Cited by 141Mental Health Treatment and AccessPsychiatric care and mental health servicesChronic Disease Management Strategies

Integrated care for people with long-term mental and physical health conditions in low-income and middle-income countries

Open access
Thornicroft, Graham, Ahuja, Shalini, Barber, Sarah, Chisholm, Daniel, Collins, Pamela Y, Docrat, Sumaiyah, Fairall, Lara, Lempp, Heidi +9 more·2019·The Lancet Psychiatry

Abstract

Integrated care is defined as health services that are managed and delivered such that people receive a continuum of health promotion, disease prevention, diagnosis, treatment, disease management, rehabilitation, and palliative care services, coordinated across the different levels and sites of care within and beyond the health sector and, according to their needs, throughout the life course. In this Review, we describe the most relevant concepts and models of integrated care for people with chronic (or recurring) mental illness and comorbid physical health conditions, provide a conceptual overview and a narrative review of the strength of the evidence base for these models in high-income countries and in low-income and middle-income countries, and identify opportunities to test the feasibility and effects of such integrated care models. We discuss the rationale for integrating care for people with mental disorders into chronic care; the models of integrated care; the evidence of the effects of integrating care in high-income countries and in low-income and middle-income countries; the key organisational challenges to implementing integrated chronic care in low-income and middle-income countries; and the practical steps to realising a vision of integrated care in the future.

AI snapshot

Written from the paper’s full text.

TL;DR

This narrative review describes integrated care models for people with long-term mental and physical conditions, finding that evidence for effectiveness is largely from high-income countries and remains scarce and mostly weak in low- and middle-income countries (LMICs). It identifies health-system strengthening, workforce training, financing, governance, and social interventions as key requirements for implementing integrated chronic care in LMICs.

Key findings

  • The structured review identified 1266 database papers; after duplicates, 910 articles were screened, plus 23 grey-literature reports/book chapters, yielding 57 full-text reviews and 21 included papers (18 research papers, 3 book chapters), with reviewer kappa 0.80. Of the 21 studies, 2 were randomised controlled trials, 9 cross-sectional, 2 systematic reviews, and 8 descriptive/narrative; only 4 reported outcomes from evaluations of integrated care for mental illness and long-term physical conditions, and data quality was mostly weak.
  • In high-income countries, integrated chronic care models tend to improve quality of care and patient outcomes; the TeamCare trial for diabetes and/or heart disease plus depression improved physical and mental health outcomes versus usual care. Economic outcomes were less consistent but tended toward positive cost reduction.
  • In LMICs, evidence is far less available. A South African pragmatic cluster trial in 38 primary care clinics (Primary Care 101/PACK) did not show effectiveness on primary outcomes of treatment intensification for hypertension, diabetes, and chronic respiratory disease or depression case detection, but did show secondary benefits for evidence-informed diabetes prescribing and cardiovascular risk management.
  • LMIC studies suggest integrated care is feasible only with health-system strengthening, clear staff roles, access to essential medicines and psychological treatments, and social interventions; key barriers include low health-system preparedness, lack of multidisciplinary teams, insufficient training, fragmented information systems, financing fragmentation, stigma, and weak governance.

Methods

  • The paper combines a conceptual overview with a structured narrative review. Searches of Medline, Embase, and PsycInfo ran from inception to February 2017 using terms for chronic/integrated care, long-term mental or multiple chronic conditions, evaluation/research, and LMICs/developing countries; PRISMA was used, supplemented by grey literature, hand-searching, snowballing, and internet searches.
  • Inclusion criteria were any publication with a descriptive or evaluative component, from an LMIC, written in English, referring to both severe mental illness and a comorbid chronic physical condition. Exclusions were no descriptive/scientific evaluative component, high-income country focus, physical chronic conditions only, non-English, or conference abstracts.
  • Four researchers conducted the review in two pairs, with a third reviewer resolving full-text disagreements and two researchers reaching consensus on grey literature. Quality was assessed with the Effective Public Health Practice Project tool for quantitative studies and a 12-point criteria for qualitative studies, yielding global ratings of weak, moderate, or strong.

Limitations

  • The paper states that evidence for integrated care is still scarce in LMICs, particularly for co-/multi-morbidities that include a mental disorder; the quality of data was rather weak, only eight studies included an explicit evaluative component, and cost-effectiveness evaluations are few in LMICs.
  • The paper notes that lessons from high-income countries may not translate readily to LMICs, self-help and peer-support groups in mental health are poorly developed in many LMICs, and it is not yet clear whether primary and community care personnel are sufficiently prepared and supported for integrated mental health care.
  • Evident from the text: this is a narrative review rather than a systematic meta-analysis; the search ended in February 2017 and was restricted to English-language publications; inclusion required both severe mental illness and a comorbid chronic physical condition, and many included studies were descriptive with no evaluation, limiting causal conclusions.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1016/s2215-0366(18)30298-0

Cites

104 of 104 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

0 of 91 cited sources checked · 0 supported · 0 flagged

  • Findingnone given

    The majority of studies concerned with mental-physical comorbidity have addressed people with common mental disorders rather than severe mental illnesses.

    “The majority of the studies concerned with mental-physical comorbidity have addressed people with common mental disorders (rather than severe mental illnesses)”
    Quote in the paperNot a substantial claim0 of 4 sources checked
    • cites [30] Coleman, 2009, Evidence on the Chronic Care Model in the new millennium, Health Aff (Millwood) source

      Not checked in the free run.

    • cites [31] Katon, 2010, Collaborative care for patients with depression and chronic illnesses, N Engl J Med source

      Not checked in the free run.

    • cites [32] Katon, 2010, Integrating depression and chronic disease care among patients with diabetes and/or coronary heart disease: the design of the TEAMcare study, Contemp Clin Trials source

      Not checked in the free run.

    • cites [33] Wozniak, 2015, Contextualizing the effectiveness of a collaborative care model for primary care patients with diabetes and depression (Teamcare): a qualitative assessment using RE-AIM, Can J Diabetes source

      Not checked in the free run.

