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Potts C, Kealy C, McNulty JM, Madrid-Cagigal A, Wilson T, Mulvenna MD, O'Neill S, Donohoe G, Barry MM. Digital Mental Health Interventions for Young People Aged 16-25 Years: Scoping Review. J Med Internet Res 2025; 27:e72892. [PMID: 40344661 DOI: 10.2196/72892] [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] [Received: 02/20/2025] [Revised: 04/17/2025] [Accepted: 04/21/2025] [Indexed: 05/11/2025] Open
Abstract
BACKGROUND Digital mental health interventions for young people offer a promising avenue for promoting mental well-being and addressing mental health issues in this population. OBJECTIVE This scoping review aims to explore the range of digital mental health interventions available for young people aged 16-25 years, with a particular focus on digital tool types, modalities, delivery formats, target populations, and study retention rates. METHODS The scoping review was conducted in 6 databases (PubMed, Web of Science, Scopus, MEDLINE, Cochrane Library, and PsychInfo). Studies were included if they were published from 2019 to 2024 in English, reported on a population of young people aged 16-25 years, and included validated mental health or well-being outcome measures. All types of digital interventions from promotion and prevention to treatment of mental health were included. RESULTS After screening 13,306 articles, 145 articles were included in the final review. The findings reveal a diverse landscape of studies, equally focusing on the prevention and promotion of mental health and the treatment of mental ill health, most commonly using cognitive behavioral therapy (63/145, 43.4%). The most common digital tools were apps (51/135, 37.8%), web-based resources (45/135, 33.3%), and websites (19/135, 14.1%). The results highlight the over emphasis on convenience sampling (140/145, 96.6%), with participants mainly recruited from universities or colleges, and a lack of representation from marginalized groups, including lesbian, gay, bisexual, transgender, and queer youth; those from socioeconomically deprived backgrounds; and those who are neurodivergent. Moreover, the focus on anxiety and depression leaves other mental health conditions underrepresented. Retention rates ranged from 16% to 100% and averaged 66% across all studies. CONCLUSIONS There is a need for more research on mental health promotion and prevention measures among those aged younger than 25 years as young people are at increased risk of mental health issues. This includes exploring different intervention approaches and modalities beyond cognitive behavioral therapy and ensuring inclusivity in study populations. Standardizing intervention durations and incorporating long-term follow-up data could provide valuable insights into the efficacy and effectiveness of digital interventions. Future studies should aim for greater inclusivity, ensuring representation from marginalized groups to address the diverse mental health needs of young people effectively. By adopting these approaches, digital mental health interventions can become more accessible, engaging, and impactful for young people worldwide.
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Affiliation(s)
- Courtney Potts
- School of Psychology, Ulster University, Coleraine, United Kingdom
| | - Carmen Kealy
- Health Promotion Research Centre, Ollscoil na Gaillimhe - University of Galway, Galway, Ireland
| | - Jamie M McNulty
- School of Psychology, Ulster University, Coleraine, United Kingdom
| | - Alba Madrid-Cagigal
- School of Psychology, Ollscoil na Gaillimhe - University of Galway, Galway, Ireland
| | - Thomas Wilson
- School of Psychology, Queen's University Belfast, Belfast, United Kingdom
| | | | - Siobhan O'Neill
- School of Psychology, Ulster University, Coleraine, United Kingdom
| | - Gary Donohoe
- School of Psychology, Ollscoil na Gaillimhe - University of Galway, Galway, Ireland
| | - Margaret M Barry
- Health Promotion Research Centre, Ollscoil na Gaillimhe - University of Galway, Galway, Ireland
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2
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Chu LY, Zhang Y, Smith GD, Ho KHM. Interprofessional Collaborations on Interventions for People With Loneliness: A Scoping Review. Nurs Open 2025; 12:e70239. [PMID: 40395206 DOI: 10.1002/nop2.70239] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2024] [Revised: 02/20/2025] [Accepted: 05/06/2025] [Indexed: 05/22/2025] Open
Abstract
AIM To describe the types and effects of interprofessional collaborations (IPC) interventions, the disciplines involved, the target population and the barriers and facilitators in implementation for tackling loneliness. DESIGN Scoping review. REVIEW METHODS Following Arksey and O'Mally's framework, two authors screened the title, abstract and full text of the identified studies. Characteristics of included studies and IPC interventions were extracted into tables. The PAGER framework was applied for data analysis. DATA SOURCES Keyword search was conducted on OVID Medline, OVID PsycINFO, OVID Embase, EBSCO CINAHL and ProQuest databases from January 2003 to October 2023. RESULTS Eleven eligible articles were included. IPC was generally effective in alleviating loneliness among older adults. Professionals involved students of healthcare professionals, nurses, physicians, occupational therapists, physiotherapists, psychologists, pharmacists, social workers, artists and engineers. IPC interventions were delivered face-to-face or by digital technology. IPC interventions involved social groups, intergenerational support, social skill training, art therapy, home visiting, coordinated care pathways and digital rehabilitation. Both facilitators and barriers to implementing IPC interventions for tackling loneliness were identified. CONCLUSION Interprofessional collaboration employing digital technology has been a recent trend for tackling loneliness among older adults. However, the collaborative ways between various disciplines to develop and implement IPC interventions for tackling loneliness were unclear. Nursing demonstrated relatively low engagement in IPC studies for loneliness. IMPLICATIONS FOR THE PROFESSION AND/OR PATIENT CARE Nurses should expand their roles in IPC to tackle the psycho-social-spiritual aspects of loneliness. Involving an intergenerational approach is important for older adults. IMPACT There is no systematic mapping and synthesis of information on IPC for tackling loneliness. IPC interventions are generally effective in alleviating loneliness among older adults; however, ways of collaboration between disciplines require further attention. Nurses across a variety of settings in the community can become actively involved in IPC interventions for loneliness. REPORTING METHOD PRISMA-ScR. No Patient or Public Contribution. Protocol Registration Number: DOI: 10.17605/OSF.IO/PJDH2.
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Affiliation(s)
- Lok Ying Chu
- The Nethersole School of Nursing, The Chinese University of Hong Kong, Hong Kong, SAR, China
| | - Youjuan Zhang
- Department of Applied Social Sciences, The Hong Kong Polytechnic University, Hong Kong, SAR, China
| | | | - Ken Hok Man Ho
- The Nethersole School of Nursing, The Chinese University of Hong Kong, Hong Kong, SAR, China
- School of Nursing & Midwifery, La Trobe University, Melbourne, Victoria, Australia
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Sawalma M, Shalash A, Maraqa B, Quran M, Elmusharaf K, Abu-Rmeileh NME. Adolescent health research and initiatives in the occupied Palestinian territory: a scoping review. BMJ Open 2025; 15:e082563. [PMID: 40132827 PMCID: PMC12004469 DOI: 10.1136/bmjopen-2023-082563] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/27/2023] [Accepted: 02/28/2025] [Indexed: 03/27/2025] Open
Abstract
OBJECTIVE Adolescence is a period characterised by profound changes that warrant special attention, particularly for adolescents living in conflict-stricken regions. The dearth of available information regarding observational health research and interventions in the occupied Palestinian territory emphasises the need for a comprehensive examination of all accessible data. The aim of this review is to conduct a thorough analysis of the existing literature and initiatives focusing on adolescent health in the occupied Palestinian territory. DESIGN Scoping review using the Preferred Reporting Items for Systematic Reviews and Meta-Analysis extension for Scoping Reviews (PRISMA-ScR) framework. DATA SOURCES PubMed, Embase, Web of Science, Scopus, CINAHL and PsycINFO, along with grey literature, were searched for the period between 2012 and 2023. ELIGIBILITY CRITERIA FOR SELECTING STUDIES Research studies, programmes or interventions targeting adolescents aged 10-19 years, conducted in the occupied Palestinian territory, and published between 2012 and 2023 were considered. Both peer-reviewed articles and grey literature were included. DATA EXTRACTION AND SYNTHESIS Two independent reviewers conducted abstract and full-text screening of the selected articles. Discrepancies were resolved through discussion, with a third reviewer consulted when necessary. Data extraction was performed using Excel software by two independent reviewers. Extracted data were categorised as either intervention or observational research. For analysis, the extracted data underwent an explanatory frequency analysis using SPSS software. RESULTS Our search yielded 114 research projects and 19 interventions from peer-reviewed and grey literature searches. The most frequently addressed topic was non-communicable diseases, with health awareness being the most common method employed in interventions. The studies targeted both male and female participants, with a particular focus on adolescents aged 10-19 years. The majority of the included studies received funding from international sources and were conducted by foreign and local researchers. CONCLUSION This review sheds light on the current framework of adolescent health interventions, identifies areas where research is lacking and advocates for evidence-based practices to enhance the well-being of Palestinian adolescents. Future interventions should encompass the younger age group, and research should strive to provide precise information for each age group independently.
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Affiliation(s)
- Mariam Sawalma
- Institute of Community and Public Health, Birzeit University, Birzeit, Palestine
- Palestinian Medical Relief Society, Ramallah, Palestine
| | - Aisha Shalash
- Institute of Community and Public Health, Birzeit University, Birzeit, Palestine
- School of Medicine, University of Limerick, Limerick, Ireland
| | - Beesan Maraqa
- Faculty of Medicine and Health Science, Al-Najah National University, Nablus, Palestine
- Ministry of Health, Gaza, Palestine
| | - Majd Quran
- Juzoor for Health and Social Development, Ramallah, Palestine
| | - Khalifa Elmusharaf
- Institute of Applied Health Research, University of Birmingham Dubai, Dubai, UAE
| | - Niveen M E Abu-Rmeileh
- Institute of Community and Public Health, Birzeit University, Birzeit, Palestine
- College of Health Sciences, Qatar University, Doha, Qatar
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Alvarez‐Jimenez M, Nicholas J, Valentine L, Liu P, Mangelsdorf S, Baker S, Gilbertson T, O'Loughlin G, McEnery C, McGorry PD, Gleeson JF, Cross SP. A national evaluation of a multi-modal, blended, digital intervention integrated within Australian youth mental health services. Acta Psychiatr Scand 2025; 151:317-331. [PMID: 39260824 PMCID: PMC11787918 DOI: 10.1111/acps.13751] [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: 03/25/2024] [Revised: 07/08/2024] [Accepted: 08/17/2024] [Indexed: 09/13/2024]
Abstract
BACKGROUND Youth mental health (YMH) services have been established internationally to provide timely, age-appropriate, mental health treatment and improve long-term outcomes. However, YMH services face challenges including long waiting times, limited continuity of care, and time-bound support. To bridge this gap, MOST was developed as a scalable, blended, multi-modal digital platform integrating real-time and asynchronous clinician-delivered counselling; interactive psychotherapeutic content; vocational support; peer support, and a youth-focused online community. The implementation of MOST within Australian YMH services has been publicly funded. OBJECTIVE The primary aim of this study was to evaluate the real-world engagement, outcomes, and experience of MOST during the first 32 months of implementation. METHOD Young people from participating YMH services were referred into MOST. Engagement metrics were derived from platform usage. Symptom and satisfaction measures were collected at baseline, 6, and 12 (primary endpoint) weeks. Effect sizes were calculated for the primary outcomes of depression and anxiety and secondary outcomes of psychological distress and wellbeing. RESULTS Five thousand seven hundred and two young people from 262 clinics signed up and used MOST at least once. Young people had an average of 19 login sessions totalling 129 min over the first 12 weeks of use, with 71.7% using MOST for at least 14 days, 40.1% for 12 weeks, and 18.8% for 24 weeks. There was a statistically significant, moderate improvement in depression and anxiety at 12 weeks as measured by the PHQ4 across all users irrespective of treatment stage (d = 0.41, 95% CI 0.35-0.46). Satisfaction levels were high, with 93% recommending MOST to a friend. One thousand one hundred and eighteen young people provided written feedback, of which 68% was positive and 31% suggested improvement. CONCLUSIONS MOST is a highly promising blended digital intervention with potential to address the limitations and enhance the impact of YMH services.
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Affiliation(s)
- M. Alvarez‐Jimenez
- Orygen DigitalParkvilleAustralia
- MelbourneCentre for Youth Mental HealthThe University of MelbourneAustralia
| | - J. Nicholas
- Orygen DigitalParkvilleAustralia
- MelbourneCentre for Youth Mental HealthThe University of MelbourneAustralia
| | - L. Valentine
- Orygen DigitalParkvilleAustralia
- MelbourneCentre for Youth Mental HealthThe University of MelbourneAustralia
| | - P. Liu
- Orygen DigitalParkvilleAustralia
- MelbourneCentre for Youth Mental HealthThe University of MelbourneAustralia
| | - S. Mangelsdorf
- Orygen DigitalParkvilleAustralia
- MelbourneCentre for Youth Mental HealthThe University of MelbourneAustralia
| | - S. Baker
- Orygen DigitalParkvilleAustralia
| | - T. Gilbertson
- Orygen DigitalParkvilleAustralia
- MelbourneCentre for Youth Mental HealthThe University of MelbourneAustralia
| | | | | | - P. D. McGorry
- Orygen DigitalParkvilleAustralia
- MelbourneCentre for Youth Mental HealthThe University of MelbourneAustralia
| | - J. F. Gleeson
- Healthy Brain and Mind Research Centre, School of Behavioural and Health Sciences, School of PsychologyThe Australian Catholic UniversityMelbourneAustralia
| | - S. P. Cross
- Orygen DigitalParkvilleAustralia
- MelbourneCentre for Youth Mental HealthThe University of MelbourneAustralia
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5
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Wang J, Yang Y, Chen Y, Lin H, Wang T, Wang Z, Chen X, Fu C. Loneliness, Internalizing and Externalizing Problems, and Suicidal Ideation Among Chinese Adolescents: A Longitudinal Mediation Analysis. J Adolesc Health 2025; 76:96-104. [PMID: 39365230 DOI: 10.1016/j.jadohealth.2024.08.010] [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] [Received: 02/27/2024] [Revised: 08/09/2024] [Accepted: 08/09/2024] [Indexed: 10/05/2024]
Abstract
PURPOSE Research indicates that loneliness and emotional and behavioral problems increase the risk of suicidal ideation in adolescents, but less is known about the distinct contributions of these problems. This study aimed to distinguish the pathways through which loneliness, internalizing problems, and externalizing problems contribute to suicidal ideation in Chinese adolescents. METHODS We did a longitudinal mediation analysis with data collected at 3 time points (2021.05, 2021.10, and 2022.05) from 28 Taizhou high schools. Loneliness and suicidal ideation were assessed using the UCLA 3-Item Loneliness Scale and one suicide item from the Children's Depression Inventory, respectively. The Strength and Difficulties Questionnaire assessed internalizing (emotional and peer problems) and externalizing problems (conduct and hyperactivity problems). Structural equation modeling was used to construct complete longitudinal path models. RESULTS Using data from 2,190 adolescents in junior and senior high schools, we found that loneliness, internalizing problems, and externalizing problems separately contributed to subsequent higher levels of suicidal ideation. Most notably, loneliness predicted worse subsequent internalizing problems (β = 0.279, p < .001) and externalizing problems (β = 0.159, p < .001), which in turn predicted more severe suicidal ideation (β = 0.019, p < .001; β = 0.018, p < .001). Loneliness also partially mediated the association between internalizing or externalizing problems and suicidal ideation. DISCUSSION Loneliness, internalizing problems, and externalizing problems were strongly intertwined with suicidal ideation in adolescents. Public health initiatives could reduce loneliness and emotional and behavioral problems by implementing multifaceted interventions, thereby breaking the vicious circle and protecting against the development of suicidal ideation.
