ReviewFrontiers in endocrinology2020
The Challenges in the Development of Diabetes Prevention and Care Models in Low-Income Settings.
Review in Frontiers in endocrinology, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 57 papers, 3 of them syntheses 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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
57 citing papers in PubMed, 3 syntheses or guidelines pooled it, 99 citations in OpenAlex.
- Global, regional, and national cascades of diabetes care, 2000-23: a systematic review and modelling analysis using findings from the Global Burden of Disease Study.The lancet. Diabetes & endocrinology · 2025Pooled it
- Technological functionality and system architecture of mobile health interventions for diabetes management: a systematic review and meta-analysis of randomized controlled trials.Frontiers in public health · 2025Pooled it
- Impact of Pharmacists-Led Interventions in Primary Care for Adults with Type 2 Diabetes on HbA1c Levels: A Systematic Review and Meta-Analysis.International journal of environmental research and public health · 2022Pooled it
- Effects of a family-doctor-led community intervention model on self-management and medication taking in patients with type 2 diabetes mellitus: a randomized controlled trial.BMC public health · 2025Trial
- Trial
- Digital Health Interventions for Type 2 Diabetes: A Narrative Review of Mobile Technologies and Their Impact on Patients' Outcomes.Health science reports · 2026Article
- Community insights into type 1 diabetes care in Armenia: a qualitative study informing health policy reform.BMJ open · 2026Article
- Functional Integration of a Portable Non-Enzymatic Electrochemical Glucose Sensor in Simulation-Based Medical Education Through a Teleconsultation Workflow.Sensors (Basel, Switzerland) · 2026Article
- Addressing Unmet Needs in the Management of Diabetes in Asia and Enhancing Diabetes Care Through the Use of Digital Technology: An Expert Opinion.Journal of the ASEAN Federation of Endocrine Societies · 2026Review
- Dietary perceptions and challenges in the management of type 2 diabetes in rural communities of the Eastern Cape, South Africa: a qualitative study.Frontiers in clinical diabetes and healthcare · 2026Article
- Article
- Article
- Female community health volunteers' knowledge and confidence in providing community-based diabetes self-management support in Nepal: A biphasic mixed method evaluation.PLOS global public health · 2026Article
- A realist review to understand the complexity of effective management of type 2 diabetes and hypertension.Public health reviews · 2026Review
- Chronic Infections and Diabetes in Africa: A Narrative Review of Pathogen-Associated Metabolic Risk.Cureus · 2025Review
- Gaps in the Type 1 Diabetes Mellitus care cascade: a national perspective using South Africa's National Health Laboratory Service (NHLS) database.medRxiv : the preprint server for health sciences · 2025Article
- A Review on the Double Burden of Diabetes and Myocardial Infarction: Healthcare Challenges and Future Prospects in Low and Middle-Income Countries.Health science reports · 2025Article
- Models of care for children and adolescents with type 1 diabetes in low- and middle-income countries: a scoping review.The Cochrane database of systematic reviews · 2025Article
- The Rising Global Burden of MASLD and Other Metabolic Diseases (2000-2021).United European gastroenterology journal · 2025Article
- Achieving impactful treatment for paediatric endocrine disorders in low- to middle-income countries (LMICs): a scoping review.BMJ open · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
In low- and middle-income countries (LMICs), the burden of non-communicable diseases such as diabetes is rapidly rising, overpassing the existing burden of communicable diseases. Patients with diabetes living in low-income communities face unique challenges related to lack of awareness, difficulty in accessing health care systems and medications, and consequently failure in achieving optimal diabetes management and preventing complications. Effective diabetes prevention and care models could help reduce the rising burden by standardizing guidelines for prevention and management, improving access to care, engaging community and peers, improving the training of professionals and patients and using the newest technology in the management of the disease. In this article, we review the latest research and evidence on effective models of diabetes prevention and diabetes care delivery in low- income settings. We also provide existing evidence relating to the effectiveness of these models in low-resource contexts, with the aim to highlight characteristics and strengths that make their implementation successful and long-lasting.
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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.