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Yu J, Shen N, Conway S, Hiebert M, Lai-Zhao B, McCann M, Mehta RR, Miranda M, Putterman C, Santisteban JA, Thomson N, Young C, Chiuccariello L, Hunter K, Hill S. A holistic approach to integrating patient, family, and lived experience voices in the development of the BrainHealth Databank: a digital learning health system to enable artificial intelligence in the clinic. FRONTIERS IN HEALTH SERVICES 2023; 3:1198195. [PMID: 37927443 PMCID: PMC10625404 DOI: 10.3389/frhs.2023.1198195] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/31/2023] [Accepted: 10/04/2023] [Indexed: 11/07/2023]
Abstract
Artificial intelligence, machine learning, and digital health innovations have tremendous potential to advance patient-centred, data-driven mental healthcare. To enable the clinical application of such innovations, the Krembil Centre for Neuroinformatics at the Centre for Addiction and Mental Health, Canada's largest mental health hospital, embarked on a journey to co-create a digital learning health system called the BrainHealth Databank (BHDB). Working with clinicians, scientists, and administrators alongside patients, families, and persons with lived experience (PFLE), this hospital-wide team has adopted a systems approach that integrates clinical and research data and practices to improve care and accelerate research. PFLE engagement was intentional and initiated at the conception stage of the BHDB to help ensure the initiative would achieve its goal of understanding the community's needs while improving patient care and experience. The BHDB team implemented an evolving, dynamic strategy to support continuous and active PFLE engagement in all aspects of the BHDB that has and will continue to impact patients and families directly. We describe PFLE consultation, co-design, and partnership in various BHDB activities and projects. In all three examples, we discuss the factors contributing to successful PFLE engagement, share lessons learned, and highlight areas for growth and improvement. By sharing how the BHDB navigated and fostered PFLE engagement, we hope to motivate and inspire the health informatics community to collectively chart their paths in PFLE engagement to support advancements in digital health and artificial intelligence.
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Affiliation(s)
- Joanna Yu
- Krembil Centre for Neuroinformatics, Centre for Addiction and Mental Health, Toronto, ON, Canada
- Health and Technology, Vector Institute for Artificial Intelligence, Toronto, ON, Canada
| | - Nelson Shen
- Krembil Centre for Neuroinformatics, Centre for Addiction and Mental Health, Toronto, ON, Canada
- Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, ON, Canada
- AMS Healthcare, Toronto, ON, Canada
| | - Susan Conway
- Centre for Addictions and Mental Health, Toronto, ON, Canada
| | - Melissa Hiebert
- Centre for Addictions and Mental Health, Toronto, ON, Canada
| | - Benson Lai-Zhao
- Centre for Addictions and Mental Health, Toronto, ON, Canada
| | - Miriam McCann
- Centre for Addictions and Mental Health, Toronto, ON, Canada
| | - Rohan R. Mehta
- Centre for Addictions and Mental Health, Toronto, ON, Canada
| | - Morena Miranda
- Centre for Addictions and Mental Health, Toronto, ON, Canada
| | - Connie Putterman
- Centre for Addictions and Mental Health, Toronto, ON, Canada
- CanChild, Hamilton, ON, Canada
- CHILD-BRIGHT Network, Montreal, QC, Canada
- Kids Brain Health Network, Burnaby, ON, Canada
- Province of Ontario Neurodevelopmental (POND) Network, Toronto, ON, Canada
| | - Jose Arturo Santisteban
- Krembil Centre for Neuroinformatics, Centre for Addiction and Mental Health, Toronto, ON, Canada
| | - Nicole Thomson
- Institute of Health Policy, Management and Evaluation, University of Toronto, Toronto, ON, Canada
| | - Courtney Young
- Centre for Addictions and Mental Health, Toronto, ON, Canada
| | | | - Kimberly Hunter
- Centre for Addictions and Mental Health, Toronto, ON, Canada
| | - Sean Hill
- Krembil Centre for Neuroinformatics, Centre for Addiction and Mental Health, Toronto, ON, Canada
- Health and Technology, Vector Institute for Artificial Intelligence, Toronto, ON, Canada
- Department of Psychiatry, University of Toronto, Toronto, ON, Canada
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Halsall T, McCann E, Armstrong J. Engaging young people within a collaborative knowledge mobilization network: Development and evaluation. Health Expect 2021; 25:617-627. [PMID: 34953012 PMCID: PMC8957748 DOI: 10.1111/hex.13409] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2020] [Revised: 09/01/2021] [Accepted: 10/22/2021] [Indexed: 11/26/2022] Open
Abstract
