Digital Mental Health Amid COVID-19
Definition
:1. Introduction
1.1. Evolution of Digital Mental Health
1.2. Challenges of Digital Mental Health
2. Synthesis
2.1. Systemic and Practical Issues
2.2. New Progress
2.3. Ongoing Problems
2.4. Approaches
2.5. Digital Mental Health for Young People
3. Conclusions and Prospects
Author Contributions
Funding
Conflicts of Interest
Entry Link on the Encyclopedia Platform
References
- Pirkis, J.; John, A.; Shin, S.; DelPozo-Banos, M.; Arya, V.; Analuisa-Aguilar, P.; Appleby, L.; Arensman, E.; Bantjes, J.; Baran, A.; et al. Suicide trends in the early months of the COVID-19 pandemic: An interrupted time-series analysis of preliminary data from 21 countries. Lancet Psychiatry 2021, 8, 579–588. [Google Scholar] [CrossRef]
- Rettie, H.; Daniels, J. Coping and tolerance of uncertainty: Predictors and mediators of mental health during the COVID-19 pandemic. Am. Psychol. 2021, 76, 427–437. [Google Scholar] [CrossRef]
- Torous, J.; Keshavan, M. COVID-19, mobile health and serious mental illness. Schizophr. Res. 2020, 218, 36–37. [Google Scholar] [CrossRef]
- Balcombe, L.; De Leo, D. An Integrated Blueprint for Digital Mental Health Services Amidst COVID-19. JMIR Ment. Health 2020, 7, e21718. [Google Scholar] [CrossRef] [PubMed]
- Gleeson, J.F.M.; Riper, H.; Alvarez-Jimenez, M. Editorial: Transforming Youth Mental Health Treatment Through Digital Technology. Front. Psychiatry 2020, 11, 606433. [Google Scholar] [CrossRef] [PubMed]
- Saxena, S.; Thornicroft, G.; Knapp, M.; Whiteford, H. Resources for mental health: Scarcity, inequity, and inefficiency. Lancet 2007, 370, 878–889. [Google Scholar] [CrossRef]
- Whittle, E.L.; Fisher, K.R.; Reppermund, S.; Lenroot, R.; Trollor, J. Barriers and Enablers to Accessing Mental Health Services for People with Intellectual Disability: A Scoping Review. J. Ment. Health Res. Intellect. Disabil. 2018, 11, 69–102. [Google Scholar] [CrossRef]
- Rudd, B.N.; Beidas, R.S. Digital Mental Health: The Answer to the Global Mental Health Crisis? JMIR Ment. Health 2020, 7, e18472. [Google Scholar] [CrossRef] [PubMed]
- Torous, J.; Myrick, K.J.; Rauseo-Ricupero, N.; Firth, J. Digital Mental Health and COVID-19: Using Technology Today to Accelerate the Curve on Access and Quality Tomorrow. JMIR Ment. Health 2020, 7, e18848. [Google Scholar] [CrossRef] [PubMed]
- Guinart, D.; Marcy, P.; Hauser, M.; Dwyer, M.; Kane, J.M. Patient Attitudes Toward Telepsychiatry During the COVID-19 Pandemic: A Nationwide, Multisite Survey. JMIR Ment. Health 2020, 7, e24761. [Google Scholar] [CrossRef] [PubMed]
- Guinart, D.; Marcy, P.; Hauser, M.; Dwyer, M.; Kane, J.M. Mental Health Care Providers’ Attitudes Toward Telepsychiatry: A Systemwide, Multisite Survey During the COVID-19 Pandemic. Psychiatr. Serv. 2021, 72, 704–707. [Google Scholar] [CrossRef]
- The Lancet Digital Health Digital tools for mental health in a crisis. Lancet Digit. Health 2021, 3, e204. [CrossRef]
- Barnett, P.; Goulding, L.; Casetta, C.; Jordan, H.; Sheridan-Rains, L.; Steare, T.; Williams, J.; Wood, L.; Gaughran, F.; Johnson, S. Implementation of Telemental Health Services Before COVID-19: Rapid Umbrella Review of Systematic Reviews. J. Med Internet Res. 2021, 23, e26492. [Google Scholar] [CrossRef] [PubMed]
