Simulated patient training to improve youth engagement in HIV care in Kenya: a stepped wedge cluster randomized controlled trial
Open accessAbstract
Youth living with HIV (YLHIV) report that negative interactions with health care workers (HCWs) affects willingness to return to care. This stepped wedge randomized trial evaluated effectiveness of a standardized patient actor (SP) HCW training intervention on adolescent engagement in care in Kenya. HCWs caring for YLHIV at 24 clinics received training on adolescent care, values clarification, communication, and motivational interviewing, with 7 SP encounters followed by facilitated feedback of videotaped interactions. Facilities were randomized to timing of the intervention. The primary outcome was defined as return within 3 months after first visit (engagement) among YLHIV who were either newly enrolled or who returned to care after >3 months out of care. Visit data was abstracted from electronic medical records. Generalized linear mixed models adjusted for time, being newly enrolled, and clustering by facility. YLHIV were surveyed regarding satisfaction with care. Overall, 139 HCWs were trained, and medical records were abstracted for 4,595 YLHIV. Median YLHIV age was 21 (IQR 19–23); 82% were female, 77% were newly enrolled in care, and 75% returned within 3 months. Half (54%) of trained HCWs remained at their clinics 9 months post-training. YLHIV engagement improved over time (global Wald test, p = 0.10). In adjusted models, the intervention showed no significant effect on engagement [adjusted Prevalence Ratio (aPR) = 0.95, 95% Confidence Interval (CI): 0.88–1.02]. Newly enrolled YLHIV had significantly higher engagement than those with prior lapses in care (aPR = 1.18, 95%CI: 1.05–1.33). Continuous satisfaction with care scores were significantly higher by wave 3 compared to baseline (coefficient = 0.38, 95%CI: 0.19–0.58). Despite provider skill improvement, there was no effect of SP training on YLHIV engagement in care. This may be due to temporal improvements or turnover of trained HCWs. Strategies to retain SP-training benefits need to address HCW turnover. YLHIV with prior gaps in care may need more intensive support. Registration CT #: NCT02928900. https://clinicaltrials.gov/ct2/show/NCT02928900.
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The stepped-wedge design in Kohler et al. allows for phased implementation, which was logistically feasible given the constraints of the training program. It also enabled the evaluation of the intervention while ensuring that all clusters eventually received the potentially beneficial training.
“Allows for phased implementation, which was logistically feasible given the constraints of the training program. It also enabled the evaluation of the intervention while ensuring that all clusters eventually received the potentially beneficial training”
From Applications and implementation considerations for stepped-wedge designs in sub-Saharan Africa: a systematic review (2026) · cites this paper as [88]
The randomization in Kohler et al. was done using a stratified randomization method based on region and facility size (high volume vs. medium volume).
“The randomization was done using a stratified randomization method based on region and facility size (high volume vs. medium volume)”
From Applications and implementation considerations for stepped-wedge designs in sub-Saharan Africa: a systematic review (2026) · cites this paper as [88]
The study in Kohler et al. was designed with 80% power to detect a 15% difference between control and intervention periods, assuming a coefficient of variation of 0.25. It was estimated that a minimum of 5 adolescents per clinic per time point were needed.
“The study was designed with 80% power to detect a 15% difference between control and intervention periods, assuming a coefficient of variation of 0.25. It was estimated that a minimum of 5 adolescents per clinic per time point were needed.”
From Applications and implementation considerations for stepped-wedge designs in sub-Saharan Africa: a systematic review (2026) · cites this paper as [88]
Facilities in Kohler et al. were randomized to the timing of the intervention in waves, ensuring each facility eventually received the training intervention.
“Facilities were randomized to the timing of the intervention in waves, ensuring each facility eventually received the training intervention.”
From Applications and implementation considerations for stepped-wedge designs in sub-Saharan Africa: a systematic review (2026) · cites this paper as [88]
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Cites
(1983) · Cited by 33,192 · see citing works
Revisiting the Behavioral Model and Access to Medical Care: Does it Matter?
Andersen, R. M. (1995) · Journal of Health and Social Behavior · doi:10.2307/2137284 · Cited by 9,831 · see citing works
Pierce, W. D., & Bandura, A. (1977) · The Canadian Journal of Sociology · doi:10.2307/3340496 · Cited by 9,733 · see citing works
A framework for the study of access to medical care.
