Evidence map›Paper›PMID 41996370›Full record

ArticleJMIR diabetes2026

Harnessing Digital Innovation for Diabetes Care: Insights From the Action4Diabetes-CorrelAid Data4Good Collaboration.

Sze May Ng, Michael Aydinbas, Tyla Martin, Darren Jia Chen Toh, Steven James

Abstract read
In one paragraph

Article in JMIR diabetes, 2026. 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

5 authors.

Sze May NgFaculty of Health Social Care and Medicine, Edge Hill University, St Helens Road, Ormskirk, L39 4QP, United Kingdom, 44 1695 575171.ORCID http://orcid.org/0000-0002-3449-0541
Michael AydinbasCorrelAid e.V., Berlin, Germany.ORCID http://orcid.org/0009-0007-8787-8690
Tyla MartinAction4Diabetes, Bangkok, Thailand.ORCID http://orcid.org/0009-0000-8587-357X
Darren Jia Chen TohCambridge University, Cambridge, Cambridgeshire, United Kingdom.ORCID http://orcid.org/0009-0005-7894-1956
Steven JamesUniversity of the Sunshine Coast, Petrie, Queensland, Australia.ORCID http://orcid.org/0000-0002-3928-9206

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Unlabelled: Recent decades have seen a dramatic proliferation of real-world data use and evidence generation from nonresearch settings. Data utilization is particularly revolutionizing the operations and impact of nongovernmental organizations worldwide, especially in low- and middle-income countries. Action4Diabetes, which has incrementally been providing sustainable diabetes care for children, adolescents, and young adults with type 1 diabetes (aged 0-25 y) across Southeast Asia since 2015, is one such organization. Recognizing the importance of data, Action4Diabetes have collaborated with CorrelAid e.V. As part of this, Action4Diabetes has been exchanging patient data with the local program hospitals monthly. A preprocessing pipeline was implemented, extracting patient and medical product data in a standardized and unified manner. Data collected are anonymized and subsequently uploaded to secure public cloud storage, where they are processed and stored in a centralized database. The model used by Action4Diabetes shows that much can be achieved and can perhaps be utilized elsewhere.

Indexed as

Action4Diabetesdiabetesdigital innovationevidenceSoutheast Asia

Identifiers

PMID41996370
PMCPMC13089624

What OpenQuestion holds

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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.