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Ereshefsky S, Gemignani R, Savill M, Sanford KC, Banks LM, Tryon VL, Nye KE, Pierce KM, Miles MJ, Miller C, Nguyen KLH, Sharma N, Kado-Walton M, Hakusui CK, Smith L, Padilla VE, McNamara AP, Safdar M, Padovani AJ, Loewy RL, Wilcox AB, Tully LM, Niendam TA. A mixed-methods study exploring the benefits, drawbacks, and utilization of data in care: Findings from the EPI-CAL early psychosis learning health care network. Schizophr Res 2025; 276:157-166. [PMID: 39892249 DOI: 10.1016/j.schres.2025.01.018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/15/2024] [Revised: 01/15/2025] [Accepted: 01/24/2025] [Indexed: 02/03/2025]
Abstract
Using data collected in routine care delivery to inform treatment is a key feature of a learning health system (LHS). In this study, we explored the experiences of service users and providers adopting measurement-based care (MBC) in early psychosis (EP) specialty care settings. Qualitative interviews were conducted with 32 providers and 12 service users across 18 programs in the Early Psychosis Intervention Network of California (EPI-CAL). These findings were compared with quantitative data from Beehive, EPI-CAL's data collection and review application. Regarding the clinical benefits of MBC in EP, three broad themes were identified - supporting safety monitoring and response, the assessment process, and delivery of psychotherapy. Outside of direct clinical care, Beehive was considered to support clinical supervision and external reporting, while service users reported data collection facilitated self-reflection. In the quantitative Beehive application data collected from 23 EP programs, high utilization of the safety alert system was evident (349 alerts in total, of which 338 [96.85 %] were resolved at a median of 2.03 days). However, service users' key survey data was only reviewed by assigned providers in 32.22 % (142 of 441) of cases. While providers and service users saw many benefits to Beehive, utilization was highly inconsistent outside of the alert system. Going forward, further consideration of how best to support EP providers to consistently use data in care is necessary to maximize the utility of the LHS approach and positively impact outcomes.
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Affiliation(s)
| | - Regina Gemignani
- University of California Davis Medical Center, Sacramento, CA, USA.
| | - Mark Savill
- University of California Davis Medical Center, Sacramento, CA, USA
| | | | - Lindsay M Banks
- University of California Davis Medical Center, Sacramento, CA, USA
| | - Valerie L Tryon
- University of California Davis Medical Center, Sacramento, CA, USA
| | - Kathleen E Nye
- University of California Davis Medical Center, Sacramento, CA, USA
| | | | - Madison J Miles
- University of California Davis Medical Center, Sacramento, CA, USA
| | - Chelyah Miller
- University of California Davis Medical Center, Sacramento, CA, USA
| | | | - Nitasha Sharma
- University of California Davis Medical Center, Sacramento, CA, USA
| | | | | | - Leigh Smith
- University of California Davis Medical Center, Sacramento, CA, USA
| | | | | | | | | | | | - Adam B Wilcox
- Washington University in St. Louis, St. Louis, MO, USA
| | - Laura M Tully
- University of California Davis Medical Center, Sacramento, CA, USA
| | - Tara A Niendam
- University of California Davis Medical Center, Sacramento, CA, USA
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Barker M, Hews-Girard J, Pinston K, Daniel S, Volcko L, Norman L, Bassi E, Bright K, Hickie I, Iorfino F, LaMonica H, Moskovic K, Fersovitch M, Bradley J, Stamp L, Gondziola J, Johnson D, Dimitropoulos G. Organizational factors impacting the implementation of a digital mental health tool in Alberta's mental health care of youth and young adults. Digit Health 2025; 11:20552076241310341. [PMID: 39801578 PMCID: PMC11719437 DOI: 10.1177/20552076241310341] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2024] [Accepted: 11/19/2024] [Indexed: 01/16/2025] Open
Abstract
With mental health concerns on the rise among youth and young adults (age 12-24), increased mental health options include virtual care, apps and online tools, self-management and tracking tools, and digitally-enabled coordination of care. These tools may function as alternatives or adjuncts to face-to-face models of care. Innovative solutions in the form of digital mental health (dMH) services not only provide support, resources and care, but also decrease wait times and waitlists, increase access, and empower youth. However, organizational factors may impact the extent of dMH interventions are that accepted, used, and sustained in clinical settings. This qualitative study explores organizational barriers and facilitators surrounding the implementation of a digital platform (Innowell), which uses measurement-based care (MBC) to track youth progress and outcomes. Data was collected from 154 mental health care providers participating in 23 focus groups across Alberta, drawing on school and community settings, specialized mental health services, and primary care networks. A thematic analysis revealed the following: barriers included incompatibility with current systems and workflows, lack of inter-organizational collaboration, time commitment, perceived sustainability and lack of digital literacy. Facilitators included positive attitudes towards using dMH to optimize clinical practices by empowering youth and improving continuity of care, transitions in care, and quality of care, as well as workplace culture and leadership. The study highlights a critical need for decision makers and clinical leaders to address organizational factors by integrating training and support, establishing interoperability between digitized and in-person healthcare systems, and leveraging support for MBC and youth-centred care.
