Indicator-focussed technical assistance in South Africa’s HIV programme: a stepped-wedge evaluation
Open accessAbstract
Background: There is a lack of research on technical assistance (TA) interventions in low- and middle-income countries. Variation in local contexts requires tailor-made approaches to TA that are structured and replicable across intervention sites whilst retaining the flexibility to adapt to local contexts. We developed a systematic process of TA using multidisciplinary roving teams to provide support across the various elements comprising local HIV services. Objectives: To examine the effectiveness of targeting specific HIV and TB programme indicators for improvement using roving teams. Method: We conducted a cluster-randomised stepped-wedge evaluation of a TA support package focussing on clinical, managerial and pharmacy services in the Mopani district of the Limpopo province, South Africa (SA). Three roving teams delivered the intervention. Seventeen primary and community healthcare centres that had 400–600 patients on antiretroviral therapy (ART) were selected for inclusion. The TA package was implemented for six consecutive months across facilities until all had received the same level of support. Data were collected from the relevant health management information systems for 11 routine indicators. Results: The mean proportion of PLWH screened for tuberculosis (TB) at ART initiation increased from 85.2% to 87.2% ( P = 0.65). Rates of retention in care improved, with the mean proportion of patients retained in care at three months post-ART initiation increasing from 79.9% to 87.4% ( P < 0.001) and from 70.3% to 77.7% ( P < 0.01) after six months. Finally, the mean proportion of patients with TB who completed their treatment increased from 80.6% to 82.1% ( P = 0.75). Conclusion: Tailored TA interventions in SA using a standardised structure and process led to a significant improvement in retention-in-care rates and to non-significant improvements in the proportion of PLWH screened for TB and of those who completed their treatment.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Jobson et al. (2021) included 20 clusters (parishes).
“20”
From Applications and implementation considerations for stepped-wedge designs in sub-Saharan Africa: a systematic review (2026) · cites this paper as [52]
The Methods (Study design) define each healthcare facility as a cluster, and Methods (Sampling) state that 17 facilities were included. The source therefore reports 17 facility clusters, not 20 parishes. (LLM, conf=0.94)
Checked by a reasoning model — may be wrong.
Experimental — accuracy not yet measuredJobson et al. (2021) drew a sample of 4,372 adults aged 25-70 years from 3,689 randomly selected households across 80 villages in the 20 parishes, designed to provide adequate power to detect changes in CVD risk factors.
“A sample of 4,372 adults aged 25–70 years was drawn from 3,689 randomly selected households across 80 villages in the 20 parishes. The sample size was designed to provide adequate power to detect changes in CVD risk factors through the intervention”
From Applications and implementation considerations for stepped-wedge designs in sub-Saharan Africa: a systematic review (2026) · cites this paper as [52]
Methods > Sampling (page unavailable) says the study selected 17 healthcare facilities, not adults from households across villages. Methods > Data analysis (page unavailable) identifies HIV and TB outcomes, not changes in CVD risk factors. (LLM, conf=0.90)
Checked by a reasoning model — may be wrong.
Experimental — accuracy not yet measuredJobson et al. (2021) randomly assigned 20 parishes to the order in which they would receive the intervention.
“The parishes were randomly assigned to the order in which they would receive the intervention. The randomization ensured that all parishes eventually received the intervention while allowing for a staggered rollout”
From Applications and implementation considerations for stepped-wedge designs in sub-Saharan Africa: a systematic review (2026) · cites this paper as [52]
The Methods (Study design) describe random allocation of clusters to intervention times, with a staggered rollout until all received support. But Methods (Sampling) says the study included 17 healthcare facilities, not 20 parishes. (LLM, conf=0.90)
Experimental — accuracy not yet measuredJobson et al. (2021) used multiple steps, with each parish transitioning to the intervention phase at different times.
“Multiple steps, with each parish transitioning to the intervention phase at different times”
From Applications and implementation considerations for stepped-wedge designs in sub-Saharan Africa: a systematic review (2026) · cites this paper as [52]
The Methods (Study design) describe a stepped-wedge evaluation in which clusters crossed from control to intervention at different allocated times. The clusters were healthcare facilities, however, not parishes; the Sampling section identifies 17 facilities in the study. (LLM, conf=0.88)
Experimental — accuracy not yet measuredSome stepped-wedge interventions aimed to strengthen healthcare infrastructure and systems to improve service delivery and patient outcomes.