(1974) · PubMed Central · Cited by 2,419 · see citing works
The stepped wedge cluster randomised trial: rationale, design, analysis, and reporting
Hemming, K., Haines, T. P., Chilton, P. J., Girling, A. J., & Lilford, R. J. (2015) · BMJ · doi:10.1136/bmj.h391 · Cited by 1,410 · see citing works
Peabody, J. W., Luck, J., Glassman, P., Dresselhaus, T., & Lee, M. (2000) · Journal of the American Medical Association (JAMA) · doi:10.1001/jama.283.13.1715 · Cited by 1,311 · see citing works
Design and analysis of stepped wedge cluster randomized trials.
Hussey, M. A., & Hughes, J. (2007) · Contemporary Clinical Trials · doi:10.1016/j.cct.2006.05.007 · Cited by 1,297 · see citing works
Essential Elements of Communication in Medical Encounters: The Kalamazoo Consensus Statement
Makoul, G. (2001) · Academic Medicine · doi:10.1097/00001888-200104000-00021 · Cited by 917 · see citing works
The Association of Standardized Patient Educators (ASPE) Standards of Best Practice (SOBP)
Lewis, K. L., Bohnert, C. A., Gammon, W. L., Hölzer, H., Lyman, L., Smith, C., Thompson, T. M., Wallace, A., & Gliva-McConvey, G. (2017) · Advances in Simulation · doi:10.1186/s41077-017-0043-4 · Cited by 580 · see citing works
Development of the social brain in adolescence
Blakemore, S. (2012) · Journal of the Royal Society of Medicine · doi:10.1258/jrsm.2011.110221 · Cited by 468 · see citing works
Allocation techniques for balance at baseline in cluster randomized trials: a methodological review
Ivers, N. M., Halperin, I. J., Barnsley, J. M., Grimshaw, J., Shah, B. R., Tu, K., Upshur, R. E. G., & Zwarenstein, M. (2012) · Trials · doi:10.1186/1745-6215-13-120 · Cited by 251 · see citing works
Enhancing Psychosocial Support for HIV Positive Adolescents in Harare, Zimbabwe
Mavhu, W. M., Berwick, J. R., Chirawu, P., Makamba, M., Copas, A. J., Dirawo, J., Willis, N., Araya, R., Abas, M., Corbett, E. L., et al. (2013) · PLoS ONE · doi:10.1371/journal.pone.0070254 · Cited by 160 · see citing works
Hemming, K., & Taljaard, M. (2020) · International Journal of Epidemiology · doi:10.1093/ije/dyaa077 · Cited by 152 · see citing works
Zanoni, B. C., Sibaya, T., Cairns, C., & Haberer, J. E. (2018) · AIDS and Behavior · doi:10.1007/s10461-018-2352-6 · Cited by 131 · see citing works
Godia, P. M., Olenja, J. M., Lavussa, J. A., Quinney, D., Hofman, J. J., & van den Broek, N. R. (2013) · BMC Health Services Research · doi:10.1186/1472-6963-13-476 · Cited by 120 · see citing works
Auld, A. F., Agolory, S. G., Shiraishi, R. W., Wabwire‐Mangen, F., Kwesigabo, G., Mulenga, M., Hachizovu, S., Asadu, E. C., Tuho, M. Z., Ettiègne-Traoré, V., et al. (2014) · PubMed Central · Cited by 118 · see citing works
Han, W. M., Law, M. G., Egger, M., Wools‐Kaloustian, K., Moore, R. D., McGowan, C. C., Kumarasamy, N., Desmonde, S., Edmonds, A., Davies, M., et al. (2021) · The Lancet HIV · doi:10.1016/s2352-3018(21)00265-4 · Cited by 116 · see citing works
Use of standardised patients for healthcare quality research in low- and middle-income countries
Kwan, A. T., Daniels, B., Bergkvist, S., Das, V., Pai, M., & Das, J. (2019) · BMJ Global Health · doi:10.1136/bmjgh-2019-001669 · Cited by 108 · see citing works
Walker, D. M., Cohen, S. R., Fritz, J., Olvera, M., Lamadrid‐Figueroa, H., Cowan, J. G., Hernandez, D. G., Dettinger, J. C., & Fahey, J. O. (2014) · BMC Pregnancy and Childbirth · doi:10.1186/s12884-014-0367-1 · Cited by 89 · see citing works