- Whelan, P.; Stockton-Powdrell, C.; Jardine, J.; Sainsbury, J. Comment on “Digital Mental Health and COVID-19: Using Technology Today to Accelerate the Curve on Access and Quality Tomorrow”: A UK Perspective. JMIR Ment. Health 2020, 7, e19547. [Google Scholar] [CrossRef] [PubMed]
- Wind, T.R.; Rijkeboer, M.; Andersson, G.; Riper, H. The COVID-19 pandemic: The ‘black swan’ for mental health care and a turning point for e-health. Internet Interv. 2020, 20, 100317. [Google Scholar] [CrossRef] [PubMed]
- Sorkin, D.H.; Janio, E.A.; Eikey, E.V.; Schneider, M.; Davis, K.; Schueller, S.M.; Stadnick, N.A.; Zheng, K.; Neary, M.; Safani, D.; et al. Rise in Use of Digital Mental Health Tools and Technologies in the United States During the COVID-19 Pandemic: Survey Study. J. Med. Internet Res. 2021, 23, e26994. [Google Scholar] [CrossRef]
- Rauschenberg, C.; Schick, A.; Hirjak, D.; Seidler, A.; Pätzold, I.; Apfelbacher, C.; Riedel-Heller, S.G.; Reininghaus, U. Digital interventions to mitigate the negative impact of the COVID-19 pandemic on public mental health: A rapid meta-review. PsyArXiv 2020. [Google Scholar] [CrossRef]
- 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. [Google Scholar] [CrossRef]
- Ganapathy, A.; Clough, B.A.; Casey, L.M. Organizational and Policy Barriers to the Use of Digital Mental Health by Mental Health Professionals. Telemed. e-Health 2021. [Google Scholar] [CrossRef]
- Wies, B.; Landers, C.; Ienca, M. Digital Mental Health for Young People: A Scoping Review of Ethical Promises and Challenges. Front. Digit. Health 2021, 3, 697072. [Google Scholar] [CrossRef]
- Fu, Z.; Burger, H.; Arjadi, R.; Bockting, C.L.H. Effectiveness of digital psychological interventions for mental health problems in low-income and middle-income countries: A systematic review and meta-analysis. Lancet Psychiatry 2020, 7, 851–864. [Google Scholar] [CrossRef]
- Singla, D.R.; Lawson, A.; Kohrt, B.A.; Jung, J.W.; Meng, Z.; Ratjen, C.; Zahedi, N.; Dennis, C.-L.; Patel, V. Implementation and Effectiveness of Nonspecialist-Delivered Interventions for Perinatal Mental Health in High-Income Countries. JAMA Psychiatry 2021, 78, 498. [Google Scholar] [CrossRef] [PubMed]
- Kozelka, E.E.; Jenkins, J.H.; Carpenter-Song, E. Advancing Health Equity in Digital Mental Health: Lessons From Medical Anthropology for Global Mental Health. JMIR Ment. Health 2021, 8, e28555. [Google Scholar] [CrossRef] [PubMed]
- Mohr, D.C.; Lyon, A.R.; Lattie, E.G.; Reddy, M.; Schueller, S.M. Accelerating Digital Mental Health Research From Early Design and Creation to Successful Implementation and Sustainment. J. Med. Internet Res. 2017, 19, e153. [Google Scholar] [CrossRef] [PubMed]
- Balcombe, L.; De Leo, D. Digital Mental Health Challenges and the Horizon Ahead for Solutions. JMIR Ment. Health 2021, 8, e26811. [Google Scholar] [CrossRef]
- Schueller, S.M. Grand Challenges in Human Factors and Digital Health. Front. Digit. Health 2021, 3. [Google Scholar] [CrossRef]
- Jacobi, C. Special issue internet interventions: Editorial “integrating technology into mental health care delivery in Europe (ICare)”. Internet Interv. 2019, 16, 1–4. [Google Scholar] [CrossRef]
