Evidence map›Paper›PMID 41839529›Full record

ArticleBMJ global health2026

From face-to-face to e-learning: transitioning to new training models to strengthen the health system by supporting primary healthcare workers in low- and middle-income countries.

Christy-Joy Ras, Daniella Georgeu-Pepper, Robyn Curran, Ruth Vania Cornick, Candice Daniels, Cassandra Bassett, André Janse van Rensburg, Elrien Joubert, Makhosazana Lungile Simelane, Lauren Faye Anderson and 4 more

Abstract read
In one paragraph

Article in BMJ global health, 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

14 authors.

Christy-Joy RasKnowledge Translation Unit, Department of Medicine, University of Cape Town, Observatory, Western Cape, South Africa christy-joy.ras@uct.ac.za.ORCID 0000-0003-2001-172X
Daniella Georgeu-PepperKnowledge Translation Unit, Department of Medicine, University of Cape Town, Observatory, Western Cape, South Africa.ORCID 0000-0003-2745-7820
Robyn CurranKnowledge Translation Unit, Department of Medicine, University of Cape Town, Observatory, Western Cape, South Africa.ORCID 0000-0003-1337-0011
Ruth Vania CornickKnowledge Translation Unit, Department of Medicine, University of Cape Town, Observatory, Western Cape, South Africa.ORCID 0000-0002-7391-3383
Candice DanielsKnowledge Translation Unit, Department of Medicine, University of Cape Town, Observatory, Western Cape, South Africa.ORCID 0009-0007-4631-3271
Cassandra BassettKnowledge Translation Unit, Department of Medicine, University of Cape Town, Observatory, Western Cape, South Africa.ORCID 0009-0003-8836-4465
André Janse van RensburgCentre for Rural Health, College of Health Sciences, University of KwaZulu-Natal, Durban, KwaZulu-Natal, South Africa.ORCID 0000-0001-8880-2232
Elrien JoubertPeople Development Centre, Western Cape Department of Health, Cape Town, Western Cape, South Africa.ORCID 0009-0007-7468-466X
Makhosazana Lungile SimelaneKnowledge Translation Unit, Department of Medicine, University of Cape Town, Observatory, Western Cape, South Africa.ORCID 0009-0004-1147-3572
Lauren Faye AndersonKnowledge Translation Unit, Department of Medicine, University of Cape Town, Observatory, Western Cape, South Africa.ORCID 0009-0008-3655-9822
Pearl Wendy SpillerKnowledge Translation Unit, Department of Medicine, University of Cape Town, Observatory, Western Cape, South Africa.ORCID 0009-0007-2687-6018
Faye EshraghiKnowledge Translation Unit, Department of Medicine, University of Cape Town, Observatory, Western Cape, South Africa.ORCID 0000-0001-9722-4956
Inge PetersenCentre for Rural Health, College of Health Sciences, University of KwaZulu-Natal, Durban, KwaZulu-Natal, South Africa.ORCID 0000-0002-3573-4229
Lara R FairallKnowledge Translation Unit, Department of Medicine, University of Cape Town, Observatory, Western Cape, South Africa.ORCID 0000-0002-7460-4670

Funding

the Bill & Melinda Gates Foundation INV-030342the UK’s National Institute for Health and Care Research NIHR-201816
6 · The paper itself

Abstract

Reliance on purely face-to-face in-service training for primary healthcare workers in low- and middle-income countries is increasingly unsustainable. The COVID-19 pandemic accelerated the transition of the University of Cape Town Knowledge Translation Unit's Practical Approach to Care Kit programme from a facility-based cascade model to online and blended learning formats.This paper analyses the implementation of this transition across 29 courses between 2020 and 2023 in South Africa. Using the Health System Process Goals framework, we reflect on the challenges and enablers of e-learning, shifting the focus from digital training as a standalone technical solution to a systemic enabler of health system strengthening.While e-learning expanded access and standardised content, successful implementation relied on addressing systemic barriers. Key learnings include the necessity of subsidised ('reverse-billed') data to ensure equitable access; the superiority of a 'blended' pedagogical model that combines digital content with peer interaction and in-person technical support and the value of automated reporting for workforce management. The systemic barriers included the lack of protected time for learners, which risks placing an inequitable burden on the workforce and reliance on donor funding, challenging long-term institutionalisation.For e-learning to effectively strengthen the health system, it must be integrated into administrative workflows and budget lines. We provide actionable recommendations for Ministries of Health, funders and implementers, advocating for a transition to government-owned platforms, accredited blended learning models and policy that mandates protected time for capacity development.

Indexed as

COVID-19Education, DistanceHealth PersonnelPrimary Health CareDeveloping CountriesHumansSARS-CoV-2South Africahealth personnelhealth systems

Identifiers

PMID41839529
PMCPMC13266243

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.