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Affiliation(s)
- Jingyi Wang
- School of Public Health, NHC Key Laboratory of Health Technology Assessment, Fudan University, Shanghai, China
| | - Yuting Yang
- School of Public Health, NHC Key Laboratory of Health Technology Assessment, Fudan University, Shanghai, China
| | - Yun Chen
- Channing Division of Network Medicine, Brigham and Women's Hospital and Harvard Medical School, Boston, Massachusetts
| | - Haijiang Lin
- Taizhou City Center for Disease Control and Prevention, Taizhou, Zhejiang Province, China
| | - Tingting Wang
- Taizhou City Center for Disease Control and Prevention, Taizhou, Zhejiang Province, China
| | - Ziyao Wang
- School of Public Health, NHC Key Laboratory of Health Technology Assessment, Fudan University, Shanghai, China
| | - Xiaoxiao Chen
- School of Public Health, NHC Key Laboratory of Health Technology Assessment, Fudan University, Shanghai, China; Taizhou City Center for Disease Control and Prevention, Taizhou, Zhejiang Province, China.
| | - Chaowei Fu
- School of Public Health, NHC Key Laboratory of Health Technology Assessment, Fudan University, Shanghai, China.
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6
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Mobach L, Wolters NE, Klein AM, Koelen JA, Vonk P, van der Heijde CM, Wuthrich VM, Rapee RM, Wiers RW. Temporal associations of emotional and social loneliness and psychosocial functioning in emerging adulthood. Scand J Psychol 2024; 65:1141-1152. [PMID: 39036816 DOI: 10.1111/sjop.13056] [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] [Received: 08/04/2023] [Revised: 06/26/2024] [Accepted: 06/30/2024] [Indexed: 07/23/2024]
Abstract
Emerging adulthood is an important developmental phase often accompanied by peaks in loneliness, social anxiety, and depression. However, knowledge is lacking on how the relationships between emotional loneliness, social loneliness, social isolation, social anxiety and depression evolve over time. Gaining insight in these temporal relations is crucial for our understanding of how these problems arise and maintain each other across time. Young adults from a university sample (N = 1,357; M = 23.60 years, SD = 6.30) filled out questionnaires on emotional and social loneliness, social isolation, depressive and social anxiety symptoms at three time points within a 3-year period. Random intercept cross-lagged panel models were used to disentangle reciprocal and prospective associations of loneliness subtypes, social isolation, depressive and social anxiety symptoms across time. Results showed that on the within-person level, increases in emotional and social loneliness as well as social isolation predicted higher depression levels on later timepoints. Increases in depressive symptoms also predicted increases in subsequent social loneliness, but not in emotional loneliness. Finally, increases in depressive symptoms predicted increases in social isolation. There were no significant temporal relations between loneliness and social isolation on the one hand and social anxiety symptoms on the other hand. Social distancing imposed by COVID-19 related government restrictions may have impacted the current results. The findings suggest that emotional and social loneliness precede development of depressive symptoms, which in turn precedes development of social loneliness and social isolation, indicating a potential vicious cycle of social loneliness, social isolation and depressive symptoms in emerging adulthood. Social anxiety did not precede nor follow loneliness, depressive symptoms, or social isolation. The current study sheds more light on the temporal order of loneliness and psychopathological symptoms and hereby assists in identifying times where prevention and intervention efforts may be especially helpful to counter development of depression and loneliness.
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Affiliation(s)
- Lynn Mobach
- Developmental Psychology, University of Amsterdam, Amsterdam, the Netherlands
- Institute for Integrated Mental Health Care Pro Persona, Nijmegen, the Netherlands
| | - Nine E Wolters
- Developmental Psychology, University of Amsterdam, Amsterdam, the Netherlands
- General Practitioners Practice UvA-HvA, University of Amsterdam, Amsterdam, the Netherlands
| | - Anke M Klein
- Developmental Psychology, University of Amsterdam, Amsterdam, the Netherlands
- Developmental and Educational Psychology, Leiden University, Leiden, the Netherlands
| | - Jurrijn A Koelen
- Developmental Psychology, University of Amsterdam, Amsterdam, the Netherlands
- Psychology, Health & Technology, University of Twente, Twente, the Netherlands
| | - Peter Vonk
- General Practitioners Practice UvA-HvA, University of Amsterdam, Amsterdam, the Netherlands
| | | | | | - Ronald M Rapee
- Centre for Emotional Health, Macquarie University, Sydney, Australia
| | - Reinout W Wiers
- Developmental Psychology, University of Amsterdam, Amsterdam, the Netherlands
- Centre for Urban Mental Health, University of Amsterdam, Amsterdam, the Netherlands
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7
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Cross SP, Alvarez-Jimenez M. The digital cumulative complexity model: a framework for improving engagement in digital mental health interventions. Front Psychiatry 2024; 15:1382726. [PMID: 39290300 PMCID: PMC11405244 DOI: 10.3389/fpsyt.2024.1382726] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/06/2024] [Accepted: 08/14/2024] [Indexed: 09/19/2024] Open
Abstract
Mental health disorders affect a substantial portion of the global population. Despite preferences for psychotherapy, access remains limited due to various barriers. Digital mental health interventions (DMHIs) have emerged to increase accessibility, yet engagement and treatment completion rates are concerning. Evidence across healthcare where some degree of self-management is required show that treatment engagement is negatively influenced by contextual complexity. This article examines the non-random factors influencing patient engagement in digital and face-to-face psychological therapies. It reviews established models and introduces an adapted version of the Cumulative Complexity Model (CuCoM) as a framework for understanding engagement in the context of digital mental health. Theoretical models like the Fogg Behavior Model, Persuasive System Design, Self-Determination Theory, and Supportive Accountability aim to explain disengagement. However, none adequately consider these broader contextual factors and their complex interactions with personal characteristics, intervention requirements and technology features. We expand on these models by proposing an application of CuCoM's application in mental health and digital contexts (known as DiCuCoM), focusing on the interplay between patient burden, personal capacity, and treatment demands. Standardized DMHIs often fail to consider individual variations in burden and capacity, leading to engagement variation. DiCuCoM highlights the need for balancing patient workload with capacity to improve engagement. Factors such as life demands, burden of treatment, and personal capacity are examined for their influence on treatment adherence. The article proposes a person-centered approach to treatment, informed by models like CuCoM and Minimally Disruptive Medicine, emphasizing the need for mental healthcare systems to acknowledge and address the unique burdens and capacities of individuals. Strategies for enhancing engagement include assessing personal capacity, reducing treatment burden, and utilizing technology to predict and respond to disengagement. New interventions informed by such models could lead to better engagement and ultimately better outcomes.
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Affiliation(s)
- Shane P Cross
- Orygen Digital, Orygen, Parkville, Melbourne, VIC, Australia
- Centre for Youth Mental Health, University of Melbourne, Melbourne, VIC, Australia
| | - Mario Alvarez-Jimenez
- Orygen Digital, Orygen, Parkville, Melbourne, VIC, Australia
- Centre for Youth Mental Health, University of Melbourne, Melbourne, VIC, Australia
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8
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McGorry PD, Mei C, Dalal N, Alvarez-Jimenez M, Blakemore SJ, Browne V, Dooley B, Hickie IB, Jones PB, McDaid D, Mihalopoulos C, Wood SJ, El Azzouzi FA, Fazio J, Gow E, Hanjabam S, Hayes A, Morris A, Pang E, Paramasivam K, Quagliato Nogueira I, Tan J, Adelsheim S, Broome MR, Cannon M, Chanen AM, Chen EYH, Danese A, Davis M, Ford T, Gonsalves PP, Hamilton MP, Henderson J, John A, Kay-Lambkin F, Le LKD, Kieling C, Mac Dhonnagáin N, Malla A, Nieman DH, Rickwood D, Robinson J, Shah JL, Singh S, Soosay I, Tee K, Twenge J, Valmaggia L, van Amelsvoort T, Verma S, Wilson J, Yung A, Iyer SN, Killackey E. The Lancet Psychiatry Commission on youth mental health. Lancet Psychiatry 2024; 11:731-774. [PMID: 39147461 DOI: 10.1016/s2215-0366(24)00163-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/22/2024] [Revised: 05/01/2024] [Accepted: 05/08/2024] [Indexed: 08/17/2024]
Affiliation(s)
- Patrick D McGorry
- Orygen, Melbourne, VIC, Australia; Centre for Youth Mental Health, The University of Melbourne, Melbourne, VIC, Australia.
| | - Cristina Mei
- Orygen, Melbourne, VIC, Australia; Centre for Youth Mental Health, The University of Melbourne, Melbourne, VIC, Australia
| | | | - Mario Alvarez-Jimenez
- Centre for Youth Mental Health, The University of Melbourne, Melbourne, VIC, Australia
| | | | - Vivienne Browne
- Orygen, Melbourne, VIC, Australia; Centre for Youth Mental Health, The University of Melbourne, Melbourne, VIC, Australia
| | - Barbara Dooley
- School of Psychology, University College Dublin, Dublin, Ireland
| | - Ian B Hickie
- Brain and Mind Centre, University of Sydney, Sydney, NSW, Australia
| | - Peter B Jones
- Department of Psychiatry, University of Cambridge, Cambridge, UK
| | - David McDaid
- Care Policy and Evaluation Centre, Department of Health Policy, London School of Economics and Political Science, London, UK
| | - Cathrine Mihalopoulos
- Public Health and Preventive Medicine, Monash University, Melbourne, VIC, Australia; Monash University Health Economics Group, School of Public Health and Preventive Medicine, Monash University, Melbourne, VIC, Australia
| | - Stephen J Wood
- Orygen, Melbourne, VIC, Australia; Centre for Youth Mental Health, The University of Melbourne, Melbourne, VIC, Australia; School of Psychology, University of Birmingham, Birmingham, UK
| | | | | | - Ella Gow
- Orygen, Melbourne, VIC, Australia; Melbourne, VIC, Australia
| | | | | | | | - Elina Pang
- Hong Kong Special Administrative Region, China
| | | | | | | | - Steven Adelsheim
- Department of Psychiatry and Behavioral Sciences, Stanford University, Stanford, CA, USA
| | - Matthew R Broome
- Institute for Mental Health, University of Birmingham, Birmingham, UK; Birmingham Women's and Children's NHS Foundation Trust, Birmingham, UK
| | - Mary Cannon
- Department of Psychiatry, RCSI University of Medicine and Health Sciences, Dublin, Ireland
| | - Andrew M Chanen
- Orygen, Melbourne, VIC, Australia; Centre for Youth Mental Health, The University of Melbourne, Melbourne, VIC, Australia
| | - Eric Y H Chen
- Institute of Mental Health, Singapore; Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore; LKS School of Medicine, University of Hong Kong, Hong Kong Special Administrative Region, China
| | - Andrea Danese
- Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK; Department of Child and Adolescent Psychiatry, Institute of Psychiatry, Psychology and Neuroscience, King's College London, UK; National and Specialist Child and Adolescent Mental Health Service Clinic for Trauma, Anxiety, and Depression, South London and Maudsley NHS Foundation Trust, London, UK
| | - Maryann Davis
- Department of Psychiatry, University of Massachusetts Chan Medical School, Worcester, MA, USA
| | - Tamsin Ford
- Department of Psychiatry, University of Cambridge, Cambridge, UK
| | - Pattie P Gonsalves
- Youth Mental Health Group, Sangath, New Delhi, India; School of Psychology, University of Sussex, Brighton, UK
| | - Matthew P Hamilton
- Orygen, Melbourne, VIC, Australia; Centre for Youth Mental Health, The University of Melbourne, Melbourne, VIC, Australia; Public Health and Preventive Medicine, Monash University, Melbourne, VIC, Australia
| | - Jo Henderson
- Centre for Addiction and Mental Health, Toronto, ON, Canada; Department of Psychiatry, University of Toronto, Toronto, ON, Canada
| | - Ann John
- Swansea University Medical School, Swansea University, Swansea, UK
| | | | - Long K-D Le
- Public Health and Preventive Medicine, Monash University, Melbourne, VIC, Australia; Monash University Health Economics Group, School of Public Health and Preventive Medicine, Monash University, Melbourne, VIC, Australia
| | - Christian Kieling
- Department of Psychiatry, School of Medicine, Universidade Federal do Rio Grande do Sul, Porto Alegre, Brazil; Hospital de Clínicas de Porto Alegre, Porto Alegre, Brazil
| | | | - Ashok Malla
- Department of Psychiatry, Faculty of Medicine and Health Sciences, McGill University, Montréal, QC, Canada; ACCESS Open Minds and Prevention and Early Intervention Program for Psychosis, Douglas Mental Health University Institute, Verdun, QC, Canada
| | - Dorien H Nieman
- Amsterdam University Medical Centers, location AMC, Amsterdam, The Netherlands
| | - Debra Rickwood
- Faculty of Health, University of Canberra, Canberra, ACT, Australia; headspace National Youth Mental Health Foundation, Melbourne, VIC, Australia
| | - Jo Robinson
- Orygen, Melbourne, VIC, Australia; Centre for Youth Mental Health, The University of Melbourne, Melbourne, VIC, Australia
| | - Jai L Shah
- Department of Psychiatry, Faculty of Medicine and Health Sciences, McGill University, Montréal, QC, Canada; ACCESS Open Minds and Prevention and Early Intervention Program for Psychosis, Douglas Mental Health University Institute, Verdun, QC, Canada
| | - Swaran Singh
- Mental Health and Wellbeing, Warwick Medical School, University of Warwick and Coventry and Warwickshire Partnership Trust, Coventry, UK
| | - Ian Soosay
- Department of Psychological Medicine, Faculty of Medical and Health Sciences, University of Auckland, Auckland, New Zealand
| | - Karen Tee
- Foundry, Providence Health Care, Vancouver, BC, Canada
| | - Jean Twenge
- Department of Psychology, San Diego State University, San Diego, California, USA
| | - Lucia Valmaggia
- Orygen, Melbourne, VIC, Australia; Centre for Youth Mental Health, The University of Melbourne, Melbourne, VIC, Australia; Department of Psychology, Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Therese van Amelsvoort
- Department of Psychiatry and Neuropsychology, Maastricht University, Maastricht, The Netherlands
| | | | - Jon Wilson
- Norfolk and Suffolk NHS Foundation Trust, Norwich, UK
| | - Alison Yung
- Orygen, Melbourne, VIC, Australia; Centre for Youth Mental Health, The University of Melbourne, Melbourne, VIC, Australia; Institute for Mental and Physical Health and Clinical Translation, Deakin University, Geelong, VIC, Australia; School of Health Sciences, The University of Manchester, Manchester, UK
| | - Srividya N Iyer
- Department of Psychiatry, Faculty of Medicine and Health Sciences, McGill University, Montréal, QC, Canada; ACCESS Open Minds and Prevention and Early Intervention Program for Psychosis, Douglas Mental Health University Institute, Verdun, QC, Canada
| | - Eóin Killackey
- Orygen, Melbourne, VIC, Australia; Centre for Youth Mental Health, The University of Melbourne, Melbourne, VIC, Australia
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9
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Opie JE, Vuong A, Welsh ET, Esler TB, Khan UR, Khalil H. Outcomes of Best-Practice Guided Digital Mental Health Interventions for Youth and Young Adults with Emerging Symptoms: Part II. A Systematic Review of User Experience Outcomes. Clin Child Fam Psychol Rev 2024; 27:476-508. [PMID: 38634939 PMCID: PMC11222193 DOI: 10.1007/s10567-024-00468-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/28/2024] [Indexed: 04/19/2024]
Abstract
Although many young people demonstrate resilience and strength, research and clinical evidence highlight an upward trend in mental health concerns among those aged 12 to 25 years. Youth-specific digital mental health interventions (DMHIs) aim to address this trend by providing timely access to mental health support for young people (12-25 years). However, there is a considerable gap in understanding young people user experiences with digital interventions. This review, co-designed with Australia's leading mental health organization Beyond Blue, utilizes a systematic methodology to synthesize evidence on user experience in youth-oriented digital mental health interventions that are fully or partially guided. Five relevant online databases were searched for articles published from 2018 to 2023, yielding 22,482 articles for screening and 22 studies were included in the present analysis. User experience outcomes relating to satisfaction and engagement were assessed for each included intervention, with experience indicators relating to usefulness, usability, value, credibility, and desirability being examined. Elements associated with positive/negative outcomes were extracted. Elements shown to positively influence user experience included peer engagement, modern app-based delivery, asynchronous support, and personalized content. In contrast, users disliked static content, homework/log-keeping, the requirement for multiple devices, and social media integration. Asynchronous interventions showed high satisfaction but faced engagement issues, with combined asynchronous/synchronous interventions reporting better completion rates. DMHIs offer a promising platform for youth mental health support and has the potential to dramatically increase the reach of interventions through the adoption of technological and user experience best practices. While young people respond positively to many aspects of intervention modernization, such as interactive, app-based design, other concepts, such as social media integration, they need to be adopted by the field more cautiously to ensure trust and engagement.Trial Registration CRD42023405812.
