Measuring and improving the quality of mental health care: a global perspective
Open accessAbstract
Mental disorders are common worldwide, yet the quality of care for these disorders has not increased to the same extent as that for physical conditions. In this paper, we present a framework for promoting quality measurement as a tool for improving quality of mental health care. We identify key barriers to this effort, including lack of standardized information technology‐based data sources, limited scientific evidence for mental health quality measures, lack of provider training and support, and cultural barriers to integrating mental health care within general health environments. We describe several innovations that are underway worldwide which can mitigate these barriers. Based on these experiences, we offer several recommendations for improving quality of mental health care. Health care payers and providers will need a portfolio of validated measures of patient‐centered outcomes across a spectrum of conditions. Common data elements will have to be developed and embedded within existing electronic health records and other information technology tools. Mental health outcomes will need to be assessed more routinely, and measurement‐based care should become part of the overall culture of the mental health care system. Health care systems will need a valid way to stratify quality measures, in order to address potential gaps among subpopulations and identify groups in most need of quality improvement. Much more attention should be devoted to workforce training in and capacity for quality improvement. The field of mental health quality improvement is a team sport, requiring coordination across different providers, involvement of consumer advocates, and leveraging of resources and incentives from health care payers and systems.
AI snapshot
Written from the paper’s full text.
TL;DR
This global perspective paper argues that mental health care quality remains suboptimal and that systematic quality measurement is needed to improve it. It reviews barriers, international innovations, and recommendations for embedding measurement-based care and common data elements into mental health systems.
Key findings
- Mental disorders account for 32% of years of disability and 13% of disability-adjusted life years worldwide; persons with severe mental illness die 8–25 years younger than the general population.
- Quality gaps persist: in the US, only one third of those in need receive adequate mental health care, and less than half of patients with publicly funded insurance get adequate follow-up after mental health hospitalization.
- Of over 500 measures for monitoring mental health care quality, only 5% are used in major US quality reporting programs, only 10% have been endorsed by the US National Quality Forum, and 72% focus on processes quite distal to outcomes.
- International innovations include measurement-based care programs such as the UK IAPT initiative, expanded for at least 1.5 million adults to access care each year by 2020/21, and the Dutch Depression Initiative, included in the Netherlands’ national essential benefits.
Methods
- Design: narrative global perspective/review and framework paper; no primary empirical study or systematic review methods are described.
- Data/sample: draws on published literature and international examples from the US, UK, Netherlands, Australia, New Zealand, Canada, and WHO to illustrate quality measurement and improvement.
- Analysis: conceptual synthesis using the Donabedian structure–process–outcome framework and a learning health care system framework; recommendations are derived from identified barriers and innovations.
Limitations
- The paper does not report a formal limitations section; it states field-level barriers including lack of standardized information technology-based data sources, limited scientific evidence for mental health quality measures, lack of provider training and support, and cultural barriers to integrating mental health care.
- Evident from the text: as a narrative perspective, it lacks systematic search/selection criteria and primary data, and its recommendations rely on selected international examples and expert opinion.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
0 of 60 cited sources checked · 0 supported · 0 flagged
- Premisecitation
In the United States, only about one third of people needing mental health care receive adequate care.
“In the US, only a third of those in need receive adequate mental health care 25 .”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [25] source
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- Premisecitation
Not all existing mental health process measures that could be reported have been validated.
“Still, even among existing mental health process measures that could be reported, not all have been validated 25,26,[33][34][35][36][37][38][39] .”
Quote in the paperSubstantial claim0 of 1 sources checked- cites 25,26,[33][34][35][36][37][38][39]
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- Premisecitation
Fewer than half of patients with publicly funded insurance receive adequate follow-up after mental health hospitalization.
“For example, recent data indicate that less than half of patients with publically funded insurance get adequate followup after mental health hospitalization 27 .”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [27]
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- Premisecitation
The IAPT program was expanded in the UK so that at least 1.5 million adults could access care each year by 2020/21.
“Notably, after initial pilot testing and successful evaluation, the IAPT was expanded in the UK for at least 1.5 million adults to access care each year by 2020/21 47 ,”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [47]
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- Premisecitation
The Dutch Depression Initiative primary mental health collaborative care model was included in the Netherlands' national essential benefits under the Health Insurance Act.
“and the Depression Initiative primary mental health collaborative care model was included in the Netherlands into the list of national essential benefits as part of the Health Insurance Act 45 .”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [45] source
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- Premisereasoning
Many widely used mental health process measures lack evidence for use in mental health quality and outcome improvement.
“However, many widely used mental health process measures lack evidence to be used in mental health quality and outcome improvement.”
Quote in the paperSubstantial claim - Premisereasoning
Process measures can assess whether evidence-based practices are actually being implemented.
“Ideally, process measures can fill this gap and assess whether evidence-based practices are in fact being implemented.”
Quote in the paperSubstantial claim - Interpretationreasoning
Risk adjustment for mental health outcome measures may be difficult because data on psychiatric symptoms, social context, and other patient characteristics are typically limited.
“This, however, may be challenging, due to typically limited available data on psychiatric symptoms, social context and other patient characteristics.”
Quote in the paperSubstantial claim - Premisereasoning
Using outcome measures to evaluate mental health care quality requires sophisticated risk adjustment for patient risk factors beyond provider control in order to minimize cherry-picking of healthier patients.
“Furthermore, the use of outcome measures for the purpose of evaluating the quality of mental health care requires sophisticated risk adjustment approaches to control for underlying patient risk factors beyond providers' control, such as severity of illness, medical history/health status, socio-demographic factors, in order to minimize”
Quote in the paperSubstantial claim - Premisecitation
The mental health service field lacks consistent outcome measures.
“In addition, the mental health service field lacks consistent outcome measures [40][41][42] , which uses proactive data collection to provide patient-centered care plans.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [40][41][42]
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- Interpretationreasoning
The persistent gap in mental health care quality is partly caused by the absence of systematic quality measurement methods.
“This persistent gap in quality of mental health care is due in part to lack of systematic methods for measuring quality.”
Quote in the paperSubstantial claim- Rests on an assumption: Systematic measurement of mental health care quality can improve the quality of that care.
- Interpretationreasoning
Few endorsed mental health quality measures assess patient-centered care, notably mental health recovery.
“As a result, few endorsed mental health quality measures assess patient-centered care, notably mental health recovery.”
Quote in the paperSubstantial claim - Premisereasoning
Lack of provider training and support is a barrier to mental health quality measurement.
“This is due to a multitude of barriers specifically related to mental health, that involve limitations in policy and technology as well as limited scientific evidence for mental health quality measures, lack of provider training and support, and cultural barriers to integrating mental health care within general health environments.”
Quote in the paperNot a substantial claim - Premisereasoning
There are important gaps in the evidence base for mental health quality measurement, especially for outcomes most meaningful to consumers and for specific populations such as children.
“On the other hand, there are many important gaps in the evidence base to support mental health quality measurement, especially for outcomes that are most meaningful to consumers, as well as for specific populations such as children.”
Quote in the paperSubstantial claim - Premisenone given
Cultural barriers to integrating mental health care within general health environments are a barrier to mental health quality measurement.
“This is due to a multitude of barriers specifically related to mental health, that involve limitations in policy and technology as well as limited scientific evidence for mental health quality measures, lack of provider training and support, and cultural barriers to integrating mental health care within general health environments.”
Quote in the paperSubstantial claim - Premisenone given
The development and application of mental health care quality measures has lagged behind other areas of medicine, partly because of lagging policy and technological initiatives.
“The development and application of mental health care quality measures has lagged behind other areas of medicine, in part to lagging policy and technological initiatives.”
Quote in the paperSubstantial claim - Premisecitation
Over the past ten years, the National Health Service has tried to implement an outcome-based reimbursement program in mental health care.
“Over the past ten years, the National Health Service has tried to implement a similar outcome-based reimbursement program in mental health care 68 .”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [68] source
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- Interpretationreasoning
The lack of consensus on recovery definition has led to large variation in the reliability and validity of recovery measures and tools.
“While this is partially inherent to the subjective process of recovery, it has resulted in a large variation in reliability and validity of recovery measures and tools.”
Quote in the paperSubstantial claim - Premisereasoning
There has been little investment in developing and testing mental health care quality and recovery measures to assure their validity, utility, and comprehensiveness.
“Beyond the needs for further evidence to support clinical guideline development and a broader array of valid and useful patient reported outcomes, there has been little investment in the development and testing of mental health care quality and recovery measures to assure their validity, utility and comprehensiveness.”
Quote in the paperSubstantial claim - Premisecitation
Many providers can record psychosocial interventions in administrative data but cannot record whether the intervention was delivered with fidelity.
“Moreover, many providers are able to codify psychosocial interventions in administrative data, but not whether the intervention was delivered with fidelity 23,63 .”
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- cites [63]
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- Interpretationreasoning
Because many mental health quality measures are not linked to existing data sources, they cannot be automated to generate meaningful data.
“As a result, these measures cannot be automated to generate meaningful data 60 , which in return could support quality measurement and inform routine medical practices and procedures.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [60] source
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- Premisereasoning
Cultural and administrative differences between physical and mental health providers hinder quality measurement.
“Finally, cultural and administrative differences between physical and mental health providers hinder quality measurement.”
Quote in the paperSubstantial claim - Premisereasoning
In the US and worldwide, mental health care quality measurement and measurement-based care have weak infrastructure in health care systems.
“In the US and worldwide, mental health care quality measurement and measurement-based care have a weak infrastructure in health care systems.”
Quote in the paperNot a substantial claim - Premisecitation
Less than one third of US social workers receive training in quality measurement and effective clinical practices.
“For example, in spite of their extensive involvement in mental health care, less than one third of US social workers receive training in quality measurement and effective clinical practices 74 .”
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- Premisereasoning
For evidence-based psychotherapies, quality measures may not fully capture whether they were delivered adequately.
“For evidence-based psychotherapies, quality measures may not fully capture whether they were delivered adequately.”
Quote in the paperSubstantial claim - Premisenone given
Heterogeneity in provider training and certification requirements within mental health care can hinder implementation of quality measurement.
“In addition, heterogeneity of provider training and certification requirements within mental health care can also hinder quality measurement implementation.”
Quote in the paperSubstantial claim - Premisenone given
Despite incentives to implement electronic health records, there is no specific worldwide requirement to include mental health data in electronic records.
“Despite some incentives to implement electronic health records (e.g., the HITECH Act in the US), there is no specific requirement worldwide to include mental health data in electronic records.”
Quote in the paperNot a substantial claim - Premisenone given
Identifying valid recovery measures has been hampered by lack of consensus among providers, researchers, and consumers about an operational and measurable definition of recovery.
“Yet, identifying valid recovery measures has been hampered by a lack of consensus about an operational and measurable definition of recovery among providers, the research community and, most importantly, consumers of mental health services.”
Quote in the paperSubstantial claim - Premisereasoning
Several innovations are underway worldwide for measuring and improving mental health care quality.
“Several innovations are underway worldwide for measuring and improving quality of mental health care.”
Quote in the paperSubstantial claim - Interpretationreasoning
These initiatives combine advances in technology or measurement-based care with efforts to obtain patient and provider buy-in for continuous quality measurement and improvement.
