Expanding mental health services in low- and middle-income countries: A task-shifting framework for delivery of comprehensive, collaborative, and community-based care
Open accessAbstract
This paper proposes a framework for comprehensive, collaborative, and community-based care (C4) for accessible mental health services in low-resource settings. Because mental health conditions have many causes, this framework includes social, public health, wellness and clinical services. It accommodates integration of stand-alone mental health programs with health and non-health community-based services. It addresses gaps in previous models including lack of community-based psychotherapeutic and social services, difficulty in addressing comorbidity of mental and physical conditions, and how workers interact with respect to referral and coordination of care. The framework is based on task-shifting of services to non-specialized workers. While the framework draws on the World Health Organization’s Mental Health Gap Action Program and other global mental health models, there are important differences. The C4 Framework delineates types of workers based on their skills. Separate workers focus on: basic psychoeducation and information sharing; community-level, evidence-based psychotherapeutic counseling; and primary medical care and more advanced, specialized mental health services for more severe or complex cases. This paper is intended for individuals, organizations and governments interested in implementing mental health services. The primary aim is to provide a framework for the provision of widely accessible mental health care and services.
AI snapshot
Written from the paper’s full text.
TL;DR
The paper proposes the C4 framework, a task-shifting model for comprehensive, collaborative, community-based mental health care in low- and middle-income countries, with up to five worker categories and three levels of MHPSS. It is an aspirational design framework intended to guide planners, governments, and organizations rather than report empirical outcomes.
Key findings
- The C4 Framework delineates up to five worker categories: Community Psychosocial Workers; Primary Health Care Providers; Primary Mental Health Counselors; Hospital-Based Care Providers; and Specialized Mental Health Services Providers, with complementary roles from basic psychoeducation to specialized mental health services.
- It organizes MHPSS into three levels: brief psychosocial intervention delivered by Community Psychosocial Workers; evidence-based psychotherapeutic interventions delivered by mental health counselors; and pharmacological interventions delivered by trained physicians, nurses, or psychiatrists.
- It cites global service gaps: minimally adequate services in low- and lower middle-income countries were 3.7% for major depressive conditions, 2.3% for anxiety conditions, and 1.0% for substance use conditions, compared with 20.0%, 13.8%, and 10.3% in high-income countries; median mental health workers per 100,000 population were 1.4 in low-income countries and 3.8 in lower middle-income countries, versus 62.2 in high-income countries.
- Training requirements include 3–7 days of didactic training plus 2–3 practice sessions and supervised practice for 5 or more sessions for Community Psychosocial Workers; 2–3 weeks of didactic instruction plus 6–12 months of supervised practice for Primary Mental Health Counselors; and 5–7 days of didactic training, or 3 days of mhGAP-HIG training in humanitarian settings, for Primary Health Care Providers.
Methods
- Design: conceptual framework paper proposing the C4 framework for low-resource settings, drawing on the WHO Mental Health Gap Action Program, WHO’s Transforming Mental Health for All model, Inter-Agency Standing Committee materials, NGOs, and the authors’ collective global mental health experience.
- Data or sample: no empirical sample, trial, or formal data collection; the paper describes worker roles, training logistics, resource requirements, and implementation issues.
- Main analysis: narrative synthesis and expert-informed system design; the framework is described as aspirational and not yet fully implemented.
Limitations
- Stated: the framework is aspirational and has not yet been fully implemented; in most places it will require substantially increased funding of the mental health sector above current levels.
- Stated: implementation assumes health system willingness and human resources at specialist hospitals, and high local leadership and governance mechanisms, which are often lacking; COVID-19 disrupted in-person mental health services, and digital options remain limited by low digital literacy, low smartphone penetration, data costs, and limited internet connection.
- Evident from the text: no empirical validation, outcome data, or C4-specific cost-effectiveness estimates are reported; the framework relies on expert opinion and existing models, and the authors note it is a basic framework for low-resource environments that may need local adaptation.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
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Cites
Statistics
Claims the paper makes
0 of 46 cited sources checked · 0 supported · 0 flagged
- Premisecitation
Most people in all countries do not have access to effective interventions for mental health conditions despite the high prevalence and human and economic burden of those conditions.
“Despite the high prevalence and human and economic burden of mental health conditions in all countries, most people do not have access to effective interventions (Degenhardt et al., 2017; Thornicroft et al., 2017; Alonso et al., 2018).”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Degenhardt et al., 2017
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- cites Thornicroft et al., 2017
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- cites Alonso et al., 2018
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- Interpretationreasoning
In low-resource environments, a concerted focus on efficient use of resources requires more types of workers than high-resource environments.
“While five categories of workers may seem excessive, in low-resource environments a concerted focus on efficient use of resources requires more types of workers than high-resource environments.”
Quote in the paperSubstantial claim- Rests on an assumption: High-resource environments can generally afford to train and support professional health and specialty mental health providers who spend much of their time dealing with problems that do not tax their expertise.
- Rests on an assumption: Primary care physicians in HICs spend much of their time dealing with individuals who could just as well be treated by nurses or physician assistants.
- Premisecitation
Mental health conditions frequently lead individuals and families into poverty.
