ReviewDiabetes therapy : research, treatment and education of diabetes and related disorders2020
Smartphone-Based Technology in Diabetes Management.
Review in Diabetes therapy : research, treatment and education of diabetes and related disorders, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06957093 (Evaluation of the Therapeutic Efficacy and Safety of Artificial Intelligence-based Decision-making Technology in the Integrated Management of Diabetes Mellitus), which is not on this map. Cited by 52 papers, 1 of them a synthesis that pooled 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.
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.
Evaluation of the Therapeutic Efficacy and Safety of Artificial Intelligence-based Decision-making Technology in the Integrated Management of Diabetes Mellitus: a Longitudinal, Open-labeled, Randomized Controlled Trial
Who cites it
52 citing papers in PubMed, 1 synthesis or guideline pooled it.
- A mobile health application use among diabetes mellitus patients: a systematic review and meta-analysis.Frontiers in endocrinology · 2024Pooled it
- Empowering Patients Through Literacy: A Randomized Controlled Trial of an Educational App for Evaluating Complementary Therapies in Diabetes Management.Nursing open · 2026Trial
- Application of the integrated data platform combined with dietary management for adults with diabetes: A prospective randomized controlled trial.Journal of diabetes investigation · 2024Trial
- Efficacy of Personalized Diabetes Self-care Using an Electronic Medical Record-Integrated Mobile App in Patients With Type 2 Diabetes: 6-Month Randomized Controlled Trial.Journal of medical Internet research · 2022Trial
- Validation of the effectiveness of a digital integrated healthcare platform utilizing an AI-based dietary management solution and a real-time continuous glucose monitoring system for diabetes management: a randomized controlled trial.BMC medical informatics and decision making · 2020Trial
- Exploring inequities in access to diabetes technologies among children and young people with type 1 diabetes: Perspectives of parents and young people from ethnic minority groups and low socio-economic areas.Diabetic medicine : a journal of the British Diabetic Association · 2026Article
- Chinese Food Images for Full-cycle Nutrition Analysis Towards Diabetes Management.Scientific data · 2026Article
- Intention to use smartphone medical applications among patients with chronic disease in southwest Ethiopia: an extended UTAUT2 model approach.BMC medical informatics and decision making · 2026Article
- Temporal gradient analysis of blood glucose responses to non-standard physical activity: a free-living study in type 1 diabetes.Frontiers in sports and active living · 2026Article
- A Tailor-Made Mobile App With a Local Cuisine Database for Self-Management of Type 2 Diabetes Mellitus: Randomized Controlled Trial.JMIR diabetes · 2025Article
- The Impact of Mobile Health Literacy, Socioeconomic Factors, and Engagement Patterns on DiabetesXcel App Usage in Adults.Journal of diabetes and metabolic disorders · 2025Article
- Recommendations for Designing a Digital Health Tool for Blindness Prevention Among High-Risk Diabetic Retinopathy Patients: Qualitative Focus Group Study of Adults With Diabetes.JMIR formative research · 2025Article
- Digital Health Technology in Diabetes Management in the Asia-Pacific Region: A Narrative Review of the Current Scenario and Future Outlook.Diabetes therapy : research, treatment and education of diabetes and related disorders · 2025Review
- Mobile apps for diabetes self-management: An updated review of app features and effectiveness.Journal of behavioral medicine · 2025Review
- Mobile App Intervention Increases Adherence to Home Exercise Program After Whiplash Injury-A Randomized Controlled Trial (RCT).Diagnostics (Basel, Switzerland) · 2024Article
- Limitations of Using Mobile Phones for Managing Type 1 Diabetes (T1D) Among Youth in Low and Middle-Income Countries: Implications for mHealth.Proceedings of the ACM on human-computer interaction · 2024Article
- A Culturally Sensitive Mobile App (DiaFriend) to Improve Self-Care in Patients With Type 2 Diabetes: Development Study.JMIR diabetes · 2024Article
- Review
- Assessing Carbohydrate Counting Accuracy: Current Limitations and Future Directions.Nutrients · 2024Review
- "I'm Staring at the Screen All the Time": Technology Use and Mindfulness in Adolescents with Type 1 Diabetes.Comprehensive child and adolescent nursing · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Diabetes is a group of metabolic disorders characterized by elevated levels of blood glucose which leads over time to serious complications and significant morbidity and mortality worldwide. Self-management tasks in diabetes may be quite challenging because of lack of training, difficulties in sustaining lifestyle modifications, and limited access to specialized healthcare. Nowadays, the evolution of mobile technology provides a large number of health-related smartphone applications (apps), aiming to increase the self-management skills of the patient in chronic diseases, to facilitate the communication between the patient and healthcare providers, and to increase also the patient's compliance with the treatment. In the field of diabetes there are also many diabetes-related mobile apps mainly focusing on self-management of diabetes, lifestyle modification, and medication adherence motivation. The aim of this paper is to review the most important diabetes-related mobile smartphone applications, including only those supported by prospective randomized controlled trials.
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Registered trials
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.