Background It is critical that mental health systems place a focus on prevention and early intervention focused on young people while integrating youth voice to guide priority directions. Objective This study was designed to better understand how youth advisories can be utilized to influence strategic directions within integrated knowledge mobilization networks operating within the youth mental health system. Design To support this objective, we reviewed the detailed stages of development in establishing a youth advisory within a national network designed to support the integration of youth services. We also engaged the advisory in a participatory evaluation process that examined the extent to which the network had created processes to include youth voice in decision‐making. Results Results from the surveys identified moderate to high levels of individual engagement as well as strong development of processes and procedures that support the inclusion of youth voice across the network. Discussion Major successes and challenges are presented and discussed with respect to the development of the advisory. The findings are useful for youth advocates and adult allies working to support youth engagement (YE) in knowledge mobilization to enhance the mental health services system. This study also contributes to research and evaluation efforts examining YE and represents an exemplar methodology for evaluating YE efforts at the system level. Patient or Public Contribution Young people as mental health service users and youth mental health advocates were involved in the design, data collection, analysis and interpretation of the data as well as the preparation of this manuscript.
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Affiliation(s)
- Tanya Halsall
- Youth Research Unit, University of Ottawa Institute of Mental Health Research at The Royal, Ottawa, Ontario, Canada.,Department of Neuroscience, Carleton University, Ottawa, Ontario, Canada
| | - Emma McCann
- Lawrence S. Bloomberg, Faculty of Nursing, University of Toronto, Toronto, Ontario, Canada
| | - Julia Armstrong
- Mental Health and Substance Use, Mental Health Commission of Canada, Ottawa, Ontario, Canada
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Hawley S, Yu J, Bogetic N, Potapova N, Wakefield C, Thompson M, Kloiber S, Hill S, Jankowicz D, Rotenberg D. Digitization of Measurement-Based Care Pathways in Mental Health Through REDCap and Electronic Health Record Integration: Development and Usability Study. J Med Internet Res 2021; 23:e25656. [PMID: 34014169 PMCID: PMC8176343 DOI: 10.2196/25656] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2020] [Revised: 02/03/2021] [Accepted: 03/16/2021] [Indexed: 01/20/2023] Open
Abstract
Background The delivery of standardized self-report assessments is essential for measurement-based care in mental health. Paper-based methods of measurement-based care data collection may result in transcription errors, missing data, and other data quality issues when entered into patient electronic health records (EHRs). Objective This study aims to help address these issues by using a dedicated instance of REDCap (Research Electronic Data Capture; Vanderbilt University)—a free, widely used electronic data capture platform—that was established to enable the deployment of digitized self-assessments in clinical care pathways to inform clinical decision making. Methods REDCap was integrated with the primary clinical information system to facilitate the real-time transfer of discrete data and PDF reports from REDCap into the EHR. Both technical and administrative components were required for complete implementation. A technology acceptance survey was also administered to capture physicians’ and clinicians’ attitudes toward the new system. Results The integration of REDCap with the EHR transitioned clinical workflows from paper-based methods of data collection to electronic data collection. This resulted in significant time savings, improved data quality, and valuable real-time information delivery. The digitization of self-report assessments at each appointment contributed to the clinic-wide implementation of the major depressive disorder integrated care pathway. This digital transformation facilitated a 4-fold increase in the physician adoption of this integrated care pathway workflow and a 3-fold increase in patient enrollment, resulting in an overall significant increase in major depressive disorder integrated care pathway capacity. Physicians’ and clinicians’ attitudes were overall positive, with almost all respondents agreeing that the system was useful to their work. Conclusions REDCap provided an intuitive patient interface for collecting self-report measures and accessing results in real time to inform clinical decisions and an extensible backend for system integration. The approach scaled effectively and expanded to high-impact clinics throughout the hospital, allowing for the broad deployment of complex workflows and standardized assessments, which led to the accumulation of harmonized data across clinics and care pathways. REDCap is a flexible tool that can be effectively leveraged to facilitate the automatic transfer of self-report data to the EHR; however, thoughtful governance is required to complement the technical implementation to ensure that data standardization, data quality, patient safety, and privacy are maintained.
