1
|
Cohen A, Joshi D, Bondre A, Chand PK, Chaturvedi N, Choudhary S, Dutt S, Khan A, Langholm C, Kumar M, Gupta S, Nagendra S, Reddy PV, Rozatkar A, Sen Y, Shrivastava R, Singh R, Thirthalli J, Tugnawat DK, Bhan A, Naslund JA, Vaidyam A, Patel V, Keshavan M, Mehta UM, Torous J. Digital phenotyping correlates of mobile cognitive measures in schizophrenia: A multisite global mental health feasibility trial. PLOS DIGITAL HEALTH 2024; 3:e0000526. [PMID: 38941349 PMCID: PMC11213313 DOI: 10.1371/journal.pdig.0000526] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/26/2023] [Accepted: 05/04/2024] [Indexed: 06/30/2024]
Abstract
Traditional cognitive assessments in schizophrenia are time-consuming and necessitate specialized training, making routine evaluation challenging. To overcome these limitations, this study investigates the feasibility and advantages of utilizing smartphone-based assessments to capture both cognitive functioning and digital phenotyping data and compare these results to gold standard measures. We conducted a secondary analysis of data from 76 individuals with schizophrenia, who were recruited across three sites (one in Boston, two in India) was conducted. The open-source mindLAMP smartphone app captured digital phenotyping data and Trails A/B assessments of attention / memory for up to 12 months. The smartphone-cognitive tasks exhibited potential for normal distribution and these scores showed small but significant correlations with the results from the Brief Assessment of Cognition in Schizophrenia, especially the digital span and symbol coding tasks (r2 = 0.21). A small but significant correlation (r2 = 0.29) between smartphone-derived cognitive scores and health-related behaviors such as sleep duration patterns was observed. Smartphone-based cognitive assessments show promise as cross-cultural tools that can capture relevant data on momentary states among individuals with schizophrenia. Cognitive results related to sleep suggest functional applications to digital phenotyping data, and the potential of this multimodal data approach in research.
Collapse
Affiliation(s)
- Asher Cohen
- Division of Digital Psychiatry, Department of Psychiatry, Beth Israel Deaconess Medical Center, Boston, Massachusetts, United States of America
| | - Devayani Joshi
- Division of Digital Psychiatry, Department of Psychiatry, Beth Israel Deaconess Medical Center, Boston, Massachusetts, United States of America
| | | | - Prabhat Kumar Chand
- Department of Psychiatry, National Institute of Mental Health and Neurosciences, Bengaluru, Karnataka, India
| | | | - Soumya Choudhary
- Department of Psychiatry, National Institute of Mental Health and Neurosciences, Bengaluru, Karnataka, India
| | - Siddharth Dutt
- Department of Psychiatry, National Institute of Mental Health and Neurosciences, Bengaluru, Karnataka, India
| | | | - Carsten Langholm
- Division of Digital Psychiatry, Department of Psychiatry, Beth Israel Deaconess Medical Center, Boston, Massachusetts, United States of America
| | - Mohit Kumar
- Department of Psychiatry, All India Institute of Medical Sciences (AIIMS) Bhopal, Bhopal, India
| | - Snehil Gupta
- Department of Psychiatry, All India Institute of Medical Sciences (AIIMS) Bhopal, Bhopal, India
| | - Srilakshmi Nagendra
- Department of Psychiatry, National Institute of Mental Health and Neurosciences, Bengaluru, Karnataka, India
| | - Preethi V. Reddy
- Department of Psychiatry, National Institute of Mental Health and Neurosciences, Bengaluru, Karnataka, India
| | - Abhijit Rozatkar
- Department of Psychiatry, All India Institute of Medical Sciences (AIIMS) Bhopal, Bhopal, India
| | | | | | | | - Jagadisha Thirthalli
- Department of Psychiatry, National Institute of Mental Health and Neurosciences, Bengaluru, Karnataka, India
| | | | | | - John A. Naslund
- Department of Global Health and Social Medicine, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Aditya Vaidyam
- Division of Digital Psychiatry, Department of Psychiatry, Beth Israel Deaconess Medical Center, Boston, Massachusetts, United States of America
| | - Vikram Patel
- Department of Global Health and Social Medicine, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Matcheri Keshavan
- Division of Digital Psychiatry, Department of Psychiatry, Beth Israel Deaconess Medical Center, Boston, Massachusetts, United States of America
| | - Urvakhsh Meherwan Mehta
- Department of Psychiatry, National Institute of Mental Health and Neurosciences, Bengaluru, Karnataka, India
