The DOI matches its Crossref record; 105 of the 105 references it cites were found in a registry or an index.
Challenges and Opportunities in Global Mental Health: a Research-to-Practice Perspective
Open accessAbstract
Purpose of review Globally, the majority of those who need mental health care worldwide lack access to high-quality mental health services. Stigma, human resource shortages, fragmented service delivery models, and lack of research capacity for implementation and policy change contribute to the current mental health treatment gap. In this review, we describe how health systems in low- and middle-income countries (LMICs) are addressing the mental health gap and further identify challenges and priority areas for future research.Recent findings Common mental disorders are responsible for the largest proportion of the global burden of disease; yet, there is sound evidence that these disorders, as well as severe mental disorders, can be successfully treated using evidence-based interventions delivered by trained lay health workers in low-resource community or primary care settings. Stigma is a barrier to service uptake. Prevention, though necessary to address the mental health gap, has not solidified as a research or programmatic focus. Research-to-practice implementation studies are required to inform policies and scale-up services. Four priority areas are identified for focused attention to diminish the mental health treatment gap and to improve access to high-quality mental health services globally: diminishing pervasive stigma, building mental health system treatment and research capacity, implementing prevention programs to decrease the incidence of mental disorders, and establishing sustainable scale up of public health systems to improve access to mental health treatment using evidence-based interventions.
Overview
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
Verification
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?
The source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“it became apparent in our framework refinement process that, particularly in mental health, stigma (e.g. self-stigma, family/community stigma, provider stigma, organizational or institutional-level stigma) is a force that can exert powerful influences on perceptions of mental health issues and treatments across all social actors and processes—including those in the intervention domain [39–42].”
From Barriers and facilitators to implementation of evidence-based task-sharing mental health interventions in low- and middle-income countries: a systematic review using implementation science frameworks (2022) · cites this paper as [42]
Experimental — accuracy not yet measuredIn the citing paper
“existing models of mental health care will not adequately expand to meet the demand”
From The Opportunities and Risks of Large Language Models in Mental Health (2024) · cites this paper as [4]
In the citing paper
“Further, these studies seldom address sustainability by evaluating the mental health research-to-practice gap or leveraging human resources not dependent on research funding.4”
From Technology and implementation science to forge the future of evidence-based psychotherapies: The PRIDE scale-up study (2021) · cites this paper as [4]
In the citing paper
“This has led to a widely recognized mental health treatment gap, whereby more individuals are diagnosed with mental health problems than those who receive treatment [14, 15].”
From Explaining adults’ mental health help-seeking through the lens of the theory of planned behavior: A scoping review (2022) · cites this paper as [15]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
Murray, C. J. L., Vos, T., Lozano, R., Naghavi, M., Flaxman, A. D., Michaud, C., Ezzati, M., Shibuya, K., Salomon, J. A., Abdalla, S., et al. (2012) · The Lancet · doi:10.1016/s0140-6736(12)61689-4 · Cited by 8,888
Barnett, K., Mercer, S. W., Norbury, M., Watt, G., Wyke, S., & Guthrie, B. (2012) · The Lancet · doi:10.1016/s0140-6736(12)60240-2 · Cited by 6,972
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
Polanczyk, G. V., Salum, G. A., Sugaya, L. S., Caye, A., & Rohde, L. A. (2015) · Journal of Child Psychology and Psychiatry · doi:10.1111/jcpp.12381 · Cited by 3,990
Childhood adversities and adult psychopathology in the WHO World Mental Health Surveys
Kessler, R. C., McLaughlin, K. A., Green, J. G., Gruber, M. J., Sampson, N. A., Zaslavsky, A. M., Aguilar-Gaxiola, S., Alhamzawi, A. O., Alonso, J., Angermeyer, M., et al. (2010) · British Journal of Psychiatry · doi:10.1192/bjp.bp.110.080499 · Cited by 2,640
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
Treatment gap in mental health care.
Abramowitz, M. Z., Greenberg, D., & Levav, I. (2008) · PubMed · Cited by 1,483
Scaling-up treatment of depression and anxiety: a global return on investment analysis
Chisholm, D., Sweeny, K., Sheehan, P., Rasmussen, B., Smit, F., Cuijpers, P., & Saxena, S. (2016) · The Lancet Psychiatry · doi:10.1016/s2215-0366(16)30024-4 · Cited by 1,451
The treatment gap in mental health care.
(2004) · Europe PMC (PubMed Central) · Cited by 1,419
Evidence for effective interventions to reduce mental-health-related stigma and discrimination
Thornicroft, G., Mehta, N., Clement, S., Evans-Lacko, S., Doherty, M., Rose, D., Koschorke, M., Shidhaye, R., O'Reilly, C., & Henderson, C. (2016) · The Lancet · doi:10.1016/s0140-6736(15)00298-6 · Cited by 1,338
Research works printed but not linked: 4
- Sweetland AC, Oquendo MA, Carlson C, Magidson JF, Wainberg ML. Mental health research in the global era: training the next generation. Acad Psychiatry. 2015;40:1–6.