“Mental health conditions frequently lead individuals and families into poverty (Funk et al., 2010)”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Funk et al., 2010
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- Interpretationreasoning
The ongoing four level conversation among person living with illness/caregivers, provider, supervisor and trainer/expert produces iterative adaptations that improve care.
“The result is an ongoing four level conversation (person living with illness/caregivers, provider, supervisor and trainer/expert), producing iterative adaptations that improve care.”
Quote in the paperSubstantial claim - Premisecitation
Integration of mental health services within primary health care is achievable in LMICs.
“Integration of mental health services within primary health care is achievable in LMICs (Jordans et al., 2019b).”
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- Interpretationreasoning
In most places the C4 framework will require substantially increased funding of the mental health sector above current levels.
“In most places it will require substantially increased funding of the mental health sector above current levels.”
Quote in the paperSubstantial claim - Premisecitation
A wide range of generic medications are effective in treating mental health conditions, including severe psychotic and manic symptoms.
“A wide range of generic medications are effective in treating mental health conditions, including severe psychotic and manic symptoms.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites World Health Organization, 2015a, 2016b
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- cites World Health Organization, 2018a
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- Premisecitation
Apprenticeship-type training involves feedback from people living with illness, family and providers.
“Apprenticeship-type training (Murray et al., 2011) involves feedback from people living with illness, family and providers.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Murray et al., 2011
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- Premisecitation
Client and family involvement can improve services.
“Persons with MNS problems and their families have the right to make decisions regarding their own care in collaboration with mental healthcare providers, which can also improve services (World Health Organization, 2013b).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites World Health Organization, 2013b
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- Interpretationreasoning
Even in the absence of specialist expertise or medications, persons in crisis or with severe mental health conditions can benefit from the community-based providers under this framework.
“Even in the absence of specialist expertise or medications, persons in crisis or with severe mental health conditions can benefit from the community-based providers under this framework.”
Quote in the paperNot a substantial claim - Premisecitation
WHO mhGAP provides algorithms suitable for Primary Health Care Providers to identify and manage a range of MNS disorders.
“WHO mhGAP provides algorithms suitable for Primary Health Care Providers to identify and manage a range of MNS disorders (World Health Organization 2016b).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites World Health Organization 2016b
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- Premisecitation
People living with illness and caregivers are typically not accustomed to providing input on their care and support.
“People living with illness and caregivers are typically not accustomed to providing input on their care and support (Lempp et al., 2018).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Lempp et al., 2018
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- Interpretationreasoning
Expanding the role of secondary care facilities to include outpatient psychiatric care and acute inpatient psychiatric care increases the typical quality of care by making psychiatric care more available and integrated into the health system.
“Since most patients needing psychiatric care cannot get to specialized hospitals, this increases the typical quality of care by making psychiatric care more available and integrated into the health system.”
Quote in the paperSubstantial claim- Rests on an assumption: Most patients needing psychiatric care cannot get to specialized hospitals.
- Premisecitation
The need to integrate mental health services with physical health and other services is well supported.
“The need to integrate mental health services with physical health and other services (including protection, social and education) is well supported (Malone et al., 2007; Chatterjee et al., 2014; Dieterich et al., 2017; World Health Organization, 2022), and fundamental to the C4 Framework and other models.”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Malone et al., 2007
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- cites Chatterjee et al., 2014
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- cites Dieterich et al., 2017
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- Interpretationcitation
Transdiagnostic interventions are more feasible than training in multiple evidence-based psychotherapies that each focus on one or two conditions, particularly in LMICs.
“This is more feasible than training in multiple evidence-based psychotherapies that each focus on one or two conditions (e.g., Posttraumatic Stress Disorder (PTSD) and depression) (Kazdin and Blase, 2011), particularly in LMICs (Murray et al., 2014).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Kazdin and Blase, 2011 source
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- cites Murray et al., 2014
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- Interpretationreasoning
Siloing mental health from other general medical health services risks misdiagnosis and mismanagement.
“This reduces the siloing of mental health from other general medical health services, which risks misdiagnosis and mismanagement.”
Quote in the paperSubstantial claim - Premisecitation
In many settings, Primary Health Care Providers are fully occupied with existing medical duties.
“In many settings, however, Primary Health Care Providers are fully occupied with existing medical duties (Kok et al., 2017), while effective care requires multiple intervention sessions of an hour or more each.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Kok et al., 2017 source
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- Premisecitation
The lack of effective mental health and substance use services in LICs results in large social and economic losses.
“The lack of effective mental health and substance use services in LICs results in large social and economic losses (World Health Organization, 2018d, e, 2022).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites World Health Organization, 2018d, e, 2022
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- Premisecitation
For common mental health conditions, psychotherapeutic interventions are first-line treatments for individuals with mild to moderate symptoms.
“For common mental health conditions, psychotherapeutic interventions are first-line treatments for individuals with mild to moderate symptoms.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites World Health Organization, 2015a, 2016b
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- Interpretationreasoning
Adding time-consuming psychotherapeutic services to Primary Health Care Providers' existing responsibilities makes it likely that these services will be a low priority, to be interrupted or set aside when other duties or urgent concerns intervene.