- National Institute of Advanced Studies, Bangalore, India
| | - John Torous
- Division of Digital Psychiatry, Department of Psychiatry, Beth Israel Deaconess Medical Center, Boston, Massachusetts, United States of America
| |
Collapse
|
2
|
Mutschler C, McShane K, Liebman R. Psychosocial Outcomes of Canadian Clubhouse Members: A Multi-Site Longitudinal Evaluation. Community Ment Health J 2024:10.1007/s10597-024-01280-9. [PMID: 38653870 DOI: 10.1007/s10597-024-01280-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/08/2024] [Accepted: 04/08/2024] [Indexed: 04/25/2024]
Abstract
The Clubhouse model of psychosocial rehabilitation supports individuals with mental health challenges using a person centered and recovery-oriented approach. Clubhouses around the world have been found to be effective in supporting their member's recovery. However, there is a lack of multi-site and longitudinal studies on the Clubhouse model. Therefore, the purpose of the present study was to longitudinally assess the psychosocial outcomes of Clubhouse members across six accredited Clubhouses in Canada. Due to the COVID-19 pandemic occurring midway through the study, a secondary aim was to assess the impact of the pandemic on the psychosocial outcomes of Clubhouse members. A total of 462 Clubhouse members consented to participate in the study. Members completed a questionnaire battery every 6 months over a 2-year period (five data points total). The last three data points were collected during the COVID-19 pandemic. Psychosocial outcomes included mental health symptoms, substance use, community integration, and satisfaction with life, and were analyzed using multilevel growth models. The results indicated that satisfaction with life and psychological integration increased over the study period, while mental health symptoms, substance use, and physical integration decreased. Examining Clubhouse participation, length of Clubhouse membership and frequency of Clubhouse use predicted higher life satisfaction, lower substance use, and fewer mental health symptoms over the study period. The results of the present study provide invaluable insight into the psychosocial impact of Clubhouses on Canadian Clubhouse members, particularly during COVID-19.
Collapse
Affiliation(s)
| | - Kelly McShane
- Ted Rogers School of Management, Toronto Metropolitan University, Toronto, ON, Canada
| | - Rachel Liebman
- Department of Psychiatry, Centre of Mental Health, Toronto General Hospital, University of Toronto, Toronto, ON, Canada
| |
Collapse
|
3
|
Hinchey LME, Pernice FM, Christian JN, Michon A, Rice K. A Contemporary Review of the Clubhouse Model of Psychosocial Rehabilitation: Past, Present, and Emerging Directions. Psychiatr Q 2023; 94:569-604. [PMID: 37796378 DOI: 10.1007/s11126-023-10051-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 08/28/2023] [Indexed: 10/06/2023]
Abstract
Since the 1940s, the Clubhouse model of psychosocial rehabilitation has evolved towards a comprehensive practice of social theory and intervention. Despite the model's cost effectiveness and observational evidence of its efficacy, empirical research remains lacking. The current narrative review examines studies from recent years (2015-2021), not to assess study rigor, but to identify trends in research aims, findings, and methodology, as well as specify future research directions. A narrative review was conducted using PRISMA guidelines. Using the search term "Clubhouse," 194 articles were identified in online databases. 38 met criteria for inclusion. Most studies were qualitative (60.5%) and few utilized experimental or quasi-experimental designs (7.9%). Narrative synthesis revealed research aims and outcome variables falling into six key areas: social integration and connectedness, quality of life (QOL), recovery outcomes, relational dynamics, policy, and virtual adaptations of the model. Findings indicate that recent Clubhouse-related research trends have primarily involved studies of social connectedness, QOL, recovery, relationships, and policy, as well as studies examining the value of the virtual Clubhouse in maintaining well-being. However, heterogeneity of methodologies and measures present a critical limitation to assessing results across studies. Options for increasing experimental methodologies in this area are reviewed. Recommended future directions involve moving towards a biopsychosocial approach to clarifying the mechanisms through which the model promotes recovery-aims that may yield implications beyond the realm of serious mental illness.