- Da Silva TFC, Lovisi G, Conover S, Susser E. Critical time intervention–task shifting (CTI-TS): a psychosocial intervention for people with severe mental illness in Latin America. Global Advanced Research Journal of Medicine and Medical Sciences. 2014;3(5):087–9.
- Organization WH. Thinking healthy: a manual for psychosocial management of perinatal depression, WHO generic field-trial version 1.0, 2015. Geneva: World Health Organization; 2015.
- Kates J, The U.S. Government and global LGBT health: opportunities and challenges in the current era. Henry J. Kaiser Family Foundation: Menlo Park; 2014.
Cited by
Sorted by citations
Items 201–300 of 875
Yoon, S., Goh, H., Low, X. C., Weng, J. H., & Heaukulani, C. (2024) · BMJ Health & Care Informatics · doi:10.1136/bmjhci-2024-101045 · Cited by 16
Mental health status and associated contributing factors among the Hakka elderly in Fujian, China
Liu, X., Liu, F., Ruan, W., Chen, Y., Qu, S., & Wang, W. (2022) · Frontiers in Public Health · doi:10.3389/fpubh.2022.928880 · Cited by 15
Wilson, E. (2020) · Journal of Mental Health · doi:10.1080/09638237.2020.1766001 · Cited by 17
“still much of a mystery as it is limited by different research priorities, research capacity, levels of research funding, different classifications of disease and underreporting of prevalence (Collishaw, 2015; Wainberg et al., 2017).”
BackgroundThe Future Is Rosie?: Disempowering Arguments About Automation and What to Do About It
Riek, L. D., & Irani, L. C. (2025) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3706598.3714151 · Cited by 21
Mengesha, A. K., Misker, M. F., & Tadesse, S. A. (2025) · Scientific Reports · doi:10.1038/s41598-025-99177-4 · Cited by 15
“This study used the following cutoff points: mild depressive symptoms 14–19 , moderate depressive symptoms 20–28 , and severe depressive symptoms 29– 63 .”
Luo, J., Li, L., Reangsing, C., & Schneider, J. K. (2022) · International Journal of Behavioral Medicine · doi:10.1007/s12529-021-10051-9 · Cited by 14
“One explanation for this finding might be that compared with those in the community, interventionists in the hospital/ health centers have more specialization, clinical experience, and research capacity for implementing the interventions [59].”
ResultTWENTY YEARS OF THE BRAZILIAN PSYCHIATRIC REFORM: MEANINGS FOR PSYCHIATRIC AND MENTAL HEALTH NURSING
Peres, M. A. D. A., Martins, G. D. C. S., Manfrini, G. C., Cardoso, L., da Fonseca, P. I. M. N., & Shattell, M. M. (2022) · Texto & Contexto - Enfermagem · doi:10.1590/1980-265x-tce-2022-0045en · Cited by 14
Integrated nursing care for people with combined mental health and substance use disorders
Hove, E., Hazelton, M., Santangelo, P., & Wilson, R. L. (2022) · International Journal of Mental Health Nursing · doi:10.1111/inm.13094 · Cited by 14
Yang, J.-Q., Deng, Z., Pei, S., & Zhang, N. (2024) · Complementary Therapies in Medicine · doi:10.1016/j.ctim.2024.103032 · Cited by 14
D’Souza, R. F., Mathew, M., Amanullah, S., Thornton, J. E., Mishra, V., Mohandas, E., Palatty, P. L., & Surapaneni, K. M. (2024) · Asian Journal of Psychiatry · doi:10.1016/j.ajp.2024.104067 · Cited by 17
Analisis Kasus Rasisme Papua Natalius Pigai Dalam Perspektif Teori Spiral Keheningan
Dana, E. S., Suryawati, I., Junaidi, J., Ronda, A. M., & Diana, R. (2021) · Communication · doi:10.36080/comm.v12i1.1328 · Cited by 14
Parrish-Sprowl, S., Parrish-Sprowl, J., & Alajlouni, S. (2020) · Frontiers in Communication · doi:10.3389/fcomm.2020.601792 · Cited by 14
“One of the biggest challenges in global healthcare is addressing mental health needs in low-resource and humanitarian settings (Wainberg et al., 2017; Patel et al., 2018; Cosgrove et al., 2019).”
BackgroundHan, H. J., Mendu, S., Jaworski, B. K., Owen, J. E., & Abdullah, S. (2021) · ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp) · doi:10.1145/3460418.3479332 · Cited by 17
“Given the global burden of mental health challenges [36], and the absence of existing infrastructure to provide support [45], these technologies solve a crucial problem in mental health care delivery by offering wide dissemination of evidence-based interventions.”
BackgroundMaran, P. L., Braquehais, M. D., Vlaic, A., Alonzo-Castillo, T., Vendrell-Serres, J., Ramos‐Quiroga, J. A., & Rodríguez‐Urrutia, A. (2025) · JMIR Mental Health · doi:10.2196/67802 · Cited by 16
“Adding to these complexities is the stark shortage of mental health professionals worldwide, which represents one of the biggest obstacles to the early detection of depression [17].”