  • Findingcitation

    The overall quality of these intervention studies is moderately strong.

    “The overall quality of these intervention studies is moderately strong 37 .”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [37] Martínez-González, 2014, Integrated care programmes for adults with chronic conditions: a meta-review, Int J Qual Health Care source

      Not checked in the free run.

  • Findingcitation

    Research papers more often tend to report clinical level variables than to assess organisational factors such as professional culture, governance, financial management, communication patterns, implementation readiness, or presence of supportive leadership.

    “Research papers more often tend to report clinical level variables (such as information given to patients to support self-management) than to assess organisational factors, such as professional culture, governance, financial management, communication patterns, implementation readiness, or presence of supportive leadership 35 .”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [35] Kadu, 2015, Facilitators and barriers of implementing the chronic care model in primary care: a systematic review, BMC Fam Pract source

      Not checked in the free run.

  • Findingcitation

    A systematic review published in 2014 showed that trials of collaborative care that include psychological treatment, with or without anti-depressant medication, appear to improve depression more than those without psychological treatment.

    “a systematic review published in 2014 showed that trials of collaborative care that include psychological treatment, with or without anti-depressant medication, appear to improve depression more than those without psychological treatment.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [38] Coventry, 2014, Characteristics of effective collaborative care for treatment of depression: a systematic review and meta-regression of 74 randomised controlled trials, PLoS One source

      Not checked in the free run.

  • Findingcitation

    There is emerging evidence that well integrated care can reduce overall health care spending.

    “although there is emerging evidence that well integrated care can reduce overall health care spending 27”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [27] Dauvrin, 2015, Is the chronic care model integrated into research examining culturally competent interventions for ethnically diverse adults with type 2 diabetes mellitus? A review, Eval Health Prof source

      Not checked in the free run.

  • May combine two claims. 46
  • Classified as probably not a substantial claim. 45
  • The quote only partly states this claim. 1
  • May combine two claims.

    Findingcitation

    In other similar studies, positive effects have been shown for people with depression, chronic obstructive pulmonary disease, asthma, diabetes and heart failure.

    “In other similar studies, positive effects have been shown for people with depression 34 35 , chronic obstructive pulmonary disease 35 , asthma 35 36 , diabetes 35 36 and heart failure 36 .”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites [34] Lin, 2012, Treatment adjustment and medication adherence for complex patients with diabetes, heart disease, and depression: a randomized controlled trial, Ann Fam Med source

      Not checked in the free run.

    • cites [35] Kadu, 2015, Facilitators and barriers of implementing the chronic care model in primary care: a systematic review, BMC Fam Pract source

      Not checked in the free run.

    • cites [36] Desmedt, 2016, Economic impact of integrated care models for patients with chronic diseases: a systematic review, Value Health source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingcitation

    It is not clear whether all the components of the chronic care model are necessary, or whether some components are more effective than others.

    “It is not clear whether all the components of the chronic care model are necessary, or whether some components are more effective than others 34 .”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [34] Lin, 2012, Treatment adjustment and medication adherence for complex patients with diabetes, heart disease, and depression: a randomized controlled trial, Ann Fam Med source

      Not checked in the free run.

  • May combine two claims.

    Findingcitation

    The economic outcomes reported are somewhat less consistent, but tend to show an overall positive impact on cost reduction.

    “The economic outcomes reported are somewhat less consistent, but tend to show an overall positive impact on cost reduction 36 .”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [36] Desmedt, 2016, Economic impact of integrated care models for patients with chronic diseases: a systematic review, Value Health source

      Not checked in the free run.

  • May combine two claims.

    Findingcitation

    The TeamCare trial evaluated a collaborative integrated care model for patients with diabetes and/or heart disease and depression in community-based primary care clinics in Washington State and demonstrated improved physical and mental health outcomes compared to care as usual.

    “such as the TeamCare trial which evaluated a collaborative integrated care model for patients with diabetes and/or heart disease and depression in community-based primary care clinics in Washington State and demonstrated improved physical and mental health outcomes when compared to care as usual 30-32 33”
    Quote in the paperNot a substantial claim0 of 4 sources checked
    • cites [30] Coleman, 2009, Evidence on the Chronic Care Model in the new millennium, Health Aff (Millwood) source

      Not checked in the free run.

    • cites [31] Katon, 2010, Collaborative care for patients with depression and chronic illnesses, N Engl J Med source

      Not checked in the free run.

    • cites [32] Katon, 2010, Integrating depression and chronic disease care among patients with diabetes and/or coronary heart disease: the design of the TEAMcare study, Contemp Clin Trials source

      Not checked in the free run.

    • cites [33] Wozniak, 2015, Contextualizing the effectiveness of a collaborative care model for primary care patients with diabetes and depression (Teamcare): a qualitative assessment using RE-AIM, Can J Diabetes source

      Not checked in the free run.

  • May combine two claims.

    Findingcitation

    Integrated chronic care models in high income settings tend to produce improvements in quality of care and in patient outcomes.

    “the overall findings are largely consistent and show that integrated chronic care models, in high income settings, do indeed tend to produce improvements in quality of care 28 and in patient outcomes 29”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [28] Unutzer, 2008, Long-term cost effects of collaborative care for late-life depression, Am J Manag Care

      Not checked in the free run.

    • cites [29] Ouwens, 2005, Integrated care programmes for chronically ill patients: a review of systematic reviews, Int J Qual Health Care source

      Not checked in the free run.

  • May combine two claims.

    Findingcitation

    Evaluations of the impact of the integrated chronic care model have so far been largely limited to HICs, and have mostly reported patient-level outcomes rather than facility/district or whole system outcomes.

    “Evaluations of the impact of the integrated chronic care model have so far been largely limited to HICs, and have mostly reported at the patient level (micro), rather than facility/district (meso) level or whole system (macro) level outcomes 26”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [26] Wagner, 2001, Improving chronic illness care: translating evidence into action, Health Aff (Millwood) source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Once duplicates were removed, 910 articles were reviewed.

