The DOI matches its Crossref record; 147 of the 147 references it cites were found in a registry or an index.
Innovative Models in Mental Health Delivery Systems: Task Sharing Care with Non-specialist Providers to Close the Mental Health Treatment Gap
Abstract
Purpose of review Most people do not have access to adequate mental health care, and lack of skilled human resources is a major factor. We provide a narrative review of approaches to implementing task sharing-engaging non-specialist providers-to deliver mental health care.Recent findings There is strong evidence both for the effectiveness of task sharing as a means of delivering care for a range of conditions across settings and for the effectiveness of non-specialist providers and health workers in delivering elements of culturally adapted psychosocial and psychological interventions for common and severe mental disorders. Key approaches to facilitate task sharing of care include balanced care, collaborative care, sustained training and supervision, use of trans-diagnostic interventions based on a dimensional approach to wellness and illness, and the use of emerging digital technologies. Non-specialist providers and health workers are well positioned to deliver evidence-based interventions for mental disorders, and a variety of delivery approaches can support, facilitate, and sustain this innovation. These approaches should be used, and evaluated, to increase access to mental health services.
Overview
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
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?
In the citing paper
“Task-sharing mental health interventions have been primarily implemented and evaluated in low- and middle-income countries (LMICs) [4], where the mental health treatment gap is most severe.”
In the citing paper
“In particular, defining elements of task-sharing (e.g., the types of task-sharing provider roles and the training and supervision models) have been specifically designed to be inherently beneficial and are demonstrated to be a strength of this approach [4].”
In the citing paper
“an effective approach to mitigating the shortage is training nonmental health professionals to deliver packages of mental health care in a collaborative, stepped-care, task-sharing approach (Patel et al., 2010; Padmanathan and De Silva, 2013; Raviola et al., 2019).”
From Integrating mental health into primary care in Nigeria: Implementation outcomes and clinical impact of the HAPPINESS intervention (2024) · cites this paper as Raviola et al., 2019
Citations
Cites
Vos, T., Abajobir, A. A., Abate, K. H., Abbafati, C., Abbas, K. M., Abd-Allah, F., Abdulkader, R. S., Abdulle, A. M., Abebo, T. A., Abera, S. F., et al. (2017) · The Lancet · doi:10.1016/s0140-6736(17)32154-2 · Cited by 13,220
Vos, T., Barber, R. M., Bell, B., Bertozzi-Villa, A., Biryukov, S., Bolliger, I., Charlson, F., Davis, A., Degenhardt, L., Dicker, D., et al. (2015) · The Lancet · doi:10.1016/s0140-6736(15)60692-4 · Cited by 6,414
Whiteford, H. A., Degenhardt, L., Rehm, J., Baxter, A. J., Ferrari, A. J., Erskine, H. E., Charlson, F. J., Norman, R. E., Flaxman, A. D., Johns, N., et al. (2013) · The Lancet · doi:10.1016/s0140-6736(13)61611-6 · Cited by 6,006