“Adding time-consuming psychotherapeutic services to their existing responsibilities makes it likely that these services will be a low priority, to be interrupted or set aside when other duties or urgent concerns intervene.”
Quote in the paperSubstantial claim- Rests on an assumption: Effective care requires multiple intervention sessions of an hour or more each.
- Interpretationreasoning
The demand for Specialized Mental Health Services Providers will likely increase in most LMICs, given their current limited supply.
“The demand for Specialized Mental Health Services Providers will likely increase in most LMICs, given their current limited supply.”
Quote in the paperNot a substantial claim - Premisecitation
Most public mental health funds in LMICs go to mental hospitals (80%).
“most public mental health funds in LMICs go to mental hospitals (80%) (World Health Organization, 2018b).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites World Health Organization, 2018b
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- Premisecitation
The staging model recognizes opportunities for detection and intervention at all stages of mental health problems from stress to common mental health conditions to severe conditions.
“The staging model recognizes opportunities for detection and intervention at all stages of mental health problems from stress to common mental health conditions to severe conditions (Berk et al., 2017).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Berk et al., 2017
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- Premisecitation
Primary Health Care Providers can initiate medications in the absence of a specialist provider.
“Primary Health Care Providers can initiate medications in the absence of a specialist provider.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites World Health Organization, 2015a, 2016b
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- Premisecitation
Common symptoms of mental distress such as anxiety symptoms or low mood are associated with more total population disability than clinical mental health conditions.
“Treating symptomatic persons early is important since common symptoms of mental distress such as anxiety symptoms or low mood are associated with more total population disability than clinical mental health conditions (Das-Munshi et al., 2008).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Das-Munshi et al., 2008
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- Premisecitation
Primary Health Care Providers are best placed to deal with mental and physical comorbidity.
“They are also best placed to deal with mental and physical comorbidity (World Health Organization, 2015a, 2018f).”
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- Premisecitation
In Sri Lanka service development was successfully led by the Regional Directors of Health, none of whom had any prior experience in providing community-based mental health services.
“For example, in Sri Lanka service development was successfully led by the Regional Directors of Health, none of whom had any prior experience in providing community-based mental health services (Mahoney et al., 2006; Saraceno et al., 2007; Kakuma et al., 2011).”
Quote in the paperNot a substantial claim0 of 3 sources checked - Premisecitation
A return on investment analysis of services for depression and anxiety, using approaches similar to those in the framework in LICs, estimated that for every USD 1 invested in mental health services, there was a return of US $3-5.
“A return on investment analysis of services for depression and anxiety, using approaches similar to those included in the framework in LICs, estimated that for every USD 1 invested in mental health services, there was a return of US $3-5 (Gureje et al., 2007).”
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- Interpretationcitation
Leaders do not necessarily need to be knowledgeable about mental health.
“They do not necessarily need to be knowledgeable about mental health.”
Quote in the paperNot a substantial claim - Interpretationreasoning
The requirement for greater resources is not specific to this framework.
“Therefore, the requirement for greater resources is not specific to this framework.”
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This proposed approach has already been successfully implemented in some countries.
“Regarding resources at specialist hospitals, this proposed approach has already been successfully implemented in some countries.”
Quote in the paperNot a substantial claim - Premisecitation
In Nigeria, a package of care for psychosis, depression, anxiety, alcohol use and epilepsy was estimated to produce one extra year of healthy life at a cost of less than US $320, which is the Nigerian average per capita income.
“In Nigeria, a package of care for psychosis, depression, anxiety, alcohol use and epilepsy was estimated to produce one extra year of healthy life at a cost of less than US $320, which is the Nigerian average per capita income (Chisholm et al., 2016).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Chisholm et al., 2016
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- Classified as probably not a substantial claim. 25
- May combine two claims. 21
Probably not a substantial claim: may not pass S4 (based).
FindingreasoningLMIC Primary Health Care Providers are usually uncomfortable managing mental health conditions.
“Our experience is that LMIC Primary Health Care Providers are usually uncomfortable managing mental health conditions.”
Quote in the paperNot a substantial claim- Rests on an assumption: Psychological counseling skills are different from the typical advice-giving counseling skills of Primary Health Care Providers.
- Rests on an assumption: Primary Health Care Providers are usually the most highly trained available care providers and the primary source of pharmacologic treatments.
- Rests on an assumption: In many LMICs most Primary Health Care Providers are non-physicians with more limited primary care training.
- Rests on an assumption: Most Primary Health Care Providers focus on physical health.
May combine two claims.
PremisecitationRates of minimally adequate mental health services in low- and lower middle-income countries are 3.7% for major depressive conditions, 2.3% for anxiety conditions, and 1.0% for substance use conditions.
“The World Mental Health Surveys estimate rates of minimally adequate mental health services in low- and lower middle-income countries at 3.7% for persons with major depressive conditions (Thornicroft et al., 2017), 2.3% for anxiety conditions (Alonso et al., 2018), and 1.0% for substance use conditions”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Thornicroft et al., 2017
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- cites Alonso et al., 2018
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InterpretationreasoningThe career pathway for workers at each level promotes staff quality and retention, and selecting committed persons already within the framework for further training reduces staff turnover and minimizes extra training and resource needs.