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Affiliation(s)
- Jessica E Opie
- The Bouverie Centre, La Trobe University, Melbourne, 3056, Australia.
- Department of Public Health, School of Psychology and Public Health, La Trobe University, Melbourne, 3000, Australia.
| | - An Vuong
- The Bouverie Centre, La Trobe University, Melbourne, 3056, Australia
- Department of Public Health, School of Psychology and Public Health, La Trobe University, Melbourne, 3000, Australia
| | - Ellen T Welsh
- The Bouverie Centre, La Trobe University, Melbourne, 3056, Australia
| | - Timothy B Esler
- The Bouverie Centre, La Trobe University, Melbourne, 3056, Australia
- Department of Public Health, School of Psychology and Public Health, La Trobe University, Melbourne, 3000, Australia
| | - Urooj Raza Khan
- Department of Public Health, School of Psychology and Public Health, La Trobe University, Melbourne, 3000, Australia
| | - Hanan Khalil
- Department of Public Health, School of Psychology and Public Health, La Trobe University, Melbourne, 3000, Australia
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Opie JE, Vuong A, Welsh ET, Gray R, Pearce N, Marchionda S, Mutch R, Khalil H. Outcomes of Best-Practice Guided Digital Mental Health Interventions for Youth and Young Adults with Emerging Symptoms: Part I. A Systematic Review of Socioemotional Outcomes and Recommendations. Clin Child Fam Psychol Rev 2024; 27:424-475. [PMID: 38489101 PMCID: PMC11222273 DOI: 10.1007/s10567-024-00469-4] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/28/2024] [Indexed: 03/17/2024]
Abstract
Youth-specific digital mental health interventions (DMHI) represent an emerging field of study, and aim to increase access, improve socioemotional outcomes, and, where required, support triage to targeted interventions. However, prior reviews have reported inconsistent findings on the clinical effectiveness of such interventions in young adults (12-25 years). Further, shortfalls remain for the impact of guided interventions based on the mode of delivery and the type of human support personnel (e.g., professional or peer) guiding the intervention. In response, this systematic review, co-designed with Australia's leading mental health organization, aims to assess the effectiveness of guided digital programs in improving youth socioemotional outcomes. Included studies involve young people experiencing mental ill-health, receiving brief (i.e., 1-12 sessions), digitally delivered (at least partially) psychological interventions that were guided or partially guided, tested in a type of experimental study, with a socioemotional outcome. Specific socioemotional outcomes examined were depression, anxiety, stress, wellbeing, mindfulness, and quality of life. A systematic search of the contemporary published and grey literature identified 22,482 records with 32 relevant records published between 2018 and 2023. A narrative synthesis guided integration of findings. Results demonstrated strong evidence for the effectiveness of guided interventions on socioemotional outcomes (i.e., depression, anxiety, stress) yet these effects were short-lived. When factoring in the use of different control groups (i.e., active vs. inactive), inconsistent effects were observed for the socioemotional outcomes of depression, anxiety, and stress. The mode of delivery (i.e., asynchronous, synchronous, combined) and the type of human support personnel did not appear to impact socioemotional outcomes. Results indicate efficacious brief digital interventions for depression and anxiety include refresher/follow-up content, goal setting content, and relapse prevention content. In contrast, poor efficacy is associated with interventions that include homework tasks, self-monitoring, and log-keeping content.PROSPERO, ID CRD42023405812.
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Affiliation(s)
- Jessica E Opie
- School of Psychology & Public Health, The Bouverie Centre, La Trobe University, 8 Gardiner Street, Brunswick, Melbourne, VA, 3056, Australia.
- La Trobe University, Melbourne, VA, 3000, Australia.
| | - An Vuong
- School of Psychology & Public Health, The Bouverie Centre, La Trobe University, 8 Gardiner Street, Brunswick, Melbourne, VA, 3056, Australia
- La Trobe University, Melbourne, VA, 3000, Australia
| | - Ellen T Welsh
- School of Psychology & Public Health, The Bouverie Centre, La Trobe University, 8 Gardiner Street, Brunswick, Melbourne, VA, 3056, Australia
- La Trobe University, Melbourne, VA, 3000, Australia
| | - Richard Gray
- La Trobe University, Melbourne, VA, 3000, Australia
| | - Natalie Pearce
- La Trobe University, Melbourne, VA, 3000, Australia
- Latrobe University, Bendigo, VIC, 3551, Australia
| | - Sonia Marchionda
- School of Psychology & Public Health, The Bouverie Centre, La Trobe University, 8 Gardiner Street, Brunswick, Melbourne, VA, 3056, Australia
- La Trobe University, Melbourne, VA, 3000, Australia
| | | | - Hanan Khalil
- La Trobe University, Melbourne, VA, 3000, Australia
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11
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Lau Y, Chew HSJ, Ang WHD, Ang WW, Yeo CY, Lim GZQ, Wong SH, Lau ST, Cheng LJ. Effects of digital health interventions on the psychological outcomes of perinatal women: umbrella review of systematic reviews and meta-analyses. Health Psychol Rev 2024; 18:229-254. [PMID: 36919443 DOI: 10.1080/17437199.2023.2185654] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/27/2022] [Accepted: 02/15/2023] [Indexed: 03/16/2023]
Abstract
Evidence about the effects of digital health interventions (DHIs) on the psychological outcomes of perinatal women is increasing but remains inconsistent. An umbrella review was conducted to (1) assess the effect of DHIs on depressive, anxiety and stress symptoms and (2) compare the effects of DHIs on different digital platforms and population natures. Ten databases were searched from inception until December 23, 2022. The Hartung-Knapp-Sidik-Jonkman random-effects meta-analyses were utilised. Methodological quality was evaluated using the Assessment of Multiple Systematic Reviews 2 (AMSTAR-2). Twenty-four systematic reviews with 41 meta-analyses involving 45,509 perinatal women from 264 primary studies were included. The credibility of the evidence of meta-analyses was rated as highly suggestive (4.88%), suggestive (26.83%), weak (51.22%) or non-significant (17.07%) according to AMSTAR-2. Our findings suggest that DHIs are beneficial for reducing stress symptoms. However, conflicting effects were found on anxiety symptoms. Subgroup and meta-regression analyses suggested that DHIs effectively improve depressive symptoms in postnatal women, and DHIs using the website platform are highly effective in stress reduction. DHIs can be implemented adjuvant to usual obstetric care to improve depressive and stress symptoms. Additional well-designed RCTs with long-term follow-up are warranted.
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Affiliation(s)
- Ying Lau
- Alice Lee Centre for Nursing Studies, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Han Shi Jocelyn Chew
- Alice Lee Centre for Nursing Studies, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Wei How Darryl Ang
- Alice Lee Centre for Nursing Studies, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Wen Wei Ang
- Alice Lee Centre for Nursing Studies, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Chin Yi Yeo
- Alice Lee Centre for Nursing Studies, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Grace Zhi Qi Lim
- Alice Lee Centre for Nursing Studies, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | | | - Siew Tiang Lau
- Alice Lee Centre for Nursing Studies, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Ling Jie Cheng
- Health Systems and Behavioural Science Domain, Saw Swee Hock School of Public Health, National University of Singapore, Singapore, Singapore
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12
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van Doorn M, Monsanto A, Wang CL, Verfaillie SCJ, van Amelsvoort TAMJ, Popma A, Jaspers MWM, Öry F, Alvarez-Jimenez M, Gleeson JF, Nieman DH. The Effects of a Digital, Transdiagnostic, Clinically and Peer-Moderated Treatment Platform for Young People With Emerging Mental Health Complaints: Repeated Measures Within-Subjects Study. JMIR Mhealth Uhealth 2023; 11:e50636. [PMID: 38090802 PMCID: PMC10753424 DOI: 10.2196/50636] [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] [Received: 07/07/2023] [Revised: 09/19/2023] [Accepted: 10/18/2023] [Indexed: 12/18/2023] Open
Abstract
BACKGROUND To address the growing prevalence of youth mental health problems, early intervention is crucial to minimize individual, societal, and economic impacts. Indicative prevention aims to target emerging mental health complaints before the onset of a full-blown disorder. When intervening at this early stage, individuals are more responsive to treatment, resulting in cost-effective outcomes. The Moderated Online Social Therapy platform, which was successfully implemented and proven effective in Australia, is a digital, peer- and clinically moderated treatment platform designed for young people. The Netherlands was the first country outside Australia to implement this platform, under the name Engage Young People Early (ENYOY). It has the potential to reduce the likelihood of young people developing serious mental health disorders. OBJECTIVE This study aims to investigate the effects on young people using the ENYOY-platform in relation to psychological distress, psychosocial functioning, and positive health parameters. METHODS Dutch-speaking young people with emerging mental health complaints (N=131) participated in the ENYOY-platform for 6 months in a repeated measures within-subjects study. Psychological distress, psychosocial functioning, and positive health parameters were assessed at baseline and 3, 6, and 12 months. Repeated measures ANOVA was conducted and adjusted for age, sex, therapy, and community activity. The Reliable Change Index and Clinically Significant Index were computed to compare the baseline with the 6- and 12-month measurements. The missing data rate was 22.54% and the dropout rate 62.6% (82/131). RESULTS The primary analysis (77/131, 58.8%) showed that psychological distress decreased and psychosocial functioning improved over time with large effect sizes (P<.001 in both cases; ηp2=0.239 and 0.318, respectively) independent of age (P=.76 for psychological distress and P=.48 for psychosocial functioning), sex (P=.24 and P=.88, respectively), therapy activity (P=.49 and P=.80, respectively), or community activity (P=.59 and P=.48, respectively). Similarly, secondary analyses (51/131, 38.9%) showed significant effects of time on the quality of life, well-being, and meaningfulness positive health parameters (P<.05; ηp2=0.062, 0.140, and 0.121, respectively). Improvements in all outcome measures were found between baseline and 3 and 6 months (P≤.001-.01; d=0.23-0.62) and sustained at follow-up (P=.18-.97; d=0.01-0.16). The Reliable Change Index indicated psychological distress improvements in 38% (39/102) of cases, no change in 54.9% (56/102) of cases, and worsening in 5.9% (6/102) of cases. Regarding psychosocial functioning, the percentages were 50% (51/102), 43.1% (44/102), and 6.9% (7/102), respectively. The Clinically Significant Index demonstrated clinically significant changes in 75.5% (77/102) of cases for distress and 89.2% (91/102) for functioning. CONCLUSIONS This trial demonstrated that the ENYOY-platform holds promise as a transdiagnostic intervention for addressing emerging mental health complaints among young people in the Netherlands and laid the groundwork for further clinical research. It would be of great relevance to expand the population on and service delivery of the platform. INTERNATIONAL REGISTERED REPORT IDENTIFIER (IRRID) RR2-10.1186/s12888-021-03315-x.