Kyu, H. H., Abate, D., Abate, K. H., Abay, S. M., Abbafati, C., Abbasi, N., Abbastabar, H., Abd-Allah, F., Abdela, J., Abdelalim, A., et al. (2018) · The Lancet · doi:10.1016/s0140-6736(18)32335-3 · Cited by 4,192
No health without mental health
Prince, M. J., Patel, V., Saxena, S., Maj, M., Maselko, J., Phillips, M. R., & Rahman, A. (2007) · The Lancet · doi:10.1016/s0140-6736(07)61238-0 · Cited by 4,028
Self-citationThe Lancet Commission on global mental health and sustainable development
Patel, V., Saxena, S., Lund, C., Thornicroft, G., Baingana, F., Bolton, P., Chisholm, D., Collins, P. Y., Cooper, J. L., Eaton, J., et al. (2018) · The Lancet · doi:10.1016/s0140-6736(18)31612-x · Cited by 3,692
Self-citationEstimating the true global burden of mental illness
Vigo, D., Thornicroft, G., & Atun, R. (2016) · The Lancet Psychiatry · doi:10.1016/s2215-0366(15)00505-2 · Cited by 2,494
Hay, S. I., Abajobir, A. A., Abate, K. H., Abbafati, C., Abbas, K. M., Abd-Allah, F., Abdulkader, R. S., Abdulle, A. M., Abebo, T. A., Abera, S. F., et al. (2017) · The Lancet · doi:10.1016/s0140-6736(17)32130-x · Cited by 2,083
Grand challenges in global mental health
Collins, P. Y., Patel, V., Joestl, S. S., March, D., Insel, T. R., Daar, A. S., Bordin, I. A., Costello, E. J., Durkin, M., Fairburn, C., et al. (2011) · Nature · doi:10.1038/475027a · Cited by 2,043
Self-citationResources for mental health: scarcity, inequity, and inefficiency
Saxena, S., Thornicroft, G., Knapp, M., & Whiteford, H. (2007) · The Lancet · doi:10.1016/s0140-6736(07)61239-2 · Cited by 1,789
Research works printed but not linked: 2
- Saxena S. Disparity between burden and budget for mental health. Lancet Public Health [Internet]. 2018 Nov [cited 2018 Dec 29]; Available from: https://linkinghub.elsevier.com/retrieve/pii/S246826671830238X
- Diez-Canseco F, Toyama M, Ipince A, Perez-Leon S, Cavero V, Araya R, et al. Integration of a technology-based mental health screening program into routine practices of primary health care services in Peru (the Allillanchu Project): development and implementation. J Med Internet Res. 2018;20(3):e100. · DOI · Paper page
Cited by
Sorted by citations
Items 201–257 of 257
Pandya, S. P. (2024) · Pastoral Care in Education · doi:10.1080/02643944.2024.2385431
Ross, D., McCallum, N., Butt, A., Truuvert, A. K., Rojas, D., Soklaridis, S., & Vigod, S. N. (2024) · Journal of Interprofessional Care · doi:10.1080/13561820.2024.2395989
de Oliveira, C. V. R. (2024) · SSM - Mental Health · doi:10.1016/j.ssmmh.2024.100374
Compassion-Based Resilience Training (CBRT) to protect and nurture community care providers
Tosatti, E., & Khamash, L. (2024) · Journal of Public Mental Health · doi:10.1108/jpmh-08-2024-0099
Tsai, L. C., Domingo, C. C. G., Namy, S., Bui, C., Fuente, A. D. L., Bonachita, C. L. O., & Carlson, C. (2025) · Social Work in Mental Health · doi:10.1080/15332985.2025.2454902 · Cited by 1
Treating and Preventing Psychological Trauma of Children and Adolescents in Post-Conflict Settings
Crombach, A., Wilker, S., Hermenau, K., Wieling, E. A., & Hecker, T. (2024) · Springer eBooks · doi:10.1007/978-3-031-77215-3_27
Hilty, D. M., Ahuja, S., Naslund, J. A., Crawford, A. S., & Sartorius, N. (2024) · Springer eBooks · doi:10.1007/978-3-031-59936-1_3