“The intent is to promote staff quality and retention by provision of a career pathway for workers at each level, and to reduce staff turnover by selecting committed persons already within the framework for further training. This minimizes extra training and resource needs.”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationHomelessness and inappropriate incarceration are far more common among people living with mental health conditions than for the general population.
“Homelessness and inappropriate incarceration are far more common among people living with mental health conditions than for the general population, worsening their marginalization and vulnerability (World Health Organization, 2013a).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites World Health Organization, 2013a
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PremisecitationRates of minimally adequate mental health services in high-income countries are 20.0% for major depressive conditions, 13.8% for anxiety conditions, and 10.3% for substance use conditions.
“compared to 20.0%, 13.8% and 10.3%, respectively for high-income countries (HICs) (Degenhardt et al., 2017).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Degenhardt et al., 2017
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InterpretationreasoningThe C4 Framework helps ensure that persons with mental health conditions receive adequate physical health care, and vice versa.
“It therefore helps to ensure that persons with mental health conditions receive adequate physical health care, and vice versa.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S4 (based).
InterpretationreasoningCollaboration with Community Psychosocial Workers enhances the Primary Health Care Providers' role by facilitating better follow-up in the community.
“This role is enhanced significantly by collaboration with Community Psychosocial Workers, facilitating better follow-up in the community.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Premisenone givenThe existing literature suggests that positive exposure to persons with lived experience is effective in reducing the stigma of mental health conditions.
“The existing literature suggests that positive exposure to persons with lived experience is effective in reducing the stigma of mental health conditions.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
InterpretationreasoningExpanding the role of Primary Health Care Providers to monitor and maintain treatment upon return from hospitals would provide for earlier discharge from hospitals and specialist care.
“This would provide for earlier discharge from hospitals and specialist care.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
InterpretationreasoningBuilt-in referral, back-referral and consultations make referrals, consultations and ultimately care more efficient.
“Workers also learn from the extensive referral, back-referral and consultations built into the framework, which makes referrals, consultations and, ultimately, care, more efficient.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.
InterpretationreasoningMonitoring the well-being of workers as part of supervision and addressing their mental health needs are critical to sustainability.
“Monitoring the well-being of workers as part of supervision and addressing their mental health needs are critical to sustainability.”
Quote in the paperNot a substantial claim- Rests on an assumption: Mental health workers are subject to significant stresses.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationFifty percent of mental disorders develop before age 14, and 75% before age 24.
“Fifty percent of mental disorders develop before the age of 14, and 75% before the age of 24 (Kessler et al., 2005).”
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PremisecitationThe WHO QualityRights Initiative and Toolkit are key resources in assisting persons with severe mental health conditions in ways that protect human rights and are community-based, rehabilitation- and recovery-oriented.
“The WHO QualityRights Initiative and Toolkit are key resources in assisting these populations in ways that protect human rights and are community-based as well as rehabilitation- and recovery-oriented (World”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites World Health Organization, 2012
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Interpretationnone givenSupervision and training that includes attention to well-being are required for each type of worker to maintain quality of care and reduce turnover.
“Each type of worker requires supervision as well as training that includes attention to well-being, to maintain quality of care and reduce turnover.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim. May combine two claims.
InterpretationreasoningLMIC Primary Health Care Providers' discomfort managing mental health conditions is due to existing workloads, lack of training, and the greater time required to treat these conditions.
“This is due to existing workloads, lack of training, and the greater time required to treat these conditions.”
Quote in the paperSubstantial claim- Rests on an assumption: Psychological counseling skills are different from the typical advice-giving counseling skills of Primary Health Care Providers.
- Rests on an assumption: Primary Health Care Providers are usually the most highly trained available care providers and the primary source of pharmacologic treatments.
- Rests on an assumption: In many LMICs most Primary Health Care Providers are non-physicians with more limited primary care training.
- Rests on an assumption: Most Primary Health Care Providers focus on physical health.
May combine two claims.
PremisecitationMedian annual government expenditures for mental health are 0.08 USD per capita in low-income countries, 0.37 USD in lower middle-income countries, and 52.73 USD in high-income countries.
“median annual government expenditures for mental health in low-income countries (LICs) estimated to be 0.08 USD (eight cents) per capita compared to 0.37 USD in lower middle-income and 52.73 USD in HICs (World Health Organization, 2021a).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites World Health Organization, 2021a
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PremisecitationCaring for people with MNS conditions and chronic diseases must be provided in a person-centered, integrated approach, with integration at various levels.
“According to the WHO mhGAP Operations Manual, “Caring for people with MNS conditions and chronic diseases must be provided in a person-centered, integrated approach, with integration at various levels, from screening and early detection of physical health conditions…and management of established physical and mental health conditions” (World Health Organization, 2018h).”
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PremisecitationAppropriate support and engagement can lead to better outcomes and are therefore preventive.
“Yet appropriate support and engagement can lead to better outcomes (McGorry and van Os, 2013) and are therefore preventive.”