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Affiliation(s)
- Marianne Barker
- Faculty of Social Work, Mathison Centre for Mental Health Education and Research, University of Calgary, Calgary, Alberta, Canada
| | - Julia Hews-Girard
- Faculty of Social Work, Mathison Centre for Mental Health Education and Research, University of Calgary, Calgary, Alberta, Canada
- Faculty of Nursing, University of Calgary, Calgary, Alberta, Canada
| | - Karina Pinston
- Faculty of Social Work, Mathison Centre for Mental Health Education and Research, University of Calgary, Calgary, Alberta, Canada
| | - Sarah Daniel
- Faculty of Social Work, Mathison Centre for Mental Health Education and Research, University of Calgary, Calgary, Alberta, Canada
| | - Lauren Volcko
- Faculty of Social Work, Mathison Centre for Mental Health Education and Research, University of Calgary, Calgary, Alberta, Canada
| | - Lia Norman
- Faculty of Social Work, Mathison Centre for Mental Health Education and Research, University of Calgary, Calgary, Alberta, Canada
| | - Emilie Bassi
- Faculty of Social Work, Mathison Centre for Mental Health Education and Research, University of Calgary, Calgary, Alberta, Canada
| | - Katherine Bright
- Faculty of Social Work, Mathison Centre for Mental Health Education and Research, University of Calgary, Calgary, Alberta, Canada
- Faculty of Nursing, Mount Royal University, Calgary, Alberta, Canada
| | - Ian Hickie
- Brain and Mind Centre, University of Sydney, Sydney, Australia
| | - Frank Iorfino
- Brain and Mind Centre, University of Sydney, Sydney, Australia
| | - Haley LaMonica
- Brain and Mind Centre, University of Sydney, Sydney, Australia
| | | | | | | | | | | | | | - Gina Dimitropoulos
- Faculty of Social Work, Mathison Centre for Mental Health Education and Research, University of Calgary, Calgary, Alberta, Canada
- Alberta Children's Hospital Research Institute, Calgary, Alberta, Canada
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Meyer-Kalos P, Owens G, Fisher M, Wininger L, Williams-Wengerd A, Breen K, Abate JP, Currie A, Olinger N, Vinogradov S. Putting measurement-based care into action: a multi-method study of the benefits of integrating routine client feedback in coordinated specialty care programs for early psychosis. BMC Psychiatry 2024; 24:871. [PMID: 39623335 PMCID: PMC11610165 DOI: 10.1186/s12888-024-06258-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/01/2024] [Accepted: 11/05/2024] [Indexed: 12/06/2024] Open
Abstract
BACKGROUND Measurement-based care (MBC) is an effective tool in the delivery of evidence-based practices (EBPs). MBC utilizes feedback loops to share information and drive changes throughout a learning healthcare system. Few studies have demonstrated this practice in team-based care for young people with early psychosis. This paper describes the development of a personalized feedback report derived from routine assessments that is shared with clients and clinicians as part of a MBC process. METHODS We used a multi-method approach to evaluate the implementation of a personalized feedback report at 5 early psychosis coordinated specialty care programs (CSC). We compared clients enrolled in CSC who did and did not receive a feedback report over the first 6 months of treatment. The sample included 204 clients: 146 who did not receive the feedback report (treatment as usual, TAU) and were enrolled over 2 years, and 58 who received the feedback report. A subset of 67 clients completed measures at both intake and 6-month follow-up, including 42 who received the personalized feedback report and 25 who did not. We compared the two groups with regard to self-reported symptoms, likelihood of completing treatment, and perception of shared decision making. We conducted qualitative interviews with 5 clients and 5 clinicians to identify the benefits and challenges associated with the personalized feedback report. RESULTS The total sample showed significant improvements in shared decision-making and in their intent to complete the program. Post hoc analyses revealed significant increases in the personalized feedback group, and non-significant changes in the TAU group, although group-by-time interactions did not reach statistical significance. The feedback report group engaged in significantly more sessions of Supported Employment and Education (SEE), case management, and peer support, and fewer medication visits over the first 6 months of treatment. Both groups showed significant improvement in symptoms and functioning. Results from the qualitative analysis indicated that the experience of receiving the reports was valuable and validating for both patients and clinicians. CONCLUSIONS A personalized feedback report was integrated into standard of care for early psychosis programs. This process may improve shared decision-making, strengthen the likelihood to stay in treatment, and increase treatment attendance in psychosocial interventions. We posit that this process facilitates recovery-oriented care, strengths-focused treatment planning, enhances intrinsic motivation, and strengthens the therapeutic alliance.
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Affiliation(s)
- Piper Meyer-Kalos
- Department of Psychiatry & Behavioral Sciences, University of Minnesota Medical School, Minneapolis, MN, USA.
| | - Grace Owens
- Department of Psychiatry & Behavioral Sciences, University of Minnesota Medical School, Minneapolis, MN, USA
| | - Melissa Fisher
- Department of Psychiatry & Behavioral Sciences, University of Minnesota Medical School, Minneapolis, MN, USA
| | - Lionel Wininger
- Department of Psychiatry & Behavioral Sciences, University of Minnesota Medical School, Minneapolis, MN, USA
| | - Anne Williams-Wengerd
- Department of Psychiatry & Behavioral Sciences, University of Minnesota Medical School, Minneapolis, MN, USA
| | - Kimberleigh Breen
- Minnesota Supercomputing Institute, University of Minnesota, Minneapolis, MN, USA
| | - Josephine Pita Abate
- Department of Psychiatry & Behavioral Sciences, University of Minnesota Medical School, Minneapolis, MN, USA
| | - Ariel Currie
- Department of Psychiatry & Behavioral Sciences, University of Minnesota Medical School, Minneapolis, MN, USA
| | - Nathan Olinger
- Department of Psychiatry & Behavioral Sciences, University of Minnesota Medical School, Minneapolis, MN, USA
| | - Sophia Vinogradov
- Department of Psychiatry & Behavioral Sciences, University of Minnesota Medical School, Minneapolis, MN, USA
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Mathew A, Akpotu IC, Lockwood MB, Tirkey AJ, Patil CL, Doorenbos AZ. Critical Realism in Symptom Science - A Scoping Review. ANS Adv Nurs Sci 2024; 47:349-369. [PMID: 38864677 DOI: 10.1097/ans.0000000000000534] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/13/2024]
Abstract
There has been an increasing interest in research positioned within critical realism (CR). This analysis aimed to determine how CR has been applied in symptom science through a scoping review of the literature. Fifty-two articles were identified through searches in seven databases and search engines, and grey literature. Quantitative and qualitative analyses were performed using Excel and ATLAS.ti 8.0. Review findings indicate that CR has been used to examine two key aspects of symptoms - symptom experiences and symptom interventions. The details of how CR was operationalized are presented. This first scoping review highlights how a critical realist lens would help examine individual and contextual factors that influence symptom experiences, response to interventions, and outcomes.
