Evidence map›Paper›PMID 38803263›Full record

ArticleBMJ open2024

Evaluating the implementation of group empowerment and training (GREAT) for diabetes in South Africa: convergent mixed methods.

Robert James Mash, Darcelle Schouw

Abstract read
In one paragraph

Article in BMJ open, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Evaluating the implementation of group empowerment for people with type 2 diabetes at Grassy Park Community Day Centre, Cape Town: A convergent mixed-methods study.South African family practice : official journal of the South African Academy of Family Practice/Primary Care · 2025
    Article
  3. Article
  4. The sustainability of group empowerment and training for people with diabetes in South Africa.South African family practice : official journal of the South African Academy of Family Practice/Primary Care · 2024
    Article
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

2 authors.

Robert James MashDivision of Family Medicine and Primary Care, Stellenbosch University, Cape Town, South Africa rm@sun.ac.za.ORCID 0000-0001-7373-0774
Darcelle SchouwDivision of Family Medicine and Primary Care, Stellenbosch University, Cape Town, South Africa.ORCID 0000-0002-0713-8956

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectiveType 2 diabetes is a leading contributor to the burden of disease in South Africa. Primary care is struggling to support self-management and lifestyle change. Group empowerment and training (GREAT) for diabetes is a feasible and cost-effective intervention in our setting. This study aimed to evaluate the implementation of GREAT for diabetes.

designA convergent mixed-methods study evaluated a range of implementation outcomes: acceptability, appropriateness, adoption, feasibility, fidelity, reach and cost.

settingTen primary care facilities from a district in all nine provinces of South Africa.

participantsDescriptive exploratory individual semistructured interviews were conducted with 34 key stakeholders from national policy-makers to primary care providers. Three focus group interviews were held with 35 patients.

resultsThe National Department of Health saw GREAT as an acceptable and appropriate intervention, but only five of the nine provinces adopted GREAT. District-level and facility-level managers also saw GREAT as an acceptable and appropriate intervention. Factors related to feasibility included physical space, sufficient staff numbers, availability of resource materials, the health information system, adaptation to the model of care (selection of facilities, patients, adjustment of patient flow and appointment systems, leadership from local managers and the whole clinical team) and inclusion in systems for quality improvement. No major changes were made to the design of GREAT and fidelity to the session content ranged from 66% to 94%. Incremental costs were US$494 per facility. Due to disruption from the COVID-19 pandemic, only 14 facilities implemented and reached 588 patients at the time of evaluation.

conclusionKey lessons were learnt on how to implement GREAT for diabetes in a middle-income country setting. The findings informed the design of a programme theory using a health system framework. The programme theory will guide further scale-up in each province and scale-out to provinces that have not yet implemented. QUESTION: This study focused on evaluating how to implement GREAT for type 2 diabetes in primary care and to take it to scale in South Africa. FINDING: The findings led to a programme theory on how to successfully implement GREAT for diabetes in the South African context. MEANING: The study demonstrates relevant contextual factors that need to be considered in the implementation of group diabetes education programme in a middle-income country.

Indexed as

Diabetes Mellitus, Type 2EmpowermentFocus GroupsPrimary Health CareAdultFemaleHumansMaleMiddle AgedPatient Education as TopicProgram EvaluationSouth Africageneral diabeteshealth educationhealth servicesprimary care

Identifiers

PMID38803263
PMCPMC11328609

What Socratic holds

Textmetadata
LicenceCC BY-NC
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Registered trials

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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.