Self-citationStanborough, C., Fletcher, C. M. E., & Martinez, L. (2025) · International Journal of Mental Health Nursing · doi:10.1111/inm.70027 · Cited by 1
Vagwala, M. K., González, S. P., Bollineni, K., Potter, J. E., & Patel, A. (2025) · SSM - Mental Health · doi:10.1016/j.ssmmh.2025.100482 · Cited by 2
Patena, J. V., Lai, A. Y., Sweetland, A. C., Gyamfi, J., & Peprah, E. K. (2025) · PLOS mental health. · doi:10.1371/journal.pmen.0000360
Patena, J. V., Elster, L., Hameed, T., Kulkarni, S., Lai, A. Y., Sweetland, A. C., Gyamfi, J., Ojo, T., Odoms‐Young, A. M., Royal, C. D. M., et al. (2025) · Frontiers in Public Health · doi:10.3389/fpubh.2025.1607771
Mtati, C. N., Sorsdahl, K. R., & van der Westhuizen, C. (2025) · BMJ Open · doi:10.1136/bmjopen-2025-104280
Zabelski, S., Hopper, L. N., Alexander, A. A., Cramer, R. J., & Reid, S. E. (2025) · Community Mental Health Journal · doi:10.1007/s10597-025-01524-2
Youn, S. J., Bickman, L., & Arnold, K. T. (2025) · Administration and Policy in Mental Health and Mental Health Services Research · doi:10.1007/s10488-025-01478-3
(2022) · FOCUS The Journal of Lifelong Learning in Psychiatry · doi:10.1176/appi.focus.22020007
Mudiyanselage, K. W. W., Santis, K. K. D., Jörg, F., Saleem, M., Stewart, R. E., Zeeb, H., & Busse, H. (2024) · Figshare · doi:10.6084/m9.figshare.26659921
Mudiyanselage, K. W. W., Santis, K. K. D., Jörg, F., Saleem, M., Stewart, R. E., Zeeb, H., & Busse, H. (2024) · Figshare · doi:10.6084/m9.figshare.26659960
Mudiyanselage, K. W. W., Santis, K. K. D., Jörg, F., Saleem, M., Stewart, R. E., Zeeb, H., & Busse, H. (2024) · Figshare · doi:10.6084/m9.figshare.26659927
Mudiyanselage, K. W. W., Santis, K. K. D., Jörg, F., Saleem, M., Stewart, R. E., Zeeb, H., & Busse, H. (2024) · Figshare · doi:10.6084/m9.figshare.26659939
Mudiyanselage, K. W. W., Santis, K. K. D., Jörg, F., Saleem, M., Stewart, R. E., Zeeb, H., & Busse, H. (2024) · Figshare · doi:10.6084/m9.figshare.26659942
Wells, R., Acartürk, C., Mozumder, M. K., Kurt, G., Klein, L. A., Lekkeh, S. A., Beetar, A., Jahan, S., Almeamari, F., Faruk, M. O., et al. (2024) · Figshare · doi:10.6084/m9.figshare.26646265
Mudiyanselage, K. W. W., Santis, K. K. D., Jörg, F., Saleem, M., Stewart, R. E., Zeeb, H., & Busse, H. (2024) · Figshare · doi:10.6084/m9.figshare.26659948
Mudiyanselage, K. W. W., Santis, K. K. D., Jörg, F., Saleem, M., Stewart, R. E., Zeeb, H., & Busse, H. (2024) · Figshare · doi:10.6084/m9.figshare.26659945
Mudiyanselage, K. W. W., Santis, K. K. D., Jörg, F., Saleem, M., Stewart, R. E., Zeeb, H., & Busse, H. (2024) · Figshare · doi:10.6084/m9.figshare.26659951
Mudiyanselage, K. W. W., Santis, K. K. D., Jörg, F., Saleem, M., Stewart, R. E., Zeeb, H., & Busse, H. (2024) · Figshare · doi:10.6084/m9.figshare.26659957
Mudiyanselage, K. W. W., Santis, K. K. D., Jörg, F., Saleem, M., Stewart, R. E., Zeeb, H., & Busse, H. (2024) · Figshare · doi:10.6084/m9.figshare.26659930
Mudiyanselage, K. W. W., Santis, K. K. D., Jörg, F., Saleem, M., Stewart, R. E., Zeeb, H., & Busse, H. (2024) · Figshare · doi:10.6084/m9.figshare.26659924
Roy, S. G., Brown, H. S., Blinn, L. S., Narendorf, S. C., & Hamilton, J. E. (2024) · Figshare · doi:10.6084/m9.figshare.26723810