“Some interventions aimed to strengthen healthcare infrastructure and systems to improve service delivery and patient outcomes (27, 49, 52, 54, 56–58, 60, 62, 65, 66, 68, 70, 72, 74, 77, 79, 84–88, 90, 91, 93–96).”
From Applications and implementation considerations for stepped-wedge designs in sub-Saharan Africa: a systematic review (2026) · cites this paper as [52]
The Methods and intervention description identify a stepped-wedge technical-assistance programme aimed at improving HIV and TB service delivery through clinical mentoring, data-quality work and drug-supply management. The Discussion reports improvement in retention in care. Although the Introduction names poor physical infrastructure as a health-system challenge, the described intervention does not show an aim to strengthen physical infrastructure. (LLM, conf=0.82)
Experimental — accuracy not yet measured
Jobson et al. (2021) chose a stepped wedge design to accommodate logistical and practical considerations for rolling out the intervention in a resource-constrained setting.
“This design also accommodated logistical and practical considerations for rolling out the intervention in a resource-constrained setting”
From Applications and implementation considerations for stepped-wedge designs in sub-Saharan Africa: a systematic review (2026) · cites this paper as [52]
Primary care facilities were often chosen as clusters in low-resource settings.
“Primary care facilities were often chosen as clusters in low-resource settings (37, 52, 55, 56, 62, 70, 91, 92, 101, 108).”
From Applications and implementation considerations for stepped-wedge designs in sub-Saharan Africa: a systematic review (2026) · cites this paper as [52]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Tailored interventions to address determinants of practice
Baker, R., Camosso-Stefinovic, J., Gillies, C., Shaw, E. J., Cheater, F., Flottorp, S., Robertson, N., Wensing, M., Fiander, M., Eccles, M. P., et al. (2015) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd005470.pub3 · Cited by 711 · see citing works
Mdege, N. D., Man, M.-S., Taylor (nee Brown), C. A., & Torgerson, D. J. (2011) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2010.12.003 · Cited by 425 · see citing works
Assessing country-level efforts to link research to action
Lavis, J. N. (2006) · Bulletin of the World Health Organization · doi:10.2471/blt.06.030312 · Cited by 399 · see citing works
A three‐tier framework for monitoring antiretroviral therapy in high HIV burden settings
Osler, M., Hilderbrand, K., Hennessey, C., Arendse, J. O., Goemaere, E., Ford, N. P., & Boulle, A. (2014) · Journal of the International AIDS Society · doi:10.7448/ias.17.1.18908 · Cited by 136 · see citing works
Putting Quality on the Global Health Agenda
Scott, K. W., & Jha, A. K. (2014) · New England Journal of Medicine · doi:10.1056/nejmp1402157 · Cited by 116 · cited 1× · see citing works
“All 64 primary healthcare (PHC) and community healthcare (CHC) facilities in Greater Tzaneen (33), Greater Letaba (21) and Ba-Phalaborwa (10) subdistricts of the Mopani district were listed.”