“These initiatives combine advances in technology or measurement-based care with concerted efforts to obtain patient and provider buyin towards continuous quality measurement and improvement.”
Quote in the paperNot a substantial claim - Premisenone given
There is insufficient attention to developing and implementing performance measures that reflect patients' views and treatment choices.
“There is also insufficient attention to the development and implementation of performance measures that reflect patients' views and treatment choices.”
Quote in the paperSubstantial claim - Premisecitation
Of the available mental health quality measures, 72% focus on processes quite distal to outcomes rather than on process measures indicating treatment adequacy or intensity.
“Of these available measures, the majority (72%) focus on processes quite distal to outcomes (e.g., screening/assessment) 60 rather than on process measures that indicate treatment adequacy or intensity for mental health care.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [60] source
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- Premisereasoning
The mental health field is far behind other areas of medicine in implementing technologies, especially health information technology to capture information relevant to quality measures.
“Furthermore, the mental health field is far behind other areas of medicine with regard to the implementation of technologies, notably health information technology to capture relevant health information that could support reporting on mental health care quality measures.”
Quote in the paperSubstantial claim - Premisecitation
In some countries with common claims datasets or electronic medical records, mental health care measures have been variably adopted.
“In some countries with common claims datasets or electronic medical records, mental health care measures have been variably adopted 66,67 .”
Quote in the paperNot a substantial claim0 of 2 sources checked - Premisereasoning
Limitations in policy and technology are barriers to mental health quality measurement.
“This is due to a multitude of barriers specifically related to mental health, that involve limitations in policy and technology as well as limited scientific evidence for mental health quality measures, lack of provider training and support, and cultural barriers to integrating mental health care within general health environments.”
Quote in the paperSubstantial claim - Premisecitation
The evidence base for many psychosocial interventions needs strengthening.
“While there is well-established evidence for mental health interventions such as pharmacotherapies, specific manualized psychotherapies (e.g., cognitive behavioral therapy), and team-based interventions (e.g., assertive community treatment), the evidence base for many other psychosocial interventions needs to be strengthened 62 .”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [62]
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- Premisecitation
Canada has adopted mental health care quality measures in electronic medical records.
“In Canada, there has been the adoption of mental health care quality measures in electronic medical records 67 .”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [67] source
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- Premisecitation
In New Zealand, mental health providers focus on monitoring key indicators such as seclusion and restraint minimization and suicide reduction.
“In New Zealand, mental health providers focus on monitoring of key indicators, such as seclusion and restraint minimization, and suicide reduction 80 .”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [80]
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- Premisecitation
Pay-for-performance models are increasingly advocated in the US and internationally.
“Pay-for-performance (now more often termed”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [89] source
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- Premisecitation
Routine outcome measurement that clinicians received and used with patients to decide treatment jointly improved quality of life.
“routine outcome measurement that was fed back to the clinician and used to make joint treatment decisions with the patient did lead to better quality of life 105”
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- Premisecitation
The Department of Veterans Affairs has sponsored national implementation of evidence-based psychotherapy for post-traumatic stress disorder.
“The Department has also sponsored the national implementation of evidence-based psychotherapy for post-traumatic stress disorder 88 .”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [88] source
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- Premisecitation
In the UK, the Commission for Quality and Innovation is implementing pay-for-performance for mental health, with payments based on meeting national quality improvement targets.
“In the UK, the Commission for Quality and Innovation is implementing payfor-performance for mental health, in which payments are based on meeting national quality improvement targets 96 .”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [96] source
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- Premisecitation
The Dutch initiative evaluates effectiveness of treatment, safety, and client satisfaction through ten measures repeated at the start and end of treatment.
“This evaluates three aspects of quality -effectiveness of treatment, safety and client satisfaction -through ten measures that are repeated at the start and end of treatment 78 .”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [78]
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- Premisecitation
There are emerging efforts to engage multi-stakeholder groups to solicit feedback throughout the entire process of quality measurement development and implementation.
“Finally, there are emerging efforts to engage multi-stakeholder groups to solicit feedback throughout the entire process of quality measurement development and implementation.”
Quote in the paperNot a substantial claim - Premisenone given
The principal outcome measures in Australia are the Health of the Nation Outcome Scales and a quality of life instrument.
“The principal outcome measures are the Health of the Nation Outcome Scales (HoNOS) and a quality of life instrument.”
Quote in the paperNot a substantial claim - Premisecitation
Many quality improvement methods from mental health care have shaped the field of implementation science.
“many of the quality improvement methods used in mental health care have influenced the growing field of implementation science 109”
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- Premisecitation
In the Netherlands, routine outcome monitoring has been incorporated into health insurance reimbursement mechanisms.
“In the Netherlands, routine outcome monitoring has been incorporated into health insurance reimbursement mechanisms.”
Quote in the paperNot a substantial claim - Premisecitation
The Institute for Healthcare Improvement Breakthrough series used business practices to integrate chronic illness care management for depression in primary care settings.
“The Institute for Healthcare Improvement Breakthrough series used business practices to integrate chronic illness care management for depression in primary care settings 94 .”
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- May combine two claims. 35
- Classified as probably not a substantial claim. 27
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PremisereasoningAdequate structure measures create infrastructure for reporting processes and outcomes and for improvement activities, but they do not show whether services are delivered with fidelity or whether outcomes are acceptable.
“However, while adequate structure measures create the necessary infrastructure for report-ing on processes and outcomes and conducting improvement activities, they do not provide sufficient detail as to whether quality services are actually being delivered as intended (fidelity) nor if the outcomes obtained are acceptable.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S4 (based). May combine two claims.
Premisenone givenMental disorders are common globally, but the quality of care for them has not risen as much as for physical health conditions.
“Mental disorders are common worldwide, yet the quality of care for these disorders has not increased to the same extent as that for physical conditions.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Premisenone givenStructure, process, and outcome measures have all been used for accreditation, standard setting, quality improvement, and accountability in health care generally and in mental health care.
“In general, structure, process and outcome measures have all been employed for accreditation, standard setting, quality improvement and accountability in health care generally and in mental health care.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationMental health care quality is poor and improves more slowly than general medical care quality.
“The level of mental health quality of care is poor and the rate of improvement is slow compared to general medical conditions 26 .”
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PremisecitationDespite the global burden of mental disorders, mental health care quality remains suboptimal and gaps in access to and receipt of services persist worldwide.
“Despite the contribution of mental disorders to the global burden of disease, the quality of care for these disorders remains suboptimal, and there are persistent gaps in access to and receipt of mental health services worldwide [12][13][14][15][16][17][18] .”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [12][13][14][15][16][17][18]
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PremisecitationThese measurement-based care programs do not reach all patients with mental disorders, and most health care providers do not routinely apply measurement-based care.
“However, these programs do not reach all patients with mental disorders, and a majority of health care providers do not routinely apply measurement-based care 48,49 .”
Quote in the paperSubstantial claim0 of 2 sources checkedMay combine two claims.
PremisecitationAmong people with mental disorders, disparities in care quality and outcomes are larger for racial and ethnic minorities and for lower socioeconomic status groups.
“Among persons with mental disorders, disparities in quality and outcomes of care are more pronounced for racial/ethnic minorities [6][7][8] , and those from lower socio-economic status groups 9 .”
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- cites [9] source
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PremisecitationSome recently reported measures for improved processes of care, such as appropriate pharmacotherapy, continuity of care, and psychotherapy use, are associated with reduced mortality and reduced symptom severity.
“Some notable exceptions that have been reported recently show that measures for improved processes of care (e.g., appropriate pharmacotherapy, continuity of care, and psychotherapy use) are associated with reduced mortality [28][29][30][31] and reduced symptom severity 32 .”
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- cites [32] source
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PremisecitationSevere mental illness is becoming a major health disparity category, with estimates that affected persons die 8 to 25 years earlier than the general population.
“Severe mental illness (e.g., schizophrenia and bipolar disorder) is emerging as a prominent health disparity category, given estimates that persons in this group die 8-25 years younger than the general population 10,11 .”
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- cites [11] source
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Interpretationnone givenEfforts to standardize mental health care quality measurement are evolving slowly worldwide.
“Worldwide, efforts to standardize mental health care quality measurement are slowly evolving.”
Quote in the paperNot a substantial claimMay combine two claims.
Premisenone givenMeasuring mental health care quality is difficult worldwide and can vary with how services are organized in each country.
“However, measuring quality of mental health care is challenging worldwide, as it can vary based on the organization of services by country.”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationThe chronic care model has been shown in multiple randomized trials to improve physical and mental health outcomes across different mental disorders with little to no added cost.
“The chronic care model has been shown in multiple randomized trials to improve physical and mental health outcomes across different mental disorders, with little to no added cost 42 .”
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Premisenone givenStructural components such as personnel, training, facilities, and policies supporting measurement-based care are fundamental to high-quality care.
“Health care structural components, such as resources (personnel, training, facilities) and policies that support measurement-based care, are fundamental to achieving high quality care.”
Quote in the paperNot a substantial claimMay combine two claims.
Premisenone givenOnly a few studies have linked quality-of-care process measures to improvements in patient functioning and clinical outcomes, which calls the clinical validity of these measures into question.
“Only a few studies have linked quality of care process measures to improvements in patient functioning and clinical outcomes, calling into question the clinical validity of these measures.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S4 (based). May combine two claims.
Premisenone givenRoutine measurement and reporting of care quality enables quality improvement at provider, clinic, and system levels and supports accountability mechanisms such as public reporting and financial rewards or penalties.
“Measuring and reporting quality of care on a routine basis enables the application of quality improvement at provider, clinic and health system levels, as well as accountability mechanisms that include public reporting and financial penalties and rewards.”
Quote in the paperNot a substantial claim- Rests on an assumption: Systematic measurement of mental health care quality can improve the quality of that care.
May combine two claims.
PremisecitationThe overall quality of mental health care has barely improved since the Institute of Medicine reports and has worsened in some cases.
“Nonetheless, the overall quality of mental health care has hardly improved since publication of these reports and, in some cases, has worsened over time 24 .”
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Premisenone givenMeasures are lacking for common mental health conditions such as anxiety disorders and are lacking in depth for evidence-based treatments such as psychotherapy.
“Measures are also lacking for mental health conditions commonly experienced in populations, such as anxiety disorders, and lacking in depth for evidence-based treatments such as psychotherapy.”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationThe IAPT initiative embedded routine outcome measurement using validated tools such as PHQ-9 and CORE and could demonstrate good outcomes that led to further funding.
“One of these areas is the abovementioned IAPT initiative, which embedded routine outcome measurementusing validated tools such as the PHQ-9 and the Clinical Outcomes in Routine Evaluation (CORE) -and could demonstrate good outcomes that have led to further funding into the initiative 71 .”
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Premisenone givenThe UK National Health Service has a long tradition of using electronic medical records in primary care for routine quality measurement, notably through the Quality Outcomes Framework.
“For example, the UK National Health Service has a long tradition of using electronic medical records in primary care for routine quality measurement, most notably through the Quality Outcomes Framework, the largest payment-by-results program in the world.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisereasoningThese non-health-care services often require coordination across providers, settings, agencies, and sectors, but there is little incentive to improve quality when no measures assess accountability.
