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Accepted for/Published in: JMIR Diabetes

Date Submitted: Jul 18, 2025
Open Peer Review Period: Jul 22, 2025 - Sep 16, 2025
Date Accepted: May 2, 2026
(closed for review but you can still tweet)

The final, peer-reviewed published version of this preprint can be found here:

Quality and Guideline Adherence of Mobile Nutrition Management Apps for Diabetes: Evaluation Study

Jahanzeb S, Davoody N

Quality and Guideline Adherence of Mobile Nutrition Management Apps for Diabetes: Evaluation Study

JMIR Diabetes 2026;11:e80890

DOI: 10.2196/80890

PMID: 42224438

Quality and Guideline Adherence of Mobile Nutrition Management Apps for Diabetes: An Evaluation Study

  • Sidra Jahanzeb; 
  • Nadia Davoody

ABSTRACT

Background:

Diabetes mellitus (DM) is a chronic metabolic disorder marked by elevated blood glucose levels and has emerged as a global epidemic that needs management strategies for effective glycemic control through diet. In recent years, mobile applications have emerged as valuable tools for supporting self-management in chronic diseases, such as diabetes, particularly in the nutritional aspect of the disease. However, the quality, accuracy, and adherence of these applications to established dietary guidelines remain undiscovered and inconsistent.

Objective:

The study aims to evaluate the functionality and adherence to guidelines of digital nutrition management applications for diabetes, with a focus on dietary guidelines from the American Diabetes Association (ADA), World Health Organization (WHO), European Association for the Study of Diabetes (EASD), and Canadian Diabetes Association (CDA).

Methods:

A mixed-methods approach was used, involving a systematic review of mobile applications from the Google Play Store and Apple App Store. A total of 24 applications were selected based on predefined inclusion and exclusion criteria. Applications were analyzed for their content and features using a compliance checklist derived from official dietary guidelines for diabetes. Additionally, the Mobile App Rating Scale (MARS) was used to evaluate application quality on engagement, functionality, aesthetics, and information.

Results:

Only two applications showed full compliance with the dietary guidelines, while most applications showed partial adherence. The MARS evaluation revealed significant variability in application quality, where only two applications had a mean score above 4.0. This shows major gaps in user engagement, functionality, educational content, and personalization.

Conclusions:

Even with the growing availability of nutrition management applications for diabetes, many lack full compliance with dietary guidelines and show room for improvement in their content quality. A collaboration between healthcare professionals, developers, and patients is essential for the future development of these tools to effectively support diabetes self-management.


 Citation

Please cite as:

Jahanzeb S, Davoody N

Quality and Guideline Adherence of Mobile Nutrition Management Apps for Diabetes: Evaluation Study

JMIR Diabetes 2026;11:e80890

DOI: 10.2196/80890

PMID: 42224438

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© The authors. All rights reserved. This is a privileged document currently under peer-review/community review (or an accepted/rejected manuscript). Authors have provided JMIR Publications with an exclusive license to publish this preprint on it's website for review and ahead-of-print citation purposes only. While the final peer-reviewed paper may be licensed under a cc-by license on publication, at this stage authors and publisher expressively prohibit redistribution of this draft paper other than for review purposes.