Mudiyanselage, K. W. W., Santis, K. K. D., Jörg, F., Saleem, M., Stewart, R. E., Zeeb, H., & Busse, H. (2024) · Figshare · doi:10.6084/m9.figshare.26659954
Mudiyanselage, K. W. W., Santis, K. K. D., Jörg, F., Saleem, M., Stewart, R. E., Zeeb, H., & Busse, H. (2024) · Figshare · doi:10.6084/m9.figshare.26659918
Mudiyanselage, K. W. W., Santis, K. K. D., Jörg, F., Saleem, M., Stewart, R. E., Zeeb, H., & Busse, H. (2024) · Figshare · doi:10.6084/m9.figshare.26659936
Iheanacho, T., Chu, C., Aguocha, C., Nwefoh, E., & Dike, C. C. (2023) · Research Square · doi:10.21203/rs.3.rs-3148682/v1
Singla, D. R., de Oliveira, C., Murphy, S. M., Patel, V., Charlebois, J., Davis, W. N., Dennis, C.-L., Kim, J. J., Kurdyak, P., Lawson, A., et al. (2024) · Figshare · doi:10.6084/m9.figshare.26637432
Self-citationWells, R., Acarturk, C., Mozumder, M. K., Kurt, G., Klein, L. A., Lekkeh, S. A., Beetar, A., Jahan, S., Almeamari, F., Faruk, M. O., et al. (2024) · Figshare · doi:10.6084/m9.figshare.26646262
Spaaij, J., Fuhr, D. C., Akhtar, A., Casanova, L., Klein, T., Schick, M., Weilenmann, S., Roberts, B., & Morina, N. (2023) · Figshare · doi:10.6084/m9.figshare.22826932
Spaaij, J., Fuhr, D. C., Akhtar, A., Casanova, L., Klein, T., Schick, M., Weilenmann, S., Roberts, B., & Morina, N. (2023) · Figshare · doi:10.6084/m9.figshare.22826929
Mudiyanselage, K. W. W., Santis, K. K. D., Jörg, F., Saleem, M., Stewart, R. E., Zeeb, H., & Busse, H. (2024) · Figshare · doi:10.6084/m9.figshare.26659933
Decolonisation and Decolonial Praxis: Perspectives of Indian Psychologists
Singh, S. (2025) · Psychology of Women and Equalities Section Review · doi:10.53841/bpspowe.2025.8.2.29
Pandya, A. (2026) · Springer eBooks · doi:10.1007/978-981-95-2684-0_14
Johnson, S. L., Rasmussen, J. M., Bielskis, M., Falls, A., Hamisi, H. Z., Owity, O. J., & Puffer, E. S. (2026) · BMC Public Health · doi:10.1186/s12889-026-26880-w
Carroll, H. A., Guevara, T., Gamarra, P., Mukunta, C., Dorsey, S., Gelaye, B., Henderson, D. C., Bird, M., & Freier, L. F. (2026) · medRxiv · doi:10.64898/2026.03.19.26348265
Implementing Problem Management Plus (PM+) in Haiti: qualitative study
Marchetti, M., Molina, A. C., Gagliato, M., Muneghina, O., Hansen, P. L., Loiseau, F. C., Mazzoni, G. A. L., Barbui, C., & Purgato, M. (2026) · BJPsych Open · doi:10.1192/bjo.2026.11008
Carroll, H. A., Guevara, T., Gamarra, P., Mukunta, C., Dorsey, S., Gelaye, B., Henderson, D. C., Bird, M., & Freier, L. F. (2026) · PLoS ONE · doi:10.1371/journal.pone.0345837
Grice-Jackson, T., Glass, D., Berry, C., Michelson, D., Fowler, D., & van Marwijk, H. (2026) · Journal of Prevention · doi:10.1007/s10935-026-00918-6
Charest, M., Brennan, D. J., Turpin, A., Griffiths, D., Adam, B. D., Maxwell, J., McCrady, K., & Ahmed, R. (2026) · The Journal of LGBTQ+ Mental Health · doi:10.1080/30678935.2026.2658524
Dahiya, P., Johnson, C. M., AlRasheed, R., Gray, C. L., Meza, R. D., Whetten, K., Okoth, D. A., Nyaboke, O. A., & Dorsey, S. (2026) · PLOS Global Public Health · doi:10.1371/journal.pgph.0006360
Marks, D., Sinclair², F., & Alhasso, A. A. (2026) · Research Square · doi:10.21203/rs.3.rs-10070093/v1