BackgroundTime for a quality revolution in global health
Kruk, M. E., Larson, E., & Twum-Danso, N. A. Y. (2016) · The Lancet Global Health · doi:10.1016/s2214-109x(16)30131-0 · Cited by 106 · see citing works
Searching for Evidence about Health Education and Health Behavior Interventions
Rimer, B. K., Glanz, K., & Rasband, G. C. (2001) · Health Education & Behavior · doi:10.1177/109019810102800208 · Cited by 97 · see citing works
A Technical Assistance Model for Guiding Service and Systems Change
Le, L. T., Anthony, B. J., Bronheim, S. M., Holland, C. M., & Perry, D. F. (2014) · The Journal of Behavioral Health Services & Research · doi:10.1007/s11414-014-9439-2 · Cited by 65 · see citing works
Etoori, D., Wringe, A., Kabudula, C. W., Renju, J., Rice, B. D., Gómez-Olivé, F. X., & Reniers, G. (2020) · Frontiers in Public Health · doi:10.3389/fpubh.2020.00100 · Cited by 59 · see citing works
West, G. R., Clapp, S. P., Averill, E. M. D., & Cates, W. (2012) · Global Public Health · doi:10.1080/17441692.2012.682075 · Cited by 53 · see citing works
Kredo, T., Cooper, S., Abrams, A. L., Müller, J. G., Schmidt, B., Volmink, J. A., & Atkins, S. A. (2020) · BMJ Open · doi:10.1136/bmjopen-2019-031468 · Cited by 33 · see citing works
Kane, R., Wellings, K., Free, C., & Goodrich, J. (2000) · Health Education · doi:10.1108/09654280010309030 · Cited by 26 · see citing works
Policy change and micro-politics in global health aid: HIV in South Africa
Kavanagh, M. M., & Dubula, V. (2018) · Health Policy and Planning · doi:10.1093/heapol/czy103 · Cited by 11 · see citing works
Targeted mentoring for human immunodeficiency virus programme support in South Africa
Jobson, G. A., Mabitsi, M., Railton, J. P., Grobbelaar, C. J., McIntyre, J. A., Struthers, H. E., & Peters, R. P. H. (2019) · Southern African Journal of HIV Medicine · doi:10.4102/sajhivmed.v20i1.873 · Cited by 4 · see citing works
Self-citation
Flagged first, then by citations
Research works printed but not linked: 1
- [14]Simbayi LC, Zuma K, Zungu N, et al. South African national HIV prevalence, incidence, behaviour and communication survey, 2017. Vol. 2017. Cape Town: HSRC Press: STATA Corporation, 2018; p. 5– 8.
Cited by
Sorted by citations
Wendoh, J. M., Parmley, L., Matjeng, M., Madibane, M., Mabika, M., Livingston, J., Lawrence, J., Motlhaoleng, O., Subedar, H., Tsekoa, R., et al. (2024) · Frontiers in Reproductive Health · doi:10.3389/frph.2024.1473354 · Cited by 11 · see citing works
Dzinamarira, T., & Moyo, E. (2024) · International Journal of Infectious Diseases · doi:10.1016/j.ijid.2024.107135 · Cited by 3 · see citing works
Kamangu, J. W. N., & Mboweni, S. H. (2025) · Discover Public Health · doi:10.1186/s12982-025-00978-9 · Cited by 1 · see citing works
Musa, Z. A., Akinsolu, F. T., Salako, A. O., Abodunrin, O. R., Ola, O. M., & Ezechi, O. C. (2026) · Frontiers in Epidemiology · doi:10.3389/fepid.2026.1529289
- Authors
- Jobson, G. A., Railton, J., Mutasa, B., Ranoto, L., Maluleke, C., McIntyre, J., Struthers, H., & Peters, R.
- Affiliations
- Anova Health Institute (ZA)
- University of Cape Town (ZA)
- Corresponding author
- Jobson, Geoffrey A.
- Venue
- Southern African Journal of HIV Medicine
- Publisher
- AOSIS
- Published
- 2021-06-15
- Volume
- 22
- Issue
- 1
- Pages
- 1229-1229
- ISSN
- 1608-9693 (ISSN-L)
- 2078-6751
- PMC
- PMC8252139
- OpenAlex
- W3170487647
- Cited by
- 4
- References
- 14
- Citations by year
- 2026: 1 · 2025: 1 · 2024: 2
- FWCI
- 0.16
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- Southern African Journal of HIV Medicine (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- UpSpace Institutional Repository (University of Pretoria) (submittedVersion, cc-by)
- Funders
- United States Agency for International Development (674-A-12-00015)
- U.S. President’s Emergency Plan for AIDS Relief (Cooperative Agreement number 674-A-12-00015, 674-A-12-00015)
- Anova Health Institute
- Topics
- Health Sciences › Medicine › Infectious Diseases › HIV/AIDS Research and Interventions
- Health Sciences › Health Professions › General Health Professions › Health Policy Implementation Science
- Social Sciences › Economics, Econometrics and Finance › Economics and Econometrics › HIV/AIDS Impact and Responses
- Keywords
- technical assistance, retention in care, tuberculosis screening, TB treatment completion, antiretroviral therapy, health management information systems, South Africa
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review