- Bucci, S.; Berry, N.; Morris, R.; Berry, K.; Haddock, G.; Lewis, S.; Edge, D. “They Are Not Hard-to-Reach Clients. We Have Just Got Hard-to-Reach Services.” Staff Views of Digital Health Tools in Specialist Mental Health Services. Front. Psychiatry 2019, 10, 344. [Google Scholar] [CrossRef]
- Walker, R.; Usher, K.; Jackson, D.; Reid, C.; Hopkins, K.; Shepherd, C.; Smallwood, R.; Marriott, R. Connection to. Addressing Digital Inequities in Supporting the Well-Being of Young Indigenous Australians in the Wake of COVID-19. Int. J. Environ. Res. Public Health 2021, 18, 2141. [Google Scholar] [CrossRef]
- Graham, A.K.; Weissman, R.S.; Mohr, D.C. Resolving Key Barriers to Advancing Mental Health Equity in Rural Communities Using Digital Mental Health Interventions. JAMA Health Forum 2021, 2, e211149. [Google Scholar] [CrossRef]
- Lal, S.; Gleeson, J.; Rivard, L.; D’Alfonso, S.; Joober, R.; Malla, A.; Alvarez-Jimenez, M. Adaptation of a Digital Health Innovation to Prevent Relapse and Support Recovery in Youth Receiving Services for First-Episode Psychosis: Results From the Horyzons-Canada Phase 1 Study. JMIR Form. Res. 2020, 4, e19887. [Google Scholar] [CrossRef] [PubMed]
- Borghouts, J.; Eikey, E.; Mark, G.; De Leon, C.; Schueller, S.M.; Schneider, M.; Stadnick, N.; Zheng, K.; Mukamel, D.; Sorkin, D.H. Barriers to and Facilitators of User Engagement with Digital Mental Health Interventions: Systematic Review. J. Med. Internet Res. 2021, 23, e24387. [Google Scholar] [CrossRef]
- Morriss, R.; Kaylor-Hughes, C.; Rawsthorne, M.; Coulson, N.; Simpson, S.; Guo, B.; James, M.; Lathe, J.; Moran, P.; Tata, L.; et al. A direct to public peer support programme (Big White Wall) versus web-based information to aid self-management of depression and anxiety (The REBOOT study): Results and challenges of an automated randomised controlled trial. (Preprint). J. Med. Internet Res. 2020, 23, e23487. [Google Scholar] [CrossRef] [PubMed]
- Shi, J.; Lo, B.; Wong, H.W.; Hollenberg, E.; Sanches, M.; Abi-Jaoudé, A.; Chaim, G.; Cleverley, K.; Henderson, J.; Johnson, A.; et al. Assessing the usability and user engagement of Thought Spot—A digital mental health help-seeking solution for transition-aged youth. Internet Interv. 2021, 24, 100386. [Google Scholar] [CrossRef] [PubMed]
- Venning, A.; Herd, M.C.; Oswald, T.K.; Razmi, S.; Glover, F.; Hawke, T.; Quartermain, V.; Redpath, P. Exploring the acceptability of a digital mental health platform incorporating a virtual coach: The good, the bad, and the opportunities. Health Inform. J. 2021, 27, 146045822199487. [Google Scholar] [CrossRef] [PubMed]
- Allen, N.B.; Nelson, B.W.; Brent, D.; Auerbach, R.P. Short-term prediction of suicidal thoughts and behaviors in adolescents: Can recent developments in technology and computational science provide a breakthrough? J. Affect. Disord. 2019, 250, 163–169. [Google Scholar] [CrossRef]
- Doraiswamy, P.M.; London, E.; Varnum, P.; Harvey, B.; Saxena, S.; Tottman, S.; Campbell, S.P.; Ibanez, A.F.; Manji, H.; Al Olama, M.A.A.S.; et al. Empowering 8 Billion Minds: Enabling Better Mental Health for All via the Ethical Adoption of Technologies. NAM Perspect. 2019. [Google Scholar] [CrossRef]