    “Once duplicates were removed, 910 articles were reviewed.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingnone given

    Of the studies, four were conducted in low-income countries (Pakistan, Zanzibar, Nepal, Ethiopia), five in lower-middle income countries (India, Kenya, Brazil, and Costa Rica) and two in upper-middle income countries (Jamaica, South Africa).

    “Of the studies, four were conducted in low-income countries (Pakistan, Zanzibar, Nepal, Ethiopia), five in lower-middle income countries (India, Kenya, Brazil, and Costa Rica) and two in upper-middle income countries (Jamaica, South Africa).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingcitation

    A review of chronic care programmes in the Philippines showed that this approach is feasible, but only if certain conditions are met: incorporation of chronic care throughout the health system; acceptance by health care staff of these responsibilities, facilitated by task sharing; ensuring that patients receive education to support self-care; and using health promotion activities in the general人口,

    “A review of chronic care programmes in the Philippines also showed that this approach is feasible, but only if certain conditions are met, namely: (i) incorporation of chronic care throughout the health system; (ii) acceptance by health care staff of these responsibilities, facilitated by task sharing; (iii) ensuring that patients receive education to support self-care; and (iv) using health”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [42] Ku, 2015, Adapting chronic care models for diabetes care delivery in low-and-middle-income countries: a review, World J Diabetes source

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Findingown data

    We identified few review papers related to the effectiveness of chronic care models in LMICs in the conceptual overview.

    “As we identified few review papers related to the effectiveness of chronic care models in LMICs in this conceptual overview”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    The excluded articles (n = 819) were mostly in the definite exclusion category (n=813), while some targeted physical chronic conditions only (n=38), some described low income groups within high income settings (n=18), and other papers (n=17) had a high-income country focus.

    “The excluded articles (n = 819) were mostly in the definite exclusion category (n=813), while some of them targeted physical chronic conditions only (n=38), some described low income groups within high income settings (n= 18) while other papers (n = 17) had a high-income country focus.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    The South Africa trial did show some important secondary effects including positive impacts on evidence-informed prescribing for diabetes (in those with moderately uncontrolled disease - baseline HBA1C between 7 and 10%) and cardiovascular risk (increased provision of statins to patients with high body mass index, increased provision of aspirin to those with diabetes).

    “It did, however, show some important secondary effects including positive impacts on evidence-informed prescribing for diabetes (in those with moderately uncontrolled disease -baseline HBA1C between 7 and 10%) and cardiovascular risk (increased provision of statins to patients with high body mass index, increased provision of aspirin to those with diabetes).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingcitation

    Interventions that used systematic methods to identify patients with depression, and trials that included patients with a chronic physical condition, reported improved use of anti-depressant medication.

    “Interventions that used systematic methods to identify patients with depression, and also trials that included patients with a chronic physical condition reported improved use of anti-depressant medication 38 .”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [38] Coventry, 2014, Characteristics of effective collaborative care for treatment of depression: a systematic review and meta-regression of 74 randomised controlled trials, PLoS One source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Through snowballing and hand searching, 23 reports and book chapters were also identified.

    “Through snowballing and hand searching, 23 reports and book chapters were also identified.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingcitation

    Overall, we identified some evidence in favour of the impact of integrated chronic care models, although the quality of the data was rather weak, as assessed using the Cochrane risk of bias tool, and only eight studies included an explicit evaluative component.

    “Overall, we identified some evidence in favour of the impact of integrated chronic care models, although the quality of the data was rather weak, as assessed using the Cochrane risk of bias tool 67 , and only eight studies included an explicit evaluative component.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [67]

      Not checked in the free run.

  • May combine two claims. The quote only partly states this claim.

    Findingcitation

    Low levels of preparedness often referred to the lack of multi-disciplinary teams within primary care, insufficient training for staff on the management of people with long-term conditions, insufficient capacity to provide long-term follow-up, treatment inertia and limited efforts to 'treat to target', poor understanding of integrated care by health insurers, insufficient or fragmented health信息

    “This often referred to the lack of multi-disciplinary teams within primary care 58,61 , insufficient training for staff on the management of people with long-term conditions 57 , insufficient capacity to provide long-term follow-up and make sure that people don't 'fall through the cracks', treatment inertia and limited efforts to 'treat to target' 33 , poor understanding of integrated care by”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites [58] Oldenburg, 2014, Public health perspectives on the co-occurrence of non-communicable diseases and common mental disorders

      Not checked in the free run.

    • cites [61] Sartorius, 2015

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    • cites [57] Narayanan, 2012, Integrating mental health into cardiovascular disease research in India, Natl Med J India

      Not checked in the free run.

  • May combine two claims.

    Findingcitation

    The BasicNeeds model, a social intervention that integrates employment with the care and treatment of mental disorders, is cost effective and accessible to community members particularly vulnerable due to their symptoms and poverty.

    “The BasicNeeds model, a social intervention that integrates employment with the care and treatment of mental disorders, is cost effective and accessible to community members particularly vulnerable due to their symptoms and poverty 47 70 .”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [47] de Menil, 2015, Cost-effectiveness of the Mental Health and Development model for schizophrenia-spectrum and bipolar disorders in rural Kenya, Psychol Med source

      Not checked in the free run.

    • cites [70] Petersen, 2010, Integrating mental health into primary health care: lessons from pilot district demonstration sites in Uganda and South Africa, S Afr J Psychiatry

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Overall 1266 papers were identified from the databases.

    “Overall 1266 papers were identified from these databases”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingcitation

    Several of the papers assessed health system preparedness for integrated care, in general finding low levels of preparedness.

    “Several of the papers assessed this issue, in general finding low levels of preparedness 50 .”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [50] Hanlon, 2014, Challenges and opportunities for implementing integrated mental health care: a district level situation analysis from five low- and middle-income countries, PLoS One source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingnone given

    An innovative project in Jamaica suggested that integrating community mental health service provision within primary care improves public attitudes towards people with mental illness.