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Affiliation(s)
- Asha Mathew
- Author Affiliations: Department of Surgical Nursing, College of Nursing, Christian Medical College Vellore, The Tamil Nadu Dr M.G.R. Medical University, Chennai, India (Dr. Mathew); Head and Neck Surgery Unit II, Christian Medical College Vellore, India (Dr. Tirkey); Department of Biobehavioral Sciences, College of Nursing, University of Illinois, Chicago, USA (Ms Akpotu and Drs. Lockwood and Doorenbos); Department of Health Behavior and Biological Sciences, School of Nursing, University of Michigan (Dr. Patil); and University of Illinois Cancer Center, Chicago, USA (Dr. Doorenbos)
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Gatto AJ, Ko H, Keller DM, Cooper LD. Youth, caregiver, and clinician perspectives of youth Patient-Reported Outcome Measures (PROMs) in a psychological training clinic: lessons from early adopters. CURRENT PSYCHOLOGY 2024; 43:18431-18443. [PMID: 39697186 PMCID: PMC11654892 DOI: 10.1007/s12144-024-05619-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/03/2024] [Indexed: 12/20/2024]
Abstract
This study examines the applicability and utility of youth Measurement-Based Care (MBC) in a community-based psychological training clinic. Considering the complexity of youth compared to adult MBC, there is an increasing need to expand the evidence base. This study investigated how doctoral students in clinical psychology managed the selection and usage of Patient Rated Outcome Measures (PROMs) for youth and their parents. Additionally, this study evaluates youth attitudes toward MBC and PROMs and overall appropriateness and completion rates. Youth (N = 79) from 1 to 17-years-old with various mental health disorders (i.e., depression, anxiety, ADHD) completed evidence-based psychotherapy. Clinicians (N = 21) were trained to have therapy clients and their caregivers' complete weekly measures digitally as an integrated part of standard care. All clinicians, youth clients, and their parents reported attitudes supporting the utility of youth PROMs and MBC. Compared to adult clients (N = 81), youth clients were significantly less adherent in regularly completing their weekly measures. These results demonstrate the usage of MBC and utility of implementing this practice for youth clients in a training clinic. Together, there is a need for improving the specificity of training for clinicians who will administer MBC for youth above and beyond what is indicated for adult clients.
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Affiliation(s)
- Alyssa J. Gatto
- Department of Psychiatry and Human Behavior, Warren Alpert Medical School at Brown University/Rhode Island Hospital, 167 Point Street, Providence, RI 02903, USA
| | - Hayoung Ko
- Department of Psychology, Virginia Polytechnic Institute and State University, Blacksburg, VA 24060, USA
| | - Delaney M. Keller
- Department of Psychology, Virginia Polytechnic Institute and State University, Blacksburg, VA 24060, USA
| | - Lee D. Cooper
- Department of Psychology, Virginia Polytechnic Institute and State University, Blacksburg, VA 24060, USA
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Gajaria A, Greenblatt A, Prebeg M, Relihan J, Peter Szatmari, Courtney DB. Talking 'Bout Better outcomes for Adolescent Depression: Youth and Caregiver Perspectives on an Integrated Care Pathway for Depression. Clin Child Psychol Psychiatry 2024; 29:453-465. [PMID: 37394898 DOI: 10.1177/13591045231184916] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 07/04/2023]
Abstract
BACKGROUND Depression is a common condition among adolescents, with rates continuing to rise. A gap exists between evidence-based recommendations for the treatment of depression and clinical practice. Integrated Care Pathways (ICPs) can help address this gap, but to date no study has examined how young people and their caregivers experience ICPs and whether these pathways are an acceptable form of care. This study used focus groups with adolescents, caregivers, and service providers to examine experiences of an ICP. METHODS Six individual interviews with service providers, four focus groups with youth, and two focus groups with caregivers were completed. Data was analyzed consistent with Braun & Clarke's Thematic Analysis Framework within an interpretivist paradigm. RESULTS AND CONCLUSION The study demonstrated that ICPs are acceptable to youth and their caregivers and that ICPs facilitate shared decision making between youth/caregivers and care providers. Findings also indicated that youth are willing to engage with ICPs particularly when there is a trusted clinician involved who helps interpret and tailor the ICP to the young person's experience. Further questions include how to best integrate these into the overall system and how to further tailor these pathways to support youth with diagnostic complexity and treatment resistance.
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Affiliation(s)
- Amy Gajaria
- Margaret and Wallace McCain Centre for Child, Youth, & Family Mental Health, Centre for Addiction and Mental Health, Toronto, ON, Canada
- Department of Psychiatry, University of Toronto, Toronto, ON, Canada
| | - Andrea Greenblatt
- Child Health Evaluative Sciences, Sick Kids Research Institute, Toronto, ON, Canada
| | - Matthew Prebeg
- Centre for Addiction and Mental Health, Toronto, ON, Canada
| | | | - Peter Szatmari
- Cundill Centre for Child and Youth Depression, Centre for Addiction and Mental Health, Toronto, ON, Canada
| | - Darren B Courtney
- Margaret and Wallace McCain Centre for Child, Youth, & Family Mental Health, Centre for Addiction and Mental Health, Toronto, ON, Canada
- Department of Psychiatry, University of Toronto, Toronto, ON, Canada
- Cundill Centre for Child and Youth Depression, Centre for Addiction and Mental Health, Toronto, ON, Canada
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7
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Låver J, McAleavey A, Valaker I, Castonguay LG, Moltu C. Therapists' and patients' experiences of using patients' self-reported data in ongoing psychotherapy processes-A systematic review and meta-analysis of qualitative studies. Psychother Res 2024; 34:293-310. [PMID: 37322037 DOI: 10.1080/10503307.2023.2222896] [Citation(s) in RCA: 15] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/07/2023] [Accepted: 06/01/2023] [Indexed: 06/17/2023] Open
Abstract
OBJECTIVE Using patient-generated quantitative data in psychotherapy (feedback) appears to enhance treatment outcome, but there is variability in its effect. Different ways and reasons to implement routine outcome measurement might explain such variability. The goal of this review is to address the insufficient knowledge on how these data are used by therapists and patients. METHODS The present study is a systematic review and meta-analysis of qualitative reports of therapists' and patients' experiences using patient-generated quantitative data during ongoing psychotherapy. RESULTS Four main categories of use were identified: (1) uses of patients' self-reported data as nomothetic/objective markers for assessment, process monitoring, and treatment planning; (2) intrapersonal uses that enhance self-awareness, initiate reflection, and influence patients' mood or responses; (3) uses that prompt interactional processes by facilitating communication, supporting exploration, creating ownership in patients, changing treatment focus, enhancing therapeutic alliance, or disturbing the psychotherapy process; and (4) patients responding for specific purposes due to uncertainty and interpersonal motives, or strategic responding to achieve a desired result. CONCLUSION These results demonstrate that patient-reported data, when used in active psychotherapy, is very clearly not just an objective measurement of client functioning: the inclusion of patient-data has the potential to influence psychotherapy in numerous ways.