- Heinsch, M.; Geddes, J.; Sampson, D.; Brosnan, C.; Hunt, S.; Wells, H.; Kay-Lambkin, F. Disclosure of suicidal thoughts during an e-mental health intervention: Relational ethics meets actor-network theory. Ethic Behav. 2021, 31, 151–170. [Google Scholar] [CrossRef]
- Powell, A.C.; Bowman, M.B.; Harbin, H.T. Reimbursement of Apps for Mental Health: Findings from Interviews. JMIR Ment. Health 2019, 6, e14724. [Google Scholar] [CrossRef]
- Powell, A.; Torous, J. A Patient-Centered Framework for Measuring the Economic Value of the Clinical Benefits of Digital Health Apps: Theoretical Modeling. JMIR Ment. Health 2020, 7, e18812. [Google Scholar] [CrossRef]
- Rosenberg, B.M.; Kodish, T.; Cohen, Z.D.; Gong-Guy, E.; Craske, M.G. Design and Implementation of a Novel Peer-to-Peer Coaching Program to Support Digital Mental Health. JMIR Ment. Health 2021. preprint. [Google Scholar] [CrossRef]
- Rice, S.; Robinson, J.; Bendall, S.; Hetrick, S.; Cox, G.; Bailey, E.; Gleeson, J.F.; Alvarez-Jimenez, M. Online and Social Media Suicide Prevention Interventions for Young People: A Focus on Implementation and Moderation. J. Can. Acad. Child Adolesc. Psychiatry = J. l’Acad. Can. Psychiatr. l’enfant l’adolesc. 2016, 25, 80–86. [Google Scholar]
- D’Alfonso, S.; Phillips, J.; Valentine, L.; Gleeson, J.; Alvarez-Jimenez, M. Moderated Online Social Therapy: Viewpoint on the Ethics and Design Principles of a Web-Based Therapy System. JMIR Ment. Health 2019, 6, e14866. [Google Scholar] [CrossRef] [PubMed]
- Iorfino, F.; Cross, S.P.; Davenport, T.; Carpenter, J.S.; Scott, E.; Shiran, S.; Hickie, I.B. A Digital Platform Designed for Youth Mental Health Services to Deliver Personalized and Measurement-Based Care. Front. Psychiatry 2019, 10, 595. [Google Scholar] [CrossRef] [PubMed]
- van Agteren, J.; Bartholomaeus, J.; Fassnacht, D.B.; Iasiello, M.; Ali, K.; Lo, L.; Kyrios, M. Using Internet-Based Psychological Measurement to Capture the Deteriorating Community Mental Health Profile During COVID-19: Observational Study. JMIR Ment. Health 2020, 7, e20696. [Google Scholar] [CrossRef] [PubMed]
- Hull, T.D.; Levine, J.; Bantilan, N.; Desai, A.N.; Majumder, M.S. Analyzing Digital Evidence from a Telemental Health Platform to Assess Complex Psychological Responses to the COVID-19 Pandemic: Content Analysis of Text Messages. JMIR Form. Res. 2021, 5, e26190. [Google Scholar] [CrossRef]
- Venville, A.; O’Connor, S.; Roeschlein, H.; Ennals, P.; McLoughlan, G.; Thomas, N. Mental health service user and worker experience of psychosocial support via telehealth through the COVID-19 pandemic: A qualitative study (Preprint). JMIR Ment. Health 2021, 8, 29671. [Google Scholar] [CrossRef]
- Strudwick, G.; McLay, D.; Lo, B.; Shin, H.D.; Currie, L.; Thomson, N.; Maillet, É.; Strong, V.; Miller, A.; Shen, N.; et al. Development of a Resource Guide to Support the Engagement of Mental Health Providers and Patients with Digital Health Tools: Multimethod Study. J. Med. Internet Res. 2021, 23, e25773. [Google Scholar] [CrossRef]
- Mehta, A.; Niles, A.N.; Vargas, J.H.; Marafon, T.; Couto, D.D.; Gross, J.J. Acceptability and Effectiveness of Artificial Intelligence Therapy for Anxiety and Depression (Youper): Longitudinal Observational Study. J. Med. Internet Res. 2021, 23, e26771. [Google Scholar] [CrossRef]