    “An innovative project in Jamaica suggested that integrating community mental health service provision within primary care improves public attitudes towards people with mental illness.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingcitation

    Within LMICs, the key elements of the collaborative care model for people with common mental disorders are case screening, providing psychosocial treatments and adherence management; access to essential medicines; support of visiting psychiatrists, and active patient follow up.

    “Within LMICs several studies have aimed to identify the active ingredients of the collaborative care model and, to date, the key elements for people with common mental disorders are: case screening, providing psychosocial treatments and adherence management; access to essential medicines; support of visiting psychiatrists, and active patient follow up 43 32 .”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [43] Pereira, 2011, The integration of the treatment for common mental disorders in primary care: experiences of health care providers in the MANAS trial in Goa, India, Int J Ment Health Syst source

      Not checked in the free run.

    • cites [32] Katon, 2010, Integrating depression and chronic disease care among patients with diabetes and/or coronary heart disease: the design of the TEAMcare study, Contemp Clin Trials source

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Findingnone given

    Far less information is available on the application and the effectiveness of integrated care in LMICs.

    “Yet far less information is available on the application and the effectiveness of integrated care in LMICs.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingcitation

    The authors of the South Africa trial noted that these trial findings assessing the effectiveness of complex interventions in real world settings were difficult to interpret and noted several challenges including a co-intervention, called the Chronic Disease Season, triggered by the trial, and not expanding access to antidepressant prescribing or psychological therapies.

    “The authors noted that these trial findings assessing the effectiveness of complex interventions in real world settings, were difficult to interpret and noted several challenges including a co-intervention, called the Chronic Disease Season, triggered by the trial, and not expanding access to antidepressant prescribing or psychological therapies 41 68 .”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [41] Fairall, 2016, Educational outreach with an integrated clinical tool for nurse-led non-communicable chronic disease management in primary care in South Africa: a pragmatic cluster randomised controlled trial, PLoS Med source

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    • cites [68] Armijo-Olivo, 2012, Assessment of study quality for systematic reviews: a comparison of the Cochrane Collaboration Risk of Bias Tool and the Effective Public Health Practice Project Quality Assessment Tool: methodological research, J Eval Clin Pract source

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  • May combine two claims.

    Findingown data

    A small majority of studies (13/21) focused on integrating mental health with other chronic physical conditions at primary care level, two emphasised integrating mental health with sustainable livelihood, and the rest highlighted integration of mental health with HIV, neurological disorders, malnutrition and cardiovascular diseases.

    “A small majority of studies (13/21) focused on integrating mental health with other chronic physical conditions at primary care level, two emphasised integrating mental health with sustainable livelihood, and the rest highlighted integration of mental health with HIV, neurological disorders, malnutrition and cardiovascular diseases.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingcitation

    Work in Zanzibar concluded that health sector reforms focus on communicable diseases, and that specialists in these fields were resistant to include mental health in these reforms.

    “Yet work in Zanzibar concluded that health sector reforms focus on communicable diseases, and that specialists in these fields were resistant to include mental health in these reforms 52 .”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [52] Jenkins, 2011, Developing and implementing mental health policy in Zanzibar, a low income country off the coast of east Africa, Int J Ment Health Syst source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingnone given

    Fifteen of the sources reported collected qualitative data, five quantitative data and one reported both.

    “Fifteen of the sources reported collected qualitative data, five quantitative data and one reported both.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    Of the 21 studies, two were randomised control trials, nine were cross-sectional studies, two were systematic reviews, and the remaining eight were descriptive/narrative reviews.

    “of the 21 studies, two were randomised control trials, nine were cross-sectional studies, two were systematic reviews, and the remaining eight were descriptive/narrative reviews.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    A total of 21 papers (18 research papers and 3 book chapters) were included in the final review.

    “A total of 21 papers (18 research papers and 3 book chapters) were included in the final review”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingnone given

    Integrated care has not been very substantially examined for any effect on stigma reduction, and the indirect evidence on this issue is conflicting.

    “Integrated care has not been very substantially examined for any effect on stigma reduction, and the indirect evidence on this issue is conflicting.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    A total of 933 papers, chapters and reports were selected for title abstract screening, from which 57 were selected for full-text review.

    “Hence a total of 933 papers, chapters and reports were selected for title abstract screening, from which 57 were selected for full-text review.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    Most studies were recent: eight were published between 2008 and 2012 and 13 between 2013 and 2017.

    “Most studies were recent: eight were published between 2008 and 2012 and 13 between 2013 and 2017.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Findingnone given

    Limited understanding of system-wide data and inaccurate reporting derail accountability mechanisms.

    “Limited understanding of system-wide data and inaccurate reporting derail accountability mechanisms”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingcitation

    Two important studies in South Africa found that integrated care, in particular shared waiting rooms for all people with chronic conditions, was reported by staff to reduce discrimination and to increase access to care among people with HIV/AIDS.

    “Two important studies in South Africa found that integrated care, in particular shared waiting rooms for all people with chronic conditions, was reported by staff to reduce discrimination and to increase access to care among people with HIV/AIDS 71,72 .”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [71] Astbury, 2008

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    • cites [72] Mathibe, 2015, Clinician perceptions and patient experiences of antiretroviral treatment integration in primary health care clinics, Tshwane, South Africa, Curationis source

      Not checked in the free run.

  • May combine two claims.

    Findingcitation

    Evaluations of cost-effectiveness are few in LMICs, as are methods to allow modelling to estimate future costs and benefits of integrated care.

    “Evaluations of cost-effectiveness are few in LMICs 73 , as are methods to allow modelling to estimate future costs and benefits of integrated care 74,75 .”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites [73] Ameh, 2017, Quality of integrated chronic disease care in rural South Africa: user and provider perspectives, Health Policy Plan

      Not checked in the free run.