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Affiliation(s)
- Marilon van Doorn
- Amsterdam University Medical Centers (Location AMC), Amsterdam, Netherlands
- Amsterdam Public Health Research Institute, Amsterdam, Netherlands
| | - Anne Monsanto
- Amsterdam University Medical Centers (Location AMC), Amsterdam, Netherlands
- Antes, Rotterdam, Netherlands
| | - Chen Lu Wang
- Amsterdam University Medical Centers (Location AMC), Amsterdam, Netherlands
| | - Sander C J Verfaillie
- Amsterdam University Medical Centers (Location AMC), Amsterdam, Netherlands
- GGZ inGeest Specialized Mental Health Care, Amsterdam, Netherlands
| | | | - Arne Popma
- Amsterdam University Medical Centers (Location AMC), Amsterdam, Netherlands
| | - Monique W M Jaspers
- Department of Medical Informatics, Amsterdam Public Health Research Institute, Amsterdam University Medical Centers (Location AMC), Amsterdam, Netherlands
| | | | - Mario Alvarez-Jimenez
- Centre for Youth Mental Health, The University of Melbourne, Melbourne, Australia
- Orygen, Melbourne, Australia
| | - John F Gleeson
- Healthy Brain and Mind Research Centre and School of Behavioural and Health Sciences, Australian Catholic University, Melbourne, Australia
| | - Dorien H Nieman
- Amsterdam University Medical Centers (Location AMC), Amsterdam, Netherlands
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13
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Cross S, Nicholas J, Mangelsdorf S, Valentine L, Baker S, McGorry P, Gleeson J, Alvarez-Jimenez M. Developing a Theory of Change for a Digital Youth Mental Health Service (Moderated Online Social Therapy): Mixed Methods Knowledge Synthesis Study. JMIR Form Res 2023; 7:e49846. [PMID: 37921858 PMCID: PMC10656668 DOI: 10.2196/49846] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2023] [Revised: 09/06/2023] [Accepted: 09/28/2023] [Indexed: 11/04/2023] Open
Abstract
BACKGROUND Common challenges in the youth mental health system include low access, poor uptake, poor adherence, and limited overall effectiveness. Digital technologies offer promise, yet challenges in real-world integration and uptake persist. Moderated Online Social Therapy (MOST) aims to overcome these problems by integrating a comprehensive digital platform into existing youth mental health services. Theory of change (ToC) frameworks can help articulate how and why complex interventions work and what conditions are required for success. OBJECTIVE The objective of this study is to create a ToC for MOST to explain how it works, why it works, who benefits and how, and what conditions are required for its success. METHODS We used a multimethod approach to construct a ToC for MOST. The synthesis aimed to assess the real-world impact of MOST, a digital platform designed to enhance face-to-face youth mental health services, and to guide its iterative refinement. Data were gathered from 2 completed and 4 ongoing randomized controlled trials, 11 pilot studies, and over 1000 co-design sessions using MOST. Additionally, published qualitative findings from diverse clinical contexts and a review of related digital mental health literature were included. The study culminated in an updated ToC framework informed by expert feedback. The final ToC was produced in both narrative and table form and captured components common in program logic and ToC frameworks. RESULTS The MOST ToC captured several assumptions about digital mental health adoption, including factors such as the readiness of young people and service providers to embrace digital platforms. External considerations included high service demand and a potential lack of infrastructure to support integration. Young people and service providers face several challenges and pain points MOST seeks to address, such as limited accessibility, high demand, poor engagement, and a lack of personalized support. Self-determination theory, transdiagnostic psychological treatment approaches, and evidence-based implementation theories and their associated mechanisms are drawn upon to frame the intervention components that make up the platform. Platform usage data are captured and linked to short-, medium-, and long-term intended outcomes, such as reductions in mental health symptoms, improvements in functioning and quality of life, reductions in hospital visits, and reduced overall mental health care costs. CONCLUSIONS The MOST ToC serves as a strategic framework for refining MOST over time. The creation of the ToC helped guide the development of therapeutic content personalization, user engagement enhancement, and clinician adoption through specialized implementation frameworks. While powerful, the ToC approach has its limitations, such as a lack of standardized methodology and the amount of resourcing required for its development. Nonetheless, it provides an invaluable roadmap for iterative development, evaluation, and scaling of MOST and offers a replicable model for other digital health interventions aiming for targeted, evidence-based impact.
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Affiliation(s)
- Shane Cross
- Orygen, Melbourne, Australia
- Centre for Youth Mental Health, University of Melbourne, Melbourne, Australia
| | - Jennifer Nicholas
- Orygen, Melbourne, Australia
- Centre for Youth Mental Health, University of Melbourne, Melbourne, Australia
| | - Shaminka Mangelsdorf
- Orygen, Melbourne, Australia
- Centre for Youth Mental Health, University of Melbourne, Melbourne, Australia
| | - Lee Valentine
- Orygen, Melbourne, Australia
- Centre for Youth Mental Health, University of Melbourne, Melbourne, Australia
| | | | - Patrick McGorry
- Orygen, Melbourne, Australia
- Centre for Youth Mental Health, University of Melbourne, Melbourne, Australia
| | - John Gleeson
- Healthy Brain and Mind Research Centre, Australian Catholic University, Melbourne, Australia
- School of Behavioural and Health Sciences, Australian Catholic University, Melbourne, Australia
| | - Mario Alvarez-Jimenez
- Orygen, Melbourne, Australia
- Centre for Youth Mental Health, University of Melbourne, Melbourne, Australia
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Sharp P, Kealy D, Rice SM, Seidler ZE, Oliffe JL, Ogrodniczuk JS. Existential isolation and psychological distress during COVID-19: The role of loneliness and resilient coping in Canadian help-seeking men. J Affect Disord 2023; 324:279-285. [PMID: 36586598 PMCID: PMC9795796 DOI: 10.1016/j.jad.2022.12.133] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/01/2021] [Revised: 05/23/2022] [Accepted: 12/23/2022] [Indexed: 12/29/2022]
Abstract
BACKGROUND The COVID-19 pandemic has had a significant impact on men's lives. Investigating specific constructs and pathways related to men's mental health outcomes may help to more fully understand the short and long-term impact of the pandemic and illuminate opportunities to better promote men's mental health. In this study, we assessed the mediating effect of loneliness on the relationship between existential isolation and psychological distress, and the moderating effect of resilient coping on that relationship. METHODS This cross-sectional study included a sample of help-seeking Canadian men in the first year of the COVID-19 pandemic (N = 434). Participants completed measures of existential isolation, loneliness, resilient coping, and psychological distress. A moderated mediation analysis was conducted. RESULTS Over half (54 %) of the participants reported psychological distress in a clinical range. Findings indicated that loneliness was a significant mediator in the association between existential isolation and psychological distress. Furthermore, findings revealed that resilient coping moderated the relationship between loneliness and psychological distress, such that men who were low on resilient coping experienced the greatest effect on psychological distress. LIMITATIONS The employed mediation analyses were cross-sectional in nature, limiting any firm conclusions regarding causality. CONCLUSIONS Efforts to reduce psychological distress may be targeted at decreasing men's experiences of existential isolation or improving resilient coping. Consideration should be given to contextual factors related to COVID-19 as well as men's preferences for help-seeking and mental health support.
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Affiliation(s)
- Paul Sharp
- School of Nursing, University of British Columbia, Vancouver, Canada; Department of Psychiatry, University of British Columbia, Vancouver, Canada; School of Sport, Exercise and Rehabilitation, University of Technology Sydney, Australia.
| | - David Kealy
- Department of Psychiatry, University of British Columbia, Vancouver, Canada
| | - Simon M. Rice
- Orygen, Parkville, Melbourne, Australia,Centre for Youth Mental Health, The University of Melbourne, Australia
| | - Zac E. Seidler
- Orygen, Parkville, Melbourne, Australia,Centre for Youth Mental Health, The University of Melbourne, Australia,Movember, Melbourne, Australia
| | - John L. Oliffe
- School of Nursing, University of British Columbia, Vancouver, Canada,Department of Nursing, The University of Melbourne, Australia
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15
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van Doorn M, Monsanto A, Boeschoten CM, van Amelsvoort T, Popma A, Öry FG, Alvarez-Jimenez M, Gleeson J, Jaspers MWM, Nieman DH. Moderated digital social therapy for young people with emerging mental health problems: A user-centered mixed-method design and usability study. Front Digit Health 2023; 4:1020753. [PMID: 36698649 PMCID: PMC9869113 DOI: 10.3389/fdgth.2022.1020753] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2022] [Accepted: 12/19/2022] [Indexed: 01/11/2023] Open
Abstract
Introduction Over 25% of Dutch young people are psychologically unhealthy. Individual and societal consequences that follow from having mental health complaints at this age are substantial. Young people need care which is often unavailable. ENgage YOung people earlY (ENYOY) is a moderated digital social therapy-platform that aims to help youngsters with emerging mental health complaints. Comprehensive research is being conducted into the effects and to optimize and implement the ENYOY-platform throughout the Netherlands. The aim of this study is to explore the usability and user experience of the ENYOY-platform. Methods A user-centered mixed-method design was chosen. 26 young people aged 16-25 with emerging mental health complaints participated. Semi-structured interviews were conducted to explore usability, user-friendliness, impact, accessibility, inclusivity, and connection (Phase 1). Phase 2 assessed usability problems using the concurrent and retrospective Think Aloud-method. User experience and perceived helpfulness were assessed using a 10-point rating scale and semi-structured interviews (Phase 3). The Health Information Technology Usability Evaluation Scale (Health-ITUES; Phase 1) and System Usability Scale (SUS; Phase 2 and 3) were administered. Qualitative data was analyzed using thematic analysis. Task completion rate and time were tracked and usability problems were categorized using the Nielsen's rating scale (Phase 2). Results Adequate to high usability was found (Phase 1 Health-ITUES 4.0(0.34); Phase 2 SUS 69,5(13,70); Phase 3 SUS 71,6(5,63)). Findings from Phase 1 (N = 10) indicated that users viewed ENYOY as a user-friendly, safe, accessible, and inclusive initiative which helped them reduce their mental health complaints and improve quality of life. Phase 2 (N = 10) uncovered 18 usability problems of which 5 of major severity (e.g. troubles accessing the platform). Findings from Phase 3 (N = 6) suggested that users perceived the coaching calls the most helpful [9(0.71)] followed by the therapy content [6.25(1.41)]. Users liked the social networking aspect but rated it least helpful [6(2.1)] due to inactivity. Conclusion The ENYOY-platform has been found to have adequate to high usability and positive user experiences were reported. All findings will be transferred to the developmental team to improve the platform. Other evaluation methods and paring these with quantitative outcomes could provide additional insight in future research.
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Affiliation(s)
- Marilon van Doorn
- Amsterdam University Medical Centers (Location AMC), Amsterdam, Netherlands
| | - Anne Monsanto
- Amsterdam University Medical Centers (Location AMC), Amsterdam, Netherlands
| | - Cato M. Boeschoten
- Amsterdam University Medical Centers (Location AMC), Amsterdam, Netherlands
| | - Thérèse van Amelsvoort
- Department of Psychiatry and Neuropsychology, Maastricht University, Maastricht, Netherlands
| | - Arne Popma
- Amsterdam University Medical Centers (Location AMC), Amsterdam, Netherlands
| | | | - Mario Alvarez-Jimenez
- Centre for Youth Mental Health, The University of Melbourne, Parkville, VIC, Australia
- Orygen, Parkville, VIC, Australia
| | - John Gleeson
- Healthy Brain and Mind Research Centre and School of Behavioural and Health Sciences, Australian Catholic University, Melbourne, Australia
| | - Monique W. M. Jaspers
- Department of Medical Informatics, Amsterdam Public Health Research Institute, Amsterdam UMC-Location AMC, University of Amsterdam, Amsterdam, Netherlands
| | - Dorien H. Nieman
- Amsterdam University Medical Centers (Location AMC), Amsterdam, Netherlands
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16
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Hossain MA, Yesmin N, Jahan N, Reza SMA. Effect of Social Presence on Behavioral Intention to Social Commerce Through Online Social Capital. INTERNATIONAL JOURNAL OF E-COLLABORATION 2023. [DOI: 10.4018/ijec.315779] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
This research aims to observe how social presence influences online social capital and the behavioral intention of social commerce (s-commerce). The online survey with a structured questionnaire is used to collect data and analyzed by a structural equation model (SEM). The authors found that social presence is directly connected with online social capital (bonding and bridging). Social presence is not meaningfully connected to s-commerce intention (sharing and shopping), but the cluster model argues that social presence has a significant connection with social sharing and shopping intention. Online social capital and s-commerce intention are positively related to social interaction, and the results also confirmed that social capital is a complementary mediator. The paper provides different research instructions and guidelines for consumers and scholars. They offer a user-preferred s-commerce environment that is related to helping enterprise proprietors provide personalized services and supporting clients to acquire precious purchase-related information.
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Affiliation(s)
| | - Nirufer Yesmin
- Hajee Mohammad Danesh Science and Technology University, Bangladesh
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Kruzan KP, Williams KD, Meyerhoff J, Yoo DW, O'Dwyer LC, De Choudhury M, Mohr DC. Social media-based interventions for adolescent and young adult mental health: A scoping review. Internet Interv 2022; 30:100578. [PMID: 36204674 PMCID: PMC9530477 DOI: 10.1016/j.invent.2022.100578] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/17/2022] [Revised: 09/18/2022] [Accepted: 09/27/2022] [Indexed: 11/18/2022] Open
Abstract
Background Mental health conditions are common among adolescents and young adults, yet few receive adequate mental health treatment. Many young people seek support and information online through social media, and report preferences for digital interventions. Thus, digital interventions deployed through social media have promise to reach a population not yet engaged in treatment, and at risk of worsening symptoms. Objective In this scoping review, we aimed to identify and review empirical research on social media-based interventions aimed at improving adolescent and young adult mental health. A secondary objective was to identify the features and functionalities of platforms described as social media. Methods Adhering to the PRISMA-ScR guidelines for scoping reviews, the search was conducted in PubMed MEDLINE; Embase Central Register of Controlled Trials (Wiley); PsycINFO (Ebsco); Scopus; Web of Science; IEEE Xplore; ACM Digital Library; and ClinicalTrials.gov from inception until November 2021. Studies were included if they involved adolescents or young adults (10-26 years of age) that meet clinical, or subclinical, levels of a mental health condition and include a pre- and post-assessment of mental health outcomes. Results Among the 18,380 references identified, 15 met full inclusion criteria and were published between 2017 and 2021-this included four randomized controlled trials, seven non-randomized pre-post trials, and four were experimental or quasi-experimental designs. Just five studies were delivered through an existing social media site (Facebook or Pixtori), with the remainder focused on purpose-built networks. Three studies involved adolescents or young adults who self-reported a mental health condition, seven involved young people diagnosed with a mental health condition by a clinician or who scored above a clinical threshold on valid clinical measure, three involved college students without a mental health inclusion criterion, and two studies focused on young people with a cancer diagnosis. Conclusions The review highlights innovations in the delivery of mental health interventions, provides preliminary evidence of the ability of social media interventions to improve mental health outcomes, and underscores the need for, and merit of, future work in this area. We discuss opportunities and challenges for future research, including the potential to leveragei existing peer networks, the use of just-in-time interventions, and scaling interventions to meet need.