Wang, H., Kwok, J. Y. Y., Liu, M., Wang, H., Lu, Z., Tang, S., Sun, M., & McCormack, B. G. (2026) · Psychiatry Research · doi:10.1016/j.psychres.2026.117378
Ruben, J. P., Shivashankar, S., Goud, B. R., Aishwarya, G. V., Parthasarathy, R., Srinivasa, G. A., Kumar, G., Mony, P. K., Selvam, S., Srinivasan, K., et al. (2026) · The Indian Journal of Medical Research · doi:10.25259/ijmr_646_2026
Anxiety and depression in liver disease: Pathways, prevalence, and implications for care
Carrieri, P., Leonhard, A., Karlsen, T. H., Rutter, H., Fabrellas, N., Burra, P., Zelber‐Sagi, S., & Schomerus, G. (2026) · JHEP Reports · doi:10.1016/j.jhepr.2026.102024 · Cited by 1
Agudelo‐Hernández, F., Guapacha-Montoya, M., Aldana-Naranjo, C., Marín, S., Mejía-Chaves, M., & Vega, K. (2026) · Current Psychology · doi:10.1007/s12144-026-10080-1
Murphy-Okpala, N. N., Nwafor, C., Eze, C. C., Njoku, M. I., Ezeakile, O. E., Meka, A., Ekeke, N., Iyama, F., Egbule, D., Anyaike, C., et al. (2026) · PLOS mental health. · doi:10.1371/journal.pmen.0000636
Catatonia knowledge in medical practitioners from low-resource settings
Kaddu, A. K., Chelagat, D. S., Morawej, Z., Ssembajjwe, W. J., Ssemata, A. S., Ndigamanya, R. I., van der Walt, K., Kalungi, A., Akena, D. H., Nakasujja, N., et al. (2026) · South African Journal of Psychiatry · doi:10.4102/sajpsychiatry.v32i0.2676
Bond, L., Saggar, K., Ho, Y. X., Lewis, D.-M., Pillai, S., Vargas-Vilugron, M., Miller, B. F., & Naslund, J. A. (2026) · doi:10.2196/preprints.115028
Self-citationCuijpers, P. J. (2026) · Behavior Therapy · doi:10.1016/j.beth.2026.10.003
Ryder, S. N., Kovacs, R., Zhang, X., Marciniak, T., & Brown, A. D. (2026) · Frontiers in Public Health · doi:10.3389/fpubh.2026.1931063
Metadata
- Authors
- Raviola, G., Naslund, J. A., Smith, S. L., & Patel, V.
- Affiliations
- Boston Children's Hospital (US)
- Harvard University (US)
- Brigham and Women's Hospital (US)
- Corresponding author
- Raviola, Giuseppe
- Venue
- Current Psychiatry Reports
- Published
- 2019-04-30
- Volume
- 21
- Issue
- 6
- Pages
- 44-44
- ISSN
- 1523-3812 (ISSN-L)
- 1535-1645
- OpenAlex
- W2942884758
- Semantic Scholar
- acbf64dd95205f6177638f16d4751bc4f39f6633
- Cited by
- 258
- References
- 147
- Citations by year
- 2026: 24 · 2025: 35 · 2024: 52 · 2023: 46 · 2022: 28 · 2021: 55 · 2020: 15 · 2019: 2
- FWCI
- 3.86
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- www.springer.com/tdm (tdm)
- Locations
- Current Psychiatry Reports (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Health Sciences › Medicine › Psychiatry and Mental health › Mental Health Treatment and Access
- Health Sciences › Health Professions › General Health Professions › Health Policy Implementation Science
- Social Sciences › Psychology › Clinical Psychology › Psychiatric care and mental health services
- Keywords
- task sharing, non-specialist providers, mental health treatment gap, access to mental health care, mental health workforce shortage, collaborative care, training and supervision, digital mental health tools, severe mental illness
- MeSH terms
- Mental Disorders, Community Health Workers, Health Personnel, Humans, Mental Health, Mental Health Services, Patient Care Team, Psychotherapy
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