Evidence map›Paper›PMID 40195184›Full record

ArticleJournal of medical systems2025

Interactive Toolkit for Classifying Digital Health Interventions, Services, and Applications Based on the WHO Framework.

Anuradha Liyanage, Daniela Wurhofer, Mahdi Sareban, Gunnar Treff, Josef Niebauer, Rada Hussein

Abstract read
In one paragraph

Article in Journal of medical systems, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed, 1 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

1 citing paper in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
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

6 authors.

Anuradha LiyanageLudwig Boltzmann Institute for Digital Health and Prevention, Salzburg, Austria.ORCID http://orcid.org/0009-0009-1306-0727
Daniela WurhoferLudwig Boltzmann Institute for Digital Health and Prevention, Salzburg, Austria.ORCID http://orcid.org/0000-0001-8476-6051
Mahdi SarebanLudwig Boltzmann Institute for Digital Health and Prevention, Salzburg, Austria.ORCID http://orcid.org/0000-0002-8146-0505
Gunnar TreffLudwig Boltzmann Institute for Digital Health and Prevention, Salzburg, Austria. gunnar.treff@pmu.ac.at.ORCID http://orcid.org/0000-0001-5388-4282
Josef NiebauerLudwig Boltzmann Institute for Digital Health and Prevention, Salzburg, Austria.ORCID http://orcid.org/0000-0002-2811-9041
Rada HusseinLudwig Boltzmann Institute for Digital Health and Prevention, Salzburg, Austria.ORCID http://orcid.org/0000-0003-1257-4848

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The rapidly advancing digital health requires a standardized approach to classifying Digital Health Interventions (DHIs) for better planning, monitoring, and resource distribution. The World Health Organisation (WHO) developed a Classification for Digital Health Interventions, Services, and Applications in Health (CDISAH) in response to this need. The purpose of this study was to develop an interactive toolkit based on WHO's CDISAH to enhance categorization, making it more interactive, user-friendly, and effective in classifying DHI services and applications, and demonstrate its practical implementation in the field of cardiac rehabilitation. We used a descriptive approach with a seven-step iterative process to create the toolkit. The process began with a review of best practices for converting framework into toolkit, followed by drafting an initial toolkit structure, which was refined through team discussions. The content was based on WHO CDISAH. Expert feedback was incorporated, and quality assurance was conducted through internal and external reviews. The toolkit's functionality and usability were evaluated through a use case including DHIs, services, and applications for cardiac rehabilitation. The toolkit for WHO CDISAH has a structured interface with clear definitions, practical examples, and intuitive navigation across three main axes: health system challenges, digital health interventions, and digital health applications and services. Pilot testing improved its usability and functionality for accurate classification, highlighting areas for refinement and identifying challenges and solutions for practical implementation. The developed toolkit provides a standardised, portable platform for classifying the multimodal DHIs that align with the framework presented by WHO.

Indexed as

TelemedicineCardiac RehabilitationDigital HealthHumansWorld Health OrganizationDigital health interventionsHealth system challengesToolkit developmentWHO classification

Identifiers

PMID40195184
PMCPMC11976836

What OpenQuestion holds

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LicenceCC BY
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.