Cho, H., Zheng, K., Wang, J., & Hu, D. (2025) · JMIR AI · doi:10.2196/80348 · Cited by 18
“The distribution of publication venues varied, with 8 studies [1,4,7,9,12,15,18,20] appearing in MH-focused journals, 9 studies [2,3,5,6,8,10,11,14,17] in computer science conferences and journals, and 3 studies [13,16,19] in interdisciplinary domains such as medical informatics and AI applications…”
Reimagining psychiatric care with agentic AI: promise, challenges, and a roadmap forward
Sharma, D., Meshkat, S., Perivolaris, A., Kamaleddin, M. A., Teferra, B. G., Rueda, A., Samavi, R., Jetly, R., Mago, V., Wu, Y., et al. (2026) · npj Digital Medicine · doi:10.1038/s41746-026-02453-4 · Cited by 17
Rollwage, M., McFadyen, J., Juechems, K., Balogh, A., Pisupati, S., Mircea, M.-T., Hauser, T. U., Prichard, G., & Harper, R. J. (2026) · Nature Medicine · doi:10.1038/s41591-026-04278-w · Cited by 19
Milton-Cole, R., Ayis, S. A., O’Connell, M. D. L., Smith, T. O., & Sheehan, K. J. (2022) · The Journals of Gerontology Series A · doi:10.1093/gerona/glac182 · Cited by 14
“The 95% confidence intervals (CI) in this trajectory are relatively wide, suggesting a range of scores between approximately 5 and 7, and some fluctuation in scores over time within this range.”
Lee, Y. J., Christ, R., Mbabazi, R., Dabagia, J., Prendergast, A., Wykoff, J. A., Dasari, S., Safai, D., Nakaweesi, S., Aturinde, S. R., et al. (2024) · PLOS mental health. · doi:10.1371/journal.pmen.0000069 · Cited by 14
Fastenau, A. (2024) · PLOS mental health. · doi:10.1371/journal.pmen.0000140 · Cited by 13
Tutun, S., Topuz, K., Tosyali, A., Bhattacherjee, A., & Li, G. (2024) · Journal of Management Information Systems · doi:10.1080/07421222.2024.2415771 · Cited by 13
“Psychiatrists and counselors have therefore called for innovative technological tools to help them screen patients faster and the development of scalable mental health solutions using evidence-based interventions [38].”
Domain-specific and total sedentary behaviors associated with psychological distress in older adults
Štefan, L., Baić, M., Sporiš, G., Pekas, D., & Starčević, N. (2019) · Psychology Research and Behavior Management · doi:10.2147/prbm.s197283 · Cited by 14
“Introduction Mental health problems have become a major public health burden.(1) Along with substance use, they are leading cause of disability worldwide.”
BackgroundVoultsiou, E., & Moussiades, L. (2026) · Electronics · doi:10.3390/electronics15030524 · Cited by 18
Yeager, C. M., & Benight, C. C. (2022) · JMIR Mental Health · doi:10.2196/35048 · Cited by 12
“Despite its high prevalence and societal costs, treatment coverage remains poor, resulting in a global mental health treatment gap [6].”
BackgroundOmylinska‐Thurston, J., Aithal, S., Liverpool, S., Clark, R. D., Moula, Z., Wood, J., Viliardos, L., Rodríguez-Dorans, E., Farish-Edwards, F., Parsons, A. S., et al. (2024) · JMIR Mental Health · doi:10.2196/55500 · Cited by 15
Jahanshad, N., Lenzini, P., & Bijsterbosch, J. (2025) · Neuropsychopharmacology · doi:10.1038/s41386-024-01938-8 · Cited by 12
“For reviews, please see [64 – 66].”
Alharbi, A., Aljerian, N., Binhotan, M. S., Alghamdi, H. A., Alsultan, A. K., Arafat, M. S., Aldhabib, A., Alaska, Y. A., Alwahbi, E. B., Muaddi, M. A., et al. (2025) · JMIR Public Health and Surveillance · doi:10.2196/64257 · Cited by 13
“This high rate of untreated patients partly stems from specialist shortages and geographic barriers distancing patients from care [9,10], contributing to a major treatment gap.”
Developing IBD counsellors in low- and middle-income countries: bridging gaps in patient care
Singh, A., Bhardwaj, A., Sharma, R., Midha, V., & Sood, A. (2025) · EClinicalMedicine · doi:10.1016/j.eclinm.2025.103218 · Cited by 12
“34 IBD, per se, is also associated with increased rates of anxiety and depression, yet mental health support remains limited.”
Lay social workers implementing a task-sharing approach to managing depression in Vietnam
Chau, L. W., Murphy, J., Nguyen, V. C., Lou, H., Khanh, H. N. T., Thu, T., Minas, H., & O’Neil, J. (2021) · International Journal of Mental Health Systems · doi:10.1186/s13033-021-00478-8 · Cited by 15
“There is a need for better understanding of the factors that influence scale-up and sustainability of task-sharing in mental health [47].”