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Affiliation(s)
- Kaylee Payne Kruzan
- Center for Behavioral Intervention Technologies, Feinberg School of Medicine, Northwestern University, 750 N. Lakeshore Drive, Chicago, IL 60611, USA
| | - Kofoworola D.A. Williams
- Center for Behavioral Intervention Technologies, Feinberg School of Medicine, Northwestern University, 750 N. Lakeshore Drive, Chicago, IL 60611, USA
| | - Jonah Meyerhoff
- Center for Behavioral Intervention Technologies, Feinberg School of Medicine, Northwestern University, 750 N. Lakeshore Drive, Chicago, IL 60611, USA
| | - Dong Whi Yoo
- School of Interactive Computing, Georgia Institute of Technology, 85 5th St NW, Atlanta, GA 30308, USA
| | - Linda C. O'Dwyer
- Center for Behavioral Intervention Technologies, Feinberg School of Medicine, Northwestern University, 750 N. Lakeshore Drive, Chicago, IL 60611, USA
| | - Munmun De Choudhury
- School of Interactive Computing, Georgia Institute of Technology, 85 5th St NW, Atlanta, GA 30308, USA
| | - David C. Mohr
- Center for Behavioral Intervention Technologies, Feinberg School of Medicine, Northwestern University, 750 N. Lakeshore Drive, Chicago, IL 60611, USA
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18
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Orsolini L, Appignanesi C, Pompili S, Volpe U. The role of digital tools in providing youth mental health: results from an international multi-center study. Int Rev Psychiatry 2022; 34:809-826. [PMID: 36786119 DOI: 10.1080/09540261.2022.2118521] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/14/2022]
Abstract
Since the traditional mental health system showed significant limitations in the early identification, diagnosis and treatment of the current new youth psychopathological trajectories, by substantially failing in targeting the needs of the current young generation, there is the demand to redesign and digitally adapt youth mental health care and systems. Indeed, the level of digital literacy and the level of digital competency and knowledge in the field of digital psychiatry is still under-investigated among mental health professionals, particularly in youth mental health. Therefore, we aimed at: (a) carrying out a post-hoc analysis of an international multi-centre study, to investigate the opinions of mental health professionals regarding the feasibility, efficacy and clinical experience in delivering digital mental health interventions (DMHIs) in youths; (b) providing a comprehensive overview on the integrated digitally-based youth mental health care models and innovations. Mental health professionals declared the lack of a formal training in digital psychiatry, particularly in youth mental health. Subjects who received a formal theoretical/practical training on DMHIs displayed a statistical trend towards a positive feasibility of digital psychiatry in youth mental health (p = 0.053) and a perceived increased efficacy of digital psychiatry in youths (p = 0.051). Respondents with higher Digital Psychiatry Opinion (DPO) scores reported a positive perceived feasibility of DMHIs in youths (p < 0.041) and are more prone to deliver DMHIs to young people (p < 0.001). Respondents with higher knowledge scores (KS) declared that DMHIs are more effective in youth mental health (p < 0.001). Overall, the digitalisation indeed allowed young people to keep in touch with a mental health professional, facilitating a more dynamic and fluid mental health care access and monitoring, generally preferred and considered more feasible by post-Millennial youngsters. Accordingly, our findings demonstrated that mental health professionals are more prone to offer DMHIs in youth mental health, particularly whether previously trained and knowledgeable on the topic.
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Affiliation(s)
- Laura Orsolini
- Unit of Clinical Psychiatry, Department of Clinical Neurosciences/DIMSC, Polytechnic University of Marche, Ancona, Italy
| | - Cristina Appignanesi
- Unit of Clinical Psychiatry, Department of Clinical Neurosciences/DIMSC, Polytechnic University of Marche, Ancona, Italy
| | - Simone Pompili
- Unit of Clinical Psychiatry, Department of Clinical Neurosciences/DIMSC, Polytechnic University of Marche, Ancona, Italy
| | - Umberto Volpe
- Unit of Clinical Psychiatry, Department of Clinical Neurosciences/DIMSC, Polytechnic University of Marche, Ancona, Italy
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19
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Opozda MJ, Oxlad M, Turnbull D, Gupta H, Vincent AD, Ziesing S, Nankivell M, Wittert G. The Effects of Psychotherapeutic e-Mental Health Interventions on Male Depression and Anxiety: Systematic Review and Meta-Analysis (Preprint). J Med Internet Res 2022. [DOI: 10.2196/40854] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023] Open
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20
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Online Learning Self-Efficacy as a Mediator between the Instructional Interactions and Achievement Emotions of Rural Students in Elite Universities. SUSTAINABILITY 2022. [DOI: 10.3390/su14127231] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
Previous research has shown that social capital (teachers’ and peers’ interaction) is a challenge for rural students in China’s elite universities due to underlying issues of online learning self-efficacy (OLSE) and the quality of interaction. To understand how interaction quality is influenced, the present study drew on the achievement emotion theory to explore the mediating role of OLSE between social interactions (teacher–student, student–student) and achievement emotions (enjoyment, hopelessness, shame). Data were collected using an online questionnaire with a sample of rural students studying at elite universities (n = 479) in China. The results analyzed through Structural Equation Modeling confirmed the mediation model in which self-efficacy is a mediator in the relationships between social interactions and three types of achievement emotion as participants learned online during the coronavirus disease 2019 (COVID-19) lockdown.
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21
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Toh G, Pearce E, Vines J, Ikhtabi S, Birken M, Pitman A, Johnson S. Digital interventions for subjective and objective social isolation among individuals with mental health conditions: a scoping review. BMC Psychiatry 2022; 22:331. [PMID: 35549899 PMCID: PMC9098213 DOI: 10.1186/s12888-022-03889-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/18/2021] [Accepted: 03/24/2022] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND Social isolation encompasses subjective and objective concepts. Both are associated with negative health consequences and are more prevalent among people with mental health problems than among the general population. To alleviate social isolation, digital interventions have potential as accessible alternatives or adjuncts to face-to-face interventions. This scoping review aimed to describe the types of digital interventions evaluated for feasibility, acceptability and effectiveness in alleviating social isolation among individuals with mental health problems, and to present an overview of the quantitative evidence yielded to inform future intervention design. METHODS We searched five electronic databases for quantitative and mixed methods studies published between January 2000 and July 2020. Studies were included if they evaluated digital interventions for individuals with mental health conditions, had subjective and/or objective social isolation as their primary outcome, or as one of their outcomes if no primary outcome was specified. Feasibility studies were included if feasibility outcomes were the primary outcomes and social isolation was among their secondary outcomes. A narrative synthesis was conducted to present our findings. The protocol was registered on Open Science Framework (doi: https://doi.org/10.17605/OSF.IO/CNX8A ). RESULTS Thirty-two studies were included for our review: 16 feasibility studies, seven single-group studies and nine effectiveness trials. There was great variation in the interventions, study designs and sample populations. Interventions included web-based programmes, phone-based programmes, blended interventions, socially assistive robots and virtual reality interventions. Many were feasibility studies, or otherwise not fully powered to detect an effect if one were present, thus preventing clear conclusions about clinical effectiveness. Satisfactory feasibility outcomes indicated potential for future trials to assess these interventions. CONCLUSION Our scoping review identified a range of digital approaches utilized to alleviate social isolation among individuals with mental health disorders. Conclusions regarding clinical effectiveness cannot be reached due to variability of approaches and lack of large-scale randomized controlled trials. To make clear recommendations for digital social isolation interventions, future research needs to be based on rigorous methods and larger samples. Future studies should also focus on utilizing theory-driven approaches and improving existing approaches to advance the field.
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Affiliation(s)
- Gigi Toh
- Division of Psychiatry, Faculty of Brain Sciences, University College London, 149 Tottenham Court Road, London, W1W 7NF, UK.
| | - Eiluned Pearce
- Division of Psychiatry, Faculty of Brain Sciences, University College London, 149 Tottenham Court Road, London, W1W 7NF, UK
| | - John Vines
- School of Informatics, University of Edinburgh, Crichton St, Newington, Edinburgh, UK
| | - Sarah Ikhtabi
- Division of Psychiatry, Faculty of Brain Sciences, University College London, 149 Tottenham Court Road, London, W1W 7NF, UK
| | - Mary Birken
- Division of Psychiatry, Faculty of Brain Sciences, University College London, 149 Tottenham Court Road, London, W1W 7NF, UK
| | - Alexandra Pitman
- Division of Psychiatry, Faculty of Brain Sciences, University College London, 149 Tottenham Court Road, London, W1W 7NF, UK
- Camden and Islington National Health Service Foundation Trust, St Pancras Hospital, St Pancras Way, London, NW1 0PE, UK
| | - Sonia Johnson
- Division of Psychiatry, Faculty of Brain Sciences, University College London, 149 Tottenham Court Road, London, W1W 7NF, UK.
- Camden and Islington National Health Service Foundation Trust, St Pancras Hospital, St Pancras Way, London, NW1 0PE, UK.
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22
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Leong QY, Sridhar S, Blasiak A, Tadeo X, Yeo G, Remus A, Ho D. Characteristics of Mobile Health Platforms for Depression and Anxiety: Content Analysis Through a Systematic Review of the Literature and Systematic Search of Two App Stores. J Med Internet Res 2022; 24:e27388. [PMID: 35119370 PMCID: PMC8857696 DOI: 10.2196/27388] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2021] [Revised: 06/05/2021] [Accepted: 11/08/2021] [Indexed: 12/20/2022] Open
Abstract
Background Mobile health (mHealth) platforms show promise in the management of mental health conditions such as anxiety and depression. This has resulted in an abundance of mHealth platforms available for research or commercial use. Objective The objective of this review is to characterize the current state of mHealth platforms designed for anxiety or depression that are available for research, commercial use, or both. Methods A systematic review was conducted using a two-pronged approach: searching relevant literature with prespecified search terms to identify platforms in published research and simultaneously searching 2 major app stores—Google Play Store and Apple App Store—to identify commercially available platforms. Key characteristics of the mHealth platforms were synthesized, such as platform name, targeted condition, targeted group, purpose, technology type, intervention type, commercial availability, and regulatory information. Results The literature and app store searches yielded 169 and 179 mHealth platforms, respectively. Most platforms developed for research purposes were designed for depression (116/169, 68.6%), whereas the app store search reported a higher number of platforms developed for anxiety (Android: 58/179, 32.4%; iOS: 27/179, 15.1%). The most common purpose of platforms in both searches was treatment (literature search: 122/169, 72.2%; app store search: 129/179, 72.1%). With regard to the types of intervention, cognitive behavioral therapy and referral to care or counseling emerged as the most popular options offered by the platforms identified in the literature and app store searches, respectively. Most platforms from both searches did not have a specific target age group. In addition, most platforms found in app stores lacked clinical and real-world evidence, and a small number of platforms found in the published research were available commercially. Conclusions A considerable number of mHealth platforms designed for anxiety or depression are available for research, commercial use, or both. The characteristics of these mHealth platforms greatly vary. Future efforts should focus on assessing the quality—utility, safety, and effectiveness—of the existing platforms and providing developers, from both commercial and research sectors, a reporting guideline for their platform description and a regulatory framework to facilitate the development, validation, and deployment of effective mHealth platforms.
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Affiliation(s)
- Qiao Ying Leong
- N.1 Institute for Health, National University of Singapore, Singapore, Singapore.,The Institute for Digital Medicine (WisDM), Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Shreya Sridhar
- N.1 Institute for Health, National University of Singapore, Singapore, Singapore
| | - Agata Blasiak
- N.1 Institute for Health, National University of Singapore, Singapore, Singapore.,The Institute for Digital Medicine (WisDM), Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.,Department of Biomedical Engineering, NUS Engineering, National University of Singapore, Singapore, Singapore.,Department of Pharmacology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Xavier Tadeo
- N.1 Institute for Health, National University of Singapore, Singapore, Singapore.,The Institute for Digital Medicine (WisDM), Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - GeckHong Yeo
- N.1 Institute for Health, National University of Singapore, Singapore, Singapore.,The Institute for Digital Medicine (WisDM), Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Alexandria Remus
- N.1 Institute for Health, National University of Singapore, Singapore, Singapore.,The Institute for Digital Medicine (WisDM), Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.,Department of Biomedical Engineering, NUS Engineering, National University of Singapore, Singapore, Singapore
| | - Dean Ho
- N.1 Institute for Health, National University of Singapore, Singapore, Singapore.,The Institute for Digital Medicine (WisDM), Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.,Department of Biomedical Engineering, NUS Engineering, National University of Singapore, Singapore, Singapore.,Department of Pharmacology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.,Health District @ Queenstown, Singapore, Singapore
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23
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Lau Y, Yen KY, Wong SH, Cheng JY, Cheng LJ. Effect of digital cognitive behavioral therapy on psychological symptoms among perinatal women in high income-countries: A systematic review and meta-regression. J Psychiatr Res 2022; 146:234-248. [PMID: 34774299 DOI: 10.1016/j.jpsychires.2021.11.012] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/02/2021] [Revised: 09/11/2021] [Accepted: 11/04/2021] [Indexed: 10/19/2022]
Abstract
Several reviews focused on the use of digital cognitive behavioral therapy (CBT) across different populations. This review synthesized randomized controlled trials (RCTs) that evaluated the effectiveness of digital CBT on psychological symptoms (depression, anxiety, and stress symptoms). An extensive search was conducted in 10 databases from inception until August 29, 2021. A meta-analysis using a random-effects model was performed using Hedges' g. The potential sources of heterogeneity were explored through subgroup analyses and meta-regression analysis. A total of 18 RCTs in 2514 perinatal women were identified from over 23 countries. The sample size ranged from 25 to 910. Meta-analyses showed that digital CBT significantly reduced depression (g = -0.56, 95% CI: -0.85, -0.27, I2 = 84.81%, p < 0.001), anxiety (g = -0.30, 95% CI: -0.44, -0.17, I2 = 0%, p < 0.001), and stress (g = -0.75, 95% CI: -0.95, -0.56, I2 = 0%, p < 0.001) symptoms at post-intervention and stress symptoms at follow-up (g = -0.52, 95% CI: -0.93, -0.11, I2 = 0%, p = 0.01) compared with those in the control group. Subgroup analyses highlighted that the intervention was effective when CBT was combined with other therapeutic components which delivered via a mobile application. Preferable features of intervention should be more than eight sessions and conducted for than 6 weeks among postnatal women. Multivariable meta-regression showed that age was a significant covariate on depression symptoms. The sample size in the selected RCTs was small, and the overall quality of the evidence was very low. Digital CBT is a potential intervention for alleviating psychological outcomes in perinatal women. This review suggests the essential features to optimize the intervention effect. Further well-designed RCTs with large sample sizes are necessary.