“These services often require coordination across different providers, settings, agencies and even sectors, but there is little incentive to improve quality when there are no measures to assess accountability for these services.”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationInternational innovations in quality measurement include the WHO Assessment Instrument for Mental Health Systems and the International Initiative for Mental Health Leadership.
“International innovations in quality measurement include the World Health Organization (WHO)'s Assessment Instrument for Mental Health Systems 76 , and the International Initiative for Mental Health Leadership 77 , which provides data on reporting, ability to report, and ascertainment of data across countries.”
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PremisereasoningMental health providers often use separate electronic medical record systems from general medical providers or lack access to such systems, creating challenges for engaging the mental health field in quality measurement and improvement.
“In addition, mental health providers often use separate electronic medical record systems from their general medical provider counterparts, or do not have access to these systems at all, creating big challenges to engage the mental health field as a whole in quality measurement and improvement of care for patients who often require coordinated services across different sectors.”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationMany mental health care quality measures are not linked to existing data sources, which mostly rely on claims data rather than electronic health records or electronically reported patient outcomes.
“Currently, many mental health care quality measures are not linked to existing data sources, which mostly rely on claims data rather than data derived from electronic health records or electronicallyreported patient outcomes 26,65 .”
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- cites [65]
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PremisereasoningMental health care requires more team effort among psychiatrists, social workers, psychologists, and case managers, and mental health visits are typically longer because of the nature of the illnesses.
“Mental health care also requires more of a team effort between psychiatrists, social workers, psychologists and case managers, and mental health visits are typically longer, due to the nature of the illnesses.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationAdministrative burden and risk of gaming led to professional resistance, and the NHS mental health outcome-based reimbursement program has been indefinitely postponed in favor of smaller work areas.
“However, the administrative burden involved and the risk of gaming (i.e., biased reporting to improve apparent performance) has led to resistance from the profession 68,69 .The program has now been indefinitely postponed in implementation in favor of smaller areas of work 70 .”
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PremisecitationIn the US, despite parity laws and more than 500 measures for monitoring mental health care quality, only 5% of these measures are used in major quality reporting programs and only 10% have been endorsed by the National Quality Forum.
“Yet, despite the mental health parity laws passed ten years ago, which stipulate equal coverage for mental health conditions, and the availability of over 500 measures for monitoring quality of mental health care, only 5% of these measures are actually used in the above major quality reporting programs, and only 10% of the measures have been endorsed by the US National Quality Forum 60”
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PremisereasoningConsumers of mental health services may feel burdened by data gathering because of long-standing stigmatization and functional challenges.
“Still, due to long-standing stigmatization and functional challenges, consumers of mental health services may feel burdened by the data gathering.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
Premisenone givenLimited scientific evidence for mental health quality measures is a barrier to mental health quality measurement.
“This is due to a multitude of barriers specifically related to mental health, that involve limitations in policy and technology as well as limited scientific evidence for mental health quality measures, lack of provider training and support, and cultural barriers to integrating mental health care within general health environments.”
Quote in the paperSubstantial claimMay combine two claims.
Premisenone givenMany patient needs that providers address are non-health-care services such as employment, housing, education, criminal justice, and welfare, and the quality of these services is rarely measured.
“Moreover, many of the challenges that providers address with their patients include service needs beyond health care (employment, housing, education, criminal justice and welfare), and quality of care for these services is rarely measured to ensure improved mental health outcomes and recovery.”
Quote in the paperSubstantial claimMay combine two claims.
Premisenone givenAustralia mandated standard outcome measures for all mental health service users in 2000, and all Australian states signed agreements to submit routinely collected outcomes and case mix data.
“In Australia, the use of standard outcome measures for all mental health service users was mandated in 2000, and all Australian states have signed agreements to submit routinely collected outcomes and case mix data.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisenone givenThe Benchmarking Network was developed because of perceived inadequacy of the national data collection system and lack of feedback on the large amount of data collected.
“The Benchmarking Network was developed because of the perceived inadequacy of the national data collection system and the lack of feedback on the large amount of data collected.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe National Quality Forum uses a consensus process for review and endorsement of measures, including periods for public comment.
“The National Quality Forum uses a consensus process for review and endorsement of measures, including periods for public comment 100 .”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [100]
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisenone givenIn the Department of Veterans Affairs, quality measures are set by central leadership for implementation in more than 160 medical centers.
“In the Department of Veterans Affairs, quality measures are set by central leadership for implementation in over 160 medical centers.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe Measure Development Plan outlines a planned process that includes engaging stakeholders.
“The Measure Development Plan outlines the planned process, including engaging stakeholders 99 .”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [99]
Not checked in the free run.
May combine two claims.
PremisecitationThese initiatives reward providers for outcomes improvement and are increasingly used in mental health care.
“These initiatives reward providers for outcomes improvement and are also increasingly becoming used in mental health care 90,91 .”
Quote in the paperNot a substantial claim0 of 2 sources checked- cites [90]
Not checked in the free run.
- cites [91] source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Premisenone givenThe main focus has been to integrate mental health treatment into primary care, where most patients with mental health symptoms initially present.
“The main focus has been to integrate mental health treatment into primary care, where most patients with mental health symptoms initially present.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationOther innovations involve care beyond the clinic, including measurement of recovery-oriented services and incorporation of mobile health to capture outcome data.
“Other innovations involve care beyond the clinic walls, including the measurement of recovery-oriented services 92 and incorporation of mobile health to capture outcome data 65,93 .”
Quote in the paperNot a substantial claim0 of 3 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing).
PremisereasoningAs a ground-up initiative, the Benchmarking Network required a large degree of engagement and dynamic leadership.
“As a groundup initiative, the Benchmarking Network required a large degree of engagement and dynamic leadership.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningThe recommendations in this paper for improving mental health service quality are applicable to health care more broadly.
“The recommendations for improving quality of mental health services presented here can apply to health care in general.”
Quote in the paperNot a substantial claim- Rests on an assumption: Mental health has pioneered other health care innovations, such as community-based care, integrated care models, and patient-centered recovery measures.
- Rests on an assumption: Mental health services offer lessons that can guide the rest of health care toward a learning health care system.
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisenone givenThe Dutch initiative stipulates that indicators are collected centrally and published transparently to stimulate continuous quality improvement.
“The initiative stipulates that the indicators are collected centrally and published transparently to stimulate continuous quality improvement.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationByron et al. describe a process of engaging stakeholders at all levels of measure development and implementation for CHIPRA quality measures.
“Byron et al 98 describe a process of engaging stakeholders at all levels of measure development and implementation for Children's Health Insurance Program Reauthorization Act (CHIPRA) quality measures.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [98] source
Not checked in the free run.
May combine two claims.
PremisecitationRegular outcome assessment is linked to better service delivery and fewer readmissions.
“Regular outcome assessments have been linked to improvements in service delivery and lower readmission rates 103”
Quote in the paperSubstantial claim0 of 1 sources checked- cites [103] source
Not checked in the free run.
May combine two claims.
PremisecitationQuality of mental health care in the Department of Veterans Affairs has been widely documented, and regional variations in processes and outcomes of care are common.
“While quality of mental health care in the Department has been widely documented, regional variations in processes and outcomes of care are common [82][83][84][85][86] .”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [82][83][84][85][86]
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Premisenone givenThe US Centers for Medicare & Medicaid Services is deploying initiatives to improve provider use and engagement in evidence-based practices and delivery system changes to sustain them.
“The US Centers for Medicare & Medicaid Services is also deploying initiatives that seek to improve provider use/engagement in evidencebased practices as well as delivery system changes to sustain them.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisenone givenThe targets are set locally but with centrally agreed goals.
“The targets are set locally, but with centrally agreed goals.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationWhile frontline clinicians often provide input for quality measure development, feedback from consumers and caregivers is considered essential for buy-in.
“While frontline clinicians are often able to provide input for quality measures development, garnering feedback from consumers and their caregivers is also considered essential for buy-in 97 .”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [97]
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Interpretationnone givenInevitable variations in care delivery make development of quality measures more difficult in mental health.
“Nonetheless, inevitable variations in care delivery make the development of quality measures a more difficult process in the mental health field.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationImplementing the Australian initiative on a large scale required considerable investment in mental health providers, ongoing training, and a broad engagement program.
“To be able to implement this initiative on such a large scale required considerable investment in mental health providers, ongoing training and a broad program of engagement 79 .”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [79] source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe UK National Health Service Benchmarking Network is a collaboration among all mental health provider organizations that supply data to benchmark their practice against others.
“In the UK, the National Health Service Benchmarking Network 81 is a collabora-tion between all mental health provider organizations, which supply data to benchmark their own practice against others.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [81]
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Premisenone givenInnovations such as natural language processing or automated capture of information from electronic medical records are already being used to facilitate data capture for information not readily apparent from claims data.
“Innovations such as natural language processing, or the automated capture of information from electronic medical records, are already being used to facilitate data capture for information (e.g., homelessness or suicide risk) not readily apparent from claims data.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.
Interpretationnone givenImproving mental health care quality requires coordination among providers, participation of consumer advocates, and use of resources and incentives from payers and systems.
“Improving quality of mental health care is a team sport, requiring coordination across different providers, involvement of consumer advocates, and leveraging of resources and incentives from health care payers and systems.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationThe Department of Veterans Affairs has launched national initiatives to improve quality and reduce disparities in mental health care, notably through the Uniform Mental Health Services Handbook and deployment of mental health care managers in primary care.
“Hence, while regional service directors are ultimately responsible for improving quality, the Department has launched national initiatives to improve quality of care and reduce disparities in mental health care, notably through the implementation of the Uniform Mental Health Services Handbook 87 and the deployment of mental health care managers in primary care settings to promote integrated care.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [87]
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisenone givenIn the US, national efforts are underway to identify cross-cutting mental health care quality measures and to determine who owns responsibility for improving quality.
“In the US, national efforts are underway to identify cross-cutting mental health care quality measures and to determine who”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe Centers for Medicare & Medicaid Services recently convened technical expert panels to help develop, select, and maintain measures, including clinicians, statisticians, quality improvement experts, and methodologists.
“Moreover, the Centers for Medicare & Medicaid Services recently convened technical expert panels to help develop, select and maintain measures including clinicians, statisticians, quality improvement experts and methodologists 101 .”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites [101]
Not checked in the free run.
The paper relies on this without support.
Systematic measurement of mental health care quality can improve the quality of that care.
“We cannot improve what we cannot measure.”
The paper relies on this without support.
The barriers to mental health quality measurement can be mitigated by the innovations described in the paper.
“We describe several innovations that are underway worldwide which can mitigate these barriers.”
The paper relies on this without support.
Implementing the paper's recommendations would improve the quality of mental health care.
“Based on these experiences, we offer several recommendations for improving quality of mental health care.”
The paper relies on this without support.
Mental health has pioneered other health care innovations, such as community-based care, integrated care models, and patient-centered recovery measures.
“Indeed, mental health has led the way in other health care innovations, including moving care into the community, use of innovative models of integrated care, as well as measures of patientcentered recovery.”
The paper relies on this without support.
Mental health services offer lessons that can guide the rest of health care toward a learning health care system.
“Moreover, there are lessons learned from mental health services that will inform the rest of health care to adopt a learning health care system.”