Collapse
Affiliation(s)
- Liza M E Hinchey
- Department of Theoretical and Behavioral Foundations, College of Education, Wayne State University, 5425 Gullen Mall, Education Building, Room 351, Detroit, MI, 48202, USA.
| | - Francesca M Pernice
- Department of Theoretical and Behavioral Foundations, College of Education, Wayne State University, 5425 Gullen Mall, Education Building, Room 351, Detroit, MI, 48202, USA
| | - Janay N Christian
- Department of Theoretical and Behavioral Foundations, College of Education, Wayne State University, 5425 Gullen Mall, Education Building, Room 351, Detroit, MI, 48202, USA
| | - Amber Michon
- Department of Theoretical and Behavioral Foundations, College of Education, Wayne State University, 5425 Gullen Mall, Education Building, Room 351, Detroit, MI, 48202, USA
| | - Kevin Rice
- Fountain House New York, 425 West 47Th Street, New York, NY, 10036, USA
| |
Collapse
|
4
|
O'Neill K, Hand R, Diop B, Weiss H, Cruz Pfaeffle A, Maragatham P, Rice K, Naslund JA. Informing the development of the coaching online and community health (COACH) program: a qualitative study of clubhouse members living with serious mental illness. Transl Behav Med 2023; 13:343-353. [PMID: 36694908 DOI: 10.1093/tbm/ibad001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023] Open
Abstract
Health and wellness interventions addressing risk factors for early mortality among individuals with serious mental illness have demonstrated success and can be further augmented with digital technology. These programs may be suitable for delivery in psychosocial rehabilitation clubhouses, especially given many services have transitioned to digital platforms during the pandemic. This qualitative study aimed to: (a) explore clubhouse members' experiences engaging with the virtual clubhouse platform, and their preferences for accessing digital wellness and health promotion content; and, (b) gauge members' interest in an online peer-driven lifestyle intervention and their suggestions for program design. This study was guided by a community-based participatory action research framework. Ten focus groups were conducted with clubhouse members. Focus groups were coded and analyzed thematically by trained clubhouse members and the research team. Thirty-three members participated in the focus groups. Participants expressed the importance of having technical support from staff; that one-on-one support and consistent communication are important to keep them engaged in health and wellness programming; and described mixed views about use of the virtual platform, but generally were open to engaging in lifestyle intervention programming virtually. Participants who joined the clubhouse during the pandemic expressed feeling overwhelmed by in-person gatherings, and were especially interested in opportunities for remote participation. This study can inform health and wellness programming for delivery on the virtual clubhouse platform for members. The taxonomy of codes, created to generate a framework with recommendations, will inform the design of a virtual health and wellness intervention.
Collapse
Affiliation(s)
- Kathryn O'Neill
- Department of Global Health and Social Medicine, Harvard Medical School, Boston, MA 02115, USA
| | | | | | | | | | | | | | - John A Naslund
- Department of Global Health and Social Medicine, Harvard Medical School, Boston, MA 02115, USA
| |
Collapse
|
5
|
Siddiqui S, Morris A, Ikeda DJ, Balsari S, Blanke L, Pearsall M, Rodriguez R, Saxena S, Miller BF, Patel V, Naslund JA. Scaling up community-delivered mental health support and care: A landscape analysis. Front Public Health 2022; 10:992222. [PMID: 36568763 PMCID: PMC9773996 DOI: 10.3389/fpubh.2022.992222] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2022] [Accepted: 10/27/2022] [Indexed: 12/13/2022] Open
Abstract
Introduction The mental health crisis has caused widespread suffering and has been further exacerbated by the COVID-19 pandemic. Marginalized groups are especially affected, with many concerns rooted in social determinants of mental health. To stem this tide of suffering, consideration of approaches outside the traditional biomedical model will be necessary. Drawing from task-sharing models of mental health care that have been pioneered in low-resource settings, community-initiated care (CIC) represents a potentially promising collection of approaches. This landscape analysis seeks to identify examples of CIC that have been implemented outside of the research context, with the aim of identifying barriers and facilitators of scale up. Methods A narrative review approach was used for this landscape analysis in which the PubMed database was searched and further supplemented with Google Scholar. Promising programs were then discussed over multiple rounds of meetings with the research team, consisting of collaborators with varied experiences in mental health. Using the selection criteria and feedback derived from group meetings, a final list of programs was identified and summarized according to common characteristics and features. Results The initial PubMed search yielded 16 results, supplemented by review of the first 100 entries in Google Scholar. Through 5 follow-up meetings among team members, consensus was reached on a final list of 9 programs, which were grouped into three categories based on similar themes and topics: (1) approaches for the delivery of psychosocial interventions; (2) public health and integrative approaches to mental health; and (3) approaches for addressing youth mental health. Key facilitators to scale up included the importance of sustainable financing and human resources, addressing social determinants and stigma, engaging diverse stakeholders, leveraging existing health infrastructure, using sustainable training models, ensuring cultural relevance and appropriateness, and leveraging digital technologies. Discussion This landscape analysis, though not an exhaustive summary of the literature, describes promising examples of efforts to scale up CIC outside of the research context. Going forward, it will be necessary to mobilize stakeholders at the community, health system, and government levels to effectively promote CIC.