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Affiliation(s)
- Steve Hawley
- Krembil Centre for Neuroinformatics, Centre for Addiction and Mental Health, Toronto, ON, Canada
| | - Joanna Yu
- Krembil Centre for Neuroinformatics, Centre for Addiction and Mental Health, Toronto, ON, Canada
| | - Nikola Bogetic
- Krembil Centre for Neuroinformatics, Centre for Addiction and Mental Health, Toronto, ON, Canada
| | - Natalia Potapova
- Krembil Centre for Neuroinformatics, Centre for Addiction and Mental Health, Toronto, ON, Canada
| | - Chris Wakefield
- Clinical Applications, Centre for Addiction and Mental Health, Toronto, ON, Canada
| | - Mike Thompson
- Clinical Applications, Centre for Addiction and Mental Health, Toronto, ON, Canada
| | - Stefan Kloiber
- General Adult Psychiatry and Health Systems Division, Centre for Addiction and Mental Health, Toronto, ON, Canada
| | - Sean Hill
- Krembil Centre for Neuroinformatics, Centre for Addiction and Mental Health, Toronto, ON, Canada
| | - Damian Jankowicz
- Clinical Applications, Centre for Addiction and Mental Health, Toronto, ON, Canada
| | - David Rotenberg
- Krembil Centre for Neuroinformatics, Centre for Addiction and Mental Health, Toronto, ON, Canada
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Abstract
In order to improve the youth mental health system, there is an international movement toward developing community-based service hubs that provide integrated, collaborative care to youth. However, the implementation of multisystem collaboration is complex and can be hampered by barriers. This paper presents a formative evaluation of the YouthCan IMPACT integrated youth services project based on the Consolidated Framework for Implementation Research (CFIR), to identify facilitators and barriers to successful implementation. Results highlight that previous positive working relationships along with collaborative investment of resources from partnering organizations are essential to implement an integrated youth service model. In addition, it is important that representative members of all key stakeholder groups, including staff, youth, and caregivers, be involved in the development and execution of the project to ensure effective implementation. Attention to the facilitators and barriers to implementation may help teams seeking to implement highly collaborative, integrated models of service delivery for youth in the community.
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Halsall T, Manion I, Iyer SN, Mathias S, Purcell R, Henderson J. Trends in mental health system transformation: Integrating youth services within the Canadian context. Healthc Manage Forum 2019; 32:51-55. [PMID: 30799661 DOI: 10.1177/0840470418808815] [Citation(s) in RCA: 36] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
The current mental health services system in Canada is fragmented and transitions between the youth and adult mental health systems have been identified as needing significant improvement. Integrated Youth Services (IYS) are designed to be adaptable and developmentally appropriate as well as to promote seamless transitions, including during emerging adulthood. This article provides an overview of recent developments in Canadian mental health system transformation to promote the integration of services and the holistic promotion of youth well-being. We offer an overview of the current state of knowledge related to best practices in IYS in Canada and highlight areas for future development. We also introduce Frayme, a Canadian-based international knowledge translation platform designed to connect organizations working in the youth services system to accelerate the implementation of IYS.