The paper relies on this without support.
Mental health consumers and their families have long advocated for patient-centered care and attention to personal goals beyond medical services.
“For years, mental health consumers and their family members have advocated for”
The paper relies on this without support.
The varied composition of mental health providers requires the health care system to consider frontline staff perspectives, including nurses, social workers, and peer specialists, in quality improvement.
“The diverse nature of mental health providers also challenges the health care system to take into consideration the perspectives of frontline staff including nurses, social workers, and increasingly peer specialists in owning quality improvement.”
The paper relies on this without support.
Systematic quality outcome measurement is often motivated by policy or cost goals rather than individual treatment decisions, which can make staff see it as a low-value distraction.
“Too often systematic quality outcome measurement is driven by a desire to inform policy or reduce expenditure rather than improve treatment decisions for individuals, which may have an adverse effect if staff (who are meant to be collecting the data) perceive it as a distraction with little value.”
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?
Routine outcome monitoring (ROM), including the use of brief symptom measures on a session-by-session basis, is associated with improved outcomes in adult mental health care.
“there is a growing body of evidence indicating that routine outcome monitoring (ROM), including the use of brief symptom measures on a session-by-session basis, is associated with improved outcomes in adult mental health care (Kilbourne et al., 2018).”
From Intolerance of Uncertainty–Focused Treatment for Adolescents With Excessive Worry: A Pilot Feasibility Study (2020) · cites this paper as Kilbourne et al., 2018
The Recommendations section (page not supplied) links regular outcome assessment to improved service delivery and lower readmission rates, and clinician-feedback-based measurement to better quality of life. The Current State section describes frequent tracking of symptoms with measures such as the PHQ-9, but the copy does not establish that brief measures used session by session are associated with improved outcomes. (LLM, conf=0.85)
Experimental — accuracy not yet measuredShared decision-making increases adherence to prescribed treatment and improves long-term outcomes.
“In fact, shared process has proven to increase adherence to the prescribed treatment and improve long-term outcomes.”
From The role of shared decision-making in improving adherence to pharmacological treatments in patients with schizophrenia: A clinical review (2020) · cites this paper as [14]
Shared decision-making translates into more efficient allocation of healthcare resources.
“Furthermore, this has also translated in more efficient allocation of healthcare resources [13–15].”
From The role of shared decision-making in improving adherence to pharmacological treatments in patients with schizophrenia: A clinical review (2020) · cites this paper as [14]
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.
UK Benchmarking Network citation points to a VA report
MinorThe cited reference 81 is titled as a report on the US Department of Veterans Affairs, not the UK National Health Service Benchmarking Network named in the text.
“In the UK, the National Health Service Benchmarking Network 81 is a collabora-tion between all mental health provider organizations, which supply data to benchmark their own practice against others.”
“81. Hussey PS, Ringel JS, Ahluwalia S, et al. Re- sources and capabilities of the Department of Veterans Affairs to provide timely and accessi- ble care to veterans.”
Veterans Affairs handbook citation points to a UK framework paper
MinorThe text cites reference 87 for the Department of Veterans Affairs Uniform Mental Health Services Handbook, but reference 87 is a paper about the quality and outcomes framework.
“the Department has launched national initiatives to improve quality of care and reduce disparities in mental health care, notably through the implementation of the Uniform Mental Health Services Handbook 87”
“87. Roland M, Guthrie B. Quality and outcomes framework: what have we learnt?”
Cites
Crossing the Quality Chasm: A New Health System for the 21st Century
Committee on Quality of Health Care in America (2002) · Journal for Healthcare Quality · doi:10.1111/j.1945-1474.2002.tb00463.x · Cited by 8,508 · see citing works
Evaluating the quality of medical care
DONABEDIAN, A. (2005) · The Milbank Quarterly · doi:10.1111/j.1468-0009.2005.00397.x · Cited by 6,102 · see citing works
Whiteford, H. A., Degenhardt, L., Rehm, J., Baxter, A. J., Ferrari, A. J., Erskine, H. E., Charlson, F. J., Norman, R. E., Flaxman, A. D., Johns, N., et al. (2013) · The Lancet · doi:10.1016/s0140-6736(13)61611-6 · Cited by 6,006 · see citing works
Donabedian, A. (1988) · JAMA · doi:10.1001/jama.260.12.1743 · Cited by 5,895 · see citing works
Trivedi, M. H., Rush, A. J., Wisniewski, S. R., Nierenberg, A. A., Warden, D., Ritz, L., Norquist, G., Howland, R. H., Lebowitz, B., McGrath, P. J., et al. (2006) · American Journal of Psychiatry · doi:10.1176/appi.ajp.163.1.28 · Cited by 3,879 · see citing works
Walker, E. R., McGee, R. E., & Druss, B. G. (2015) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2014.2502 · Cited by 2,976 · see citing works
Improving Primary Care for Patients With Chronic Illness
Bodenheimer, T. (2002) · JAMA · doi:10.1001/jama.288.14.1775 · Cited by 2,961 · see citing works
Organizing Care for Patients with Chronic Illness
Wagner, E. H., Austin, B. T., & Korff, M. V. (1996) · The Milbank Quarterly · doi:10.2307/3350391 · Cited by 2,877 · see citing works
Rising morbidity and mortality in midlife among white non-Hispanic Americans in the 21st century
Case, A., & Deaton, A. (2015) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1518393112 · Cited by 2,759 · see citing works
Estimating the true global burden of mental illness
Vigo, D., Thornicroft, G., & Atun, R. (2016) · The Lancet Psychiatry · doi:10.1016/s2215-0366(15)00505-2 · Cited by 2,494 · see citing works
DE HERT, M., CORRELL, C. U., BOBES, J., CETKOVICH‐BAKMAS, M., COHEN, D., ASAI, I., DETRAUX, J., GAUTAM, S., MÖLLER, H., NDETEI, D. M., et al. (2011) · World Psychiatry · doi:10.1002/j.2051-5545.2011.tb00014.x · Cited by 2,488 · see citing works
The National Committee for Quality Assurance
Iglehart, J. K. (1996) · New England Journal of Medicine · doi:10.1056/nejm199609263351322 · Cited by 1,839 · see citing works
Leavitt, M. (2001) · PubMed · Cited by 1,835 · see citing works
Wang, P. S., Aguilar-Gaxiola, S., Alonso, J., Angermeyer, M. C., Borges, G., Bromet, E. J., Bruffaerts, R., de Girolamo, G., de Graaf, R., Gureje, O., et al. (2007) · The Lancet · doi:10.1016/s0140-6736(07)61414-7 · Cited by 1,655 · see citing works
Best care at lower cost: the path to continuously learning health care in America
Smith, M. A., Saunders, R., Stuckhardt, L., & McGinnis, J. M. (2014) · Choice Reviews Online · doi:10.5860/choice.51-3277 · Cited by 1,356 · see citing works
Liu, N. H., Daumit, G. L., Dua, T., Aquila, R., Charlson, F., Cuijpers, P., Druss, B., Dudek, K., Freeman, M., Fujii, C., et al. (2017) · World Psychiatry · doi:10.1002/wps.20384 · Cited by 865 · see citing works
Imaging Studies for Low Back Pain
Clearingh, N. Q. M., & Agency for Healthcare Research and (2008) · Journal of Pain & Palliative Care Pharmacotherapy · doi:10.1080/15360280802537332 · Cited by 653 · see citing works
Woltmann, E., Grogan-Kaylor, A., Perron, B., Georges, H., Kilbourne, A. M., & Bauer, M. S. (2012) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2012.11111616 · Cited by 603 · see citing works
Self-citationAdequacy of Treatment for Serious Mental Illness in the United States
Wang, P. S., Demler, O., & Kessler, R. C. (2002) · American Journal of Public Health · doi:10.2105/ajph.92.1.92 · Cited by 581 · see citing works
A Tipping Point for Measurement-Based Care
Fortney, J. C., Unützer, J., Wrenn, G. L., Pyne, J. M., Smith, G. R., Schoenbaum, M., & Harbin, H. T. (2016) · Psychiatric Services · doi:10.1176/appi.ps.201500439 · Cited by 568 · see citing works
Improving the Quality of Health Care for Mental and Substance-Use Conditions
Institute of Medicine (2006) · National Academies Press eBooks · doi:10.17226/11470 · Cited by 559 · see citing works
The Breakthrough Series: IHI’s Collaborative Model for Achieving Breakthrough Improvement
Institute for Healthcare Improvement (2004) · Diabetes Spectrum · doi:10.2337/diaspect.17.2.97 · Cited by 526 · see citing works
Depression and Advanced Complications of Diabetes
Lin, E. H. B., Rutter, C. M., Katon, W., Heckbert, S. R., Ciechanowski, P., Oliver, M. M., Ludman, E. J., Young, B. A., Williams, L. H., McCulloch, D. K., et al. (2010) · Diabetes Care · doi:10.2337/dc09-1068 · Cited by 519 · see citing works
mHealth: A Mechanism to Deliver More Accessible, More Effective Mental Health Care
Price, M., Yuen, E. K., Goetter, E. M., Herbert, J. D., Forman, E. M., Acierno, R., & Ruggiero, K. J. (2014) · Clinical Psychology & Psychotherapy · doi:10.1002/cpp.1855 · Cited by 488 · see citing works
Insel, T. R. (2009) · Archives of General Psychiatry · doi:10.1001/archgenpsychiatry.2008.540 · Cited by 459 · see citing works
Mortality gap for people with bipolar disorder and schizophrenia: UK-based cohort study 2000–2014
Hayes, J. F., Marston, L., Walters, K., King, M. B., & Osborn, D. P. J. (2017) · British Journal of Psychiatry · doi:10.1192/bjp.bp.117.202606 · Cited by 451 · see citing works
Hatfield, D., McCullough, L., Frantz, S. H. B., & Krieger, K. (2010) · Clinical Psychology & Psychotherapy · doi:10.1002/cpp.656 · Cited by 321 · see citing works
Chambers, D. A., Feero, W. G., & Khoury, M. J. (2016) · JAMA · doi:10.1001/jama.2016.3867 · Cited by 313 · see citing works
Assessing Racial/Ethnic Disparities in Treatment across Episodes of Mental Health Care
Cook, B. L., Zuvekas, S. H., Carson, N. J., Wayne, G. F., Vesper, A., & McGuire, T. G. (2013) · Health Services Research · doi:10.1111/1475-6773.12095 · Cited by 249 · see citing works
Quality and Outcomes Framework: what have we learnt?:
Roland, M., & Guthrie, B. (2016) · BMJ · doi:10.1136/bmj.i4060 · Cited by 215 · see citing works
Delivering stepped care: an analysis of implementation in routine practice
Richards, D. A., Bower, P., Pagel, C., Weaver, A., Utley, M., Cape, J., Pilling, S., Lovell, K., Gilbody, S., Leibowitz, J., et al. (2012) · Implementation Science · doi:10.1186/1748-5908-7-3 · Cited by 183 · see citing works
Why Don't Psychiatrists Use Scales to Measure Outcome When Treating Depressed Patients?
