptive and latent class analysis study.

Eulàlia Hernández Encuentra, Juan Luis González Caballero, Ilaria Montagni, Martina Fernández Gutiérrez, Pilar Bas Sarmiento

Abstract read
In one paragraph

Article in European journal of public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
7citing papers in PubMed, 1 pooled it
–field-weighted citation impact
1 · What the graph read from 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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

7 citing papers in PubMed, 1 synthesis or guideline pooled it.

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4 · The record

Corrections and comments

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

5 authors.

Eulàlia Hernández EncuentraPsychology and Education Studies, Open University of Catalonia, Rambla Poblenou, 156, Barcelona, Catalonia, 08018, Spain.
Juan Luis González CaballeroDepartment of Statistics and Operations Research, Faculty of Medicine, University of Cadiz, Plaza Falla, 9, Cádiz, 11003, Spain.
Ilaria MontagniBordeaux Population Health U1219, University of Bordeaux-Inserm, Bordeaux, France.ORCID 0000-0003-0076-0010
Martina Fernández GutiérrezDepartment of Nursing and Physiotherapy, Faculty of Nursing, University of Cadiz, Venus Street, Algeciras, Cádiz, 11207, Spain.
Pilar Bas SarmientoDepartment of Nursing and Physiotherapy, Faculty of Nursing, University of Cadiz, Venus Street, Algeciras, Cádiz, 11207, Spain.

Funding

eHealth Center and the Psychology and Education StudiesUniversitat Oberta de CatalunyaUniversitat Oberta de Catalunya, Barcelona, Spain
6 · The paper itself

Abstract

Spain has been consolidating the implementation of digital healthcare. However, there is not a comprehensive picture of the digital health literacy of the population in relation to existing policies and practices. To identify different profiles of people by analysing their digital health literacy, with the ultimate goal of providing healthcare organizations with indications to improve the relationship between people and the healthcare system. This cross-sectional survey study included 400 people aged ≥18 years from May 2021 to May 2022 in Spain. Participants were stratified by gender, age range, and residential area mirroring the Spanish population, and were recruited by an online panel and in community settings. A self-administered online survey was used, including the eHLQ questionnaire as a main measure and sociodemographic information. The digital health literacy level was medium and balanced among the seven eHLQ dimensions (ranging from 2.60 to 2.77 out of 5). The latent class analysis revealed five profiles based on the scores of the dimensions of the eHLQ questionnaire and taking into account age, technology use, and educational level. Access to digital services that work, together with using digital technology to process health information, is the main challenge identified by the participants. National health institutions and policies should focus not only on educating and training in digital skills but also on providing reliable and useful digital health services. This is the first study to provide a comprehensive digital health literacy profile of the Spanish population using the eHLQ questionnaire.

Indexed as

Digital TechnologyHealth LiteracyAdolescentAdultAgedCross-Sectional StudiesFemaleHumansLatent Class AnalysisMaleMiddle AgedSpainSurveys and QuestionnairesYoung Adult

Identifiers

PMID40101757
PMCPMC12311339

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
Read underepoch 390

Registered trials

None linked

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.