BackgroundPreventive strategies for adolescent depression: What are we missing? A focus on biomarkers
Zonca, V. (2021) · Brain Behavior & Immunity - Health · doi:10.1016/j.bbih.2021.100385 · Cited by 13
Mental Health and Psychotropic Stigma Among Student Pharmacists
Davis, B. R., McDaniel, C. C., Wang, C.-H., & Garza, K. B. (2022) · Frontiers in Public Health · doi:10.3389/fpubh.2022.818034 · Cited by 14
A deep learning based method for intelligent detection of seafarers' mental health condition
Zhu, Z., Wang, R., & Zhu, W. H. (2022) · Scientific Reports · doi:10.1038/s41598-022-11207-7 · Cited by 11
“Instruments) is a valid and reliable tool for evaluating the quality of health measures, and its purpose is to provide a clear framework for assessing the psychometric properties of the measure 31 .”
MethodJennings, S. V., Finnerty, C. C., Hobart, J. S., Martín‐Martinez, M., Sinclair, K. A., Slee, V. M., Agopian, J., Akin, C., Álvarez‐Twöse, I., Bonadonna, P., et al. (2022) · The Journal of Allergy and Clinical Immunology In Practice · doi:10.1016/j.jaip.2022.06.018 · Cited by 13
“43 Mast cell mediator release can be associated with anxiety and depression, compounding some patients ’ ability to cope with challenging disease manifestations.”
BackgroundD’Avanzo, B., Barbato, A., Compagnoni, M. M., Caggiu, G., Allevi, L., Carle, F., Fiandra, T. D., Ferrara, L., Gaddini, A., Sanza, M., et al. (2023) · BMC Psychiatry · doi:10.1186/s12888-023-04921-7 · Cited by 12
“Despite evidence of some impact of care on mental health, quality of care improvement in this field have been limited, or even worsened in some cases [1, 2] in comparison to other medical conditions [3].”
ResultLi, L., Lu, S., Xie, C., & Li, Y. (2023) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2023.1180034 · Cited by 13
Ethical challenges in global mental health clinical trials
Carlson, C., Sweetland, A. C., & Wainberg, M. L. (2018) · The Lancet Psychiatry · doi:10.1016/s2215-0366(18)30300-6 · Cited by 12
Self-citationKang, Y., Wang, H., Li, X., Tao, Y., Yang, X., Deng, W., Yu, J., Zhou, Q., Li, T., & Guo, W. (2020) · Depression and Anxiety · doi:10.1002/da.23118 · Cited by 12
“…as advocated by the WHO (Wainberg et al., 2017), the evidence indicates that measures to overcome the demand‐side barriers, such as education to improve mental health awareness and treatment‐seeking behaviors, may effectively minimize the treatment gap (Wainberg et al., 2017; Wells et al., 1994).”
BackgroundInfluentialEbuenyi, I. D., Gitonga, I., Tele, A., & Syurina, E. V. (2022) · Journal of International Development · doi:10.1002/jid.3638 · Cited by 12
“living with a mental illness can be disabling due to its impact on biological, psychological and social functioning (Wainberg et al., 2017).”
BackgroundMental health and social inclusion: a systematic review of barriers, interventions and outcomes
Pardo, J. S. D. (2025) · Mental Health and Social Inclusion · doi:10.1108/mhsi-04-2025-0125 · Cited by 12
Ahmed, R. S., & Shaban, M. (2025) · Child Abuse & Neglect · doi:10.1016/j.chiabu.2025.107743 · Cited by 11
Peng, X., Pu, Y., Jiang, X., Zheng, Q., Gu, J., Zhou, H., & Deng, D. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.755347 · Cited by 12
Gupta, N., Agarwal, A. K., Al-Dossari, M., & El-Gawaad, N. S. A. (2023) · Brain Behavior and Immunity Integrative · doi:10.1016/j.bbii.2023.100038 · Cited by 11
Leveraging the Metaverse for Enhanced Longevity as a Component of Health 4.0
Pillay, S. S., Candela, P., Croghan, I. T., Hurt, R. T., Bonnes, S. L. R., Ganesh, R., & Bauer, B. A. (2024) · Mayo Clinic Proceedings Digital Health · doi:10.1016/j.mcpdig.2024.01.007 · Cited by 13
“36 Because 70% of people with mental illnesses have no access to care, 37 mortality rates are further increased in this population because serious mental illnesses are associated with excess deaths.”
Transdiagnostic prevention in youth mental health, Part I: rationale, shared risk factors
Holt, D. J., Choi, K. W., DeTore, N. R., & Balogun‐Mwangi, O. (2025) · Neuropsychopharmacology · doi:10.1038/s41386-025-02233-w · Cited by 11
“There are likely a number of reasons for this, including the lack of consensus regarding objective markers of risk that can be used as screening and intervention targets, and the persistent stigma associated with mental health screening and care [20].”
Charvet, L. E., George, A., Cho, H., Krupp, L., & Dennis‐Tiwary, T. A. (2021) · Frontiers in Neurology · doi:10.3389/fneur.2021.719090 · Cited by 11
“Unfortunately, there is a major unmet need for access to mental health services in general (14, 15), including for the many patients living with neurological or medical conditions, Specifically for younger patients with neurological conditions who have ongoing, yet subclinical threshold symptoms do not have many optio…”
BackgroundTranscranial Electrical Stimulation for Psychiatric Disorders in Adults: A Primer
Cho, H., Razza, L. B., Borrione, L., Bikson, M., Charvet, L. E., Dennis‐Tiwary, T. A., Brunoni, A. R., & Sudbrack-Oliveira, P. (2022) · FOCUS The Journal of Lifelong Learning in Psychiatry · doi:10.1176/appi.focus.20210020 · Cited by 13
“Moreover, treatment challenges include overall access to providers and feasibility in treatment delivery, especially for psychotherapeutic options, and lack of treatment adherence (7).”