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Affiliation(s)
- J Låver
- Department of Health and Caring Sciences, Western Norway University of Applied Sciences, Førde, Norway
| | - A McAleavey
- Department of Health and Caring Sciences, Western Norway University of Applied Sciences, Førde, Norway
- District General Hospital of Førde, Førde, Norway
| | - I Valaker
- Department of Health and Caring Sciences, Western Norway University of Applied Sciences, Førde, Norway
| | - L G Castonguay
- Department of Health and Caring Sciences, Western Norway University of Applied Sciences, Førde, Norway
- Department of Psychology, Pennsylvania State University, University Park, PA, USA
| | - C Moltu
- Department of Health and Caring Sciences, Western Norway University of Applied Sciences, Førde, Norway
- District General Hospital of Førde, Førde, Norway
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Meyer-Kalos P, Owens G, Fisher M, Wininger L, Williams-Wengerd A, Breen K, Abate J, Currie A, Olinger N, Vinogradov S. Putting measurement-based care into action: A mixed methods study of the benefits of integrating routine client feedback in coordinated specialty care programs for early psychosis. RESEARCH SQUARE 2024:rs.3.rs-3918063. [PMID: 38405727 PMCID: PMC10889084 DOI: 10.21203/rs.3.rs-3918063/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/27/2024]
Abstract
Background Measurement-based care (MBC) is an effective tool in the delivery of evidence-based practices (EBPs). MBC utilizes feedback loops to share information and drive changes throughout a learning healthcare system. Few studies have demonstrated this practice in team-based care for people with early psychosis. This paper describes the development of a personalized feedback report derived from routine assessments that is shared with clients and clinicians as part of a MBC process. Methods We used a quasi pre-post comparison design with mixed methods to evaluate the implementation of a personalized feedback report at 5 early psychosis coordinated specialty care programs (CSC). We compared clients enrolled in CSC who did and did not receive a feedback report over the first 6 months of treatment. The sample included 204 clients: 146 who did not receive the feedback report and were enrolled over 2 years, and 58 who received the feedback report. A subset of 67 clients completed measures at both intake and 6-month follow-up, including 42 who received the report and 25 who did not. We compared the two groups with regard to self-reported symptoms, likelihood of completing treatment, and perception of shared decision making. We conducted qualitative interviews with 5 clients and 5 clinicians to identify the benefits and challenges associated with the personalized feedback report. Results People who received a personalized feedback report reported significant improvements in shared decision-making and had greater improvements over time in their intent to attend future treatment sessions. They engaged in more sessions for Supported Employment and Education (SEE), case management, and peer support, and fewer medication visits over the first 6 months of treatment. Both groups showed significant improvement in symptoms and functioning. Results from the qualitative analysis indicated that the experience of receiving the reports was valuable and validating for both patients and clinicians. Conclusions A personalized feedback report was integrated into standard of care for early psychosis programs. This process may improve shared decision-making, strengthen the likelihood to stay in treatment, and increase engagement in psychosocial interventions. We posit that this process facilitates strengths-focused discussions, enhances intrinsic motivation, and strengthens the therapeutic alliance.
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9
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Bassi E, Bright K, Norman L, Pintson K, Daniel S, Sidhu S, Gondziola J, Bradley J, Fersovitch M, Stamp L, Moskovic K, LaMonica H, Iorfino F, Gaskell T, Tomlinson S, Johnson D, Dimitropoulos G. Perceptions of mental health providers of the barriers and facilitators of using and engaging youth in digital mental-health-enabled measurement based care. Digit Health 2024; 10:20552076241253093. [PMID: 38726214 PMCID: PMC11080807 DOI: 10.1177/20552076241253093] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/19/2024] [Indexed: 05/12/2024] Open
Abstract
Objectives Increased rates of mental health disorders and substance use among youth and young adults have increased globally, furthering the strain on an already burdened mental health system. Digital solutions have been proposed as a potential option for the provision of timely mental health services for youth, with little research exploring mental health professional views about using such innovative tools. In Alberta, Canada, we are evaluating the implementation and integration of a digital mental health (dMH) platform into existing service pathways. Within this paper we seek to explore mental health professionals' perceptions of the barriers and facilitators that may influence their utilization of digital MH-enabled measurement-based care (MBC) with the youth who access their services. Methods A qualitative, descriptive methodology was used to inductively generate themes from focus groups conducted with mental health professionals from specialized mental health services and primary care networks in Alberta. Results As mental health professionals considered the barriers and facilitators of using dMH with youth, they referenced individual and family barriers and facilitators to consider. Providers highlighted perceived barriers, including: first, cultural stigma, family apprehension about mental health care, and parental access to dMH and MBC as deterrents to providers adopting digital platforms in routine care; second, perceptions of increased responsibility and liability for youth in crisis; third, perception that some psychiatric and neurodevelopmental disorders in youth are not amenable to dMH; fourth, professionals contemplated youth readiness to engage with dMH-enabled MBC. Participants also highlighted pertinent facilitators to dMH use, noting: first, the suitability of dMH for youth with mild mental health concerns; second, youth motivated to report their changes in mental health symptoms; and lastly, youth proficiency and preference for dMH options. Conclusions By identifying professionals' perceptions of barriers and facilitators for youth users, we may better understand how to address misconceptions about who is eligible and appropriate for dMH through training and education.