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Affiliation(s)
- Tanya Halsall
- 1 The Royal's Institute of Mental Health Research, Ottawa, Ontario, Canada.,2 Frayme, International Knowledge Translation Platform, Ottawa, Ontario, Canada
| | - Ian Manion
- 1 The Royal's Institute of Mental Health Research, Ottawa, Ontario, Canada.,2 Frayme, International Knowledge Translation Platform, Ottawa, Ontario, Canada.,3 School of Psychology, University of Ottawa, Ottawa, Ontario, Canada
| | - Srividya N Iyer
- 2 Frayme, International Knowledge Translation Platform, Ottawa, Ontario, Canada.,4 ACCESS Open Minds (pan-Canadian youth mental health research network), Montreal, Quebec, Canada.,5 Douglas Mental Health University Institute, Montreal, Quebec, Canada.,6 Department of Psychiatry, McGill University, Montreal, Quebec, Canada
| | - Steve Mathias
- 2 Frayme, International Knowledge Translation Platform, Ottawa, Ontario, Canada.,7 Foundry, Vancouver, British Columbia, Canada.,8 Department of Psychiatry, University of British Columbia, Vancouver, British Columbia, Canada
| | - Rosemary Purcell
- 2 Frayme, International Knowledge Translation Platform, Ottawa, Ontario, Canada.,9 Orygen, National Centre of Excellence in Youth Mental Health, Parkville, Victoria, Australia.,10 Centre for Youth Mental Health, The University of Melbourne, Parkville, Victoria, Australia
| | - Joanna Henderson
- 2 Frayme, International Knowledge Translation Platform, Ottawa, Ontario, Canada.,11 Margaret and Wallace McCain Centre for Child, Youth and Family Mental Health, Toronto, Ontario, Canada.,12 University of Toronto, Centre for Addiction and Mental Health, Toronto, Ontario, Canada
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Settipani CA, Hawke LD, Cleverley K, Chaim G, Cheung A, Mehra K, Rice M, Szatmari P, Henderson J. Key attributes of integrated community-based youth service hubs for mental health: a scoping review. Int J Ment Health Syst 2019; 13:52. [PMID: 31367230 PMCID: PMC6651922 DOI: 10.1186/s13033-019-0306-7] [Citation(s) in RCA: 79] [Impact Index Per Article: 15.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/24/2018] [Accepted: 07/10/2019] [Indexed: 12/20/2022] Open
Abstract
BACKGROUND Community-based, integrated youth service hubs have the potential to address some of the longstanding issues with mental health services for youth, including problems with access and system fragmentation. Better understanding of these approaches, particularly efforts to create a single point of entry to comprehensive, evidence-based services through youth service hubs, is needed to help guide future implementation and evaluation. This scoping review identifies the key principles and characteristics of these models of care, as well as the state of the literature, particularly with regard to implementation and replicability. METHOD Electronic databases and grey literature sources were searched for material from 2001 to 2019, with diverse search terms capturing the concept of "integrated" or "one-stop shop" youth mental health services. Title/abstract and full text review were conducted, as well as additional focused searching. After screening 4891 texts at the title/abstract level and 496 at the full-text level, 110 documents were included for data extraction. RESULTS Several integrated care hub models for youth mental health services and related frameworks were identified internationally, largely in high-income countries. Common principles included an emphasis on rapid access to care and early intervention, youth and family engagement, youth-friendly settings and services, evidence-informed approaches, and partnerships and collaboration. Program characteristics also revealed similarities (e.g., providing evidence-informed or evidence-based services in youth-friendly spaces), with some differences (e.g., care coordination methods, types of service providers), potentially attributable to lack of available information about key ingredients. Outcome research was limited, with few rigorous evaluations of youth outcomes. Moreover, sufficient information for replication, community evaluation of feasibility or actual implementation was rarely provided. CONCLUSION Internationally, integrated youth service hubs were found to share common key principles, while providing comprehensive services to youth with mental health difficulties. There is a great need for common language and measurement framework to facilitate replication, rigorous evaluation of outcomes, knowledge exchange, and dissemination of findings.
