Evidence map›Paper›PMID 40854231›Full record

SynthesisJournal of medical Internet research2025

Digital Health Literacy in Patients With Common Chronic Diseases: Systematic Review and Meta-Analysis.

Hadeel Zaghloul, Kareem Fanous, Lina Ahmed, Maryam Arabi, Sanish Varghese, Sara Omar, Yousef Al-Najjar, Rayane El-Khoury, Jamie Gray, Amine Rakab and 1 more

Abstract readSystematic ReviewMeta-Analysis
In one paragraph

Synthesis 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 21 papers, 4 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
21citing papers in PubMed, 4 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

21 citing papers in PubMed, 4 syntheses or guidelines pooled it.

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  11. Factors influencing information overload among breast cancer patients in the information explosion era: a cross-sectional study.Supportive care in cancer : official journal of the Multinational Association of Supportive Care in Cancer · 2026
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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

11 authors.

Hadeel ZaghloulDepartment of Internal Medicine, Weill Cornell Medicine in Qatar, Al Luqta Street, PO Box 24144, Doha, Qatar, 974 66107560.ORCID 0000-0003-4950-3509
Kareem FanousDepartment of Internal Medicine, Weill Cornell Medicine in Qatar, Al Luqta Street, PO Box 24144, Doha, Qatar, 974 66107560.ORCID 0000-0002-6681-7385
Lina AhmedDepartment of Internal Medicine, Weill Cornell Medicine in Qatar, Al Luqta Street, PO Box 24144, Doha, Qatar, 974 66107560.ORCID 0000-0001-7195-6286
Maryam ArabiDepartment of Internal Medicine, Weill Cornell Medicine in Qatar, Al Luqta Street, PO Box 24144, Doha, Qatar, 974 66107560.ORCID 0000-0003-0815-7902
Sanish VargheseDepartment of Internal Medicine, Weill Cornell Medicine in Qatar, Al Luqta Street, PO Box 24144, Doha, Qatar, 974 66107560.ORCID 0000-0002-1264-9654
Sara OmarDepartment of Internal Medicine, Weill Cornell Medicine in Qatar, Al Luqta Street, PO Box 24144, Doha, Qatar, 974 66107560.ORCID 0000-0002-1874-015X
Yousef Al-NajjarDepartment of Internal Medicine, Weill Cornell Medicine in Qatar, Al Luqta Street, PO Box 24144, Doha, Qatar, 974 66107560.ORCID 0000-0003-1639-7199
Rayane El-KhouryDepartment of Internal Medicine, Weill Cornell Medicine in Qatar, Al Luqta Street, PO Box 24144, Doha, Qatar, 974 66107560.ORCID 0000-0002-8709-6222
Jamie GrayDepartment of Internal Medicine, Weill Cornell Medicine in Qatar, Al Luqta Street, PO Box 24144, Doha, Qatar, 974 66107560.ORCID 0000-0002-8015-6464
Amine RakabDepartment of Internal Medicine, Weill Cornell Medicine in Qatar, Al Luqta Street, PO Box 24144, Doha, Qatar, 974 66107560.ORCID 0000-0003-1563-8739
Thurayya ArayssiDepartment of Internal Medicine, Weill Cornell Medicine in Qatar, Al Luqta Street, PO Box 24144, Doha, Qatar, 974 66107560.ORCID 0000-0003-2469-0272

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Digital health technology (DHT) plays an increasingly vital role in managing chronic diseases by enabling patients to actively manage their health. These tools have been shown to improve self-management and adherence to medical advice. However, for DHT to be fully effective, patients with chronic conditions must be digitally literate. The eHealth Literacy Scale (eHEALS), an 8‑item tool with scores ranging from 8 to 40, was developed to assess individuals' perceived ability to find, evaluate, and apply digital health information. Assessing patients' digital health literacy (DHL) and understanding the factors influencing it are essential for improving the accessibility and usability of health resources. Objective: This study aimed to assess DHL in patients with diabetes mellitus (DM), hypertension, and rheumatoid arthritis (RA) through a systematic review and meta‑analysis using eHEALS. We sought to determine average DHL scores, examine demographic and socioeconomic factors influencing DHL, and explore its impact on disease management to inform future strategies for enhancing DHL and improving chronic disease outcomes. Methods: Following PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) guidelines, we conducted a systematic review across 7 databases (PubMed, SCOPUS, Embase, ERIC, CINAHL, Library Literature and Information Science Index, and Google Scholar) from inception to August 14, 2022, with an updated search in October 2024. Eligible studies included adults (≥18 years) with DM, hypertension, or RA who reported DHL data using eHEALS (8-40) and were original research published in English. Exclusion criteria included studies involving participants younger than 18 years, reviews, meta‑analyses, studies not addressing the target diseases, or non‑English publications. Study quality was evaluated using the Newcastle‑Ottawa Scale (NOS). Results: Eight studies involving 2527 participants were included. The pooled mean eHEALS score was 27.03 (95% CI 25.08-28.98), indicating high overall DHL. Stratified by disease, scores were higher for DM (27.79) and hypertension (28.48) but lower for RA (24.74). Quality assessment indicated a high standard of included studies. Factors influencing DHL included age, education, employment, and perception of the internet as a health resource. Due to the limited number of studies, meta‑regression analysis could not be performed. Conclusions: DHL is critical for individuals with chronic conditions, empowering them to make informed decisions and manage their health effectively. However, the scarcity of studies limits comprehensive analysis of DHL determinants. While the internet offers abundant health information, unequal DHL and health skills remain barriers. More inclusive research is needed to fully understand DHL's impact on health outcomes and mitigate disparities, ensuring equitable access to digital health resources and improving disease management.

Indexed as

Health LiteracyArthritis, RheumatoidChronic DiseaseDiabetes MellitusFemaleHumansHypertensionMaleTelemedicinechronic diseasechronic disease managementdatabasedemographicdiabetesdiabetes mellitusdigital health literacyeHEALSeHealth literacyeHealth literacy scalehypertensionliterature reviewmeta-analysismeta-regression analysisrheumatoid arthritisself-careself-managementsocioeconomicsystematic review

Identifiers

PMID40854231
PMCPMC12377790

What OpenQuestion holds

Textmetadata
LicenceCC BY
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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.