Zimmerman, M., & McGlinchey, J. B. (2008) · The Journal of Clinical Psychiatry · doi:10.4088/jcp.v69n1209 · Cited by 179 · see citing works
Comparing VA and Non-VA Quality of Care: A Systematic Review
O’Hanlon, C. E., Huang, C. Y., Sloss, E. M., Price, R. A., Hussey, P. S., Farmer, C. M., & Gidengil, C. A. (2016) · Journal of General Internal Medicine · doi:10.1007/s11606-016-3775-2 · Cited by 176 · see citing works
Measurement-Based Care in Psychiatric Practice
Harding, K. J. K., Rush, A. J., Arbuckle, M. R., Trivedi, M. H., & Pincus, H. A. (2011) · The Journal of Clinical Psychiatry · doi:10.4088/jcp.10r06282whi · Cited by 174 · see citing works
Self-citationQuality Improvement With Pay-for-Performance Incentives in Integrated Behavioral Health Care
Unützer, J., Chan, Y.-F., Hafer, E., Knaster, J., Shields, A., Powers, D., & Veith, R. C. (2012) · American Journal of Public Health · doi:10.2105/ajph.2011.300555 · Cited by 167 · see citing works
Use of standardised outcome measures in adult mental health services: Randomised controlled trial
Slade, M., McCrone, P., Kuipers, E., Leese, M., Cahill, S., Parabiaghi, A., Priebe, S., & Thornicroft, G. (2006) · British Journal of Psychiatry · doi:10.1192/bjp.bp.105.015412 · Cited by 147 · see citing works
Screening, assessment, and management of depression in VA primary care clinics
Oslin, D. W., Ross, J., Sayers, S. L., Murphy, J. M., Kane, V., & Katz, I. R. (2005) · Journal of General Internal Medicine · doi:10.1111/j.1525-1497.2005.0267.x · Cited by 143 · see citing works
Coleman, K. J., Stewart, C., Waitzfelder, B. E., Zeber, J. E., Morales, L. S., Ahmed, A. T., Ahmedani, B. K., Beck, A., Copeland, L. A., Cummings, J. R., et al. (2016) · Psychiatric Services · doi:10.1176/appi.ps.201500217 · Cited by 129 · see citing works
Morgan, M. A. J., Coates, M. J., Dunbar, J. A., Reddy, P., Schlicht, K., & Fuller, J. (2013) · BMJ Open · doi:10.1136/bmjopen-2012-002171 · Cited by 123 · see citing works
Challenges and Opportunities in Measuring the Quality of Mental Health Care
Kilbourne, A. M., Keyser, D. J., & Pincus, H. A. (2010) · The Canadian Journal of Psychiatry · doi:10.1177/070674371005500903 · Cited by 110 · see citing works
Self-citationInequities in access to depression treatment: results of the Brazilian National Health Survey – PNS
Lopes, C. D. S., Hellwig, N., Silva, G. A. E., & Menezes, P. R. (2016) · International Journal for Equity in Health · doi:10.1186/s12939-016-0446-1 · Cited by 110 · see citing works
The detection and treatment of depression in the physically ill
Goldberg, D. P. (2010) · World Psychiatry · doi:10.1002/j.2051-5545.2010.tb00256.x · Cited by 103 · see citing works
Harris, M., Hobbs, M. J., Burgess, P. M., Pirkis, J., Diminic, S., Siskind, D. J., Andrews, G., & Whiteford, H. (2015) · The Medical Journal of Australia · doi:10.5694/mja14.00297 · Cited by 93 · see citing works
Tew, J., Klaus, J., & Oslin, D. W. (2010) · Families, Systems, & Health · doi:10.1037/a0020249 · Cited by 87 · see citing works
A review of mental health recovery programs in selected industrialized countries
Pincus, H. A., Spaeth-Rublee, B., Sara, G., Goldner, E. M., Prince, P. N., Ramanuj, P., Gaebel, W., Zielasek, J., Großimlinghaus, I., Wrigley, M., et al. (2016) · International Journal of Mental Health Systems · doi:10.1186/s13033-016-0104-4 · Cited by 85 · see citing works
Self-citationQuality Measures For Mental Health And Substance Use: Gaps, Opportunities, And Challenges
Pincus, H. A., Scholle, S. H., Spaeth-Rublee, B., Hepner, K. A., & Brown, J. (2016) · Health Affairs · doi:10.1377/hlthaff.2016.0027 · Cited by 82 · see citing works
Self-citationPay for Performance in Behavioral Health
Bremer, R. W., Scholle, S. H., Keyser, D. J., Houtsinger, J. K., & Pincus, H. A. (2008) · Psychiatric Services · doi:10.1176/ps.2008.59.12.1419 · Cited by 80 · see citing works
Self-citationEmerging models of depression care: multi‐level (‘6 P’) strategies
Pincus, H. A., Hough, L., Houtsinger, J. K., Rollman, B. L., & Frank, R. G. (2003) · International Journal of Methods in Psychiatric Research · doi:10.1002/mpr.142 · Cited by 76 · see citing works
Self-citationUniform Mental Health Services in VA Medical Centers and Clinics
(2008) · PsycEXTRA Dataset · doi:10.1037/e553462011-001 · Cited by 72 · see citing works
Sayer, N. A., Rosen, C. S., Bernardy, N. C., Cook, J. M., Orazem, R. J., Chard, K. M., Mohr, D. C., Kehle-Forbes, S. M., Eftekhari, A., Crowley, J., et al. (2017) · Administration and Policy in Mental Health and Mental Health Services Research · doi:10.1007/s10488-017-0809-y · Cited by 68 · see citing works
Hall, C. L., Moldavsky, M., Taylor, J. D., Sayal, K. S., Marriott, M., Batty, M. J., Pass, S., & Hollis, C. P. (2013) · European Child & Adolescent Psychiatry · doi:10.1007/s00787-013-0454-2 · Cited by 51 · see citing works
Behavioral Health Information Technology: From Chaos To Clarity
Ranallo, P. A., Kilbourne, A. M., Whatley, A. S., & Pincus, H. A. (2016) · Health Affairs · doi:10.1377/hlthaff.2016.0013 · Cited by 49 · see citing works
Self-citationPriebe, S., McCabe, R., Bullenkamp, J., Hansson, L., Rössler, W., Torres-Gonzales, F., & Wiersma, D. (2002) · Epidemiologia e Psichiatria Sociale · doi:10.1017/s1121189x00005728 · Cited by 45 · see citing works
The current state of behavioral health quality measures: where are the gaps?
Patel, M. M., Brown, J. D., Croake, S., Lewis, R., Liu, J., Patton, L., Potter, D. E. B., & Scholle, S. H. (2015) · Psychiatric Services · doi:10.1176/appi.ps.201400589 · Cited by 41 · see citing works
Watkins, K. E., Smith, B., Akıncıgil, A., Sorbero, M. E. S., Paddock, S. M., Woodroffe, A., Huang, C. S., Crystal, S., & Pincus, H. A. (2015) · Psychiatric Services · doi:10.1176/appi.ps.201400537 · Cited by 39 · see citing works
Self-citationHealth, R. (2015) · RAND Corporation eBooks · doi:10.7249/rr1165.2 · Cited by 38 · see citing works
Carson, N. J., Vesper, A., Chen, C., & Cook, B. L. (2014) · Psychiatric Services · doi:10.1176/appi.ps.201300139 · Cited by 37 · see citing works
The value of electronic medical record implementation in mental health care: a case study
Riahi, S., Fischler, I., Stuckey, M. I., Klassen, P. E., & Chen, J. (2017) · JMIR Medical Informatics · doi:10.2196/medinform.6512 · Cited by 37 · see citing works
Harris, A. H. S., Gupta, S., Bowe, T. R., Ellerbe, L. S., Phelps, T. E., Rubinsky, A. D., Finney, J. W., Asch, S. M., Humphreys, K. N., & Trafton, J. A. (2015) · Addiction Science & Clinical Practice · doi:10.1186/s13722-015-0042-5 · Cited by 36 · see citing works
New users of antidepressant medications: first episode duration and predictors of discontinuation
Lu, C. Y., & Roughead, E. E. (2011) · European Journal of Clinical Pharmacology · doi:10.1007/s00228-011-1087-3 · Cited by 36 · see citing works
Burgess, P., Coombs, T., Clarke, A., Dickson, R., & Pirkis, J. (2012) · International Journal of Mental Health Systems · doi:10.1186/1752-4458-6-4 · Cited by 36 · see citing works
Watkins, K. E., Paddock, S. M., Hudson, T. J., Ounpraseuth, S., Schrader, A. M., Hepner, K. A., & Sullivan, G. (2016) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2016.06.001 · Cited by 36 · see citing works
Ashaye, O., Livingston, G., & Orrell, M. W. (2003) · Aging & Mental Health · doi:10.1080/1360786031000101166 · Cited by 35 · see citing works
Kilbourne, A. M., Fullerton, C. A., Dausey, D. J., Pincus, H. A., & Hermann, R. C. (2010) · BMJ Quality & Safety · doi:10.1136/qshc.2008.027706 · Cited by 33 · see citing works
Self-citationDruss, B. G., & Dimitropoulos, L. (2013) · General Hospital Psychiatry · doi:10.1016/j.genhosppsych.2013.03.012 · Cited by 32 · see citing works
Byron, S. C., Gardner, W., Kleinman, L. C., Mangione-Smith, R., Moon, J., Sachdeva, R., Schuster, M. A., Freed, G. L., Smith, G., & Scholle, S. H. (2014) · Academic Pediatrics · doi:10.1016/j.acap.2014.06.013 · Cited by 31 · see citing works
Bao, Y., McGuire, T. G., Chan, Y.-F., Eggman, A. A., Ryan, A. M., BRUCE, M. L., Pincus, H. A., Hafer, E., & Unützer, J. (2017) · PubMed · Cited by 30 · see citing works
Self-citationCost-utility of collaborative care for major depressive disorder in primary care in the Netherlands
Goorden, M., Huijbregts, K. M. L., van Marwijk, H. W. J., Beekman, A. T. F., van der Feltz-Cornelis, C. M., & Hakkaart-van Roijen, L. (2015) · Journal of Psychosomatic Research · doi:10.1016/j.jpsychores.2015.06.006 · Cited by 26 · see citing works
Frequency and Adequacy of Depression Treatment in a Canadian Population Sample
Esposito, E., Wang, J., Adair, C. E., Williams, J. V. A., Dobson, K. S., Schopflocher, D., Mitton, C., Newman, S. C., Beck, C. A., Barbui, C., et al. (2007) · The Canadian Journal of Psychiatry · doi:10.1177/070674370705201205 · Cited by 25 · see citing works
Association between process measures and mortality in individuals with opioid use disorders
Watkins, K. E., Paddock, S. M., Hudson, T. J., Ounpraseuth, S., Schrader, A. M., Hepner, K. A., & Stein, B. D. (2017) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2017.03.033 · Cited by 23 · see citing works
Hussey, P. S., Ringel, J. S., Ahluwalia, S., Price, R. A., Buttorff, C., Concannon, T. W., Lovejoy, S. L., Martsolf, G. R., Rudin, R. S., Schultz, D., et al. (2016) · Europe PMC (PubMed Central) · Cited by 22 · see citing works
Shields, M. C., & Rosenthal, M. B. (2016) · Psychiatric Services · doi:10.1176/appi.ps.201600074 · Cited by 19 · see citing works
Developing Medical Record–Based Performance Indicators to Measure the Quality of Mental Healthcare
Watkins, K. E., Horvitz-Lennon, M. V., Caldarone, L. B., Shugarman, L. R., Smith, B., Mannle, T. E., Kivlahan, D. R., & Pincus, H. A. (2010) · Journal for Healthcare Quality · doi:10.1111/j.1945-1474.2010.00128.x · Cited by 18 · see citing works
Self-citationWatkins, K. E., Keyser, D. J., Smith, B., Mannle, T. E., Kivlahan, D. R., Paddock, S. M., Mattox, T., Horvitz-Lennon, M. V., & Pincus, H. A. (2010) · Journal for Healthcare Quality · doi:10.1111/j.1945-1474.2010.00109.x · Cited by 18 · see citing works
Self-citationClustering in mental health payment by results: a critical summary for the clinician
Yeomans, D. (2014) · Advances in Psychiatric Treatment · doi:10.1192/apt.bp.113.011320 · Cited by 16 · see citing works
Person centred coordinated care: where does the QOF point us?