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Affiliation(s)
- Ying Lau
- Alice Lee Centre for Nursing Studies, Yong Loo Lin School of Medicine, National University of Singapore, Singapore.
| | - Kai Yoong Yen
- Alice Lee Centre for Nursing Studies, Yong Loo Lin School of Medicine, National University of Singapore, Singapore.
| | - Sai Ho Wong
- Alexandra Hospital, National University Health System, Singapore.
| | - Jing Ying Cheng
- Alice Lee Centre for Nursing Studies, Yong Loo Lin School of Medicine, National University of Singapore, Singapore.
| | - Ling Jie Cheng
- Health Systems and Behavioural Sciences Domain, Saw Swee Hock School of Public Health, National University of Singapore, Singapore.
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24
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McGorry PD, Mei C, Chanen A, Hodges C, Alvarez-Jimenez M, Killackey E. Designing and scaling up integrated youth mental health care. World Psychiatry 2022; 21:61-76. [PMID: 35015367 PMCID: PMC8751571 DOI: 10.1002/wps.20938] [Citation(s) in RCA: 207] [Impact Index Per Article: 69.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
Mental ill-health represents the main threat to the health, survival and future potential of young people around the world. There are indications that this is a rising tide of vulnerability and need for care, a trend that has been augmented by the COVID-19 pandemic. It represents a global public health crisis, which not only demands a deep and sophisticated understanding of possible targets for prevention, but also urgent reform and investment in the provision of developmentally appropriate clinical care. Despite having the greatest level of need, and potential to benefit, adolescents and emerging adults have the worst access to timely and quality mental health care. How is this global crisis to be addressed? Since the start of the century, a range of co-designed youth mental health strategies and innovations have emerged. These range from digital platforms, through to new models of primary care to new services for potentially severe mental illness, which must be locally adapted according to the availability of resources, workforce, cultural factors and health financing patterns. The fulcrum of this progress is the advent of broad-spectrum, integrated primary youth mental health care services. They represent a blueprint and beach-head for an overdue global system reform. While resources will vary across settings, the mental health needs of young people are largely universal, and underpin a set of fundamental principles and design features. These include establishing an accessible, "soft entry" youth primary care platform with digital support, where young people are valued and essential partners in the design, operation, management and evaluation of the service. Global progress achieved to date in implementing integrated youth mental health care has highlighted that these services are being accessed by young people with genuine and substantial mental health needs, that they are benefiting from them, and that both these young people and their families are highly satisfied with the services they receive. However, we are still at base camp and these primary care platforms need to be scaled up across the globe, complemented by prevention, digital platforms and, crucially, more specialized care for complex and persistent conditions, aligned to this transitional age range (from approximately 12 to 25 years). The rising tide of mental ill-health in young people globally demands that this focus be elevated to a top priority in global health.
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Affiliation(s)
- Patrick D McGorry
- Orygen, National Centre of Excellence in Youth Mental Health; Centre for Youth Mental Health, University of Melbourne, Parkville, VIC, Australia
| | - Cristina Mei
- Orygen, National Centre of Excellence in Youth Mental Health; Centre for Youth Mental Health, University of Melbourne, Parkville, VIC, Australia
| | - Andrew Chanen
- Orygen, National Centre of Excellence in Youth Mental Health; Centre for Youth Mental Health, University of Melbourne, Parkville, VIC, Australia
| | - Craig Hodges
- Orygen, National Centre of Excellence in Youth Mental Health; Centre for Youth Mental Health, University of Melbourne, Parkville, VIC, Australia
| | - Mario Alvarez-Jimenez
- Orygen, National Centre of Excellence in Youth Mental Health; Centre for Youth Mental Health, University of Melbourne, Parkville, VIC, Australia
| | - Eóin Killackey
- Orygen, National Centre of Excellence in Youth Mental Health; Centre for Youth Mental Health, University of Melbourne, Parkville, VIC, Australia
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25
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Dewa LH, Lawrance E, Roberts L, Brooks-Hall E, Ashrafian H, Fontana G, Aylin P. Quality Social Connection as an Active Ingredient in Digital Interventions for Young People With Depression and Anxiety: Systematic Scoping Review and Meta-analysis. J Med Internet Res 2021; 23:e26584. [PMID: 34927592 PMCID: PMC8726025 DOI: 10.2196/26584] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2020] [Revised: 03/30/2021] [Accepted: 10/14/2021] [Indexed: 01/27/2023] Open
Abstract
BACKGROUND Disrupted social connections may negatively affect youth mental health. In contrast, sustained quality social connections (QSCs) can improve mental health outcomes. However, few studies have examined how these quality connections affect depression and anxiety outcomes within digital interventions, and conceptualization is limited. OBJECTIVE The aim of this study is to conceptualize, appraise, and synthesize evidence on QSC within digital interventions (D-QSC) and the impact on depression and anxiety outcomes for young people aged 14-24 years. METHODS A systematic scoping review and meta-analysis was conducted using the Joanna Briggs Institute methodological frameworks and guided by experts with lived experience. Reporting was guided by the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses). The MEDLINE, Embase, PsycINFO, and CINAHL databases were searched against a comprehensive combination of key concepts on June 24, 2020. The search concepts included young people, digital intervention, depression, anxiety, and social connection. Google was also searched. A reviewer independently screened abstracts and titles and full text, and 9.99% (388/3882) of these were screened by a second reviewer. A narrative synthesis was used to structure the findings on indicators of D-QSC and mechanisms that facilitate the connection. Indicators of D-QSC from the included studies were synthesized to produce a conceptual framework. RESULTS Of the 5715 publications identified, 42 (0.73%) were included. Among the included studies, there were 23,319 participants. Indicators that D-QSC was present varied and included relatedness, having a sense of belonging, and connecting to similar people. However, despite the variation, most of the indicators were associated with improved outcomes for depression and anxiety. Negative interactions, loneliness, and feeling ignored indicated that D-QSC was not present. In 24% (10/42) of the applicable studies, a meta-analysis showed a significant decrease in depression (-25.6%, 95% CI -0.352 to -0.160; P<.001) and anxiety (-15.1%, 95% CI -0.251 to -0.051; P=.003) after a D-QSC. Digital mechanisms that helped create a quality connection included anonymity, confidentiality, and peer support. In contrast, mechanisms that hindered the connection included disconnection from the real world and inability to see body language. Data synthesis also identified a 5-component conceptual framework of D-QSC that included rapport, identity and commonality, valued interpersonal dynamic, engagement, and responded to and accepted. CONCLUSIONS D-QSC is an important and underconsidered component for youth depression and anxiety outcomes. Researchers and developers should consider targeting improved QSC between clinicians and young people within digital interventions for depression. Future research should build on our framework to further examine relationships among individual attributes of QSC, various digital interventions, and different populations.
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Affiliation(s)
- Lindsay H Dewa
- Institute of Global Health Innovation, Imperial College London, London, United Kingdom
- School of Public Health, Imperial College London, London, United Kingdom
| | - Emma Lawrance
- Institute of Global Health Innovation, Imperial College London, London, United Kingdom
- Mental Health Innovations, London, United Kingdom
| | - Lily Roberts
- Institute of Global Health Innovation, Imperial College London, London, United Kingdom
| | | | - Hutan Ashrafian
- Institute of Global Health Innovation, Imperial College London, London, United Kingdom
| | - Gianluca Fontana
- Institute of Global Health Innovation, Imperial College London, London, United Kingdom
| | - Paul Aylin
- School of Public Health, Imperial College London, London, United Kingdom
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26
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Pearce E, Myles-Hooton P, Johnson S, Hards E, Olsen S, Clisu D, Pais SMA, Chesters HA, Shah S, Jerwood G, Politis M, Melwani J, Andersson G, Shafran R. Loneliness as an active ingredient in preventing or alleviating youth anxiety and depression: a critical interpretative synthesis incorporating principles from rapid realist reviews. Transl Psychiatry 2021; 11:628. [PMID: 34893578 PMCID: PMC8661314 DOI: 10.1038/s41398-021-01740-w] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/30/2021] [Revised: 10/19/2021] [Accepted: 10/26/2021] [Indexed: 01/31/2023] Open
Abstract
Loneliness is a relatively common problem in young people (14-24 years) and predicts the onset of depression and anxiety. Interventions to reduce loneliness thus have significant potential as active ingredients in strategies to prevent or alleviate anxiety and depression among young people. Previous reviews have focused on quantitative evidence and have not examined potential mechanisms that could be targets for intervention strategies. To build on this work, in this review we aimed to combine qualitative and quantitative evidence with stakeholder views to identify interventions that appear worth testing for their potential effectiveness in reducing loneliness, anxiety and depression in young people aged 14-24 years, and provide insights into the potential mechanisms of action. We conducted a Critical Interpretative Synthesis, a systematic review method that iteratively synthesises qualitative and quantitative evidence and is explicitly focused on building theory through a critical approach to the evidence that questions underlying assumptions. Literature searches were performed using nine databases, and eight additional databases were searched for theses and grey literature. Charity and policy websites were searched for content relevant to interventions for youth loneliness. We incorporated elements of Rapid Realistic Review approaches by consulting with young people and academic experts to feed into search strategies and the resulting conceptual framework, in which we aimed to set out which interventions appear potentially promising in terms of theoretical and empirical underpinnings and which fit with stakeholder views. We reviewed effectiveness data and quality ratings for the included randomised controlled trials only. Through synthesising 27 studies (total participants n = 105,649; range 1-102,072 in different studies) and grey literature, and iteratively consulting with stakeholders, a conceptual framework was developed. A range of 'Intrapersonal' (e.g. therapy that changes thinking and behaviour), 'Interpersonal' (e.g. improving social skills), and 'Social' Strategies (e.g. enhancing social support, and providing opportunities for social contact) seem worth testing further for their potential to help young people address loneliness, thereby preventing or alleviating depression and/or anxiety. Such strategies should be co-designed with young people and personalised to fit individual needs. Plausible mechanisms of action are facilitating sustained social support, providing opportunities for young people to socialise with peers who share similar experiences, and changing thinking and behaviour, for instance through building positive attitudes to themselves and others. The most convincing evidence of effectiveness was found in support of Intrapersonal Strategies: two randomised controlled studies quality-rated as 'good' found decreases in loneliness associated with different forms of therapy (Cognitive Behavioural Therapy or peer network counselling), although power calculations were not reported, and effect sizes were small or missing. Strategies to address loneliness and prevent or alleviate anxiety and depression need to be co-designed and personalised. Promising elements to incorporate into these strategies are social support, including from peers with similar experiences, and psychological therapy.
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Affiliation(s)
- Eiluned Pearce
- Division of Psychiatry, University College London, London, UK.
| | - Pamela Myles-Hooton
- grid.83440.3b0000000121901201Great Ormond Street Institute of Child Health, University College London, London, UK
| | - Sonia Johnson
- grid.83440.3b0000000121901201Division of Psychiatry, University College London, London, UK ,grid.450564.6Camden and Islington NHS Foundation Trust, London, UK
| | - Emily Hards
- grid.7340.00000 0001 2162 1699Department of Psychology, University of Bath, Bath, UK
| | - Samantha Olsen
- grid.83440.3b0000000121901201Great Ormond Street Institute of Child Health, University College London, London, UK
| | - Denisa Clisu
- grid.83440.3b0000000121901201Division of Psychology and Language Sciences, University College London, London, UK
| | - Sarah M. A. Pais
- grid.83440.3b0000000121901201Division of Psychiatry, University College London, London, UK
| | - Heather A. Chesters
- grid.83440.3b0000000121901201Great Ormond Street Institute of Child Health, University College London, London, UK
| | - Shyamal Shah
- grid.83440.3b0000000121901201Division of Psychiatry, University College London, London, UK
| | - Georgia Jerwood
- grid.83440.3b0000000121901201Division of Psychiatry, University College London, London, UK
| | - Marina Politis
- grid.83440.3b0000000121901201Division of Psychiatry, University College London, London, UK
| | - Joshua Melwani
- grid.83440.3b0000000121901201Division of Psychiatry, University College London, London, UK
| | - Gerhard Andersson
- grid.5640.70000 0001 2162 9922Department of Behavioural Sciences and Learning, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden
| | - Roz Shafran
- grid.83440.3b0000000121901201Great Ormond Street Institute of Child Health, University College London, London, UK
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27
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Fisher K, Seidler ZE, King K, Oliffe JL, Rice SM. Men's anxiety: A systematic review. J Affect Disord 2021; 295:688-702. [PMID: 34517242 DOI: 10.1016/j.jad.2021.08.136] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/14/2021] [Revised: 07/27/2021] [Accepted: 08/27/2021] [Indexed: 11/27/2022]
Abstract
AIM Anxiety disorders are amongst the most commonly diagnosed mental illnesses amongst men; however male-specific anxiety research is lacking. This review explores men's anxiety symptoms and disorders including help-seeking, coping and the role of masculinity. METHOD Four electronic database searches identified 8,333 citations, with 25 studies meeting inclusion criteria. Nineteen studies employed quantitative methods, five studies reported qualitative research, and one utilised mixed methods. RESULTS Unique profiles of anxiety, including psychosomatic symptoms, were identified and persisted over extended periods of time. Men commonly reported self-reliance over formal help-seeking, and typically managed anxiety symptoms through problem-based coping. Masculinity was related to anxiety in complex ways; adherence to norms of toughness could be protective against anxiety onset, while adherence to emotional restrictiveness and heterosexual presentation norms were positively associated with anxiety. The experience of, and help-seeking for anxiety transgressed many men's adherence to masculinity norms resulting in significant social and self-stigmas. LIMITATIONS The anxiety measurement scales utilised were inconsistent across included studies and there was limited scope of research into panic disorders, phobias and agoraphobia. CONCLUSION Findings demonstrate the enduring nature of anxiety for men and a potential under-reporting of symptoms, especially amongst younger men. To better tailor clinical care and public health resources to the needs of men with anxiety disorders, targeted research examining men's lived experiences of (and coping strategies for) anxiety is essential.