Katapally, T. R. (2022) · PLoS ONE · doi:10.1371/journal.pone.0263533 · Cited by 11
“With mental health being a significant challenge among youth globally [58], the risks of not innovating are far greater and schools need to leverage the technology at hand to use it for promoting school health.”
BackgroundChhagan, U., Ntlantsana, V., Tomita, A. M., Naidu, T., Chiliza, B., & Paruk, S. (2021) · BMJ Open · doi:10.1136/bmjopen-2020-046593 · Cited by 13
Cruz, C. M., Giri, P., Vanderburg, J. L., Ferrarone, P., Bhattarai, S., Giardina, A. A., Gaynes, B. N., Hampanda, K., Lamb, M. M., & Matergia, M. (2021) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2021.790536 · Cited by 13
Changes in rates of psychiatric beds and prison populations in sub-Saharan Africa from 1990 to 2020
Mundt, A. P., Delhey, S., Maphisa, J. M., Sourabié, O., Yongsi, B. N., Rozas-Serri, E., Tshilonda, J.-C. B., Te, J. H., Bitta, M. A., Mathe, L., et al. (2022) · Journal of Global Health · doi:10.7189/jogh.12.04054 · Cited by 11
Spanish Validation Of The Revised Depression Attitude Questionnaire (R-DAQ)
Chérrez-Ojeda, I., Haddad, M., Paz, C. V., Figueira, J. A. V., Roche, J. F., Román, C. O., Moré, S. I., Félix, M., Vanegas, E., & Alvarado-Villa, G. (2019) · Psychology Research and Behavior Management · doi:10.2147/prbm.s228249 · Cited by 11
“patients.(7) In addition, physicians’ perspectives on mental illness may incorporate part of the stereotypes and misunderstandings of society, highlighting the importance of measuring their attitudes to specific conditions such as depression.”
BackgroundSapag, J. C., Traub, C., Velasco, P. R., Arratia, T., Alvarado, R., Aracena, M., Poblete, F., Villarroel, L. A., Bravo, P., Huenchulaf, C. Á., et al. (2022) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2022.1083042 · Cited by 12
Ampuero-Tello, N. L., Zegarra-López, A., Padilla-López, D. A., & Venturo-Pimentel, D. S. (2022) · Interacciones Revista de Avances en Psicología · doi:10.24016/2022.v8.289 · Cited by 10
Chen, G., Chen, W. W., Qi, S., & Shek, D. T. L. (2024) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph21121576 · Cited by 15
“Recent mental health programs have shown the effectiveness of various interventions, including digital mental health interventions, personalized interventions, rapid mental health assessment instruments, and strengths-based interventions [10–13].”
Bondar, L. I., Iovanovici, D. C., Măduța, V., Butari, D. B., Șandor, F. M., Mariș, M. A., Piroș, L. E., Miuţa, C. C., Toderescu, C. D., & Popescu, M. I. (2025) · Journal of Clinical Medicine · doi:10.3390/jcm14030837 · Cited by 12
AI-driven report-generation tools in mental healthcare: A review of commercial tools
Bouguettaya, A., Victoria Team, Stuart, E. M., & Aboujaoude, E. N. (2025) · General Hospital Psychiatry · doi:10.1016/j.genhosppsych.2025.02.018 · Cited by 11
Adamson, G. D., Armstrong, H., Cheong, Y. C., Damato, E., Fatemi, H. M., Ferriani, R. A., Griesinger, G., Ledger, W. J., Pistollato, M., Pellicer, A., et al. (2025) · Frontiers in Reproductive Health · doi:10.3389/frph.2025.1605480 · Cited by 12
Stigma towards mental illness in Bangladesh: An update
Arafat, S. M. Y., & Hossain, S. (2025) · Geopsychiatry · doi:10.1016/j.geopsy.2025.100037 · Cited by 11
Münir, K., Öner, Ö., Kerala, C., Rustamov, I., Boztas, H., Juszkiewicz, K. T., Włoszczak-Szubzda, A., Kalmatayeva, Z., Iskandarova, A., Zeynalli, S., et al. (2022) · Psychiatry Research · doi:10.1016/j.psychres.2022.114409 · Cited by 10
Recommendation of Music Based on DASS-21 (Depression, Anxiety, Stress Scales) Using Fuzzy Clustering
Wang, E., Lee, H.-M., Do, K., Lee, M.-H., & Chung, S.-T. (2022) · Electronics · doi:10.3390/electronics12010168 · Cited by 10
Alonzo, D. M. (2023) · Social Psychiatry and Psychiatric Epidemiology · doi:10.1007/s00127-022-02400-0 · Cited by 10
“There is estimated to be a shortage of 1.18 million mental health workers in LMICs [38].”
