Evidence map›Paper›PMID 42745919›Full record

ArticleFrontiers in public health2026

Telehealth readiness among Saudi nurses: the critical role of innovative self-efficacy.

Abdalmageed Almukalfy, Faizan Kashoo, Jazi S Alotaibi

Abstract readMulticenter Study
In one paragraph

Article in Frontiers in 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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0citing papers in PubMed
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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

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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

3 authors.

Abdalmageed AlmukalfyDepartment of Nursing Administration, College of Nursing, Majmaah University, Al Majmaah, Saudi Arabia.
Faizan KashooDepartment of Physical Therapy and Health Rehabilitation, College of Applied Medical Sciences, Majmaah University, Al Majmaah, Saudi Arabia.
Jazi S AlotaibiDepartment of Nursing Administration, College of Nursing, Majmaah University, Al Majmaah, Saudi Arabia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objectives: Grounded in Bandura's Self-Efficacy Theory and Davis's Technology Acceptance Model, this study assessed telehealth readiness (TR) and the association with innovative self-efficacy (ISE) among nurses in Al-Madinah Al-Munawwarah, Saudi Arabia, while identifying key demographic and professional correlates. Methods: We conducted a multicenter cross-sectional survey among 400 registered nurses from three Ministry of Health hospitals using the Telehealth Readiness Assessment Tool (TRAT) and the Innovative Self-Efficacy Scale (ISES). Group comparisons employed non-parametric tests, and multivariable linear regression examined independent associations after adjusting for demographic and professional covariates. Results: Nurses with higher ISE demonstrated substantially greater TR. ISE emerged as the dominant independent correlate of TR in multivariable analysis, suggesting that confidence in creative problem-solving may constitute one of the cognitive resources nurses draw upon when preparing for telehealth adoption. Conclusion: ISE is a key correlate of TR, independent of demographic and professional characteristics. These findings extend self-efficacy theory to a mandatory, culturally distinct telehealth adoption context and suggest that training programs should target creative problem-solving alongside technical skills to optimize nursing readiness for digital health transformation in Saudi Arabia.

Indexed as

Attitude of Health PersonnelNursesSelf EfficacyTelemedicineAdultCross-Sectional StudiesDigital HealthFemaleHumansMaleMiddle AgedSaudi ArabiaSurveys and Questionnairesdigital healthhealthcare innovationinnovative self-efficacynursesSaudi Arabiatelehealth readiness

Identifiers

PMID42745919
PMCPMC13574692

What OpenQuestion holds

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Registered trials

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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.