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Affiliation(s)
- Krista Fisher
- Orygen, Parkville, Victoria, Australia; Centre for Youth Mental Health, The University of Melbourne, Melbourne, Victoria, Australia.
| | - Zac E Seidler
- Orygen, Parkville, Victoria, Australia; Centre for Youth Mental Health, The University of Melbourne, Melbourne, Victoria, Australia.
| | - Kylie King
- Turner Institute for Brain and Mental Health, School of Psychological Sciences, Monash University, Victoria, Australia.
| | - John L Oliffe
- University of British Columbia, Vancouver, British Columbia, Canada; Melbourne School of Health Sciences, The University of Melbourne, Melbourne, Victoria, Australia.
| | - Simon M Rice
- Orygen, Parkville, Victoria, Australia; Centre for Youth Mental Health, The University of Melbourne, Melbourne, Victoria, Australia.
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Simmons MB, Nicholas J, Chinnery G, O'Sullivan S, D'Alfonso S, Bendall S, Cagliarini D, Hamilton M, Gleeson J, Killackey E, Alvarez-Jimenez M. The youth online training and employment system: Study protocol for a randomized controlled trial of an online vocational intervention for young people with mental ill health. Early Interv Psychiatry 2021; 15:1602-1611. [PMID: 33426790 DOI: 10.1111/eip.13100] [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: 06/30/2020] [Revised: 12/03/2020] [Accepted: 12/13/2020] [Indexed: 11/26/2022]
Abstract
AIM People diagnosed with mental disorders experience higher rates of unemployment than those without. Career adaptability, defined as the ability to respond flexibly and make informed career decisions in work and throughout career transitions, is becoming increasingly important as the nature of work changes rapidly. Early vocational intervention may ameliorate poor education and employment outcomes experienced by young people with mental ill-health and promote transferable skills and adaptability. Online-based career support allows for ongoing access throughout different career stages. The current study combines mental health-informed digital career and peer motivation, to create a Youth Online Training and Employment System (YOTES) that supports young people with mental ill-health obtain and remain in education or employment. METHODS This study is an unblinded randomized controlled trial for young people with mental ill-health, aged 16-25, who are seeking vocational support. Participants will be randomized to receive either YOTES, a moderated, online intervention with vocational, social, and peer motivation, or a control intervention, the headspace Digital Work and Study Service. Both groups will have access to in-person career support if seeking employment. The primary outcome will be career adaptability compared between the YOTES and control groups at 6-months post baseline. Secondary outcomes include number of hours worked in the past 7 days, hope, career confidence, psychological distress and health economic outcomes at 6- and 12-months post baseline. CONCLUSION Results will demonstrate whether an online career intervention moderated by career practitioners with peer motivation can result in improved career adaptability in young people with mental ill-health.
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Affiliation(s)
- Magenta B Simmons
- Orygen, Parkville, Victoria, Australia.,Centre for Youth Mental Health, The University of Melbourne, Melbourne, Victoria, Australia
| | - Jennifer Nicholas
- Orygen, Parkville, Victoria, Australia.,Centre for Youth Mental Health, The University of Melbourne, Melbourne, Victoria, Australia
| | | | - Shaunagh O'Sullivan
- Orygen, Parkville, Victoria, Australia.,Centre for Youth Mental Health, The University of Melbourne, Melbourne, Victoria, Australia
| | - Simon D'Alfonso
- School of Computing and Information Systems, The University of Melbourne, Melbourne, Victoria, Australia
| | - Sarah Bendall
- Orygen, Parkville, Victoria, Australia.,Centre for Youth Mental Health, The University of Melbourne, Melbourne, Victoria, Australia
| | - Daniela Cagliarini
- Orygen, Parkville, Victoria, Australia.,Centre for Youth Mental Health, The University of Melbourne, Melbourne, Victoria, Australia
| | - Matthew Hamilton
- Orygen, Parkville, Victoria, Australia.,Centre for Youth Mental Health, The University of Melbourne, Melbourne, Victoria, Australia
| | - John Gleeson
- Healthy Brain and Mind Research Centre and School of Behavioural and Health Sciences, Australian Catholic University, Victoria, Australia
| | - Eóin Killackey
- Orygen, Parkville, Victoria, Australia.,Centre for Youth Mental Health, The University of Melbourne, Melbourne, Victoria, Australia
| | - Mario Alvarez-Jimenez
- Orygen, Parkville, Victoria, Australia.,Centre for Youth Mental Health, The University of Melbourne, Melbourne, Victoria, Australia
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Osborn T, Weatherburn P, French RS. Interventions to address loneliness and social isolation in young people: A systematic review of the evidence on acceptability and effectiveness. J Adolesc 2021; 93:53-79. [PMID: 34662802 DOI: 10.1016/j.adolescence.2021.09.007] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2020] [Revised: 09/07/2021] [Accepted: 09/21/2021] [Indexed: 01/27/2023]
Abstract
INTRODUCTION Loneliness is prevalent and associated with negative health outcomes in young people. Our understanding of how it can be best addressed is limited. This systematic review aims to assess the acceptability and effectiveness of interventions to reduce and prevent loneliness and social isolation in young people. METHODS Six bibliographic databases were searched; references of included studies were screened for relevant literature. A pre-defined framework was used for data extraction. Quality appraisal was performed using the Mixed Method Appraisal Tool. Data were synthesised narratively. RESULTS 9,358 unique references were identified; 28 publications from 16 interventions met the inclusion criteria. The majority of interventions were high intensity, individual or small group interventions, often targeted at specific 'at risk' populations. While 14 interventions were associated with a statistically significant reduction in loneliness or social isolation, the heterogeneous measures of loneliness, small sample sizes, short periods of follow-up and high attrition rates limit evidence on effectiveness. Interventions implemented in more general populations of young people appeared more acceptable than those in specific 'at risk' populations. CONCLUSION High intensity interventions are unlikely to be feasible at a population level. Further work is required to develop and evaluate theoretically-informed loneliness interventions for young people that reach wider audiences.
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Affiliation(s)
- Tom Osborn
- Department of Public Health, Environments and Society, Faculty of Public Health and Policy, London School of Hygiene and Tropical Medicine, 15-17 Tavistock Place, London, WC1H 9SH, UK; Division of Psychology and Language Sciences, Faculty of Brain Sciences, UCL, 26 Bedford Way, London, WC1H 0AP, UK.
| | - Peter Weatherburn
- Department of Public Health, Environments and Society, Faculty of Public Health and Policy, London School of Hygiene and Tropical Medicine, 15-17 Tavistock Place, London, WC1H 9SH, UK
| | - Rebecca S French
- Department of Public Health, Environments and Society, Faculty of Public Health and Policy, London School of Hygiene and Tropical Medicine, 15-17 Tavistock Place, London, WC1H 9SH, UK
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Parisi KE, Dopp AR, Quetsch LB. Practitioner use of and attitudes towards videoconferencing for the delivery of evidence-based telemental health interventions: A mixed methods study. Internet Interv 2021; 26:100470. [PMID: 34712597 PMCID: PMC8529504 DOI: 10.1016/j.invent.2021.100470] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/07/2020] [Revised: 09/29/2021] [Accepted: 10/13/2021] [Indexed: 12/25/2022] Open
Abstract
The implementation of evidence-based psychosocial interventions using video-conference delivery (VCD) has the potential to increase accessibility to effective treatments, although its use remains limited and understudied. This study employed a mixed methods approach in surveying mental health practitioners about their attitudes regarding VCD of interventions that are considered evidence-based (i.e., have been shown to improve targeted outcomes in rigorous research). One hundred and eleven practitioners were sampled from several national and regional U.S. practice organizations and were administered quantitative surveys about their use of and attitudes towards VCD of evidence-based interventions (EBI). We examined the relationship between practitioner-level technology access, experience, and training with technology fluency and acceptability of using VCD. Quantitative results indicated the most frequently used adaptation for VCD was Tailoring and that practitioner education predicted attitudes towards EBIs. A subset (n = 20) of respondents were then purposively selected for qualitative interviews to further investigate accessibility, appropriateness, and feasibility of delivering EBIs via video conference. A conventional content analysis revealed that VCD was appropriate and acceptable for EBIs; however, many practitioners also described barriers related to feasibility of implementation. The results of this study have important implications for telemental health dissemination efforts which seek to extend services to populations not served well by traditional, in-person mental health services.
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Affiliation(s)
- Kathryn E. Parisi
- University of Arkansas, Department of Psychological Science, 216 Memorial Hall, Fayetteville, AR 72701, United States of America,Corresponding author.
| | - Alex R. Dopp
- RAND Corporation, Department of Behavioral and Policy Sciences, 1776 Main Street, Santa Monica, CA 90401, United States of America
| | - Lauren B. Quetsch
- University of Arkansas, Department of Psychological Science, 216 Memorial Hall, Fayetteville, AR 72701, United States of America
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Rice SM, Kealy D, Seidler ZE, Walton CC, Oliffe JL, Ogrodniczuk JS. Male-type depression symptoms in young men with a history of childhood sexual abuse and current hazardous alcohol use. Psychiatry Res 2021; 304:114110. [PMID: 34333321 DOI: 10.1016/j.psychres.2021.114110] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/14/2021] [Revised: 06/30/2021] [Accepted: 07/10/2021] [Indexed: 11/26/2022]
Abstract
The prevalence of male-type or externalising depression symptoms (e.g., anger, risk-taking, emotion suppression) were examined with cross-sectional online convenience sample of 1,277 help-seeking young men (M=23.64, SD=3.61 years). Almost a quarter (21.9%) of the sample reported childhood sexual abuse (CSA) exposure, and most (68.8%) endorsed past 2-week suicide ideation. All male-type depression symptoms were frequently (>30%) endorsed across the sample, and were positively correlated with past 2-week suicide ideation. An adjusted CSA exposure × alcohol risk interaction (p=.013) indicated elevated male-type depression scores for those with a CSA history and hazardous alcohol use. Results are interpreted in line with young men's adherence to masculine norms, which may be particularly complex for young men reporting a CSA exposure history. Findings support the need for enhanced screening efforts, especially among young men with a history of CSA and hazardous alcohol use, with a need to also improve gender-sensitive service offerings for young men with a CSA exposure history.
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Affiliation(s)
- Simon M Rice
- Orygen, Parkville, Melbourne, Australia; Centre for Youth Mental Health, The University of Melbourne, Melbourne, Australia.
| | - David Kealy
- Department of Psychiatry, University of British Columbia, Vancouver, Canada
| | - Zac E Seidler
- Orygen, Parkville, Melbourne, Australia; Centre for Youth Mental Health, The University of Melbourne, Melbourne, Australia
| | - Courtney C Walton
- Orygen, Parkville, Melbourne, Australia; Centre for Youth Mental Health, The University of Melbourne, Melbourne, Australia
| | - John L Oliffe
- School of Nursing, University of British Columbia, Vancouver, Canada; Department of Nursing, The University of Melbourne, Melbourne, Australia
| | - John S Ogrodniczuk
- Department of Psychiatry, University of British Columbia, Vancouver, Canada
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Boulos LJ, Mendes A, Delmas A, Chraibi Kaadoud I. An Iterative and Collaborative End-to-End Methodology Applied to Digital Mental Health. Front Psychiatry 2021; 12:574440. [PMID: 34630171 PMCID: PMC8495427 DOI: 10.3389/fpsyt.2021.574440] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/19/2020] [Accepted: 08/12/2021] [Indexed: 11/13/2022] Open
Abstract
Artificial intelligence (AI) algorithms together with advances in data storage have recently made it possible to better characterize, predict, prevent, and treat a range of psychiatric illnesses. Amid the rapidly growing number of biological devices and the exponential accumulation of data in the mental health sector, the upcoming years are facing a need to homogenize research and development processes in academia as well as in the private sector and to centralize data into federalizing platforms. This has become even more important in light of the current global pandemic. Here, we propose an end-to-end methodology that optimizes and homogenizes digital research processes. Each step of the process is elaborated from project conception to knowledge extraction, with a focus on data analysis. The methodology is based on iterative processes, thus allowing an adaptation to the rate at which digital technologies evolve. The methodology also advocates for interdisciplinary (from mathematics to psychology) and intersectoral (from academia to the industry) collaborations to merge the gap between fundamental and applied research. We also pinpoint the ethical challenges and technical and human biases (from data recorded to the end user) associated with digital mental health. In conclusion, our work provides guidelines for upcoming digital mental health studies, which will accompany the translation of fundamental mental health research to digital technologies.
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33
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Kealy D, Rice SM, Seidler ZE, Ogrodniczuk JS, Oliffe JL. Social anxiety and suicidality among men: examining the effects of loneliness and childhood trauma. CURRENT PSYCHOLOGY 2021. [DOI: 10.1007/s12144-021-02235-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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Bailey E, Robinson J, Alvarez-Jimenez M, Nedeljkovic M, Valentine L, Bendall S, D'Alfonso S, Gilbertson T, McKechnie B, Rice S. Moderated Online Social Therapy for Young People With Active Suicidal Ideation: Qualitative Study. J Med Internet Res 2021; 23:e24260. [PMID: 33818392 PMCID: PMC8056298 DOI: 10.2196/24260] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2020] [Revised: 11/26/2020] [Accepted: 02/08/2021] [Indexed: 01/23/2023] Open
Abstract
Background Web-based interventions are a promising approach to support youth at risk of suicide, and those incorporating peer-to-peer social networking may have the added potential to target interpersonal states of perceived burdensomeness and thwarted belongingness. Owing to feasibility and safety concerns, including fear of contagion, this had not been tested until recently. In 2018, we conducted a pilot evaluation to test the feasibility, safety, and acceptability of a Moderated Online Social Therapy intervention, called Affinity, with a sample of young people with active suicidal ideation. Objective The aim of this study is to report qualitative data collected from study participants regarding their experience of the web-based social network and the consequent safety features. Methods Affinity is a closed website incorporating 3 key components: therapeutic content delivered via comics, peer-to-peer social networking, and moderation by peers and clinicians. Semistructured interviews were conducted with 17 young people who participated in the pilot study after 8 weeks of exposure to the intervention. Interview data from 2 young people who did not use Affinity were excluded from the analysis. The interviews were analyzed using thematic analysis, with the frequency of responses characterized using the consensual qualitative research method. The results are reported in accordance with the Consolidated Criteria for Reporting Qualitative Research checklist. Results A total of 4 overarching themes were identified: a safe and supportive environment, the importance of mutual experiences, difficulty engaging and connecting, and the pros and cons of banning discussions about suicide. Interestingly, although Affinity was perceived to be safe and free of judgment, concerns about negative evaluation and triggering others were significant barriers to posting on the social network. Participants generally supported the banning of conversations about suicide, although for some this was perceived to reinforce stigma or was associated with frustration and distress. Conclusions The results not only support the safety and potential therapeutic benefit of the social networking aspect of Affinity but also highlight several implementation challenges. There is a need to carefully balance the need for stringent safety and design features while ensuring that the potential for therapeutic benefit is maximized.