Collapse
Affiliation(s)
| | - Angelika Morris
- Department of Global Health and Social Medicine, Harvard Medical School, Boston, MA, United States
| | | | - Satchit Balsari
- Department of Emergency Medicine, Beth Israel Deaconess Medical Center, Boston, MA, United States
- Department of Global Health and Population, Harvard T.H. Chan School of Public Health, Boston, MA, United States
| | | | | | | | - Shekhar Saxena
- Department of Global Health and Population, Harvard T.H. Chan School of Public Health, Boston, MA, United States
| | - Benjamin F. Miller
- Well Being Trust, Oakland, CA, United States
- Department of Psychiatry and Behavioral Sciences, School of Medicine, Stanford University, Stanford, CA, United States
| | - Vikram Patel
- Department of Global Health and Social Medicine, Harvard Medical School, Boston, MA, United States
- Department of Global Health and Population, Harvard T.H. Chan School of Public Health, Boston, MA, United States
| | - John A. Naslund
- Department of Global Health and Social Medicine, Harvard Medical School, Boston, MA, United States
| |
Collapse
|
6
|
Hinchey L, Michon A, Drews J, Price M, Christian J, Pernice F, Aquila R. Clubhouses as Essential Communities During the COVID-19 Pandemic. ACTA ACUST UNITED AC 2021; 9:149-157. [PMID: 34722124 PMCID: PMC8548267 DOI: 10.1007/s40737-021-00242-8] [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: 04/08/2021] [Accepted: 09/25/2021] [Indexed: 11/07/2022]
Abstract
Intentional recovery communities, such as Clubhouses, exist as physical spaces for individuals living with Serious and Persistent Mental Illness. Due to the COVID-19 pandemic, it was necessary for these facilities to rapidly convert to virtual platforms. The aim of this study was to assess the extent to which virtual Clubhouse communities impacted the well-being of their members during the initial weeks of pandemic-related closures. Two hundred and eighty nine Clubhouse members across 19 countries responded to weekly measures of Clubhouse engagement, contact with other members, and well-being. A repeated measures multivariate analysis of covariance indicated that members with high levels of Clubhouse engagement reported higher mental and physical health ratings over time than those with low levels of engagement. These findings support the virtual Clubhouse model and highlight the efficacy of Clubhouses’ rapid adaptations to the pandemic.
Collapse
Affiliation(s)
- Liza Hinchey
- 351 College of Education, Wayne State University, Detroit, MI 48202 USA
| | - Amber Michon
- 351 College of Education, Wayne State University, Detroit, MI 48202 USA
| | - Jessica Drews
- 351 College of Education, Wayne State University, Detroit, MI 48202 USA
| | - Megan Price
- 351 College of Education, Wayne State University, Detroit, MI 48202 USA
| | - Janay Christian
- 351 College of Education, Wayne State University, Detroit, MI 48202 USA
| | - Francesca Pernice
- 351 College of Education, Wayne State University, Detroit, MI 48202 USA
| | - Ralph Aquila
- Fountain House, 425 W 47th St, New York, NY 10036 USA
| |
Collapse
|