    • cites [74] Mendenhall, 2014, Acceptability and feasibility of using non-specialist health workers to deliver mental health care: stakeholder perceptions from the PRIME district sites in Ethiopia, India, Nepal, South Africa, and Uganda, Soc Sci Med source

      Not checked in the free run.

    • cites [75] Petersen, 2017, Strengthening mental health system governance in six low- and middle-income countries in Africa and South Asia: challenges, needs and potential strategies, Health Policy Plan source

      Not checked in the free run.

  • May combine two claims.

    Findingreasoning

    Limited human resources and even more limited mental health human resources are both the rationale for, and a limitation upon, integrated care.

    “Limited human resources and even more limited mental health human resources are both the rationale for, and a limitation upon, integrated care.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    People living with HIV/AIDS have a marked increase in the likelihood of becoming depressed, using alcohol, tobacco or other addictive substances, and are at higher risk for experiencing a cardiovascular event.

    “People living with HIV/AIDS, for example, have a marked increase in the likelihood of becoming depressed, using alcohol, tobacco or other addictive substances, and are also at a higher risk for experiencing a cardiovascular event 8 .”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [8] 2014

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  • May combine two claims.

    Premisecitation

    At present, health systems worldwide are poorly organized to respond to the needs of people with NCDs and other long-term conditions, as they were mainly developed to respond to people in need of urgent or episodic care, usually with single health conditions.

    “At present, health systems worldwide are poorly organized to respond to the needs of people with NCDs and other long-term conditions, as they were mainly developed to respond to people in need of urgent or episodic care, usually with single health conditions 17 .”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [17] Topp, 2018, How to assess and prepare health systems in low- and middle-income countries for integration of services-a systematic review, Health Policy Plan source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Food insecurity contributes to risky sexual practices and enhanced transmission of HIV.

    “Food-insecurity, for instance, contributes to risky sexual practices and enhanced transmission of HIV.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [14] Weiser, 2011, Conceptual framework for understanding the bidirectional links between food insecurity and HIV/AIDS, Am J Clin Nutr source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The global pattern of the burden of disease is changing.

    “The global pattern of the burden of disease is changing 1 2 .”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [1] 2016, Global, regional, and national life expectancy, all-cause mortality, and cause-specific mortality for 249 causes of death, 1980–2015: a systematic analysis for the Global Burden of Disease Study 2015, Lancet source

      Not checked in the free run.

    • cites [2] Beaglehole, 2008, Improving the prevention and management of chronic disease in low-income and middle-income countries: a priority for primary health care, Lancet source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    NCDs place a heavy economic burden on countries; the annual lost productivity attributable to depression and anxiety disorders worldwide was estimated in 2013 to be US$900 billion.

    “NCDs also place a heavy economic burden on countries, with the annual lost productivity attributable to depression and anxiety disorders worldwide, for example, estimated in 2013 to be US$ 900 billion 6 .”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [6] Chisholm, 2016, Scaling-up treatment of depression and anxiety: a global return on investment analysis, Lancet Psychiatry source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The chronic care model was initially articulated by Wagner et al.

    “One such approach was initially articulated by Wagner et al as the 'chronic care model' 18 .”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [18] Wagner, 1996, Organizing care for patients with chronic illness, Milbank Q source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Long-term physical and mental conditions share common disease determinants and consequences, and bidirectional pathways, so that one type of morbidity may be both a determinant and/or a consequence of another.

    “These reciprocal relationships mean that long-term physical and mental conditions share common disease determinants and consequences, and also bidirectional pathways, so that one type of morbidity may be both a determinant and or a consequence of another 9”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [9] Patel, 2015, Integrating mental health in care for noncommunicable diseases: an imperative for person-centered care, Health Aff (Millwood) source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Life expectancy from birth increased from 61.7 years in 1980 to 71.8 years in 2015.

    “Globally, life expectancy from birth increased from 61.7 years (95% uncertainty interval 61.4-61.9) in 1980 to 71.8 years (71.5-72.2) in 2015, 4”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [4] O'Neil, 2015, A shared framework for the common mental disorders and non-communicable disease: key considerations for disease prevention and control, BMC Psychiatry source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    The costs of diabetes are projected to rise to at least US$745 billion in 2030, with LMICs assuming a much greater share of these economic losses than HICs.

    “The costs of diabetes, for example, are projected to rise to at least US$ 745 billion in 2030, with LMICs assuming a much greater share of these economic losses than HICs 7 .”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [7] Bloom, 2011

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Two researchers reached consensus on whether resources identified from the grey literature were eligible for inclusion.

    “Two researchers reached consensus on whether resources identified from the grey literature were eligible for inclusion.”
    • Also stated in: § Additional information · plain
      “Two researchers reached consensus on whether resources identified from the grey literature were eligible for inclusion.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    The assessment for inclusion was divided among two pairs of researchers, and where there was disagreement during full-text review, the decision of whether to include the report was independently made by a third researcher.

    “This assessment was divided among two pairs of researchers.Where there was disagreement between the reviewers during full-text review, the decision of whether to include the report was independently made by a third researcher.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    The review used the PRISMA checklist.

    “using the PRISMA checklist 45 .”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [45] Moher, 2009, Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement, PLoS Med source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    The inter-rater reliability (kappa) between reviewers was 0.80.

    “The inter-rater reliability (kappa) between reviewers was 0.80.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    Four researchers carried out the review.

    “four researchers carried out the review”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductown data

    The search used terms describing chronic care or integrated care models, long-term mental health conditions or multiple chronic conditions, evaluation or research, and LMICs or developing countries, from inception to February 2017.

    “using (terms describing chronic care or integrated care models) and (terms describing longterm mental health conditions or multiple chronic conditions) and (terms describing evaluation or research etc.) and (terms describing LMICs or developing countries), from inception to February 2017.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    The findings from this narrative review of recent LMIC studies of integrated care are fully aligned with the results of the conceptual overview of this field.