Koech, E., Teasdale, C. A., Wang, C., Fayorsey, R. N., Alwar, T., Mukui, I., Hawken, M. P., & Abrams, E. J. (2014) · AIDS · doi:10.1097/qad.0000000000000473 · Cited by 82 · see citing works
Eid, A., Petty, M. G., Hutchins, L. F., & Thompson, R. (2009) · Journal of Cancer Education · doi:10.1080/08858190902854848 · Cited by 81 · see citing works
Scale-up of Kenya’s national HIV viral load program: Findings and lessons learned
Mwau, M., Akinyi, C., Adhiambo, M., Bwana, P., Kithinji, L., Mwende, J., Oyiengo, L., Sirengo, M., & Boeke, C. E. (2018) · PLoS ONE · doi:10.1371/journal.pone.0190659 · Cited by 70 · see citing works
Futterman, D. C., Chabon, B., & Hoffman, N. D. (2000) · Pediatric Clinics of North America · doi:10.1016/s0031-3955(05)70200-5 · Cited by 65 · see citing works
Enane, L. A., Apondi, E., Omollo, M., Toromo, J. J., Bakari, S., Aluoch, J., Morris, C., Kantor, R., Braitstein, P. K. A., Fortenberry, J. D., et al. (2021) · Journal of the International AIDS Society · doi:10.1002/jia2.25695 · Cited by 49 · see citing works
Njuguna, I. N., Neary, J., Mburu, C. W., Black, D. A., Beima‐Sofie, K., Wagner, A. D., Mugo, C., Evans, Y. N., Guthrie, B. L., Itindi, J., et al. (2020) · AIDS · doi:10.1097/qad.0000000000002538 · Cited by 46 · see citing works
Self-citationWeaver, M., & Erby, L. H. (2012) · Health Promotion Practice · doi:10.1177/1524839911432006 · Cited by 36 · see citing works
Effectiveness of simulated clinical teaching in general practice: randomised controlled trial
Elley, C. R., Wong, C., Arroll, B., Kennelly, J., Doerr, H., Moir, F., Fishman, T., Moyes, S. A., & Kerse, N. M. (2012) · Journal of Primary Health Care · doi:10.1071/hc12281 · Cited by 35 · see citing works
“At our age, we would like to do things the way we want
Wilson, K. S., Beima‐Sofie, K., Moraa, H., Wagner, A. D., Mugo, C., Mutiti, P. M., Wamalwa, D. C., Bukusi, D. E., John-Stewart, G. C., Slyker, J. A., et al. (2017) · AIDS · doi:10.1097/qad.0000000000001513 · Cited by 32 · see citing works
Self-citationCazabon, D., Pande, T., Sen, P., Daftary, A., Arsenault, C., Bhatnagar, H., O'Brien, K., & Pai, M. (2020) · Journal of Clinical Tuberculosis and Other Mycobacterial Diseases · doi:10.1016/j.jctube.2020.100154 · Cited by 32 · see citing works
Boyes, M. E., Pantelic, M., Casale, M. A. J., Toska, E., Newnham, E. A., & Cluver, L. D. (2020) · Journal of Affective Disorders · doi:10.1016/j.jad.2020.07.101 · Cited by 31 · see citing works
Kleber, C., Cwojdzinski, D., Strehl, M., Poloczek, S., & Haas, N. (2013) · American Journal of Disaster Medicine · doi:10.5055/ajdm.2013.0106 · Cited by 31 · see citing works
Filiatreau, L. M., Pettifor, A. E., Edwards, J. K., Masilela, N., Twine, R., Gómez-Olivé, F. X., Haberland, N. A., Kabudula, C. W., Lippman, S. A., & Kahn, K. (2021) · AIDS and Behavior · doi:10.1007/s10461-021-03198-9 · Cited by 28 · see citing works
Mburu, M., Guzé, M. A., Ong’wen, P. A., Okoko, N., Moghadassi, M., Cohen, C., Bukusi, E. A., & Wolf, H. T. (2019) · Public Health · doi:10.1016/j.puhe.2019.05.026 · Cited by 26 · see citing works
Woods, E. R., Klein, J. D., Wingood, G. M., Rose, E., Wypij, D., HARRIS, S., & DiClemente, R. J. (2006) · Journal of Adolescent Health · doi:10.1016/j.jadohealth.2005.08.013 · Cited by 24 · see citing works
Kohler, P. K., Marumo, E., Jed, S. L., Mema, G. M., Galagan, S. R., Tapia, K. A., Pillay, E., de Kadt, J., Naidoo, E., Dombrowski, J. C., et al. (2017) · Sexually Transmitted Infections · doi:10.1136/sextrans-2016-052930 · Cited by 24 · see citing works