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Affiliation(s)
- E.M. Bassi
- Faculty of Social Work, University of Calgary, Calgary, Alberta, Canada
| | - K.S. Bright
- School of Nursing and Midwifery, Faculty of Health, Community, and Education, Mount Royal University, Calgary, Alberta, Canada
- Heroes in Mind, Advocacy, and Research Consortium (HiMARC), Faculty of Rehabilitation Medicine, College of Health Science, University of Alberta, Edmonton, Alberta, Canada
- Faculty of Nursing, University of Calgary, Calgary, Alberta, Canada
- Provincial Addiction and Mental Health, Alberta Health Services, Calgary, Alberta, Canada
| | - L.G. Norman
- Faculty of Social Work, University of Calgary, Calgary, Alberta, Canada
| | - K. Pintson
- Faculty of Social Work, University of Calgary, Calgary, Alberta, Canada
| | - S. Daniel
- Faculty of Social Work, University of Calgary, Calgary, Alberta, Canada
| | - S. Sidhu
- Faculty of Social Work, University of Calgary, Calgary, Alberta, Canada
| | - J. Gondziola
- Provincial Addiction and Mental Health, Alberta Health Services, Calgary, Alberta, Canada
| | - J. Bradley
- Provincial Addiction and Mental Health, Alberta Health Services, Calgary, Alberta, Canada
| | - M. Fersovitch
- Provincial Addiction and Mental Health, Alberta Health Services, Calgary, Alberta, Canada
| | - L. Stamp
- Provincial Addiction and Mental Health, Alberta Health Services, Calgary, Alberta, Canada
| | - K. Moskovic
- Provincial Addiction and Mental Health, Alberta Health Services, Calgary, Alberta, Canada
| | - H.M. LaMonica
- Brain and Mind Centre, The University of Sydney, Sydney, Australia
| | - F. Iorfino
- Brain and Mind Centre, The University of Sydney, Sydney, Australia
| | - T. Gaskell
- Provincial Addiction and Mental Health, Alberta Health Services, Calgary, Alberta, Canada
| | - S. Tomlinson
- Provincial Addiction and Mental Health, Alberta Health Services, Calgary, Alberta, Canada
| | - D.W. Johnson
- Departments of Pediatrics, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
- Emergency Medicine, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
- Physiology and Pharmacology, Cumming School of Medicine, University of Calgary, Calgary, Alberta, Canada
- Maternal Newborn Child and Youth Strategic Clinical Network, Alberta Health Services, Calgary, Alberta, Canada
| | - G. Dimitropoulos
- Faculty of Social Work, University of Calgary, Calgary, Alberta, Canada
- Calgary Eating Disorders Program, Alberta Health Services, Calgary, Alberta, Canada
- Mathison Centre for Mental Health Research and Education, University of Calgary, Calgary, Alberta, Canada
- Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Alberta, Canada
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Bailey K, Lo LA, Chauhan B, Formuli F, Peck JR, Burra TA. Using a Quality Improvement Approach to Implement Measurement-Based Care (MBC) in Outpatient General Psychiatry. Jt Comm J Qual Patient Saf 2023; 49:563-571. [PMID: 37455195 DOI: 10.1016/j.jcjq.2023.06.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2023] [Revised: 06/11/2023] [Accepted: 06/14/2023] [Indexed: 07/18/2023]
Abstract
BACKGROUND Measurement-based care (MBC) is the clinical practice of using patient-reported symptom measurement to inform treatment decisions. MBC has been shown to improve patient outcomes and quality of care in outpatient psychiatry. Despite these benefits, MBC is not routinely used in most psychiatric outpatient settings. This quality improvement (QI) project aimed to achieve 75% completion of symptom scales using an online MBC platform in a general psychiatry clinic in Toronto, Canada, by June 2022. METHODS The QI team used the Model for Improvement methodology. The main outcome measure was completion of symptom scales using an online MBC platform. Process measures included counts of invitations to join the MBC platform, counts of online MBC account creation, and counts of symptom scale assignment by clinicians. Balancing measures included administrative task completion and physician workload assessment. Stakeholder interviews explored barriers and facilitators to MBC utilization. RESULTS Completion of symptom scales increased from 7/65 (10.8%) preintervention to 40/70 (57.1%) during the 26-week intervention. Clinician reminders and coaching clinicians about how to incorporate MBC into the care process facilitated uptake of MBC. Stakeholders identified several barriers to implementation, particularly physician attitudes toward MBC and perceived administrative burden. CONCLUSION Completion of symptom scales increased over the course of this QI initiative. Successful implementation of MBC in general psychiatry outpatient settings requires the availability of a broad range of measurement scales given the diversity of mental health diagnoses. Implementation must also consider health equity, including access to technology and availability of symptom scales in multiple languages.