McShane, M., & Mitchell, E. (2015) · BMJ · doi:10.1136/bmj.h2540 · Cited by 15 · see citing works
Hepner, K. A., Paddock, S. M., Watkins, K. E., Solomon, J., Blonigen, D. M., & Pincus, H. A. (2014) · Psychiatric Services · doi:10.1176/appi.ps.201200385 · Cited by 14 · see citing works
Self-citationSeibert, J., Fields, S., Fullerton, C. A., Mark, T. L., Malkani, S., Walsh, C., Ehrlich, E. D., Imshaug, M. C., & Tabrizi, M. J. (2015) · Psychiatric Services · doi:10.1176/appi.ps.201400130 · Cited by 13 · see citing works
Predictive Validity of a Quality Measure for Intensive Substance use Disorder Treatment
Schmidt, E. M., Gupta, S., Bowe, T., Ellerbe, L. S., Phelps, T. E., Finney, J. W., Asch, S. M., Humphreys, K., Trafton, J., Vanneman, M., et al. (2017) · Substance Abuse · doi:10.1080/08897077.2016.1212779 · Cited by 12 · see citing works
Predictive Validity of Outpatient Follow-up After Detoxification as a Quality Measure
Schmidt, E. M., Gupta, S., Bowe, T. R., Ellerbe, L. S., Phelps, T. E., Finney, J. W., Humphreys, K. N., Trafton, J. A., Vanneman, M. E., & Harris, A. H. S. (2017) · Journal of Addiction Medicine · doi:10.1097/adm.0000000000000298 · Cited by 11 · see citing works
Pincus, H. A., Jun, M., Franx, G. C., Feltz-Cornelis, C. M. V. D., Ito, H., & Mossialos, E. A. (2015) · Psychiatric Services · doi:10.1176/appi.ps.201400461 · Cited by 10 · see citing works
Self-citationPerformance measurement for co-occurring mental health and substance use disorders
Dausey, D. J., Pincus, H. A., & Herrell, J. M. (2009) · Substance Abuse Treatment Prevention and Policy · doi:10.1186/1747-597x-4-18 · Cited by 10 · see citing works
Self-citationQuality of care measures for the management of unhealthy alcohol use
Hepner, K. A., Watkins, K. E., Farmer, C. M., Rubenstein, L. V., Pedersen, E. R., & Pincus, H. A. (2017) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2016.11.006 · Cited by 8 · see citing works
Self-citationRamanuj, P. P., Breslau, J., Strathdee, G., Spaeth-Rublee, B., & Pincus, H. A. (2017) · Psychiatric Services · doi:10.1176/appi.ps.201600095 · Cited by 5 · see citing works
Self-citationMartsolf, G. R., Osilla, K. C., Mandel, D., Hepner, K. A., & Farmer, C. M. (2016) · Rand health quarterly · doi:10.7249/rhq-05-04-16 · Cited by 4 · see citing works
Wang, R., Shaw, I., & Middleton, H. (2015) · Mental Health Review Journal · doi:10.1108/mhrj-03-2014-0008 · Cited by 3 · see citing works
Behavioral Health Integration in Primary Care: A Review and Implications for Payment ReformPreprint
Zivin, K., O’Malley, A. S., Bigby, J., Brown, J., & Rich, E. C. (n.d.) · RePEc: Research Papers in Economics · Cited by 2 · see citing works
Flagged first, then by citations
2 of the 90 references couldn’t be matched to a known paper.
Research works printed but not linked: 18
- England NHS, 2016, Adult mental health: common mental health problems. Implementing the five year forward view for mental health
- US Department of Defense, 2016, Plan for development of procedure to measure data on mental health care provided by the Department of Defense
- US Institute for Clinical Systems Improvement, 2016, The DIAMOND program: treatment for patients with depression in primary care
- US Centers for Medicare & Medicaid Services, 2017, Value‐based payment modifier
- US Centers for Medicare & Medicaid Services, 2017, Physician compare
- US Centers for Medicare & Medicaid Services, 2017, Hospital compare
- US Centers for Medicare & Medicaid Services, 2017, Inpatient Psychiatric Facilities Quality Reporting (IPFQR) Program
- Institute of Medicine US, 2015, Psychosocial interventions for mental and substance use disorders: a framework for establishing evidence‐based standards
- Gaynes B, 2015, Relationship between use of quality measures and improved outcomes in serious mental illness
- US Substance Abuse and Mental Health Services Administration, 2015, Recovery and recovery support
- Royal College of Psychiatrists UK, 2014, Royal College of Psychiatrists' statement on mental health Payment Systems (formerly Payment by Results)
- US Department of Veterans Affairs, 2017, VA is working to end homelessness among veterans
- World Health Organization, 2009, WHO‐AIMS mental health systems in selected low‐income and middle‐income countries: a WHO‐AIMS cross‐national analysis
- International Initiative for Mental Health Leadership, 2016, IIMHL and IIDL Annual report
- US Institute of Medicine, 2015, Quality measurement. Psychosocial interventions for mental and substance use disorders: a framework for establishing evidence‐based standards
- US Centers for Medicare & Medicaid Services, 2016, CMS quality measure development plan: supporting the transition to the Merit‐based Incentive Payment System (MIPS) and Alternative Payment Models (APMs)
- US Centers for Medicare & Medicaid Services, 2017, Technical expert panels
- NHS Scotland, 2008, Mental health project final report
Cited by
Sorted by citations
Economics and mental health: the current scenario
Knapp, M., & Wong, G. (2020) · World Psychiatry · doi:10.1002/wps.20692 · Cited by 409 · see citing works
Frank, H. E., Becker-Haimes, E., & Kendall, P. (2020) · Clinical Psychology · doi:10.1111/cpsp.12330 · Cited by 271 · see citing works
Giallonardo, V., Sampogna, G., Del Vecchio, V., Luciano, M., Albert, U., Carmassi, C., Carrà, G., Cirulli, F., Dell’Osso, B., Nanni, M. G., et al. (2020) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2020.00533 · Cited by 250 · see citing works
Hickie, I. B., Scott, E. M., Cross, S. P., Iorfino, F., Davenport, T. A., Guastella, A. J., Naismith, S. L., Carpenter, J. S., Rohleder, C., Crouse, J. J., et al. (2019) · Medical Journal of Australia · doi:10.5694/mja2.50383 · Cited by 208 · see citing works
Malgaroli, M., Hull, T. D., Zech, J. M., & Althoff, T. (2023) · Translational Psychiatry · doi:10.1038/s41398-023-02592-2 · Cited by 217 · see citing works
An AI-based decision support system for predicting mental health disorders
Tutun, S., Johnson, M. E., Ahmed, A., Albizri, A., Irgil, S., Yesilkaya, I., Ucar, E. N., Sengun, T., & Harfouche, A. (2023) · Information Systems Frontiers · doi:10.1007/s10796-022-10282-5 · Cited by 177 · see citing works
Carbonell, Á., Navarro‐Pérez, J., & Mestre, M. (2020) · Health & Social Care in the Community · doi:10.1111/hsc.12968 · Cited by 174 · see citing works
ChatGPT is not ready yet for use in providing mental health assessment and interventions
Dergaa, I., Fekih-Romdhane, F., Hallit, S., Loch, A. A., Glenn, J. M., Fessi, M. S., Ben Aissa, M., Souissi, N., Guelmami, N., Swed, S., et al. (2024) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2023.1277756 · Cited by 125 · see citing works
Wittkowski, A., Vatter, S., Muhinyi, A., Garrett, C., & Henderson, M. (2020) · Clinical Psychology Review · doi:10.1016/j.cpr.2020.101906 · Cited by 121 · see citing works
Evolving Models of Integrated Behavioral Health and Primary Care
Ramanuj, P., Ferenchick, E. K., Docherty, M. J., Spaeth‐Rublee, B., & Pincus, H. A. (2019) · Current Psychiatry Reports · doi:10.1007/s11920-019-0985-4 · Cited by 126 · see citing works
Self-citationQuantifying the association between psychotherapy content and clinical outcomes using deep learning
Ewbank, M. P., Cummins, R., Tablan, V., Bateup, S., Catarino, A., Martin, A. J., & Blackwell, A. D. (2020) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2019.2664 · Cited by 108 · see citing works
Kaggwa, M. M., Kajjimu, J., Sserunkuuma, J., Najjuka, S. M., Atim, L. M., Olum, R., Tagg, A., & Bongomin, F. (2021) · PLoS ONE · doi:10.1371/journal.pone.0256402 · Cited by 113 · see citing works
Pandemi COVID-19 dan Tantangan Kebijakan Kesehatan Mental di Indonesia
Ridlo, I. A. (2020) · INSAN Jurnal Psikologi dan Kesehatan Mental · doi:10.20473/jpkm.v5i22020.162-171 · Cited by 133 · see citing works
Efficacy and acceptability of interventions for co-occurring PTSD and SUD: A meta-analysis
Simpson, T. L., Goldberg, S. B., Louden, D. N., Blakey, S. M., Hawn, S. E., Lott, A. M. K., Browne, K. C., Lehavot, K., & Kaysen, D. L. (2021) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2021.102490 · Cited by 108 · see citing works
Fiorillo, A., Barlati, S., Bellomo, A., Corrivetti, G., Nicolò, G., Sampogna, G., Stanga, V., Veltro, F., Maina, G., & Vita, A. (2020) · Annals of General Psychiatry · doi:10.1186/s12991-020-00293-4 · Cited by 110 · see citing works
A computational study of mental health awareness campaigns on social media
Saha, K., Torous, J., Ernala, S. K., Rizuto, C., Stafford, A., & De Choudhury, M. (2019) · Translational Behavioral Medicine · doi:10.1093/tbm/ibz028 · Cited by 93 · see citing works
Evidence Base Update for Brief, Free, and Accessible Youth Mental Health Measures
Becker‐Haimes, E. M., Tabachnick, A. R., Last, B. S., Stewart, R. E., Hasan-Granier, A., & Beidas, R. S. (2019) · Journal of Clinical Child & Adolescent Psychology · doi:10.1080/15374416.2019.1689824 · Cited by 95 · see citing works
Assessing and Improving the Quality in Mental Health Services
Samartzis, L., & Talias, M. A. (2019) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17010249 · Cited by 92 · see citing works
Kohrt, B. A., Jordans, M. J. D., Turner, E. L., Rai, S., Gurung, D., Dhakal, M., Bhardwaj, A., Lamichhane, J., Singla, D. R., Lund, C., et al. (2021) · JAMA Network Open · doi:10.1001/jamanetworkopen.2021.31475 · Cited by 90 · see citing works
Fernandes, S., Fond, G. B., Zendjidjian, X. Y., Baumstarck, K., Lançon, C., Berna, F. S., Schürhoff, F., Aouizerate, B., Henry, C., Étain, B., et al. (2020) · Patient Preference and Adherence · doi:10.2147/ppa.s255264 · Cited by 82 · see citing works
Golden, T. L., Springs, S., Kimmel, H. J., Gupta, S., Tiedemann, A., Sandu, C. C., & Magsamen, S. H. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.649840 · Cited by 79 · see citing works
Hickie, I., Davenport, T., Burns, J., Milton, A., Ospina-Pinillos, L., Whittle, L., Ricci, C. S., McLoughlin, L., Mendoza, J., Cross, S., et al. (2019) · Medical Journal of Australia · doi:10.5694/mja2.50349 · Cited by 59 · see citing works
Bentley, N., Hartley, S., & Bucci, S. (2019) · Clinical Child and Family Psychology Review · doi:10.1007/s10567-018-00273-x · Cited by 71 · see citing works
Danieli, M., Ciulli, T., Mousavi, S. M., & Riccardi, G. (2021) · JMIR Formative Research · doi:10.2196/30053 · Cited by 64 · see citing works
“As the requirement for mental health services is widespread [8] and with the current COVID-19 pandemic creating a spike in demand (as stated by the World Health Organization surveys on October 10, 2020 [9,10]), there is a greater awareness of these apps among mental health professionals [11,12].”