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PremisecitationClient input can make services more acceptable while family members can be instrumental in accessing important resources such as social support, recommended coping strategies, and self-help programs.
“Client input can make services more acceptable while family members can be instrumental in accessing important resources such as social support, recommended coping strategies, and self-help programs (Patel et al., 2018).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Patel et al., 2018 source
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PremisecitationTreatment of depressive disorders or anxiety disorders often also involves medications, particularly when a combined approach is indicated or if other methods have failed.
“Treatment of depressive disorders or anxiety disorders often also involves medications, particularly when a combined approach is indicated or if other methods have failed.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites World Health Organization, 2015a, 2016b
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InterpretationreasoningLocal circumstances may sometimes dictate moving some described tasks to different types of providers than those presented in the C4 Framework, which would affect necessary training requirements and resources.
“Local circumstances may sometimes dictate moving some of the described tasks to different types of providers than those presented in this C4 Framework, which would in turn affect the necessary training requirements and resources.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationMedian mental health workers per 100,000 population are 1.4 in LICs, 3.8 in LMICs, and 62.2 in HICs.
“Data from LICs and LMICs indicate a median of only 1.4 and 3.8, respectively, mental health workers per 100,000 population, compared to 62.2 in HICs (World Health Organization, 2021a).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites World Health Organization, 2021a
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Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
InterpretationreasoningBetter integration and reduced costs associated with not needing to hire other workers make combining community psychosocial worker duties with an existing position more efficient.
“Better integration and reduced costs associated with not needing to hire other workers make combining these duties with an existing position more efficient.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.
InterpretationreasoningUnder the C4 Framework, expanded efforts to reduce stigma and improve identification and screening for problems at the community level will likely result in more referrals and more need for distance consultations.
“However, under this framework, expanded efforts to reduce stigma and improve identification and screening for problems at the community level will likely result in more referrals and more need for distance consultations.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationIn Sri Lanka after the 2004 tsunami, there were no services; psychiatrists typically covered populations of a million people or more; other than a few inpatient units, there were no staff trained in psychiatry; a model of full-time Medical Officers of Mental Health and non-professional Community Support Officers was implemented and proved to be highly effective.
“For example, in Sri Lanka after the 2004 tsunami, there were no services. Psychiatrists typically covered populations of a million people or more. Other than a few inpatient units, there were no staff trained in psychiatry so a model of full-time Medical Officers of Mental Health and non-professional Community Support Officers was implemented and proved to be highly effective (Mahoney et al., 2006”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Mahoney et al., 2006 source
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Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing). May combine two claims.
PremisecitationCommunity-based alternatives need to be in place in advance of reform or closure of existing institutions; hence the need for bridging funds and clear commitments to reinvest funds saved from specialist hospitals to community-based services.
“Ideally, community-based alternatives need to be in place in advance of reform or closure of existing institutions; hence the need for “bridging funds” and clear commitments to reinvest funds saved from specialist hospitals to community-based services (World Health Organization, 2014).”
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PremisecitationIn LMICs, investments in mental health services have historically been low compared to the very high relative burden of diseases, with limited mental health budgets tending to be inefficiently allocated, and many countries with unreformed services spend over 80% of their budgets on outdated specialist hospitals.
“In LMICs, investments in mental health services have historically been pitifully low compared to the very high relative burden of diseases, with the limited mental health budgets tending to be inefficiently allocated, and with estimates that many countries with unreformed services spend over 80% of their budgets on outdated specialist hospitals (Saxena et al., 2007).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Saxena et al., 2007 source
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Premisenone givenReallocation of resources toward more efficient, decentralized, community-based services has long been accepted as a logical approach, but political considerations often prevent reduction in funding to established services.
“Reallocation of resources toward more efficient, decentralized, community-based services has long been accepted as a logical approach, but political considerations often prevent reduction in funding to established services.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.
InterpretationreasoningThese challenges enhance the need for efficient mental health services through task-shifting to non-professional providers, better access by training local workers, and use of telemedicine, teletherapy and other innovative virtual services or social media applications.
“These challenges enhance the need for efficient mental health services through task-shifting to non-professional providers, better access by training local workers, and use of telemedicine, teletherapy and other innovative virtual services or social media applications.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
InterpretationreasoningThe return on investment estimate was deemed conservative because treatment outcomes were restricted to economic impacts at the individual and family levels.
“This was deemed to be a conservative figure, as treatment outcomes were restricted to economic impacts at the individual and family levels.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationMental health services have been incorporated into the OneHealth Tool for costing and national health strategic planning in LMICs.
“Mental health services have also been incorporated into the OneHealth Tool for costing and national health strategic planning in LMICs (Chisholm et al., 2017).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Chisholm et al., 2017 source
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InterpretationreasoningAs community-based and local hospital psychiatric services become accessible, this would enable a move away from custodial care in psychiatric hospitals, reducing the number and length of admissions, and increasing discharges of long-term residents.