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Victor SE, Salk RH, Porta G, Hamilton E, Bero K, Poling K, Brent DA, Goldstein TR. Measurement-based care for suicidal youth: Outcomes and recommendations from the Services for Teens At Risk (STAR) Center. PLoS One 2023; 18:e0284073. [PMID: 37023038 PMCID: PMC10079048 DOI: 10.1371/journal.pone.0284073] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2021] [Accepted: 03/23/2023] [Indexed: 04/07/2023] Open
Abstract
Measurement-based care has demonstrable benefits, but significant implementation barriers slow dissemination in real-world clinical settings, especially youth behavioral health care. Here, we describe use of measurement-based care in a specialty clinic offering a continuum of outpatient care for suicidal youth. We characterize strategies used to facilitate measurement-based care in this population and ways in which challenges to implementation have been addressed. We examined adherence to measurement-based care procedures relative to treatment engagement data from electronic medical records, as well as data from clinicians regarding acceptability and utility of measurement-based care. Results suggest that measurement-based care is both feasible and acceptable for use with suicidal youth. Here we provide future directions in measurement-based care in this, and other, behavioral health settings.
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Affiliation(s)
- Sarah E. Victor
- Department of Psychological Sciences, Texas Tech University, Lubbock, Texas, United States of America
| | - Rachel H. Salk
- Department of Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, United States of America
| | - Giovanna Porta
- Western Psychiatric Hospital, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania, United States of America
| | - Edward Hamilton
- Western Psychiatric Hospital, University of Pittsburgh Medical Center, Pittsburgh, Pennsylvania, United States of America
| | - Kelsey Bero
- Department of Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, United States of America
| | - Kim Poling
- Department of Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, United States of America
| | - David A. Brent
- Department of Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, United States of America
| | - Tina R. Goldstein
- Department of Psychiatry, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, United States of America
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12
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Freedman DE, Waddell AE, Bourdon A, Lam HT, Wang K. Educating Mental Health Trainees About Measurement-Based Care: A Scoping Review. ACADEMIC PSYCHIATRY : THE JOURNAL OF THE AMERICAN ASSOCIATION OF DIRECTORS OF PSYCHIATRIC RESIDENCY TRAINING AND THE ASSOCIATION FOR ACADEMIC PSYCHIATRY 2023; 47:187-195. [PMID: 36829099 DOI: 10.1007/s40596-023-01749-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/15/2022] [Accepted: 01/13/2023] [Indexed: 06/18/2023]
Abstract
OBJECTIVE Measurement-based care (MBC) refers to the routine use of symptom rating scales to guide treatment decisions. Although effective, it is an underused approach to enhance patient care. A significant barrier to integration of MBC is insubstantial foundational training. This scoping review aims to survey the literature on MBC educational curricula for mental health trainees. METHODS Investigators searched Ovid Medline, PsycINFO, Embase, Cochrane Central, and Ebsco CINAHL through June 2021 to select records that described studies of MBC educational programs for undergraduate, graduate, or postgraduate learners in mental healthcare. RESULTS From 1270 unique records, 1263 were excluded in abstract/title and full-text screening. This scoping review included seven articles, of which most were empirical or case studies and took place in the USA. These curricula involved many delivery formats, including lectures and in-service training. Measured learner outcomes include those that are learner-focused (i.e. learner reaction, or attitudinal/behavioral change) and organizational-focused (i.e. increased clinical use of MBC). Mechanisms of positive outcomes are posited to include enhanced stakeholder support and continual curriculum improvement. CONCLUSIONS MBC curricula can be taught in various formats to diverse learners in mental healthcare. Contextual factors, such as dedicated resources, MBC champions, supervisor training, online measurement feedback systems, simple measures, and gathering and disseminating feedback may facilitate curricular success by fostering stakeholder support and continual program improvement. To address literature gaps, future research in MBC education should involve educational frameworks in designing curriculum and address the use of quality improvement approaches in the implementation of MBC education.
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Affiliation(s)
- David E Freedman
- Temerty Faculty of Medicine, University of Toronto, Toronto, ON, Canada.
| | - Andrea E Waddell
- Temerty Faculty of Medicine, University of Toronto, Toronto, ON, Canada
| | - Alexander Bourdon
- Temerty Faculty of Medicine, University of Toronto, Toronto, ON, Canada
| | | | - Karen Wang
- Sunnybrook Health Sciences Centre, University of Toronto, Toronto, ON, Canada
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13
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Cheung BS, Murphy JK, Michalak EE, Liu J, Yang X, Wang X, Chen J, Lam RW. Barriers and facilitators to technology-enhanced measurement based care for depression among Canadian clinicians and patients: Results of an online survey. J Affect Disord 2023; 320:1-6. [PMID: 36162664 DOI: 10.1016/j.jad.2022.09.055] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/01/2022] [Revised: 06/12/2022] [Accepted: 09/20/2022] [Indexed: 02/02/2023]
Abstract
BACKGROUND Measurement-based care (MBC) is an evidence-based approach that can improve management of depression, but its use in clinical settings remains low. The use of digital technology, or technology-enhanced MBC (eMBC), may address some of the barriers to implementation of MBC by enabling patients to easily complete outcome assessments. This study aims to identify the perceived facilitators and barriers to MBC and eMBC from both patient and provider perspectives in Canada. METHODS The study recruited 108 clinicians and 131 patients with a self-reported diagnosis of depression to participate in an online survey about the acceptability of both MBC and eMBC. RESULTS Most clinicians (90/108, 83.3 %) agreed that MBC is important for clinical judgement, and felt trained to interpret their scores; however, only 43/108 (39.8 %) use MBC routinely. Clinicians (95/108, 88.0 %) felt they would be more likely to use MBC if it was automated and available to use electronically. Most patients (117/131, 89.3 %) felt MBC would be helpful for their treatment and were willing to use a mobile app to track their symptoms. LIMITATIONS Recruitment was done online and, hence, this study may not capture the perspective of patients who are not already familiar with using online programs to complete questionnaires. CONCLUSIONS Clinicians and patients in Canada would be willing to utilize MBC and eMBC in their psychiatric care, but barriers to implementation include perceptions about efficiency, ease of use, and accessibility. These results highlight the importance of engaging both clinicians and patients to effectively implement MBC and eMBC for depression.