BackgroundInfluentialNguyen, A. J., Rykiel, N. A., Murray, L. K., Amin, A., Haroz, E. E., Lee, C., & Bolton, P. A. (2019) · International Journal of Mental Health Systems · doi:10.1186/s13033-019-0330-7 · Cited by 10
Evidence for efficacy of psychosocial interventions in LMICs
Lovero, K. L., Giusto, A. M., & Wainberg, M. L. (2020) · The Lancet Psychiatry · doi:10.1016/s2215-0366(19)30531-0 · Cited by 10
Self-citationThe epidemiology of common mental disorders in Libya: a systematic review
Abdulshafea, M., Rhouma, A. H., Gire, N., AlMadhoob, A., Arshad, U., & Husain, N. (2021) · The Egyptian Journal of Neurology Psychiatry and Neurosurgery · doi:10.1186/s41983-021-00408-y · Cited by 10
Ali, A. A., Aqeel, A. A., Shami, M. O., Khodari, B. H., Alqassim, A. Y., Alessa, A., Alhazm, F. I., Alhazmi, Y. A., Sumayli, A. Y., Arishi, F. H., et al. (2024) · Cureus · doi:10.7759/cureus.54125 · Cited by 9
“Moreover, mental disorders pose a major public health issue globally due to their high prevalence, complex causal factors, disease progression, and difficulties with management [2,3].”
BackgroundAyodele, A., Adetunla, A., & Akinlabi, E. T. (2024) · International Journal of Online and Biomedical Engineering (iJOE) · doi:10.3991/ijoe.v20i09.47581 · Cited by 9
RetractedNayak, P., Mackenzie, C. D., Agarwal, A., van Wijk, R., Mol, M. M., Eaton, J., Semrau, M., Valle-Trabadelo, C., Kaloiya, G. S., Pratap, A., et al. (2025) · PLoS neglected tropical diseases · doi:10.1371/journal.pntd.0011945 · Cited by 9
“However, mental health and human rights services have not been systematically integrated into the public health system and they have rarely been assessed for effectiveness [17]; one of the contributing factors here is the limited research capacity for such intervention research [18].”
A stepped care approach to mental health in Singapore: challenges and opportunities
Lee, C. Y. S., & Fung, D. S. S. (2025) · BMC Global and Public Health · doi:10.1186/s44263-025-00196-0 · Cited by 9
“Despite growing awareness and increasing demand for mental health support, service delivery often remains fragmented, hindered by enduring stigma, and constrained by manpower and financial resources [3, 4].”
Zeeshan, M., Hu, J., Mao, C., Danish, A., Xiong, Y., Irshad, M. S., Dao, V., & Liu, Z. (2025) · RSC Advances · doi:10.1039/d5ra04137f · Cited by 12
Are we missing the mark? Relationships of psychosocial issues to outcomes after injury
Simske, N. M., Breslin, M. A., Hendrickson, S. B., & Vallier, H. A. (2020) · OTA International The Open Access Journal of Orthopaedic Trauma · doi:10.1097/oi9.0000000000000070 · Cited by 9
“Psychiatric illness and substance-use disorders are a leading cause of disability in the United States and worldwide.([1,2]) In trauma patient populations, rates of psychiatric illnesses have reportedly reached as high as 45%.”
BackgroundSundler, A. J., Råberus, A., Carlsson, G., Nilsson, C., & Darcy, L. (2021) · International Journal of Mental Health Nursing · doi:10.1111/inm.12962 · Cited by 9
Bobbili, S. J., Carrara, B. S., Fernandes, R. H. H., & Ventura, C. A. A. (2022) · Primary Health Care Research & Development · doi:10.1017/s1463423622000251 · Cited by 11
“This global burden of disease is exacerbated by the mental health treatment gap, where only a small portion of people affected by MISUP receive much needed treatment (Wainberg et al., 2017; Evens-Lacko et al., 2018).”
BackgroundInfluentialJacobson, N. C., Quist, R. E., Lee, C. M., & Marsch, L. A. (2022) · Elsevier eBooks · doi:10.1016/b978-0-323-90045-4.00005-8 · Cited by 12
Chronic environmental diseases: burdens, causes, and response
Beyer, K. M. M., & Namin, S. (2023) · Elsevier eBooks · doi:10.1016/b978-0-12-820509-9.00030-7 · Cited by 9
Zeka, F., Clemmensen, L., Arnfred, B. T., Nordentoft, M., & Glenthøj, L. B. (2023) · BMJ Open · doi:10.1136/bmjopen-2023-071927 · Cited by 10
Sansbury, G. M., Pence, B. W., Zimba, C. C., Yanguela, J., Landrum, K. R., Matewere, M., Mbota, M., Malava, J., Tikhiwa, H. A., Morrison, A. M., et al. (2023) · BMC Health Services Research · doi:10.1186/s12913-023-10344-7 · Cited by 10
Yanguela, J., Pence, B. W., Udedi, M. M., Banda, J. C., Kulisewa, K., Zimba, C. C., Malava, J., Akiba, C. F., Dussault, J. M., Morrison, A. M., et al. (2024) · The Lancet Global Health · doi:10.1016/s2214-109x(23)00597-1 · Cited by 9
“21 Compared with the status quo, an enhanced implementation package including champions and external supervision would be more cost-effective than champions alone in terms of cost per remission at 3 and 12 months.”