    “The findings from this narrative review of recent LMIC studies of integrated care are fully aligned with the results of our conceptual overview of this field.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Poor mental health literacy and stigma, and fear of being overwhelmed by clinical challenges that workers are not prepared for, may be a limiting factor in the uptake of such training.

    “Poor mental health literacy and stigma, and fear of being overwhelmed by clinical challenges that workers are not prepared for, may be a limiting factor in the uptake of such training 99,100 .”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [99] Menezess, 2015, The Latin American treatment and innovation network in mental health (LATINMH): rationale and scope, Rev Fac Cien Med Univ Nac Cordoba source

      Not checked in the free run.

    • cites [100] Abayneh, 2017, Service user involvement in mental health system strengthening in a rural African setting: qualitative study, BMC Psychiatry source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    The assessment was divided among two pairs of researchers.

    “This assessment was divided among two pairs of researchers.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

    Interpretationreasoning

    A key outcome of this transformation would be continuity of care.

    “A key outcome of this transformation would be continuity of care.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Three search engines were accessed: Medline, Embase, and PsycInfo.

    “three search engines were accessed, Medline, Embase and PsycInfo”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductreasoning

    The literature review included any publication that provided either a description or an evaluation of the chronic care model, ICCCF model, or integrated health care for chronic/long-term physical conditions and mental disorders.

    “Any publication that provided either a description or an evaluation of either the chronic care model, ICCCF model or integrated health care for chronic / long-term physical conditions and mental disorders.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).

    Interpretationreasoning

    There is potential for reverse innovation, with lessons from making services more comprehensive in LMICs being translated back into high-income countries.

    “There is also now the potential for reverse innovation -with lessons generated through having to make services more comprehensive within the context of LMICs being translated back into HICs.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    A fundamental service transformation may be necessary to achieve an integrated system of care that empowers patients and providers, delivers better quality of care, and improves health, economic and social outcomes for people with chronic physical and mental conditions.

    “For these reasons, a fundamental service transformation may be necessary in order to achieve an integrated system of care that empowers patients and providers, delivers a better quality of care, and brings about improved health, economic and social outcomes for people with chronic physical and mental conditions.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Health information systems in LMICs are frequently unlinked, incomplete, with little quality assurance, low investment, poor information governance, and with few relevant or useful mental health indicators collected.
    • Rests on an assumption: In under-resourced systems, there is a lack of coordination of what to collect across the system and a lack of understanding of the relevance of data.
    • Rests on an assumption: Insufficient training of clinicians leads to poor quality data in information systems, giving available data limited utility.
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Where there was disagreement between reviewers during full-text review, the decision of whether to include the report was independently made by a third researcher.

    “Where there was disagreement between the reviewers during full-text review, the decision of whether to include the report was independently made by a third researcher.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    A more recent Cochrane review of psychosocial interventions for people with both severe mental illness and substance misuse identified 32 trials, but found no significant additional benefit in outcomes from adding psychosocial treatments.

    “Similarly, a more recent Cochrane review of psychosocial interventions for people with both severe mental illness and substance misuse identified 32 trials, but found no significant additional benefit in outcomes from adding psychosocial treatments 113 .”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [113]

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Clear positive impacts on health worker morale have been documented in parallel qualitative evaluations, with non-physician clinicians reporting empowerment and improved agency to manage patients.

    “Clear positive impacts on health worker morale have been documented in parallel qualitative evaluations, with non-physician clinicians reporting a sense of empowerment and improved agency to manage patients 92,93 .”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [92] Zwarenstein, 2011, Outreach education for integration of HIV/AIDS care, antiretroviral treatment, and tuberculosis care in primary care clinics in South Africa: PALSA PLUS pragmatic cluster randomised trial, BMJ source

      Not checked in the free run.

    • cites [93] Fairall, 2012, Task shifting of antiretroviral treatment from doctors to primary-care nurses in South Africa (STRETCH): a pragmatic, parallel, cluster-randomised trial, Lancet source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.

    Interpretationnone given

    Changes to integrate care are not trivial and may require fundamentally restructuring health care provision that in many countries is mainly organised to respond to acute, single conditions.

    “We have indicated that such changes are not trivial, and may require fundamentally restructuring health care provision that in many countries is mainly organised to respond to acute, single conditions.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    PACK has been introduced throughout South Africa, and precursors piloted in Malawi and Botswana.

    “PACK has been introduced throughout South Africa, and precursors piloted in Malawi and Botswana 94,95 .”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [94] Stein, 2008, Building capacity for antiretroviral delivery in South Africa: a qualitative evaluation of the PALSA PLUS nurse training programme, BMC Health Serv Res source

      Not checked in the free run.

    • cites [95] Georgeu, 2012, Implementing nurse-initiated and managed antiretroviral treatment (NIMART) in South Africa: a qualitative process evaluation of the STRETCH trial, Implement Sci source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Integrated care may mean supporting staff in primary health care clinics to gain clinical skills and confidence to treat mental illnesses, as in North West Province South Africa within the COBALT and PRIME trials.

    “Conversely, integrated care may mean supporting staff in primary health care clinics to gain the clinical skills and confidence to treat mental illnesses among the clinical cases treated, such as in clinics in the North West Province of South Africa within the COBALT and PRIME trials 80,81 (see Figure 3).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [80]

      Not checked in the free run.

    • cites [81] Fairall, 2018, Collaborative care for the detection and management of depression among adults receiving antiretroviral therapy in South Africa: study protocol for the CobALT randomised controlled trial, Trials source

      Not checked in the free run.

  • May combine two claims.

    Interpretationcitation

    Both the narrative review and the conceptual overview confirm that health systems are poorly configured to deal with chronic care needs, as has been shown by the recent Disease Control Priorities (DCP) mental health group.

    “Both sources confirm that health systems are poorly configured to deal with chronic care needs, as has been shown by the recent Disease Control Priorities (DCP) mental health group 76 .”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [76] Patel, 2016, Addressing the burden of mental, neurological, and substance use disorders: key messages from Disease Control Priorities, 3rd edition, Lancet source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductcitation

    Papers, book chapters, and programme documents were assessed for inclusion first through title and abstract screening, and subsequently through full text review where relevance could not be established from the title or abstract, using the PRISMA checklist.