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Affiliation(s)
- Bennett Sw Cheung
- Department of Psychiatry, University of British Columbia, Vancouver, British Columbia, Canada
| | - Jill K Murphy
- Department of Psychiatry, University of British Columbia, Vancouver, British Columbia, Canada
| | - Erin E Michalak
- Department of Psychiatry, University of British Columbia, Vancouver, British Columbia, Canada
| | - Jing Liu
- Department of Psychiatry, University of British Columbia, Vancouver, British Columbia, Canada
| | - Xiaorui Yang
- Shanghai Mental Health Centre, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Xing Wang
- Shanghai Mental Health Centre, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Jun Chen
- Shanghai Mental Health Centre, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Raymond W Lam
- Department of Psychiatry, University of British Columbia, Vancouver, British Columbia, Canada.
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14
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Schumm J, Wong C, Okrant E, Tharp JA, Embree J, Lester N. Factor Structure of the Brief Addiction Monitor in a Non-Veteran Substance Use Disorder Outpatient Treatment Sample. DRUG AND ALCOHOL DEPENDENCE REPORTS 2022; 5:100125. [PMID: 36844173 PMCID: PMC9948935 DOI: 10.1016/j.dadr.2022.100125] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/29/2022] [Revised: 11/04/2022] [Accepted: 11/28/2022] [Indexed: 12/02/2022]
Abstract
Background The Brief Addiction Monitor (BAM) was developed as a comprehensive substance use disorder (SUD) outcome metric to fill a gap in quality measurement. Research to date has only examined the psychometric performance of this measure in veteran SUD populations. The purpose of the current research is to examine the factor structure and validity in a non-veteran SUD population. Methods Non-veteran patients admitted to a SUD treatment program (N = 2,227) completed BAM at intake. After confirmatory factor analysis (CFA) was performed to evaluate the measurement model validity of previously defined latent structures, exploratory factor analysis (EFA) was used to assess the factor structure and psychometric properties of the BAM within the full sample and within subgroups, specifically racial, referral source (mandated vs. not), and primary SUD diagnosis. Results Exploratory factor analyses in the full sample supported a 4-factor model (representing Stressors, Alcohol Use, Risk Factors, and Protective Factors) derived from 13 items. Subsequent EFAs conducted separately in each subgroup revealed variability in the number of resulting factors and pattern matrices. The internal consistency also varied among factors and between subgroups; in general, reliability was greatest for the Alcohol Use scale and either poor or questionable for pattern matrices resulting in scales reflecting Risk or Protective Factors. Conclusion Findings from our study suggest that the BAM might not be a reliable and valid instrument for all populations. More research is needed to develop and validate tools that are clinically meaningful and allow clinicians to track recovery progress over time.
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Affiliation(s)
- Jeremiah Schumm
- School of Professional Psychology, College of Health, Education, and Human Services, Wright State University, 3640 Colonel Glenn Hwy, Dayton, OH, 45435,Samaritan Behavioral Health, Inc./OneFifteen, Inc., 707 S Edwin C Moses Blvd, Dayton, OH, 45417,Correspondence should be addressed to Jeremiah A. Schumm, Wright State University, School of Professional Psychology, 3640 Colonel Glenn Highway, Dayton, OH, 45435-0001
| | - Celeste Wong
- Verily, LLC, 269 E Grand Ave, South San Francisco, CA, 94080
| | | | - Jordan A. Tharp
- Verily, LLC, 269 E Grand Ave, South San Francisco, CA, 94080
| | - Jared Embree
- OneFifteen, Inc., 6636 Longshore St Suite 200, Dublin, OH, 43017
| | - Natalie Lester
- Verily, LLC, 269 E Grand Ave, South San Francisco, CA, 94080,OneFifteen, Inc., 6636 Longshore St Suite 200, Dublin, OH, 43017
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15
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Van Tiem J, Wirtz E, Suiter N, Heeren A, Fuhrmeister L, Fortney J, Reisinger H, Turvey C. The Implementation of Measurement-Based Care in the Context of Telemedicine: Qualitative Study. JMIR Ment Health 2022; 9:e41601. [PMID: 36422884 PMCID: PMC9732750 DOI: 10.2196/41601] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/01/2022] [Revised: 10/21/2022] [Accepted: 11/09/2022] [Indexed: 11/11/2022] Open
Abstract
BACKGROUND The Measurement Based Care in Mental Health Initiative launched by the Department of Veterans Affairs in 2016 is an example of an evidence-based practice that uses patient-reported outcome measures (PROMs) to improve patient outcomes. The acceptance of measurement-based care (MBC) among Veterans Affairs providers is relatively high. However, there are barriers to MBC for telehealth providers. Health information technologies might afford opportunities to address some of the barriers related to the uptake of MBC. OBJECTIVE This paper reports on an implementation effort to integrate MBC into mental health care telehealth practice using eHealth solutions. METHODS Qualitative data were generated from 22 semistructured interviews with psychiatrists (n=4), psychologists (n=3), social workers (n=3), nurses (n=6), a pharmacist (n=1), and administrative staff (n=5) who provide telemental health care through a community-based outpatient clinic in the rural Midwestern United States. The interviews were conducted during the pilot phase of an implementation initiative to increase the adoption of MBC by revising clinic workflows to integrate the use of eHealth technologies. Data were analyzed using thematic analysis. RESULTS Time burden and workflow issues were the most common barrier to provider adoption of MBC; sharing and reviewing pencil-and-paper measures and results in the same room was no longer possible in novel telehealth workflows necessitated by the COVID-19 pandemic. Providers voiced concerns about how long it would take to collect, adequately score, interpret, share, and document the PROMs during the telehealth visit. Concerns about time might also correspond to a gap in providers' familiarity with these assessments, greater comfort in assessing symptoms through clinical interviews, and being accustomed to using the assessments as screening tools more so than longitudinal outcome measures. Capacities associated with eHealth technologies may address workflow concerns and promote providers' understanding and use of the measures as tracking tools. CONCLUSIONS The need to use limited appointment time well was a top priority for telemental health providers. eHealth technologies provided operative supports that protect time in appointments by shifting when and how PROMs are collected. Bolstering providers' familiarity with how to use PROMs in the course of treatment may impact providers' buy-in by encouraging them to reconsider how sharing and acting on PROMs could be time well spent.
