Evidence mapPaperPMID 42269165Full record

ReviewJMIR diabetes2026

Training Community Health Workers for Diabetes Management in Low- and Middle-Income Countries: Systematic Review.

Anirudh Gaurang Gudlavalleti, Sureshkumar Kamalakannan, Sophie Vanbelle S, Venkata Satyanarayana Murthy Gudlavalleti, Nicolaas C Schaper, Giridhara R Babu, Onno Cp van Schayck

Abstract readReview
In one paragraph

Review 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

7 authors.

Anirudh Gaurang GudlavalletiDepartment of Family Medicine, Care and Public Health Research Institute, Maastricht University, Maastricht, The Netherlands.ORCID http://orcid.org/0000-0001-7339-5320
Sureshkumar KamalakannanDepartment of Public Health, Pragyaan Sustainable Health Outcomes Foundation, Level 2, Kapil Kavuri Hub, Financial District, Nanakramguda, Hyderabad, 500032, India, 91 8008799816.ORCID http://orcid.org/0000-0001-6970-4952
Sophie Vanbelle SMethodology and Statistics, Faculty of Psychology and Neuroscience, Maastricht University, Maastricht, The Netherlands.ORCID http://orcid.org/0000-0001-6584-2522
Venkata Satyanarayana Murthy GudlavalletiDepartment of Public Health, Pragyaan Sustainable Health Outcomes Foundation, Level 2, Kapil Kavuri Hub, Financial District, Nanakramguda, Hyderabad, 500032, India, 91 8008799816.ORCID http://orcid.org/0000-0002-5695-866X
Nicolaas C SchaperDepartment of Internal Medicine, Maastricht University, Care and Public Health Research Institute (CAPHRI), Cardiovascular Research Institute Maastricht (CARIM), Maastricht, The Netherlands.ORCID http://orcid.org/0000-0002-2128-8029
Giridhara R BabuDepartment of Population Medicine, College of Medicine, QU Health, Qatar University, Doha, Qatar.ORCID http://orcid.org/0000-0003-4370-8933
Onno Cp van SchayckDepartment of Family Medicine, Care and Public Health Research Institute, Maastricht University, Maastricht, The Netherlands.ORCID http://orcid.org/0000-0002-3016-1476

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Type 2 diabetes mellitus, a public health challenge, disproportionately impacts low- and middle-income countries (LMICs), accounting for 73% of global cases. Due to resource constraints, these nations have adopted task-shifting strategies using community health workers (CHWs). However, evidence on the effectiveness of training CHWs in diabetes management is limited and, at most, indirect due to the limited studies, variable training methods, and complex interventions that make it difficult to isolate training effects. Objective: A systematic review was conducted to answer the question: Does training CHWs in type 2 diabetes improve the efficacy of diabetes screening and management at the community level in LMICs? Methods: A total of 2 reviewers, supervised by 2 supervisors, conducted the review following the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) 2020 guidelines. They searched databases, including PubMed, MEDLINE Ovid, Scopus, EBMR, and CINAHL, for studies published between January 2000 and April 2024, including randomized and nonrandomized controlled trials and observational studies assessing CHW training in diabetes management in LMICs. The primary outcome was the mean change in glycated hemoglobin (HbA1c) percentage levels. Data were narratively synthesized for training characteristics and study outcomes, and quality was assessed using the Risk of Bias 2 and ROBINS-I tools. Results: A total of 3387 studies were screened; 69 were eligible for full-text review, and 4 studies (3 randomized controlled trials [RCTs] and 1 observational stepped-wedge study, ~1000 patients) were included for narrative analysis. One of the 3 RCTs reported a statistically significant mean HbA1c reduction of -0.24% (P=.001), but HbA1c was not the primary outcome, and most patients were normoglycemic, prediabetic, or had diabetes. Other studies reported nonsignificant HbA1c reductions. The risk of bias among RCTs was moderate (some concerns, 1 trial at high risk), and the observational study had a serious risk of bias. No meta-analysis was performed due to the limited number of RCTs. Conclusions: Training CHWs in type 2 diabetes management has shown limited and, at most, indirect effects in improving glycemic control in LMIC settings. These findings are constrained by the small number of eligible studies, heterogeneity in training methodologies, and the multicomponent nature of the included interventions, with 1 trial demonstrating a statistically significant yet small reduction in HbA1c (-0.24%). Our review included only 4 eligible studies with a small representation of CHWs and multicomponent interventions. Considering the limited number of eligible studies, the heterogeneity in training methodologies and study designs, and the multicomponent nature of the included interventions, the existing evidence remains inadequate to definitively conclude whether CHW training significantly improves diabetes management across LMICs. Therefore, strengthening and standardizing CHW training might be an effective strategy to enhance diabetes care in underserved settings. Future larger trials and implementation research can help maximize the impact of CHWs against the growing diabetes burden.

Indexed as

community health workerscommunity health workers trainingdiabetes managementglycated hemoglobinHbALMICslow- and middle-income countriessystematic reviewtask shifting

Identifiers

PMID42269165
PMCPMC13252886

What Socratic holds

Textmetadata
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 Socratic graph.