The Helping Hand in Ukraine: feasibility and potential impact
Raknes, S., & Chorna, T. (2024) · Pilot and Feasibility Studies · doi:10.1186/s40814-024-01520-5 · Cited by 11
Paquin‐Goulet, M., Krishnadas, R., & Beattie, L. (2023) · Early Intervention in Psychiatry · doi:10.1111/eip.13466 · Cited by 8
“Stigma is an important issue in the global mental health community as it is a significant contributing factor to lack of access to mental health services (Wainberg et al., 2017).”
BackgroundResultTwelve-month outcomes of a destigmatizing theatrical intervention in rural Uganda
Lee, Y. J., Christ, R., Blackwell, S., Kazungu, R., Krause, A., Monnig, E., Ssekalo, I., Iheanacho, T., & Rosenheck, R. (2023) · Current Psychology · doi:10.1007/s12144-023-05427-x · Cited by 15
Mutamba, B. B., Twikirize, G., Ssemalulu, J., Babirye, R., Semakula, L., & Cappo, D. (2024) · International Journal of Mental Health Systems · doi:10.1186/s13033-024-00643-9 · Cited by 8
“The mental health treatment gap is largest in low resourced settings where up to 90% do not receive evidence-based care [1, 2].”
BackgroundThe Role of AI Counselling in Journaling for Mental Health Improvement
Jain, A., Sandhu, R., Singh, G., & Rakhra, M. (2024) · International Conference on Electrical Electronics and Computing Technologies (ICEECT) · doi:10.1109/iceect61758.2024.10739128 · Cited by 8
“Mental health concerns are a global challenge, affecting individuals across demographics and geographical locations [5].”
BackgroundGlobal magnitude and temporal trends of stroke attributable to lead exposure from 1990 to 2021
Wang, Y., Liu, R., Li, W., Bao, P., Zhang, J., & Yue, W. (2025) · Ecotoxicology and Environmental Safety · doi:10.1016/j.ecoenv.2025.117865 · Cited by 8
Salih, H. S., Ibrahim, S. A., Gaded, M. A. A., Osman, L. A. A., Mahmoud, M. F., Elbadawi, M. H., Group of collaborators, Abdulmoniem, L. A. M., Hummad, N. H. O., Elbashir, W. A. T., et al. (2025) · BMC Psychiatry · doi:10.1186/s12888-025-06591-z · Cited by 8
“These interventions align with WHO’s Mental Health Gap Action Program (mhGAP-IG), which provides clinical recommendations for evidence-based treatment [24].”
Vancampfort, D., Ward, P. B., Kwiringira, J. N., Damme, T. V., Rosenbaum, S., & Mugisha, J. (2025) · Journal of Affective Disorders · doi:10.1016/j.jad.2025.04.128 · Cited by 8
Irfan, S., Dhivya, G., Raghavendran, N., Babu, M. C., Jasperline, T., & Saravanakumar, R. (2025) · International Conference on Data Science, Agents & Artificial Intelligence (ICDSAAI) · doi:10.1109/icdsaai65575.2025.11011535 · Cited by 8
“The increasing need for accessible, affordable, and scalable mental health care cannot be satisfied by the existing approach, which relies on in-person consultations and treatments [4].”
Psychological Burden and Coping Strategies Among Pakistani Adults: A Cross-Sectional Survey Study
Malik, M., Rehman, H., Hussain, A., Hashmi, A., Al-Sunaidar, K. A., Balogh, G., Gajdács, M., & Jamshed, S. Q. (2025) · Epidemiologia · doi:10.3390/epidemiologia6030030 · Cited by 8
“Mental health conditions are highly prevalent worldwide, yet often remain undiagnosed or undertreated, significantly impairing individuals’ quality of life (QoL) [32].”
Sustainability of AI-Assisted Mental Health Intervention: A Review of the Literature from 2020–2025
Carrasco, D. K. E., Alcántara, M. D. R. P., Várgas, C. G. A. P., Espino, B. M. S. C., Valdera, L. J. D., Cabrera, C. V., Carrasco, M. E., Valdera, A. K. D., & Córdova, L. M. A. (2025) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph22091382 · Cited by 8
“[8,39,40,43] Resource Allocation and Sustainability: Significant financial and human resources are required for successful AI implementation.”
Faro, A., Tejada, J., & Al‐Delaimy, W. K. (2025) · JMIR Public Health and Surveillance · doi:10.2196/72591 · Cited by 13
“Even before the pandemic, high CMD prevalence underscored the need for tailored national and global strategies [1,10-12].”
