Evidence map›Paper›PMID 41248385›Full record

SynthesisBMJ open2025

Enablers and barriers of e-learning utilising smart technologies in type 2 diabetes care for clinicians: a systematic review.

Maha Mouidh Alanazi, Antoni Fellas, Pascale Bridge, Shamasunder Acharya, Derek Santos, Dean Sculley, Xavier Girones, Andrea Coda

Abstract readSystematic Review
In one paragraph

Synthesis in BMJ open, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

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

8 authors.

Maha Mouidh AlanaziThe University of Newcastle, School of Health Sciences, College of Health, Medicine and Wellbeing, Callaghan, New South Wales, Australia Mahamouidha.anazi@uon.edu.au.ORCID http://orcid.org/0009-0008-5350-8437
Antoni FellasThe University of Newcastle, School of Health Sciences, College of Health, Medicine and Wellbeing, Callaghan, New South Wales, Australia.
Pascale BridgeCamurus Pty Ltd, Hyde Park Hub, 223-225 Liverpool Street, Darlinghurst, New South Wales, Australia.
Shamasunder AcharyaThe University of Newcastle, School of Health Sciences, College of Health, Medicine and Wellbeing, Callaghan, New South Wales, Australia.
Derek SantosQueen Margaret University, School of Health Sciences, Musselburgh, Edinburgh, UK.
Dean SculleyThe University of Newcastle, School of Biomedical Sciences and Pharmacy, College of Health, Medicine and Wellbeing, Newcastle, New South Wales, Australia.
Xavier GironesGeneralitat de Catalunya, Department of Research and Universities, Government of Catalonia, Barcelona, Spain.
Andrea CodaThe University of Newcastle, School of Health Sciences, College of Health, Medicine and Wellbeing, Callaghan, New South Wales, Australia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectivesContinuous Glucose Monitoring (CGM) supports Type 2 Diabetes (T2D) management, but healthcare professionals (HCPs) often face challenges interpreting data. E-learning platforms can enhance knowledge, skills and confidence. This systematic review identified enablers and barriers to e-learning for CGM interpretation.

designSystematic review conducted in accordance with the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. DATA SOURCES: PubMed, Ovid MEDLINE, Ovid Embase, Cochrane Library, Scopus, Web of Science and CINAHL were searched on 7 February 2024. ELIGIBILITY CRITERIA FOR SELECTING STUDIES: Studies of HCPs using e-learning for T2D management were included, both comparative and non-comparative. Outcomes included enablers and barriers. Eligible designs were randomised, quasi-experimental, controlled before-and-after and observational studies. No restrictions on setting or language; conference abstracts included if full text was available DATA EXTRACTION AND SYNTHESIS: Two reviewers independently screened and extracted data using a predefined form; disagreements were resolved by a third reviewer. Thematic analysis identified key enablers and barriers. Methodological quality was assessed using the Downs and Black checklist, and findings were synthesised narratively.

resultsFour studies met inclusion criteria, including 6790 participants (physicians, nurses, midwives and medical residents). E-learning improved knowledge and skills. Emami

conclusionBased on current evidence, it is unclear if e-learning can significantly enhance HCPs' knowledge, skills and confidence in T2D management. Barriers such as time constraints and resistance to change remain, and the limited number and quality of studies restrict the generalisability of these findings. E-learning may offer potential benefits, but further robust randomised controlled trials are needed to evaluate long-term outcomes and strategies to overcome these challenges. PROSPERO REGISTRATION NUMBER: CRD42023455156.

Indexed as

Diabetes Mellitus, Type 2Health PersonnelBlood Glucose Self-MonitoringHumansDiabetes Mellitus, Type 2Education, MedicalMEDICAL EDUCATION & TRAINING

Identifiers

PMID41248385
PMCPMC12625956

What OpenQuestion holds

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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.