“As community-based and local hospital psychiatric services become accessible, this would also enable a move away from custodial care in psychiatric hospitals, reducing the number and length of admissions, and increasing discharges of long-term residents.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
InterpretationreasoningThe C4 Framework builds upon existing models to propose a pragmatic, task-shifting approach that describes a specific structure of a comprehensive, collaborative, and community-based mental health system with focus on worker roles, training and resources.
“The C4 Framework builds upon these existing models to propose a pragmatic, task-shifting approach that describes a specific structure of a comprehensive, collaborative, and community-based mental health system with focus on worker roles, training and resources.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationSuch work has led to the development of a methodology for supporting national investment decisions in mental health (Investment Cases).
“Such work has led to the development of a methodology for supporting national investment decisions in mental health (“Investment Cases”) (World Health Organization, 2021d).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites World Health Organization, 2021d
Not checked in the free run.
Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).
Interpretationnone givenA rational approach to funding of public services, including health services, would transform the availability of effective mental health services.
“A rational approach to funding of public services, including health services, would transform the availability of effective mental health services.”
Quote in the paperNot a substantial claim
The paper relies on this without support.
Mental health issues of one family member affect all family members.
“Mental health issues of one family member affect all family members.”
The paper relies on this without support.
The main mental health issues affecting children are often those of their parents.
“While children are often the focus of programming, the main mental health issues affecting them are often those of their parents.”
The paper relies on this without support.
Women bear a disproportionate burden in parenting, supporting the family unit, and caring for relatives with chronic mental disorders.
“Women bear a disproportionate burden in parenting and supporting the family unit, as well as caring for relatives with chronic mental disorders”
The paper relies on this without support.
Peer-based models are particularly effective in marginalized or stigmatized populations.
“Peer-based models are particularly effective in marginalized or stigmatized populations.”
The paper relies on this without support.
Psychological counseling skills are different from the typical advice-giving counseling skills of Primary Health Care Providers.
“Also, psychological counseling skills are different from the typical advice-giving counseling skills of Primary Health Care Providers.”
The paper relies on this without support.
Primary Health Care Providers are usually the most highly trained available care providers and the primary source of pharmacologic treatments.
“since they are usually the most highly trained available care providers and the primary source of pharmacologic treatments.”
The paper relies on this without support.
In many LMICs most Primary Health Care Providers are non-physicians with more limited primary care training.
“In many LMICs most Primary Health Care Providers are non-physicians with more limited primary care training.”
The paper relies on this without support.
Most Primary Health Care Providers focus on physical health.
“Most Primary Health Care Providers focus on physical health.”
The paper relies on this without support.
High-resource environments can generally afford to train and support professional health and specialty mental health providers who spend much of their time dealing with problems that do not tax their expertise.
“High-resource environments can generally afford to train and support professional health and specialty mental health providers who spend much of their time dealing with problems that do not tax their expertise.”
The paper relies on this without support.
Primary care physicians in HICs spend much of their time dealing with individuals who could just as well be treated by nurses or physician assistants.
“An example is primary care physicians in HICs who spend much of their time dealing with individuals who could just as well be treated by nurses or physician assistants.”
The paper relies on this without support.
In LMICs, hospital-based mental health services are often limited to a few psychiatric hospitals in the capital or major cities.
“In LMICs hospital-based mental health services are often limited to a few psychiatric hospitals in the capital or major cities”
The paper relies on this without support.
Most patients needing psychiatric care cannot get to specialized hospitals.
“Since most patients needing psychiatric care cannot get to specialized hospitals, this increases the typical quality of care by making psychiatric care more available and integrated into the health system.”
The paper relies on this without support.
Effective care requires multiple intervention sessions of an hour or more each.
“while effective care requires multiple intervention sessions of an hour or more each.”
The paper relies on this without support.
Primary Health Care Providers are unlikely to commit to mental health care delivery unless care, support and supervision are available at a higher level of the system.
“as Primary Health Care Providers are unlikely to commit to mental health care delivery unless care, support and supervision are available at a higher level of the system.”
The paper relies on this without support.
Specialized Mental Health Services Providers are not readily available to most LMIC populations, being few in number and usually working in large cities in private practice or psychiatric hospitals.
“They are not readily available to most LMIC populations, being few in number and usually working in large cities in private practice or psychiatric hospitals.”
The paper relies on this without support.
In many countries psychologists do not receive significant clinical training and therefore are generally not able to provide evidence-based psychotherapeutic or psychosocial counseling.
“In many countries psychologists do not receive significant clinical training and therefore are generally not able to provide evidence-based psychotherapeutic or psychosocial counseling.”
The paper relies on this without support.
In the early stages, symptoms are often transient and not suggestive of a particular condition.
“In the early stages, symptoms are often transient and not suggestive of a particular condition.”
The paper relies on this without support.
Comorbidity is common.
“Since comorbidity is common, interventions should be transdiagnostic, using a single, flexible approach to address a variety of conditions.”
The paper relies on this without support.
Families may not trust mental health services or fear using them due to stigma.
“Families may not trust mental health services or fear using them due to stigma.”
The paper relies on this without support.
Engaging persons with lived experience as providers increases the interest and understanding of mental health by providers even prior to training.
“This increases the interest and understanding of mental health by providers even prior to training.”
The paper relies on this without support.