Alegria, M. M., Nakash, O., & NeMoyer, A. (2018) · World Psychiatry · doi:10.1002/wps.20486 · Cited by 65 · see citing works
Depression in primary care: part 2—management
Ramanuj, P., Ferenchick, E. K., & Pincus, H. A. (2019) · BMJ · doi:10.1136/bmj.l835 · Cited by 62 · see citing works
Self-citationTo Utility and Beyond! Specifying and Advancing the Utility of Measurement-Based Care for Youth
McLeod, B. D., Jensen‐Doss, A., Lyon, A. R., Douglas, S. R., & Beidas, R. S. (2022) · Journal of Clinical Child & Adolescent Psychology · doi:10.1080/15374416.2022.2042698 · Cited by 60 · see citing works
Hull, T. D., Malgaroli, M., Gazzaley, A., Akiki, T. J., Madan, A., Vando, L., Arden, K., Swain, J., Klotz, M., & Paleos, C. (2022) · Journal of Affective Disorders · doi:10.1016/j.jad.2022.07.004 · Cited by 58 · see citing works
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Noubani, A., Diaconu, K., Ghandour, L. A., Koussa, M. E., Loffreda, G., & Saleh, S. S. (2020) · Globalization and Health · doi:10.1186/s12992-020-00556-5 · Cited by 58 · see citing works
Wong, B. H.-C., Cross, S., Zavaleta-Ramírez, P., Bauda, I., Hoffman, P. E., Ibeziako, P. I., Nussbaum, L. A., Berger, G. E., Hassanian‐Moghaddam, H., Kapornai, K., et al. (2023) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1016/j.jaac.2022.11.016 · Cited by 57 · see citing works
Emergent Crisis of COVID-19 Pandemic: Mental Health Challenges and Opportunities
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Sreeram, A., Cross, W. M., & Townsin, L. (2022) · Journal of Psychiatric and Mental Health Nursing · doi:10.1111/jpm.12840 · Cited by 79 · see citing works
Crespo-González, C., Dineen‐Griffin, S., Rae, J., & Hill, R. A. (2022) · Research in Social and Administrative Pharmacy · doi:10.1016/j.sapharm.2022.06.006 · Cited by 55 · see citing works
Reangsing, C., Lauderman, C., & Schneider, J. K. (2022) · Journal of Integrative and Complementary Medicine · doi:10.1089/jicm.2021.0036 · Cited by 53 · see citing works
Nilsén, P., Svedberg, P., Nygren, J., Frideros, M., Johansson, J., & Schueller, S. M. (2022) · Implementation Research and Practice · doi:10.1177/26334895221112033 · Cited by 56 · see citing works
Wahlund, T., Andersson, E., Jolstedt, M., Perrin, S., Vigerland, S., & Serlachius, E. (2020) · Cognitive and Behavioral Practice · doi:10.1016/j.cbpra.2019.06.002 · Cited by 49 · see citing works
Aass, L. K., Moen, Ø. L., Skundberg‐Kletthagen, H., Lundqvist, L., & Schröder, A. (2021) · Journal of Clinical Nursing · doi:10.1111/jocn.15948 · Cited by 47 · see citing works
PRODUÇÃO DO CUIDADO EM SAÚDE MENTAL: PRÁTICAS TERRITORIAIS NA REDE PSICOSSOCIAL
Campos, D. B., Bezerra, I. C., & Jorge, M. S. B. (2019) · Trabalho Educação e Saúde · doi:10.1590/1981-7746-sol00231 · Cited by 46 · see citing works
Horgan, S. A., Prorok, J. C., Ellis, K., Mullaly, L., Cassidy, K.-L., Seitz, D. P., & Checkland, C. (2024) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph21060664 · Cited by 44 · see citing works
Assessing quality indicators related to mental health emergency room utilization
Fleury, M., Fortin, M., Rochette, L., Grenier, G., Huỳnh, C., Pelletier, É., & Vasiliadis, H. (2019) · BMC Emergency Medicine · doi:10.1186/s12873-019-0223-8 · Cited by 41 · see citing works
Iorfino, F., Occhipinti, J., Skinner, A., Davenport, T. A., Rowe, S. C., Prodan, A., Sturgess, J., & Hickie, I. B. (2021) · Journal of Medical Internet Research · doi:10.2196/25331 · Cited by 39 · see citing works
Mapping Evidence of Patients’ Experiences in Integrated Care: A Scoping Review
Youssef, A., Chaudhary, Z. K., Wiljer, D., Mylopoulos, M., & Sockalingam, S. (2019) · General Hospital Psychiatry · doi:10.1016/j.genhosppsych.2019.08.004 · Cited by 36 · see citing works
Adaptation, Personalization and Capacity in Mental Health Treatments: A Balancing Act?
Bennett, S. D., & Shafran, R. (2023) · Current Opinion in Psychiatry · doi:10.1097/yco.0000000000000834 · Cited by 36 · see citing works
Wilson, J., Dobson, O., Langcake, A., Mishra, P., Bryant, Z., Leung, J., Dawson, D., Graham, M., Teesson, M., Freeman, T. P., et al. (2026) · The Lancet Psychiatry · doi:10.1016/s2215-0366(26)00015-5 · Cited by 34 · see citing works
Evaluating quality in adolescent mental health services: a systematic review
Quinlan-Davidson, M., Roberts, K. J. S., Devakumar, D., Sawyer, S. M., Cortez, R. A., & Kiss, L. (2021) · BMJ Open · doi:10.1136/bmjopen-2020-044929 · Cited by 35 · see citing works
Mental well-being through HR analytics: investigating an employee supportive framework
Lathabhavan, R. (2023) · Personnel Review · doi:10.1108/pr-11-2022-0836 · Cited by 34 · see citing works
Multi-Label Multi-Task Deep Learning for Behavioral Coding
Gibson, J., Atkins, D. C., Creed, T. A., Imel, Z., Georgiou, P., & Narayanan, S. (2019) · IEEE Transactions on Affective Computing · doi:10.1109/taffc.2019.2952113 · Cited by 33 · see citing works
Fauk, N. K., Ziersch, A. M., Gesesew, H. A., Ward, P., & Mwanri, L. (2021) · SSM - Mental Health · doi:10.1016/j.ssmmh.2021.100058 · Cited by 30 · see citing works
Wright, B., Fearon, P. R. M., Garside, M., Tsappis, E., Amoah, E., Glaser, D., Allgar, V. L., Minnis, H., Woolgar, M., Churchill, R. C., et al. (2023) · Health Technology Assessment · doi:10.3310/ivcn8847 · Cited by 32 · see citing works
Improving quality of mental health care in low‐resource settings: lessons from PRIME
Lund, C. (2018) · World Psychiatry · doi:10.1002/wps.20489 · Cited by 29 · see citing works
Ashcroft, R., Menear, M., Greenblatt, A., Silveira, J., Dahrouge, S., Sunderji, N., Emode, M., Booton, J., Muchenje, M., Cooper, R. B., et al. (2021) · Health Expectations · doi:10.1111/hex.13242 · Cited by 29 · see citing works
Iorfino, F., Piper, S. E., Prodan, A., LaMonica, H. M., Davenport, T. A., Lee, G. Y., Capon, W., Scott, E. M., Occhipinti, J., & Hickie, I. B. (2021) · Frontiers in Health Services · doi:10.3389/frhs.2021.745456 · Cited by 29 · see citing works
Storm, M., Fortuna, K. L., Gill, E., Pincus, H. A., BRUCE, M. L., & Bartels, S. J. (2020) · Psychiatric Rehabilitation Journal · doi:10.1037/prj0000404 · Cited by 29 · see citing works
Self-citationAlkish, I., Iyiola, K., Alzubi, A. B., & Aljuhmani, H. Y. (2025) · Sustainability · doi:10.3390/su17104365 · Cited by 35 · see citing works
Mayston, R., Ebhohimen, K., & Jacob, K. (2020) · Epidemiology and Psychiatric Sciences · doi:10.1017/s204579602000030x · Cited by 28 · see citing works
Iversen, H. H., Haugum, M., & Bjertnæs, Ø. A. (2022) · BMC Health Services Research · doi:10.1186/s12913-022-08307-5 · Cited by 28 · see citing works
The association between digitalization and mental health: The mediating role of wellbeing at work
Sun, J., Shen, H., Ibn-ul-Hassan, S., Riaz, A., & Domil, A. E. (2022) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2022.934357 · Cited by 27 · see citing works
Hossain, M. M., Sultana, A., Ma, P., Fan, Q., Sharma, R., Purohit, N., & Sharmin, D. F. (2020) · doi:10.31234/osf.io/4r3mh · Cited by 27 · see citing works
Mind the gap: a review of optimisation in mental healthcare service delivery
Noorain, S., Scaparra, M. P., & Kotiadis, K. (2022) · Health Systems · doi:10.1080/20476965.2022.2035260 · Cited by 28 · see citing works
Brown, A., Alas, H., Bortz, C. A., Pierce, K. E., Vasquez-Montes, D., Ihejirika-Lomedico, R. C., Segreto, F. A., Haskel, J. D., Kaplan, D. J., Segar, A. H., et al. (2020) · Journal of Clinical Neuroscience · doi:10.1016/j.jocn.2020.11.049 · Cited by 26 · see citing works
de Beurs, E., Carlier, I. V. E., & van Hemert, A. M. (2021) · Quality of Life Research · doi:10.1007/s11136-021-03019-5 · Cited by 26 · see citing works
Lora, A., Compagnoni, M. M., Allevi, L., Barbato, A., Carle, F., D'avanzo, B., Fiandra, T. D., Ferrara, L., Gaddini, A., Leogrande, M., et al. (2022) · Epidemiology and Psychiatric Sciences · doi:10.1017/s2045796022000014 · Cited by 26 · see citing works
The Conceptualization of Mental Health Service Quality Assessment: Consumer Perspective
Badu, E., O’Brien, A. P., & Mitchell, R. J. (2019) · Administration and Policy in Mental Health and Mental Health Services Research · doi:10.1007/s10488-019-00955-w · Cited by 26 · see citing works
Noubani, A., Diaconu, K., Loffreda, G., & Saleh, S. (2021) · International Journal of Mental Health Systems · doi:10.1186/s13033-021-00446-2 · Cited by 24 · see citing works
Smith, M. J., Bornheimer, L. A., Verdugo, J. L., Blajeski, S. M., Hiltz, B., Fischer, D., Check, K., & Ruffolo, M. C. (2020) · Clinical Social Work Journal · doi:10.1007/s10615-020-00779-4 · Cited by 23 · see citing works
Sreeram, A., Cross, W. M., & Townsin, L. (2021) · International Journal of Mental Health Nursing · doi:10.1111/inm.12897 · Cited by 23 · see citing works
