Evidence map›Paper›PMID 40930108›Full record

ArticleJournal of medical Internet research2025

Validation of the eHealth Literacy Scale Instrument in a Restless Legs Syndrome Population: Classical Test Theory and Rasch Analysis Study.

Mattias Georgsson, Elzana Odzakovic, Maria Björk, Viktor Kaldo, Susanna Jernelöv, Kerstin Blom, Martin Ulander, Bengt Fridlund, Susanne Knutsson, Christina Sandlund and 2 more

Abstract readValidation Study
In one paragraph

Article in Journal of medical Internet research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–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

2 citing papers in PubMed.

  1. Article
  2. Article
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

12 authors.

Mattias GeorgssonDepartment of Nursing, School of Health and Welfare, Jönköping University, Gjuterigatan 5, Jönköping, 553 18, Sweden, 46 036101000.ORCID http://orcid.org/0000-0002-9854-7690
Elzana OdzakovicDepartment of Nursing, School of Health and Welfare, Jönköping University, Gjuterigatan 5, Jönköping, 553 18, Sweden, 46 036101000.ORCID http://orcid.org/0000-0002-8163-5045
Maria BjörkDepartment of Nursing, School of Health and Welfare, Jönköping University, Gjuterigatan 5, Jönköping, 553 18, Sweden, 46 036101000.ORCID http://orcid.org/0000-0001-6419-2417
Viktor KaldoDepartment of Psychology, Faculty of Health and Life Sciences, Linnaeus University, Växjö, Sweden.ORCID http://orcid.org/0000-0002-6443-5279
Susanna JernelövCentre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, & Stockholm Health Care Services, Region Stockholm, Stockholm, Sweden.ORCID http://orcid.org/0000-0002-0633-8104
Kerstin BlomCentre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, & Stockholm Health Care Services, Region Stockholm, Stockholm, Sweden.ORCID http://orcid.org/0000-0002-6681-0554
Martin UlanderDivision of Neurobiology, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden.ORCID http://orcid.org/0000-0002-3810-0432
Bengt FridlundCentre of Interprofessional Collaboration within Emergency Care (CICE), Linnaeus University, Växjö, Sweden.ORCID http://orcid.org/0000-0002-5412-9497
Susanne KnutssonCentre of Interprofessional Collaboration within Emergency Care (CICE), Linnaeus University, Växjö, Sweden.ORCID http://orcid.org/0009-0003-8659-8698
Christina SandlundDepartment of Neurobiology, Care Sciences and Society, Karolinska Institutet, Stockholm, Sweden.ORCID http://orcid.org/0000-0002-1366-9032
Amir PakpourDepartment of Nursing, School of Health and Welfare, Jönköping University, Gjuterigatan 5, Jönköping, 553 18, Sweden, 46 036101000.ORCID http://orcid.org/0000-0002-8798-5345
Anders BroströmDepartment of Nursing, School of Health and Welfare, Jönköping University, Gjuterigatan 5, Jönköping, 553 18, Sweden, 46 036101000.ORCID http://orcid.org/0000-0002-0433-0619

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: An increased use of the internet and digital health care for patients with long-term conditions implies a need for assuring digital health literacy skills. Patients with restless legs syndrome (RLS) represent a group where digital sources of information are highly valued. This is due to a difficult diagnosis and complex treatment situation that contributes to patients seeking out digital resources themselves to handle the perceived shortcomings in their care. To benefit from these resources, patients need to have the digital skills to explore information to optimize their understanding of the disease and its treatments. The eHealth Literacy Scale (eHEALS), which has been used in both general populations and patients with long-term conditions, could, if proven valid, be used by researchers and clinicians to assess digital health literacy among patients with RLS to inform the development of patient-centered digital health care information and interventions. Objective: The aim of the study is to investigate the psychometric properties of eHEALS in patients with RLS to determine its adequacy and potential utility. Methods: A cross-sectional design including patients with RLS from the Swedish national RLS patient organization was used. Data were collected via a mail-based survey comprising back-and-forth translated Swedish versions of the following instruments: eHEALS, Restless Legs Syndrome-6 Scale (RLS symptoms), Pittsburgh Sleep Quality Inventory (sleep quality), Epworth Sleepiness Scale (daytime sleepiness), Patient Health Questionnaire-9 (depressive symptoms), and CollaboRATE (shared decision-making). Confirmatory factor analysis and Rasch models were used to assess the validity and reliability of the eHEALS. Measurement invariance, unidimensionality, and differential item functioning across age, gender, medication use, sleep quality, level of depressive symptoms, and participation in care decisions were assessed. Results: A total of 788 patients with a mean age of 70.8 (SD 11.3) years participated. Among them, 64.7% (n=510) were women, 73.8% (n=582) were married or living together, and 43.5% (n=343) had attained a university education. A median eHEALS score of 28 (IQR 22-33) was reported. The unidimensionality of the eHEALS was supported by the confirmatory factor analysis and the Rasch model. The reliability of the eHEALS was confirmed using composite reliability and Cronbach α. No differential item functioning was identified for age, gender, medication use, shared decision-making condition, depressive symptoms, or sleep quality, meaning that these groups do not have different probabilities of endorsing a given item after controlling for the overall score. Conclusions: The eHEALS showed good validity and reliability and operated equivalently for men and women of different ages with various clinical and treatment conditions related to RLS. Accordingly, health care professionals can use eHEALS as a psychometrically sound tool to explore the digital health literacy level among patients with RLS.

Indexed as

Health LiteracyRestless Legs SyndromeTelemedicineAdultAgedCross-Sectional StudiesFemaleHumansInternetMaleMiddle AgedPsychometricsReproducibility of ResultsSurveys and QuestionnairesSwedenconfirmatory factor analysisdecisional conflicthealth literacyrestless legs syndromeshared decision-makingsleepvalidity

Identifiers

PMID40930108
PMCPMC12422746

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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.