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Affiliation(s)
- Cara A. Settipani
- Margaret and Wallace McCain Centre for Child, Youth and Family Mental Health, Centre for Addiction and Mental Health, Toronto, ON Canada
| | - Lisa D. Hawke
- Margaret and Wallace McCain Centre for Child, Youth and Family Mental Health, Centre for Addiction and Mental Health, Toronto, ON Canada
- Department of Psychiatry, University of Toronto, Toronto, ON Canada
| | - Kristin Cleverley
- Margaret and Wallace McCain Centre for Child, Youth and Family Mental Health, Centre for Addiction and Mental Health, Toronto, ON Canada
- Lawrence S. Bloomberg Faculty of Nursing, University of Toronto, Toronto, ON Canada
| | - Gloria Chaim
- Margaret and Wallace McCain Centre for Child, Youth and Family Mental Health, Centre for Addiction and Mental Health, Toronto, ON Canada
- Department of Psychiatry, University of Toronto, Toronto, ON Canada
| | - Amy Cheung
- Department of Psychiatry, University of Toronto, Toronto, ON Canada
- Hurvitz Brain Sciences Research Program, Sunnybrook Research Institute, Toronto, ON Canada
| | - Kamna Mehra
- Margaret and Wallace McCain Centre for Child, Youth and Family Mental Health, Centre for Addiction and Mental Health, Toronto, ON Canada
| | | | - Peter Szatmari
- Margaret and Wallace McCain Centre for Child, Youth and Family Mental Health, Centre for Addiction and Mental Health, Toronto, ON Canada
- Department of Psychiatry, University of Toronto, Toronto, ON Canada
- Department of Psychiatry, Hospital for Sick Children, Toronto, ON Canada
| | - Joanna Henderson
- Margaret and Wallace McCain Centre for Child, Youth and Family Mental Health, Centre for Addiction and Mental Health, Toronto, ON Canada
- Department of Psychiatry, University of Toronto, Toronto, ON Canada
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Wiktorowicz M, Abdulle A, Di Pierdomenico K, Boamah SA. Models of Concurrent Disorder Service: Policy, Coordination, and Access to Care. Front Psychiatry 2019; 10:61. [PMID: 30837903 PMCID: PMC6389671 DOI: 10.3389/fpsyt.2019.00061] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/12/2018] [Accepted: 01/28/2019] [Indexed: 11/17/2022] Open
Abstract
Background: Societal capacity to address the service needs of persons with concurrent mental health and substance-use disorders has historically been challenging given a traditionally siloed approach to mental health and substance-use care. As different approaches to care for persons with concurrent disorders emerge, a limited understanding of current models prevails. The goal of this paper is to explore these challenges along with promising models of coordinated care across Canadian provinces. Materials and methods: A scoping review of policies, service coordination and access issues was undertaken involving a review of the formal and gray literature from 2000 to 2018. The scoping review was triangulated by an analysis of provincial auditor general reports. Results: Models of concurrent disorders service were found to have evolved unevenly. Challenges related to the implementation of models of collaborative care and local networks that foster service coordination and policy accountability were found to inhibit integrated care. Conclusion: Emergent models of coordinated care were found to include collaborative care, regional networks with centralized access to care, clinical information-sharing, cross-training, improved scope of care to include psychologists and alignment of physician incentives with patient needs to better support patient care.