Self-citationWilson, K. S., Mugo, C., Moraa, H., Onyango, A., Nduati, M., Inwani, I. W., Bukusi, D. E., Slyker, J. A., Guthrie, B. L., Richardson, B. A., et al. (2019) · AIDS · doi:10.1097/qad.0000000000002217 · Cited by 24 · see citing works
Self-citationBoffa, J., Moyo, S., Chikovore, J., Salomon, A., Daniels, B., Kwan, A. T., Pai, M., & Daftary, A. (2021) · BMJ Global Health · doi:10.1136/bmjgh-2021-005250 · Cited by 24 · see citing works
Njuguna, I. N., Beima‐Sofie, K., Mburu, C. W., Black, D. A., Evans, Y. N., Guthrie, B. L., Wagner, A. D., Mugo, C., Neary, J., Itindi, J., et al. (2020) · Tropical Medicine & International Health · doi:10.1111/tmi.13374 · Cited by 23 · see citing works
Self-citationEvaluating health worker performance in Benin using the simulated client method with real children
Rowe, A. K., Onikpo, F., Lama, M., & Deming, M. S. (2012) · Implementation Science · doi:10.1186/1748-5908-7-95 · Cited by 22 · see citing works
Wilson, K. S., Mugo, C., Bukusi, D. E., Inwani, I. W., Wagner, A. D., Moraa, H., Owens, T. L., Babigumira, J. B., Richardson, B. A., John-Stewart, G. C., et al. (2017) · Trials · doi:10.1186/s13063-017-2266-z · Cited by 20 · see citing works
Self-citationHaines, C., Loades, M. E., Coetzee, B., & Higson‐Sweeney, N. (2019) · International Journal of Adolescent Medicine and Health · doi:10.1515/ijamh-2019-0037 · Cited by 19 · see citing works
Mugo, P. M., Duncan, S., Mwaniki, S. W., Thiong’o, A. N., Gichuru, E., Okuku, H. S., van der Elst, E., Smith, A. D., Graham, S. M., & Sanders, E. J. (2013) · Sexually Transmitted Infections · doi:10.1136/sextrans-2012-050979 · Cited by 17 · see citing works
Schneider, A., Messerer, D. A. C., Kühn, V., Horneffer, A., Bugaj, T. J., Nikendei, C., Kühl, M., & Kühl, S. J. (2022) · BMJ Open · doi:10.1136/bmjopen-2021-050823 · Cited by 16 · see citing works
Mugo, C., Wilson, K. S., Wagner, A. D., Inwani, I. W., Means, K., Bukusi, D. E., Slyker, J. A., John-Stewart, G. C., Richardson, B. A., Nduati, M., et al. (2019) · AIDS Care · doi:10.1080/09540121.2019.1587361 · Cited by 15 · see citing works
Self-citationWilson, K., Onyango, A., Mugo, C., Guthrie, B. L., Slyker, J., Richardson, B., John-Stewart, G. C., Inwani, I., Bukusi, D., Wamalwa, D., et al. (2021) · Journal of the Association of Nurses in AIDS Care · doi:10.1097/jnc.0000000000000302 · Cited by 14 · see citing works
Self-citationSalomon, A., Boffa, J., Moyo, S., Chikovore, J., Sulis, G., Daniels, B., Kwan, A. T., Mkhombo, T., Wu, S., Pai, M., et al. (2022) · BMJ Global Health · doi:10.1136/bmjgh-2021-007456 · Cited by 12 · see citing works
Okinyi, H. M., Wachira, C. M., Wilson, K. S., Nduati, M. N., Onyango, A. D., Mburu, C. W., Inwani, I. W., Owens, T. L., Bukusi, D. E., John-. Stewart, G. C., et al. (2022) · Journal of the International Association of Providers of AIDS Care (JIAPAC) · doi:10.1177/23259582221075133 · Cited by 10 · see citing works
Self-citationWalker, D. M., Fritz, J., Olvera, M., Lamadrid, H., Cohen, S., & Fahey, J. O. (2014) · Obstetrics and Gynecology · doi:10.1097/01.aog.0000447190.90054.15 · Cited by 10 · see citing works
Walker, D. M., Cohen, S. R., Fritz, J., Olvera, M., Lamadrid, H., & Carranza, L. (2014) · Obstetrics and Gynecology · doi:10.1097/01.aog.0000447191.90054.5c · Cited by 7 · see citing works
Flagged first, then by citations
1 of the 50 references couldn’t be matched to a known paper.