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Affiliation(s)
- Eleanor Bailey
- Orygen, Parkville, Australia.,Swinburne University of Technology, Hawthorn, Australia.,Centre for Youth Mental Health, University of Melbourne, Parkville, Australia
| | - Jo Robinson
- Orygen, Parkville, Australia.,Centre for Youth Mental Health, University of Melbourne, Parkville, Australia
| | - Mario Alvarez-Jimenez
- Orygen, Parkville, Australia.,Centre for Youth Mental Health, University of Melbourne, Parkville, Australia
| | | | - Lee Valentine
- Orygen, Parkville, Australia.,Centre for Youth Mental Health, University of Melbourne, Parkville, Australia
| | - Sarah Bendall
- Orygen, Parkville, Australia.,Centre for Youth Mental Health, University of Melbourne, Parkville, Australia
| | - Simon D'Alfonso
- Orygen, Parkville, Australia.,School of Computing and Information Systems, University of Melbourne, Parkville, Australia
| | - Tamsyn Gilbertson
- Orygen, Parkville, Australia.,Centre for Youth Mental Health, University of Melbourne, Parkville, Australia
| | | | - Simon Rice
- Orygen, Parkville, Australia.,Centre for Youth Mental Health, University of Melbourne, Parkville, Australia
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O’Bree B, Walton CC, Bendall S, Wilson M, Valentine L, McEnery C, D’Alfonso S, Alvarez-Jimenez M, Rice S. Perceived Helpfulness of a Moderated Online Social Therapy Network for Young People Experiencing Social Anxiety. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:ijerph18062796. [PMID: 33801893 PMCID: PMC7999473 DOI: 10.3390/ijerph18062796] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/11/2021] [Revised: 03/05/2021] [Accepted: 03/08/2021] [Indexed: 11/16/2022]
Abstract
There is a growing need for more effective delivery of digital mental health interventions, particularly for individuals experiencing difficulty accessing or engaging with traditional face-to-face therapy. Young people with social anxiety, and young males with social anxiety in particular need interventions sensitized to their needs. While digital interventions for mental health have proliferated, increasing their accessibility and utility, the data on acceptability and effectiveness of these interventions, however, indicates a need for improvement. The current study sought to utilise qualitative data from semi-structured interviews with 70 participants (male n = 33; age range = 14-25 years, mean age = 19.8) from a single-group pilot study of a novel intervention for young people with social anxiety (Entourage), using a content analysis approach. Results indicated that participants spoke about five main categories: connection, anxiety management, appeal, disengagement and system improvement. No overt gender differences were found in the appeal or perceived helpfulness of the Entourage platform. The current study provides valuable information and suggestions to guide future improvement of digital interventions for young people, particularly those experiencing social anxiety.
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Affiliation(s)
- Bridget O’Bree
- School of Behavioural and Health Sciences, Australian Catholic University, Fitzroy, Victoria 3065, Australia;
- Orygen, Parkville, Victoria 3052, Australia; (C.C.W.); (S.B.); (M.W.); (L.V.); (C.M.); (S.D.); (M.A.-J.)
| | - Courtney C Walton
- Orygen, Parkville, Victoria 3052, Australia; (C.C.W.); (S.B.); (M.W.); (L.V.); (C.M.); (S.D.); (M.A.-J.)
- Centre for Youth Mental Health, University of Melbourne, Parkville, Victoria 3052, Australia
| | - Sarah Bendall
- Orygen, Parkville, Victoria 3052, Australia; (C.C.W.); (S.B.); (M.W.); (L.V.); (C.M.); (S.D.); (M.A.-J.)
- Centre for Youth Mental Health, University of Melbourne, Parkville, Victoria 3052, Australia
| | - Michael Wilson
- Orygen, Parkville, Victoria 3052, Australia; (C.C.W.); (S.B.); (M.W.); (L.V.); (C.M.); (S.D.); (M.A.-J.)
- Centre for Youth Mental Health, University of Melbourne, Parkville, Victoria 3052, Australia
| | - Lee Valentine
- Orygen, Parkville, Victoria 3052, Australia; (C.C.W.); (S.B.); (M.W.); (L.V.); (C.M.); (S.D.); (M.A.-J.)
- Centre for Youth Mental Health, University of Melbourne, Parkville, Victoria 3052, Australia
| | - Carla McEnery
- Orygen, Parkville, Victoria 3052, Australia; (C.C.W.); (S.B.); (M.W.); (L.V.); (C.M.); (S.D.); (M.A.-J.)
- Centre for Youth Mental Health, University of Melbourne, Parkville, Victoria 3052, Australia
| | - Simon D’Alfonso
- Orygen, Parkville, Victoria 3052, Australia; (C.C.W.); (S.B.); (M.W.); (L.V.); (C.M.); (S.D.); (M.A.-J.)
- School of Computing and Information Systems, University of Melbourne, Parkville, Victoria 3052, Australia
| | - Mario Alvarez-Jimenez
- Orygen, Parkville, Victoria 3052, Australia; (C.C.W.); (S.B.); (M.W.); (L.V.); (C.M.); (S.D.); (M.A.-J.)
- Centre for Youth Mental Health, University of Melbourne, Parkville, Victoria 3052, Australia
| | - Simon Rice
- Orygen, Parkville, Victoria 3052, Australia; (C.C.W.); (S.B.); (M.W.); (L.V.); (C.M.); (S.D.); (M.A.-J.)
- Centre for Youth Mental Health, University of Melbourne, Parkville, Victoria 3052, Australia
- Correspondence: ; Tel.: +61-03-9966-9286
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Balcombe L, De Leo D. Psychological Screening and Tracking of Athletes and Digital Mental Health Solutions in a Hybrid Model of Care: Mini Review. JMIR Form Res 2020; 4:e22755. [PMID: 33271497 PMCID: PMC7746225 DOI: 10.2196/22755] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2020] [Revised: 10/16/2020] [Accepted: 10/17/2020] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND There is a persistent need for mental ill-health prevention and intervention among at-risk and vulnerable subpopulations. Major disruptions to life, such as the COVID-19 pandemic, present an opportunity for a better understanding of the experience of stressors and vulnerability. Faster and better ways of psychological screening and tracking are more generally required in response to the increased demand upon mental health care services. The argument that mental and physical health should be considered together as part of a biopsychosocial approach is garnering acceptance in elite athlete literature. However, the sporting population are unique in that there is an existing stigma of mental health, an underrecognition of mental ill-health, and engagement difficulties that have hindered research, prevention, and intervention efforts. OBJECTIVE The aims of this paper are to summarize and evaluate the literature on athletes' increased vulnerability to mental ill-health and digital mental health solutions as a complement to prevention and intervention, and to show relationships between athlete mental health problems and resilience as well as digital mental health screening and tracking, and faster and better treatment algorithms. METHODS This mini review shapes literature in the fields of athlete mental health and digital mental health by summarizing and evaluating journal and review articles drawn from PubMed Central and the Directory of Open Access Journals. RESULTS Consensus statements and systematic reviews indicated that elite athletes have comparable rates of mental ill-health prevalence to the general population. However, peculiar subgroups require disentangling. Innovative expansion of data collection and analytics is required to respond to engagement issues and advance research and treatment programs in the process. Digital platforms, machine learning, deep learning, and artificial intelligence are useful for mental health screening and tracking in various subpopulations. It is necessary to determine appropriate conditions for algorithms for use in recommendations. Partnered with real-time automation and machine learning models, valid and reliable behavior sensing, digital mental health screening, and tracking tools have the potential to drive a consolidated, measurable, and balanced risk assessment and management strategy for the prevention and intervention of the sequelae of mental ill-health. CONCLUSIONS Athletes are an at-risk subpopulation for mental health problems. However, a subgroup of high-level athletes displayed a resilience that helped them to positively adjust after a period of overwhelming stress. Further consideration of stress and adjustments in brief screening tools is recommended to validate this finding. There is an unrealized potential for broadening the scope of mental health, especially symptom and disorder interpretation. Digital platforms for psychological screening and tracking have been widely used among general populations, but there is yet to be an eminent athlete version. Sports in combination with mental health education should address the barriers to help-seeking by increasing awareness, from mental ill-health to positive functioning. A hybrid model of care is recommended, combining traditional face-to-face approaches along with innovative and evaluated digital technologies, that may be used in prevention and early intervention strategies.
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Affiliation(s)
- Luke Balcombe
- School of Health and Sport Science, University of the Sunshine Coast, Sunshine Coast, Australia.,Australian Institute for Suicide Research and Prevention, Griffith University, Brisbane, Australia
| | - Diego De Leo
- Australian Institute for Suicide Research and Prevention, Griffith University, Brisbane, Australia
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Alvarez-Jimenez M, Rice S, D'Alfonso S, Leicester S, Bendall S, Pryor I, Russon P, McEnery C, Santesteban-Echarri O, Da Costa G, Gilbertson T, Valentine L, Solves L, Ratheesh A, McGorry PD, Gleeson J. A Novel Multimodal Digital Service (Moderated Online Social Therapy+) for Help-Seeking Young People Experiencing Mental Ill-Health: Pilot Evaluation Within a National Youth E-Mental Health Service. J Med Internet Res 2020; 22:e17155. [PMID: 32788151 PMCID: PMC7453330 DOI: 10.2196/17155] [Citation(s) in RCA: 49] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2019] [Revised: 05/12/2020] [Accepted: 06/13/2020] [Indexed: 12/20/2022] Open
Abstract
Background Mental ill-health is the leading cause of disability worldwide. Moreover, 75% of mental health conditions emerge between the ages of 12 and 25 years. Unfortunately, due to lack of resources and limited engagement with services, a majority of young people affected by mental ill-health do not access evidence-based support. To address this gap, our team has developed a multimodal, scalable digital mental health service (Enhanced Moderated Online Social Therapy [MOST+]) merging real-time, clinician-delivered web chat counseling; interactive user-directed online therapy; expert and peer moderation; and peer-to-peer social networking. Objective The primary aim of this study is to ascertain the feasibility, acceptability, and safety of MOST+. The secondary aims are to assess pre-post changes in clinical, psychosocial, and well-being outcomes and to explore the correlations between system use, perceived helpfulness, and secondary outcome variables. Methods Overall, 157 young people seeking help from a national youth e-mental health service were recruited over 5 weeks. MOST+ was active for 9 weeks. All participants had access to interactive online therapy and integrated web chat counseling. Additional access to peer-to-peer social networking was granted to 73 participants (46.5%) for whom it was deemed safe. The intervention was evaluated via an uncontrolled single-group study. Results Overall, 93 participants completed the follow-up assessment. Most participants had moderate (52/157, 33%) to severe (96/157, 61%) mental health conditions. All a priori feasibility, acceptability, and safety criteria were met. Participants provided mean scores of ≥3.5 (out of 5) on ease of use (mean 3.7, SD 1.1), relevancy (mean 3.9, SD 1.0), helpfulness (mean 3.5, SD 0.9), and overall experience (mean 3.9, SD 0.8). Moreover, 98% (91/93) of participants reported a positive experience using MOST+, 82% (70/93) reported that using MOST+ helped them feel better, 86% (76/93) felt more socially connected using it, and 92% (86/93) said they would recommend it to others. No serious adverse events or inappropriate use were detected, and 97% (90/93) of participants reported feeling safe. There were statistically significant improvements in 8 of the 11 secondary outcomes assessed: psychological distress (d=−0.39; P<.001), perceived stress (d=−0.44; P<.001), psychological well-being (d=0.51; P<.001), depression (d=−0.29; P<.001), loneliness (d=−0.23; P=.04), social support (d=0.30; P<.001), autonomy (d=0.36; P=.001), and self-competence (d=0.30; P<.001). There were significant correlations between system use, perceived helpfulness, and a number of secondary outcome variables. Conclusions MOST+ is a feasible, acceptable, and safe online clinical service for young people with mental ill-health. The high level of perceived helpfulness, the significant improvements in secondary outcomes, and the correlations between indicators of system use and secondary outcome variables provide initial support for the therapeutic potential of MOST+. MOST+ is a promising and scalable platform to deliver standalone e-mental health services as well as enhance the growing international network of face-to-face youth mental health services.
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Affiliation(s)
- Mario Alvarez-Jimenez
- Orygen, Parkville, Australia.,Centre for Youth Mental Health, The University of Melbourne, Melbourne, Australia
| | - Simon Rice
- Orygen, Parkville, Australia.,Centre for Youth Mental Health, The University of Melbourne, Melbourne, Australia
| | - Simon D'Alfonso
- Orygen, Parkville, Australia.,The School of Computing and Information Systems, The University of Melbourne, Melbourne, Australia
| | - Steven Leicester
- headspace National Youth Mental Health Foundation, Melbourne, Australia
| | - Sarah Bendall
- Orygen, Parkville, Australia.,Centre for Youth Mental Health, The University of Melbourne, Melbourne, Australia
| | - Ingrid Pryor
- Orygen, Parkville, Australia.,Centre for Youth Mental Health, The University of Melbourne, Melbourne, Australia
| | - Penni Russon
- Orygen, Parkville, Australia.,School of Culture and Communications, The University of Melbourne, Melbourne, Australia
| | - Carla McEnery
- Orygen, Parkville, Australia.,Centre for Youth Mental Health, The University of Melbourne, Melbourne, Australia.,Centre for Mental Health, Swinburne University of Technology, Hawthorn, Australia
| | | | - Gustavo Da Costa
- The School of Computing and Information Systems, The University of Melbourne, Melbourne, Australia
| | | | - Lee Valentine
- Orygen, Parkville, Australia.,Centre for Youth Mental Health, The University of Melbourne, Melbourne, Australia
| | - Laia Solves
- Consorci Sanitari del Maresme, Department of Psychiatry, Hospital of Mataro, Mataro, Spain
| | - Aswin Ratheesh
- Orygen, Parkville, Australia.,Centre for Youth Mental Health, The University of Melbourne, Melbourne, Australia
| | - Patrick D McGorry
- Orygen, Parkville, Australia.,Centre for Youth Mental Health, The University of Melbourne, Melbourne, Australia
| | - John Gleeson
- School of Behavioural and Health Sciences, Australian Catholic University, Melbourne, Australia.,Healthy Brain and Mind Research Centre, Australian Catholic University, Melbourne, Australia
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