Engaging persons with lived experience as providers enhances their credibility as mental health providers and makes them more approachable in the community.
“It also enhances their credibility as mental health providers and makes them more approachable in the community.”
The paper relies on this without support.
Engaging persons with lived experience as providers themselves reduces stigma by challenging the common myth that they have reduced capacity to lead or take on responsible roles and more formal positions in their communities.
“Engaging persons with lived experience as providers themselves also reduces stigma by challenging the common myth that they have reduced capacity to lead or take on responsible roles and more formal positions in their communities.”
The paper relies on this without support.
Persons with symptoms due to anemia and nutritional deficiencies can be misdiagnosed with depression when based solely on mental health assessments without a physical health assessment.
“For example, persons with symptoms due to anemia and nutritional deficiencies can be misdiagnosed with depression when based solely on mental health assessments without a physical health assessment.”
The paper relies on this without support.
The model of care in which hospital-based mental health services are limited to a few psychiatric hospitals in the capital or major cities is too often associated with human rights violations.
“which is a model of care too often associated with human rights violations.”
The paper relies on this without support.
Restrictive environments where individuals are locked or chained result in stigma and fear toward persons with severe mental health conditions.
“This approach is required to reduce the use of restrictive environments where individuals are locked or chained, resulting in stigma and fear toward persons with severe mental health conditions.”
The paper relies on this without support.
Mental health workers are subject to significant stresses.
“Mental health workers are subject to significant stresses and should not be harmed by their work.”
The paper relies on this without support.
Persons living with severe mental health conditions may be abandoned or receive poor care, including acute and chronic physical restraint.
“Vulnerable to stigma and fear, persons living with severe mental health conditions may be abandoned or receive poor care, including acute and chronic physical restraint.”
The paper relies on this without support.
Individuals living with severe mental health problems are often the first to present to mental health programs.
“Individuals living with these problems are often the first to present to mental health programs.”
The paper relies on this without support.
People with intellectual disabilities and developmental disorders, and their families and caregivers, can benefit from psychoeducation, caregiver training, psychosocial support and referral offered by Community Psychosocial Workers.
“While specific treatments for intellectual disabilities and developmental disorders may not be available, those affected as well as their families and caregivers can benefit from the psychoeducation, training for caregivers, psychosocial support and referral (to other services when needed) offered by Community Psychosocial Workers.”
The paper relies on this without support.
Most mental health problems can be addressed by locally trained individuals with sufficient supervision, and generally without requiring pharmacology or equipment.
“Most mental health problems can be addressed by locally trained individuals with sufficient supervision, and generally without requiring pharmacology or equipment.”
The paper relies on this without support.
The major challenge is the lack of funding for mental health services commensurate with their importance in addressing mortality, morbidity and disability.
“The major challenge is the lack of funding for mental health services commensurate with their importance in addressing mortality, morbidity and disability.”
The paper relies on this without support.
In many LMICs both general and specialty hospitals do not routinely have adequate services of psychiatrists, psychologists, social workers or mental health nurses to carry out the designated roles outlined in the paper.
“In many LMICs both general and specialty hospitals do not routinely have adequate services of psychiatrists, psychologists, social workers or mental health nurses to carry out the designated roles outlined in this paper.”
The paper relies on this without support.
High levels of local leadership and governance are often lacking in some places but present in others.
“While high levels of local leadership and governance are often lacking in some places, they are present in others.”
The paper relies on this without support.
The incorporation of professional development is missing from most service models.
“This incorporation of professional development is missing from most service models.”
The paper relies on this without support.
The WHO has recognized that substantial increases in global access to mental health services require a substantial increase in funding, and has consistently called for LMICs to substantially increase their funding for mental health services.
“The WHO has recognized that substantial increases in global access to mental health services require a substantial increase in funding, and have consistently called for LMICs to substantially increase their funding for mental health services.”
The paper relies on this without support.
What is effective and acceptable across populations, how to train each category of worker, and how to connect them and support them, have been explored in previous work.
“What is effective and acceptable across populations, how to train each category of worker, and how to connect them and support them, have been explored in previous work.”
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?
Digital supervision platforms appear to offer practical mechanisms for extending specialist reach in resource-constrained settings, although governance and accountability considerations remain salient.
“Digital supervision platforms appear to offer practical mechanisms for extending specialist reach in resource-constrained settings, although governance and accountability considerations remain salient (Bolton et al. 2023, Ndetei et al. 2023).”
From Government-led scale-up of task-shifted mental health services in Lagos State, Nigeria: a mixed-methods descriptive-explanatory case study (2026) · cites this paper as Bolton et al. 2023
The Implementation issues and challenges section says mobile phones facilitate remote supervision and consultation, and the Specialized Mental Health Services Providers section recommends remote specialist support where referral is unavailable. The paper also calls for local governance and describes supervision reporting lines, but it does not specifically address governance or accountability of digital supervision platforms. (LLM, conf=0.82)
Experimental — accuracy not yet measuredTask-shifting and task-sharing are strategies that have been explored in generic adult services in low-resource and middle-resource settings.