Research works printed but not linked: 2
- [8]WHO U. Adolescents falling through gaps in HIV services 2013 [Available from: http://www.who.int/mediacentre/news/releases/2013/hiv-adolescents-20131125/en/. 24592731
- [37]Okinyi HM, Wachira CM, Wilson KS, Nduati MN, Onyango AD, Mburu CW, et al. ". J Int Assoc Provid AIDS Care. 2022; 21: 23259582221075133. 35068204 PMC8793424
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Rakhmanina, N. Y., Foster, C., & Agwu, A. L. (2024) · Current Opinion in HIV and AIDS · doi:10.1097/coh.0000000000000880 · Cited by 37 · 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
Sociobehavioral determinants of nonretention among adolescents and young adults with HIV
Hicks, S., Jiang, W., Kibugi, J., Badia, J., Richardson, B. A., Beima‐Sofie, K., Agot, K. E., Kohler, P. K., & John-Stewart, G. C. (2025) · AIDS · doi:10.1097/qad.0000000000004141
Self-citationRole of recruitment bias in stepped-wedge cluster randomised controlled trials: a systematic review
Yakimova, A., Wiggins, F., Kanaan, M. N., Keding, A., & Torgerson, D. J. (2025) · BMJ Open · doi:10.1136/bmjopen-2024-096281
Kelly, J., Hatane, L., Ronan, A., Asouth, G., & Gittings, L. (2026) · AIDS Care · doi:10.1080/09540121.2026.2623048
- Authors
- Kohler, P. K., Mugo, C., Wilson, K. S., Moraa, H., Onyango, A., Tapia, K., Pike, K., Mburu, C., Nduati, M., Guthrie, B., Richardson, B. A., Owens, T., Bukusi, D., Inwani, I., John-Stewart, G., & Wamalwa, D.
- Affiliations
- University of Washington (US)
- University of Nairobi (KE)
- Howard University (US)
- Kenyatta National Hospital (KE)
- Corresponding author
- Kohler, Pamela K.
- ORCID
- Venue
- PLOS Global Public Health
- Publisher
- Public Library of Science (PLoS)
- Published
- 2023-04-19
- Volume
- 3
- Issue
- 4
- Pages
- e0001765
- ISSN
- 2767-3375 (ISSN-L)
- PMC
- PMC10115282
- OpenAlex
- W4366350998
- Cited by
- 5
- References
- 50
- Citations by year
- 2026: 2 · 2025: 2 · 2024: 1
- FWCI
- 1.03
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- PLOS Global Public Health (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Greater South Information System
- Funders
- Eunice Kennedy Shriver National Institute of Child Health and Human Development (R01 HD085807)
- National Institute of Allergy and Infectious Diseases (P30 AI027757)
- Topics
- Health Sciences › Medicine › Infectious Diseases › HIV/AIDS Research and Interventions
- Health Sciences › Health Professions › Speech and Hearing › Adolescent and Pediatric Healthcare
- Health Sciences › Medicine › Physiology › Simulation-Based Education in Healthcare
- Keywords
- youth living with HIV, standardized patient training, health care worker training, patient-provider communication, motivational interviewing, values clarification, return to care, retention in care, patient satisfaction, health worker turnover, Kenya, HIV care gaps, stepped-wedge cluster randomized trial
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