    “Papers, book chapters and programme documents were assessed for inclusion, first through title and abstract screening, and subsequently through a full text review of those papers where relevance could not be established from the title or abstract, using the PRISMA checklist 45 .”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [45] Moher, 2009, Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement, PLoS Med source

      Not checked in the free run.

  • Classified as probably not a substantial claim. May combine two claims.

    Study design and conductreasoning

    The review initially aimed to include only papers with an evaluative component, but due to scarcity, it also included descriptive papers.

    “While we initially aimed to only include papers with an evaluative component, due to the scarcity, we decided to also include those that were descriptive in nature.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: There was a scarcity of papers with an evaluative component on integrated care for long-term mental and physical health conditions in LMICs.
  • May combine two claims.

    Premisecitation

    Co-occurring mental illness and substance use disorders has long been recognised, and can complicate the treatment of both mental illness and the substance use disorder.

    “This particular combination of co-occurring conditions has long been recognised, and can complicate the treatment of both mental illness and the SUD 111 .”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [111]

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    For qualitative studies, a twelve point review criteria were used.

    “for qualitative studies a twelve point review criteria 106,107 were used.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [106]

      Not checked in the free run.

    • cites [107] Kebede, 2016, Ask patients “What matters to you?” rather than “What's the matter?”, BMJ source

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Study design and conductnone given

    The inclusion criteria were any publication that provided either a descriptive or evaluative component, from an LMIC, written in English, referring to both severe mental illness and a comorbid chronic physical condition.

    “The inclusion criteria were any publication that provided either a descriptive or evaluative component, from an LMIC, written in English, referring to both severe mental illness and a comorbid chronic physical condition.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Study design and conductreasoning

    Excluded papers did not provide either a descriptive or scientific evaluative component, were from high-income countries, focused on chronic physical conditions, were in languages other than English, or were conference abstracts.

    “Excluded papers did not provide either a descriptive or scientific evaluative component, were from high-income countries, focused on chronic physical conditions, were in languages other than English, or were conference abstracts.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    Prior to commencement, a data extraction form was designed for use in the review.

    “Prior to commencement, a data extraction form was designed for use in the review.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation

    For quantitative studies, the quality assessment tool developed by Effective Public Health Practice Project (EPHPP) was used.

    “for the quantitative studies, the quality assessment tool developed by Effective Public Health Practice Project (EPHPP) 67”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [67]

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductreasoning

    From these ratings, each study was given a global rating of 'weak', 'moderate' or 'strong' evidence.

    “From these ratings, each study was given a global rating of 'weak', 'moderate' or 'strong' evidence.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given

    Further literature was searched for, including grey literature, by hand-searching reference lists, by snowballing through contacting experts, and by searching the internet.

    “Further literature was searched for, including grey literature (e.g.books and non data-based papers), by hand-searching reference lists (for example in relevant reviews or journal papers); by using a snowballing process of contacting experts in the topic area; and by searching the internet (through Google and Google Scholar search engines, relevant organizational websites, and key journals).”
    Quote in the paperNot a substantial claim
75 of 75
  • The paper relies on this without support.

    Health care systems traditionally focused on acute care now increasingly need to address chronic conditions.

    “Health care systems, which traditionally focused on acute care, now increasingly need also to address the challenge of providing care for people with chronic conditions.”
  • The paper relies on this without support.

    Long-term conditions require alternative approaches to the current health system organization.

    “Long-term conditions require alternative approaches.”
  • The paper relies on this without support.

    Current patterns of service delivery, especially the emphasis on in-patient care in many LMICs, dampen innovation.

    “The inertia of current patterns of service delivery can also dampen innovation, such as the emphasis on in-patient care that remains predominant in many LMICs.”
  • The paper relies on this without support.

    In many LMICs there is often no organizational culture valuing innovation or quality improvement, or leadership focused on staff development or change.

    “There may be no organizational culture that values innovation or transformation of services, no culture for quality improvement, or a lack leadership focused on staff development or change.”
  • The paper relies on this without support.

    Many women seeking care for chronic conditions also require family planning or antenatal care.

    “Further, many women seeking care for chronic conditions will either also require family planning or antenatal care.”
  • The paper relies on this without support.

    In many fragile health systems, family planning services are islands of organised care delivery within otherwise chaotic services, making them attractive entry points for integrated care.

    “In many fragile health systems family planning services represent islands of organised care delivery within otherwise chaotic services, making them a very attractive entry point on which to build and strengthen integrated care.”
  • The paper relies on this without support.

    Clinical guidelines tend to add a whole menu of essential assessments, advice and treatments with each additional condition, and when added up health providers can feel overwhelmed and not know what to prioritise.

    “When these are added up, health providers can feel overwhelmed and not know what to prioritise.”
  • The paper relies on this without support.

    Clinical specialists, donors and advocates tend to lobby for vertical services for single conditions, making prioritisation decisions difficult.

    “Such decisions are difficult, especially where clinical specialists, donors and advocates tend to lobby for 'vertical' services for single conditions.”
  • The paper relies on this without support.

    The value of the self, family and community care level in the ICCCF pyramid of care has not been investigated in LMICs.

    “The ICCCF and similar approaches often propose a 'pyramid of care', starting with self and family and community care, where the value of this level of health support has not been investigated in LMICs.”
  • The paper relies on this without support.

    Within LMICs it is not yet clear whether primary and community care health personnel are sufficiently prepared and supported to be trained to adopt a different role, becoming competent both for the treatment of people with long term physical and mental conditions.

    “Within LMICs it is also not yet clear whether primary and community care health personnel are sufficiently prepared and supported to be trained to adopt a different role, becoming competent both for the treatment of people with long term physical and mental conditions.”
  • The paper relies on this without support.