“Task-shifting and task-sharing are strategies that have been explored in generic adult services in lowresource and middle-resource settings. 448,449”
From The Lancet Psychiatry Commission on youth mental health (2024) · cites this paper as [448]
The Summary and conclusion describes existing mental-health service models in low-resource settings and the paper’s task-shifting framework. The Implementation issues and challenges section says that training and connecting different workers have been explored in previous work. The passages do not specifically establish that both task-shifting and task-sharing have been explored in generic adult services; no page numbers are available in our copy. (LLM, conf=0.82)
Experimental — accuracy not yet measuredTask-shifting strategies have emerged as a pragmatic response to workforce scarcity and service inequities.
“Over the past two decades, task-shifting strategies (redistributing selected clinical functions from specialist providers to trained nonspecialist health workers) have emerged as a pragmatic response to workforce scarcity and service inequities (Bolton et al. 2023, Ndetei et al. 2023).”
From Government-led scale-up of task-shifted mental health services in Lagos State, Nigeria: a mixed-methods descriptive-explanatory case study (2026) · cites this paper as Bolton et al. 2023
Structured supervision is central to maintaining quality and safety in task-shared mental health services.
“These patterns align with evidence that structured supervision is central to maintaining quality and safety in task-shared mental health services (World Health Organization 2008, Bolton et al. 2023).”
From Government-led scale-up of task-shifted mental health services in Lagos State, Nigeria: a mixed-methods descriptive-explanatory case study (2026) · cites this paper as Bolton et al. 2023
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Each contradiction between two passages listed here was confirmed by an independent check.
Nigeria care-package claim cites a study on different conditions
MinorThe cited Nigeria package includes psychosis, alcohol use and epilepsy, while the paper's reference entry identifies Chisholm et al. (2016) as a global return-on-investment analysis of depression and anxiety. The reference entry does not match the study described in the text.
“In Nigeria, a package of care for psychosis, depression, anxiety, alcohol use and epilepsy was estimated to produce one extra year of healthy life at a cost of less than US $320, which is the Nigerian average per capita income (Chisholm et al., 2016).”
“Chisholm D, Sweeny K, Sheehan P, Rasmussen B, Smit F, Cuijpers P and Saxena S (2016) Scaling-up treatment of depression and anxiety: A global return on investment analysis.”
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“Over the past two decades, task-shifting strategies (redistributing selected clinical functions from specialist providers to trained nonspecialist health workers) have emerged as a pragmatic response to workforce scarcity and service inequities (Bolton et al. 2023, Ndetei et al. 2023).”
InfluentialThe role of caregivers in mental health and child development policy and practice
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Mental health services around the globe
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Salud mental global infantil y adolescente en el siglo XXI: Crisis y resurgimiento
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Community Mental Health Needs During a Public Health Emergency
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Sustainable Development Goals and Mental Health in Pakistan
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- Authors
- Bolton, P., West, J., Whitney, C., Jordans, M. J. D., Bass, J., Thornicroft, G., Murray, L., Snider, L., Eaton, J., Collins, P. Y., Ventevogel, P., Smith, S., Stein, D. J., Petersen, I., Silove, D., Ugo, V., Mahoney, J., el Chammay, R., Contreras, C., Eustache, E., Koyiet, P., Wondimu, E. H., Upadhaya, N., & Raviola, G.
- Affiliations
- United States Agency for International Development (US)
- Johns Hopkins University (US)
- International Medical Corps (US)
- King's College London (GB)
- University of Washington (US)
- Office of the United Nations High Commissioner for Refugees (CH)
- Brigham and Women's Hospital (US)
- South African Medical Research Council (ZA)
- University of KwaZulu-Natal (ZA)
- UNSW Sydney (AU)
- The University of Melbourne (AU)
- Partners In Health (US)
- World Vision International (GB)
- International Rescue Committee (US)
- HealthRight International (US)
- Harvard University (US)
- Corresponding author
- Bolton, Paul
- ORCID
- Venue
- Cambridge Prisms: Global Mental Health
- Publisher
- Cambridge University Press (CUP)
- Published
- 2023
- Volume
- 10
- Pages
- e16-e16
- ISSN
- 2054-4251 (ISSN-L)
- PMC
- PMC10579648
- OpenAlex
- W4322502293
- Cited by
- 110
- References
- 34
- Citations by year
- 2026: 37 · 2025: 36 · 2024: 17 · 2023: 17 · 2022: 3
- FWCI
- 31.56
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- Cambridge Prisms Global Mental Health (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- United States Agency for International Development
- National Institute for Health and Care Research
- South African Medical Research Council
- Grand Challenges Canada
- Medical Research Council (MR/S001255/1)
- National Institute of Mental Health (P30MH123248)
- Topics
- Social Sciences › Psychology › Social Psychology › Mental Health Treatment and Access
- Social Sciences › Psychology › Clinical Psychology › Psychiatric care and mental health services
- Health Sciences › Health Professions › Emergency Medical Services › Global Health Workforce Issues
- Keywords
- task shifting, mental health services, low- and middle-income countries, community-based care, comprehensive care, Mental Health Gap Action Programme, integration of mental health into primary care, psychoeducation, access to mental health care
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