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Affiliation(s)
- Mary Wiktorowicz
- School of Health Policy and Management, York University, Toronto, ON, Canada
| | - Aber Abdulle
- School of Health Policy and Management, York University, Toronto, ON, Canada
| | | | - Sheila A Boamah
- Faculty of Nursing, University of Windsor, Windsor, ON, Canada
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Hetrick SE, Bailey AP, Smith KE, Malla A, Mathias S, Singh SP, O'Reilly A, Verma SK, Benoit L, Fleming TM, Moro MR, Rickwood DJ, Duffy J, Eriksen T, Illback R, Fisher CA, McGorry PD. Integrated (one-stop shop) youth health care: best available evidence and future directions. Med J Aust 2017; 207:S5-S18. [PMID: 29129182 DOI: 10.5694/mja17.00694] [Citation(s) in RCA: 132] [Impact Index Per Article: 18.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2017] [Accepted: 09/26/2017] [Indexed: 01/07/2023]
Abstract
Although mental health problems represent the largest burden of disease in young people, access to mental health care has been poor for this group. Integrated youth health care services have been proposed as an innovative solution. Integrated care joins up physical health, mental health and social care services, ideally in one location, so that a young person receives holistic care in a coordinated way. It can be implemented in a range of ways. A review of the available literature identified a range of studies reporting the results of evaluation research into integrated care services. The best available data indicate that many young people who may not otherwise have sought help are accessing these mental health services, and there are promising outcomes for most in terms of symptomatic and functional recovery. Where evaluated, young people report having benefited from and being highly satisfied with these services. Some young people, such as those with more severe presenting symptoms and those who received fewer treatment sessions, have failed to benefit, indicating a need for further integration with more specialist care. Efforts are underway to articulate the standards and core features to which integrated care services should adhere, as well as to further evaluate outcomes. This will guide the ongoing development of best practice models of service delivery.
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Affiliation(s)
- Sarah E Hetrick
- Orygen, The National Centre of Excellence in Youth Mental Health and The Centre for Youth Mental Health, University of Melbourne, Melbourne, VIC
| | - Alan P Bailey
- Orygen, The National Centre of Excellence in Youth Mental Health and The Centre for Youth Mental Health, University of Melbourne, Melbourne, VIC
| | | | - Ashok Malla
- Department of Psychiatry, McGill University, Montreal, Quebec, Canada
| | - Steve Mathias
- Foundry, Department of Psychiatry, University of British Columbia, and FRAYME/CADRE Knowledge Network, Vancouver, British Columbia, Canada
| | - Swaran P Singh
- Division of Health Sciences, University of Warwick, Coventry, UK
| | - Aileen O'Reilly
- Jigsaw, The National Centre for Youth Mental Health, Dublin, Ireland
| | - Swapna K Verma
- Department of Early Psychosis Intervention, Institute of Mental Health, Singapore, Singapore
| | - Laelia Benoit
- Sorbonne University and Maisons des Adolescents, Maison de Solenn, Cochin Hospital, Paris, France
| | - Theresa M Fleming
- Department of Psychological Medicine, University of Auckland, Auckland, and Te Wāhanga Tātai Hauora, Victoria University of Wellington, Wellington, New Zealand
| | - Marie Rose Moro
- Sorbonne University and Maisons des Adolescents, Maison de Solenn, Cochin Hospital, Paris, France
| | - Debra J Rickwood
- headspace, National Youth Mental Health Foundation, Melbourne, VIC
| | - Joseph Duffy
- Jigsaw, The National Centre for Youth Mental Health, Dublin, Ireland
| | - Trissel Eriksen
- Youth One Stop Shop, Network of Youth One Stop Shops, Palmerston North, New Zealand
| | | | - Caroline A Fisher
- Allied Health - Psychology, Royal Melbourne Hospital, Melbourne, VIC
| | - Patrick D McGorry
- Orygen, The National Centre of Excellence in Youth Mental Health and The Centre for Youth Mental Health, University of Melbourne, Melbourne, VIC
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