Hwang, J. Y., Wang, H., Oh, J., Kim, J., Finnegan, S. F., Skakkebæk, N. E., & Chung, J. (2026) · Science Advances · doi:10.1126/sciadv.adw3414 · Cited by 8
King, S. L., Lebert, J., Karpisek, L., Phillips, A. C., Neal, T. J., & Kosyluk, K. A. (2022) · JMIR Formative Research · doi:10.2196/35699 · Cited by 9
A Dual-Stage Pseudo-Labeling Method for the Diagnosis of Mental Disorder on MRI Scans
Hu, Y. F., Huang, Z.-A., Liu, R., Xue, X., Song, L., & Tan, K. C. (2022) · International Joint Conference on Neural Networks (IJCNN) · doi:10.1109/ijcnn55064.2022.9892792 · Cited by 8
“Their high prevalence gradually poses a huge pressure on the health center services [1], [2].”
BackgroundChild protection system involvement in children of incarcerated mothers: A linked data study
Segal, L., Dawe, S., Nguyen, H., Dennison, S. M., Gnanamanickam, E. S., Bell, M. F., Spittal, M. J., Kinner, S. A., & Preen, D. B. (2023) · Child Abuse & Neglect · doi:10.1016/j.chiabu.2023.106126 · Cited by 8
Huang, W., Liu, W., Zeng, M., & Zheng, Z. (2024) · Journal of Green Building · doi:10.3992/jgb.19.1.261 · Cited by 9
Pereira-Payo, D., Mendoza-Muñoz, M., Denche-Zamorano, Á. M., la Osa, A. R.-D., Moreno-Quintanilla, M., & Pastor-Cisneros, R. (2024) · Healthcare · doi:10.3390/healthcare12050552 · Cited by 8
“Given the increasing prevalence of mental health problems and the difficulties of therapeutic management, this problem constitutes a threat to global public health [3].”
BackgroundGenerating better implementation evidence to improve mental health care everywhere
Wainberg, M. L., Gouveia, L., & McKinnon, K. M. (2024) · The Lancet Psychiatry · doi:10.1016/s2215-0366(24)00090-7 · Cited by 8
Self-citationBaker, K., Chioran, B., & Marks, E. M. (2024) · Frontiers in Psychology · doi:10.3389/fpsyg.2024.1288791 · Cited by 10
Castro, Ó., Salamanca-Sanabria, A., Alattas, A., Teepe, G. W., Leidenberger, K., Fleisch, E., Car, L. T., Müller‐Riemenschneider, F., & Kowatsch, T. (2024) · Archives of Public Health · doi:10.1186/s13690-024-01424-z · Cited by 11
“Due to the shortage of qualified mental health providers in many regions of the world, alternative treatment options are of great importance [9].”
BackgroundLaw, J. K. C., Butler, L. T., & Hamill, M. M. (2020) · AIDS Research and Human Retroviruses · doi:10.1089/aid.2019.0193 · Cited by 8
“18,33 Additionally, research designed to assess the neuropsychiatric effects of different ART regimens and algorithms that predict likelihood of ART discontinuation are required.”
The COVID-19 pandemic and pediatric mental health: advocating for improved access and recognition
Dalabih, A. R., Bennett, E., Javier, J. R., Shah, S. I., Raphael, J. L., Patel, M. S., Davis, J. W., Pursley, D. M., Cheng, T. L., Devaskar, S. U., et al. (2022) · Pediatric Research · doi:10.1038/s41390-022-01952-w · Cited by 8
“identified four priority areas to diminish the mental health treatment gap and to improve access to highquality mental health services globally: (1) diminishing mental health stigma, (2) building treatment and research capacity, (3) implementing prevention programs, and (4) establishing a sustainable scale-up of publi…”
Background
Metadata
- Authors
- Wainberg, M. L., Scorza, P., Shultz, J. M., Helpman, L., Mootz, J. J., Johnson, K. A., Neria, Y., Bradford, J.-M. E., Oquendo, M. A., & Arbuckle, M. R.
- Affiliations
- Columbia University Irving Medical Center (US)
- University of Miami (US)
- Corresponding author
- Wainberg, Milton L.
- ORCID
- Venue
- Current Psychiatry Reports
- Published
- 2017-04-19
- Volume
- 19
- Issue
- 5
- Pages
- 28-28
- ISSN
- 1523-3812 (ISSN-L)
- 1535-1645
- PMC
- PMC5553319
- OpenAlex
- W2606586703
- Cited by
- 875
- References
- 105
- Citations by year
- 2026: 117 · 2025: 179 · 2024: 148 · 2023: 138 · 2022: 111 · 2021: 71 · 2020: 73 · 2019: 24 · 2018: 11 · 2017: 1
- FWCI
- 4.69
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Current Psychiatry Reports (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institute of Mental Health (T32MH096724)
- Topics
- Health Sciences › Medicine › Psychiatry and Mental health › Mental Health Treatment and Access
- Social Sciences › Psychology › Clinical Psychology › Psychiatric care and mental health services
- Health Sciences › Health Professions › General Health Professions › Health Policy Implementation Science
- Keywords
- global mental health, mental health treatment gap, access to mental health care, mental health stigma, common mental disorders, severe mental illness, lay health workers, community mental health services, primary care, mental health prevention, implementation research, research capacity building, low- and middle-income countries, mental health policy
- MeSH terms
- Mental Disorders, Health Personnel, Humans, Mental Health, Mental Health Services, Public Health, Global Health
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