van Agteren, J. E., Ali, K., Fassnacht, D. B., Iasiello, M. P., Furber, G., Howard, A., Woodyatt, L., Musker, M., & Kyrios, M. (2021) · JMIR Mental Health · doi:10.2196/28044 · Cited by 22 · see citing works
Gehri, B., Bachnick, S., Schwendimann, R., & Simon, M. (2023) · International Journal of Nursing Studies · doi:10.1016/j.ijnurstu.2023.104583 · Cited by 23 · see citing works
the Lombardy ADHD Group, Bonati, M. R., Cartabia, M., & Zanetti, M. (2019) · BMC Health Services Research · doi:10.1186/s12913-019-4524-0 · Cited by 23 · see citing works
Developing nurse‐sensitive outcomes in acute inpatient mental health settings—A systematic review
Ngune, I., Myers, H., Cole, A., Palamara, P., Redknap, R., Roche, M. A., & Twigg, D. (2023) · Journal of Clinical Nursing · doi:10.1111/jocn.16679 · Cited by 22 · see citing works
Predicting mental health using social media: A roadmap for future development
Safa, R., Edalatpanah, S. A., & Sorourkhah, A. (2023) · Elsevier eBooks · doi:10.1016/b978-0-443-19413-9.00014-x · Cited by 22 · see citing works
Vermeulen, J. M., Doedens, P., Cullen, S. W., van Tricht, M. J., Hermann, R. C., Frankel, M., de Haan, L., & Marcus, S. C. (2018) · Psychiatric Services · doi:10.1176/appi.ps.201800110 · Cited by 22 · see citing works
The runaway giant: ten years of the Better Access program
Rosenberg, S. P., & Hickie, I. B. (2019) · The Medical Journal of Australia · doi:10.5694/mja2.50068 · Cited by 21 · see citing works
Trends in (not) using scales in major depression: A categorization and clinical orientation
Demyttenaere, K., & Jaspers, L. (2020) · European Psychiatry · doi:10.1192/j.eurpsy.2020.87 · Cited by 21 · see citing works
Haslam, L., Gardner, D. M., & Murphy, A. L. (2019) · Research in Social and Administrative Pharmacy · doi:10.1016/j.sapharm.2019.07.003 · Cited by 21 · see citing works
Khanlian, S. A., & Cole, L. A. (2006) · PubMed · Cited by 21 · see citing works
Pilar, M. R., Jost, E., Walsh‐Bailey, C., Powell, B. J., Mazzucca, S., Eyler, A. A., Purtle, J., Allen, P. M., & Brownson, R. C. (2022) · Implementation Research and Practice · doi:10.1177/26334895221141116 · Cited by 24 · see citing works
de Beurs, E., Warmerdam, L., & Twisk, J. W. R. (2019) · Clinical Psychology & Psychotherapy · doi:10.1002/cpp.2364 · Cited by 20 · see citing works
The Impact of Measurement-Based Care in Psychiatry: An Integrative Review
DeSimone, J., & Hansen, B. R. (2023) · Journal of the American Psychiatric Nurses Association · doi:10.1177/10783903231177707 · Cited by 19 · see citing works
Thushari, P. D., Aggarwal, N., Vajrobol, V., Saxena, G. J., Singh, S., & Pundir, A. (2023) · Social Network Analysis and Mining · doi:10.1007/s13278-023-01145-1 · Cited by 19 · see citing works
Pharmacogenetics in psychiatric care, a call for uptake of available applications
Lunenburg, C. A. T. C., & Gasse, C. (2020) · Psychiatry Research · doi:10.1016/j.psychres.2020.113336 · Cited by 19 · see citing works
Competition Among Mental Health Organizations: Environmental Drivers and Strategic Responses
Bunger, A. C., Choi, M. S., MacDowell, H., & Gregoire, T. K. (2020) · Administration and Policy in Mental Health and Mental Health Services Research · doi:10.1007/s10488-020-01079-2 · Cited by 19 · see citing works
Beyond Detection: Towards Actionable Sensing Research in Clinical Mental Healthcare
Adler, D. A., Yang, Y., Viranda, T., Xu, X., Mohr, D. C., Meter, A. V., Tartaglia, J., Jacobson, N. C., Wang, F., Estrin, D. L., et al. (2024) · Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies · doi:10.1145/3699755 · Cited by 19 · see citing works
CALLM: Enhancing Clinical Interview Analysis Through Data Augmentation With Large Language Models
Wu, Y., Mao, K., Zhang, Y., & Chen, J. (2024) · IEEE Journal of Biomedical and Health Informatics · doi:10.1109/jbhi.2024.3435085 · Cited by 20 · see citing works
Talarico, I. (2021) · Journal of the American Association of Nurse Practitioners · doi:10.1097/jxx.0000000000000495 · Cited by 17 · see citing works
Sensitivity to change of the Beck Depression Inventory versus the Inventory of Depressive Symptoms
Meesters, Y., Sijbrandij, J. J., Visser, E., & de Beurs, E. (2020) · Journal of Affective Disorders · doi:10.1016/j.jad.2020.12.036 · Cited by 16 · see citing works
Thompson, E., Senek, M., & Ryan, T. (2023) · International Journal of Mental Health Nursing · doi:10.1111/inm.13216 · Cited by 16 · see citing works
A review of the peak-end rule in mental health contexts
Horwitz, A. G., McCarthy, K., & Sen, S. (2024) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2024.101845 · Cited by 16 · see citing works
Heiervang, K. S., Egeland, K. M., Landers, M., Ruud, T., Joa, I., Drake, R. E., & Bond, G. R. (2020) · Administration and Policy in Mental Health and Mental Health Services Research · doi:10.1007/s10488-020-01025-2 · Cited by 16 · see citing works
Bugatti, M., & Boswell, J. F. (2022) · Psychotherapy Research · doi:10.1080/10503307.2022.2030497 · Cited by 16 · see citing works
Fukui, S., Salyers, M. P., Morse, G., & Rollins, A. L. (2021) · Psychiatric Rehabilitation Journal · doi:10.1037/prj0000469 · Cited by 15 · see citing works
Desmet, K., Duprez, V., Deproost, E., Beeckman, D., Goossens, P. J. J., Vandewalle, J., Hecke, A. V., & Verhaeghe, S. T. L. (2021) · International Journal of Mental Health Nursing · doi:10.1111/inm.12853 · Cited by 15 · see citing works
Brookman-Frazee, L., Chlebowski, C., Villodas, M., Garland, A., McPherson, J., Koenig, Y., & Roesch, S. (2022) · Autism · doi:10.1177/13623613211067844 · Cited by 13 · see citing works
Piper, S., Davenport, T. A., LaMonica, H. M., Ottavio, A., Iorfino, F., Cheng, V. W. S., Cross, S. P. M., Lee, G. Y., Scott, E. M., & Hickie, I. B. (2021) · BMC Health Services Research · doi:10.1186/s12913-021-06394-4 · Cited by 15 · see citing works
MentalQA: An Annotated Arabic Corpus for Questions and Answers of Mental Healthcare
Alhuzali, H., Alasmari, A., & Alsaleh, H. (2024) · IEEE Access · doi:10.1109/access.2024.3430068 · Cited by 14 · see citing works
Optimizing Workplace Digital Mental Health Interventions: Systematic Review and Meta-Analysis
Stratton, E., Morris, R. W., Milton, A. C., Deady, M., Choi, I., & Glozier, N. (2025) · Journal of Medical Internet Research · doi:10.2196/71253 · Cited by 15 · see citing works
Integrated nursing care for people with combined mental health and substance use disorders
Hove, E., Hazelton, M., Santangelo, P., & Wilson, R. L. (2022) · International Journal of Mental Health Nursing · doi:10.1111/inm.13094 · Cited by 14 · see citing works
Man, H., Wood, L., & Glover, N. (2022) · Clinical Psychology & Psychotherapy · doi:10.1002/cpp.2780 · Cited by 12 · see citing works
- Authors
- Kilbourne, A. M., Beck, K., Spaeth‐Rublee, B., Ramanuj, P., O'Brien, R. W., Tomoyasu, N., & Pincus, H. A.
- Affiliations
- United States Department of Veterans Affairs (US)
- University of Michigan (US)
- New York State Psychiatric Institute (US)
- Royal National Orthopaedic Hospital (GB)
- Health Services Research and Development Service, Veterans Health Administration, US Department of Veterans Affairs Washington DC USA
- NewYork–Presbyterian Hospital (US)
- Venue
- World Psychiatry
- Publisher
- Wiley
- Published
- 2018-01-19
- Volume
- 17
- Issue
- 1
- Pages
- 30-38
- ISSN
- 1723-8617 (ISSN-L)
- 2051-5545
- PMC
- PMC5775149
- OpenAlex
- W2791735926
- Semantic Scholar
- 77dde787e7684202e28d70513dfd6e5cb57f97a7
- Cited by
- 457
- References
- 90
- Citations by year
- 2026: 46 · 2025: 56 · 2024: 73 · 2023: 45 · 2022: 80 · 2021: 57 · 2020: 52 · 2019: 36 · 2018: 11
- FWCI
- 49.21
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- World Psychiatry (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Deep Blue (University of Michigan) (submittedVersion)
- Funders
- Department of Veterans Affairs
- National Institutes of Health (R01 MH 099898, UL1 TR000040)
- Commonwealth Fund (20141104)
- National Center for Advancing Translational Sciences
- Topics
- Health Sciences › Health Professions › Health Information Management › Healthcare Quality and Management
- Social Sciences › Psychology › Clinical Psychology › Psychiatric care and mental health services
- Health Sciences › Health Professions › General Health Professions › Primary Care and Health Outcomes
- Keywords
- mental health care quality, quality measurement, quality improvement, common data elements, electronic health records, measurement-based care, mental health workforce training, mental health integration, patient-centered outcomes, health care payers, consumer advocacy
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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