    Health information systems in LMICs are frequently unlinked, incomplete, with little quality assurance, low investment, poor information governance, and with few relevant or useful mental health indicators collected.

    “systems are frequently unlinked, incomplete, with little quality assurance, low investment, poor information governance, and with few relevant or useful mental health indicators collected.”
  • The paper relies on this without support.

    In under-resourced systems, there is a lack of coordination of what to collect across the system and a lack of understanding of the relevance of data.

    “In under-resourced systems, there can be a lack of coordination of what to collect across the system as well as lack of understanding of the relevance of data.”
  • The paper relies on this without support.

    Insufficient training of clinicians leads to poor quality data in information systems, giving available data limited utility.

    “Insufficient training of clinicians can also lead to poor quality data in information systems, thus giving available data limited utility.”
  • The paper relies on this without support.

    There was a scarcity of papers with an evaluative component on integrated care for long-term mental and physical health conditions in LMICs.

    “due to the scarcity, we decided to also include those that were descriptive in nature.”
14 of 14

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?

  • Delivering behavioral health interventions through health coaches is cost-effective compared to repeat visits to licensed mental healthcare providers.

    “Delivering behavioral health interventions through health coaches has the added benefit of being cost-effective compared to repeat visits to licensed mental healthcare providers, i.e., psychiatrists or clinical psychologists, and can be particularly beneficial in low-income settings [28–30].”

    From Personalized machine learning guided intervention for optimizing lifestyle behaviors in depression: a pilot study (2026) · cites this paper as [28]

    The Social interventions section (page unavailable) describes cost-effective mental-health interventions, and the Conclusions table reports a programme in rural Kenya that appeared cost-effective. Neither passage establishes that interventions delivered by health coaches are cost-effective compared with repeat visits to psychiatrists or clinical psychologists. (LLM, conf=0.78)

    Experimental — accuracy not yet measured

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.

  • Pakistan study does not support a claimed increase in detection

    Minor

    The text says integrated care increased detection rates in Pakistan. Its included-studies table instead describes a cross-sectional questionnaire with no evaluation and reports screening rates across conditions, not a change in detection rates.

  • Mall study is assigned conflicting countries

    Minor

    The included-studies table locates Mall et al (2017) in South Africa, while the cited study's title locates it in rural Ethiopia.

  • Anderson study has conflicting publication years

    Minor

    The included-studies table dates Anderson et al to 2015, but the listed reference for that study gives 2007.

  • Screening exclusions do not match the reported flow

    Minor

    Of 933 documents selected for title-and-abstract screening, 57 advanced to full-text review, leaving 876 excluded at screening, not 819. The reported exclusion count leaves 57 documents unaccounted for at that stage.

    Reported 819 · recomputed 876

  • Brazil receives conflicting income classifications

    Minor

    The study-design summary places Brazil among lower-middle-income countries, whereas the included-studies table labels the Brazilian study UMIC.

  • Included study is identified as high-income despite LMIC-only criterion

    Minor

    The selection criteria say only papers referring to LMICs were included, but the first study in the included-studies table is identified as concerning a high-income setting.

6 of 6

Cites

Flagged first, then by citations

2 of the 106 references couldn’t be matched to a known paper.

Research works printed but not linked: 1

  1. Petersen, 2010, Integrating mental health into primary health care: lessons from pilot district demonstration sites in Uganda and South Africa, S Afr J Psychiatry, 16, 95

Cited by

Sorted by citations

Authors
Thornicroft, G., Ahuja, S., Barber, S., Chisholm, D., Collins, P. Y., Docrat, S., Fairall, L., Lempp, H., Niaz, U., Ngo, V., Patel, V., Petersen, I., Prince, M., Semrau, M., Unützer, J., Yueqin, H., & Zhang, S.
Affiliations
  • King's College London (GB)
  • World Health Organization Regional Office for Europe (DK)
  • University of Washington (US)
  • University of Cape Town (ZA)
  • University of Health Sciences Lahore (PK)
  • RAND Corporation (US)
  • Harvard University (US)
  • University of KwaZulu-Natal (ZA)
  • Brighton and Sussex Medical School (GB)
  • Peking University Sixth Hospital (CN)
Corresponding author
Thornicroft, Graham
Venue
The Lancet Psychiatry
Publisher
Elsevier BV
Published
2019-02
Volume
6
Issue
2
Pages
174-186
ISSN
2215-0366 (ISSN-L)
OpenAlex
W2889176589
Cited by
138
References
106
Citations by year
2026: 11 · 2025: 16 · 2024: 23 · 2023: 23 · 2022: 21 · 2021: 14 · 2020: 18 · 2019: 11 · 2018: 1
FWCI
1.71
Type
journal article
Language
en
Open access
Locations
  • The Lancet Psychiatry (publishedVersion)
  • PubMed (publishedVersion)
  • Research Portal (King's College London) (submittedVersion, cc-by-nc-nd)
  • Sussex Research Online (University of Sussex) (submittedVersion, cc-by-nc-nd)
  • Figshare (submittedVersion, cc-by-nc-nd)
Funders
  • National Institute of Mental Health of the National Institutes of Health (R01MH100470)
  • European Union Seventh Framework Programme (FP7/2007–2013)
  • UK Medical Research Council in relation to the Emilia (MR/S001255/1)
  • Indigo Partnership (MR/R023697/1)
Topics
  • Social Sciences › Psychology › Social Psychology › Mental Health Treatment and Access
  • Social Sciences › Psychology › Clinical Psychology › Psychiatric care and mental health services
  • Health Sciences › Medicine › Epidemiology › Chronic Disease Management Strategies
Keywords
integrated care, chronic mental illness, somatic comorbidity, low- and middle-income countries, chronic care, care coordination, implementation barriers, organizational challenges, evidence base, mental health services
MeSH terms
Mental Disorders, Chronic Disease, Developing Countries, Humans, Income, Poverty, Primary Health Care, Comorbidity, Delivery of Health Care, Integrated, Disease Management

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.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-09.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-09.

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 ›

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