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Affiliation(s)
- Jen Van Tiem
- Department of Veterans Affairs, Health Services Research & Development, Center for Access and Delivery Research and Evaluation, Iowa City Veterans Affairs Health Care System, Iowa City, IA, United States.,Department of Veterans Affairs Office of Rural Health, Veterans Rural Health Resource Center-Iowa City, Iowa City VA Healthcare System, Iowa City, IA, United States
| | - Elizabeth Wirtz
- Department of Veterans Affairs, Health Services Research & Development, Center for Access and Delivery Research and Evaluation, Iowa City Veterans Affairs Health Care System, Iowa City, IA, United States.,Department of Veterans Affairs Office of Rural Health, Veterans Rural Health Resource Center-Iowa City, Iowa City VA Healthcare System, Iowa City, IA, United States
| | - Natalie Suiter
- Department of Veterans Affairs, Health Services Research & Development, Center for Access and Delivery Research and Evaluation, Iowa City Veterans Affairs Health Care System, Iowa City, IA, United States.,Department of Veterans Affairs Office of Rural Health, Veterans Rural Health Resource Center-Iowa City, Iowa City VA Healthcare System, Iowa City, IA, United States
| | - Amanda Heeren
- Department of Veterans Affairs Office of Rural Health, Veterans Rural Health Resource Center-Iowa City, Iowa City VA Healthcare System, Iowa City, IA, United States.,Department of Psychiatry, Carver College of Medicine, University of Iowa, Iowa City, IA, United States
| | - Lindsey Fuhrmeister
- Department of Veterans Affairs Office of Rural Health, Veterans Rural Health Resource Center-Iowa City, Iowa City VA Healthcare System, Iowa City, IA, United States.,Department of Psychiatry, Carver College of Medicine, University of Iowa, Iowa City, IA, United States
| | - John Fortney
- Department of Veterans Affairs, Health Services Research & Development, Center of Innovation for Veteran-Centered and Values-Driven Care, Veterans Affairs Puget Sound Health Care System, Seattle, WA, United States.,Department of Psychiatry and Behavioral Sciences, University of Washington School of Medicine, Seattle, WA, United States
| | - Heather Reisinger
- Department of Veterans Affairs, Health Services Research & Development, Center for Access and Delivery Research and Evaluation, Iowa City Veterans Affairs Health Care System, Iowa City, IA, United States.,Institute for Clinical and Translational Science, University of Iowa, Iowa City, IA, United States.,Department of Internal Medicine, Carver College of Medicine, University of Iowa, Iowa City, IA, United States
| | - Carolyn Turvey
- Department of Veterans Affairs, Health Services Research & Development, Center for Access and Delivery Research and Evaluation, Iowa City Veterans Affairs Health Care System, Iowa City, IA, United States.,Department of Veterans Affairs Office of Rural Health, Veterans Rural Health Resource Center-Iowa City, Iowa City VA Healthcare System, Iowa City, IA, United States.,Department of Psychiatry, Carver College of Medicine, University of Iowa, Iowa City, IA, United States
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16
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Sikstrom L, Maslej MM, Hui K, Findlay Z, Buchman DZ, Hill SL. Conceptualising fairness: three pillars for medical algorithms and health equity. BMJ Health Care Inform 2022; 29:e100459. [PMID: 35012941 PMCID: PMC8753410 DOI: 10.1136/bmjhci-2021-100459] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2021] [Accepted: 12/14/2021] [Indexed: 12/25/2022] Open
Abstract
OBJECTIVES Fairness is a core concept meant to grapple with different forms of discrimination and bias that emerge with advances in Artificial Intelligence (eg, machine learning, ML). Yet, claims to fairness in ML discourses are often vague and contradictory. The response to these issues within the scientific community has been technocratic. Studies either measure (mathematically) competing definitions of fairness, and/or recommend a range of governance tools (eg, fairness checklists or guiding principles). To advance efforts to operationalise fairness in medicine, we synthesised a broad range of literature. METHODS We conducted an environmental scan of English language literature on fairness from 1960-July 31, 2021. Electronic databases Medline, PubMed and Google Scholar were searched, supplemented by additional hand searches. Data from 213 selected publications were analysed using rapid framework analysis. Search and analysis were completed in two rounds: to explore previously identified issues (a priori), as well as those emerging from the analysis (de novo). RESULTS Our synthesis identified 'Three Pillars for Fairness': transparency, impartiality and inclusion. We draw on these insights to propose a multidimensional conceptual framework to guide empirical research on the operationalisation of fairness in healthcare. DISCUSSION We apply the conceptual framework generated by our synthesis to risk assessment in psychiatry as a case study. We argue that any claim to fairness must reflect critical assessment and ongoing social and political deliberation around these three pillars with a range of stakeholders, including patients. CONCLUSION We conclude by outlining areas for further research that would bolster ongoing commitments to fairness and health equity in healthcare.
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Affiliation(s)
- Laura Sikstrom
- Centre for Addiction and Mental Health, Toronto, Ontario, Canada
- Department of Anthropology, University of Toronto, Toronto, Ontario, Canada
| | - Marta M Maslej
- Centre for Addiction and Mental Health, Toronto, Ontario, Canada
| | - Katrina Hui
- Centre for Addiction and Mental Health, Toronto, Ontario, Canada
- Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada
| | - Zoe Findlay
- Department of Laboratory Medicine and Pathobiology, University of Toronto, Toronto, Ontario, Canada
| | - Daniel Z Buchman
- Centre for Addiction and Mental Health, Toronto, Ontario, Canada
- Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Sean L Hill
- Centre for Addiction and Mental Health, Toronto, Ontario, Canada
- Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada
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