- Köhnen, M.; Dreier, M.; Seeralan, T.; Kriston, L.; Härter, M.; Baumeister, H.; Liebherz, S. Evidence on Technology-Based Psychological Interventions in Diagnosed Depression: Systematic Review. JMIR Ment. Health 2021, 8, e21700. [Google Scholar] [CrossRef]
- Baumeister, H.; Bauereiss, N.; Zarski, A.-C.; Braun, L.; Buntrock, C.; Hoherz, C.; Idrees, A.R.; Kraft, R.; Meyer, P.; Nguyen, T.B.D.; et al. Clinical and Cost-Effectiveness of PSYCHOnlineTHERAPY: Study Protocol of a Multicenter Blended Outpatient Psychotherapy Cluster Randomized Controlled Trial for Patients with Depressive and Anxiety Disorders. Front. Psychiatry 2021, 12, 660534. [Google Scholar] [CrossRef]
- Rauseo-Ricupero, N.; Torous, J. Technology Enabled Clinical Care (TECC): Protocol for a Prospective Longitudinal Cohort Study of Smartphone-Augmented Mental Health Treatment. JMIR Res. Protoc. 2021, 10, e23771. [Google Scholar] [CrossRef]
- Iorfino, F.; Occhipinti, J.-A.; Skinner, A.; Davenport, T.; Rowe, S.; Prodan, A.; Sturgess, J.; Hickie, I.B. The Impact of Technology-Enabled Care Coordination in a Complex Mental Health System: A Local System Dynamics Model. J. Med. Internet Res. 2021, 23, e25331. [Google Scholar] [CrossRef]
- Blitz, R.; Storck, M.; Baune, B.T.; Dugas, M.; Opel, N. Design and Implementation of an Informatics Infrastructure for Standardized Data Acquisition, Transfer, Storage, and Export in Psychiatric Clinical Routine: Feasibility Study. JMIR Ment. Health 2021, 8, e26681. [Google Scholar] [CrossRef] [PubMed]
- de Redon, E.; Centi, A. Realities of conducting digital health research: Challenges to consider. Digit. Health 2019, 5, 205520761986946. [Google Scholar] [CrossRef]
- Martinez-Martin, N.; Dasgupta, I.; Carter, A.; Chandler, J.A.; Kellmeyer, P.; Kreitmair, K.; Weiss, A.; Cabrera, L.Y. Ethics of Digital Mental Health During COVID-19: Crisis and Opportunities. JMIR Ment. Health 2020, 7, e23776. [Google Scholar] [CrossRef]
- Guo, C.; Ashrafian, H.; Ghafur, S.; Fontana, G.; Gardner, C.; Prime, M. Challenges for the evaluation of digital health solutions—A call for innovative evidence generation approaches. NPJ Digit. Med. 2020, 3, 1–14. [Google Scholar] [CrossRef] [PubMed]
- Arrieta, A.B.; Díaz-Rodríguez, N.; Del Ser, J.; Bennetot, A.; Tabik, S.; Barbado, A.; Garcia, S.; Gil-Lopez, S.; Molina, D.; Benjamins, R.; et al. Explainable Artificial Intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI. Inf. Fusion 2020, 58, 82–115. [Google Scholar] [CrossRef]
- Tremain, H.; McEnery, C.; Fletcher, K.; Murray, G. The Therapeutic Alliance in Digital Mental Health Interventions for Serious Mental Illnesses: Narrative Review. JMIR Ment. Health 2020, 7, e17204. [Google Scholar] [CrossRef]
- Chekroud, A.M.; Bondar, J.; Delgadillo, J.; Doherty, G.; Wasil, A.; Fokkema, M.; Cohen, Z.; Belgrave, D.; DeRubeis, R.; Iniesta, R.; et al. The promise of machine learning in predicting treatment outcomes in psychiatry. World Psychiatry 2021, 20, 154–170. [Google Scholar] [CrossRef]
- Mulder, R.; Newton-Howes, G.; Coid, J.W. The futility of risk prediction in psychiatry. Br. J. Psychiatry 2016, 209, 271–272. [Google Scholar] [CrossRef] [PubMed]
- Chan, M.K.Y.; Bhatti, H.; Meader, N.; Stockton, S.; Evans, J.; O’Connor, R.C.; Kapur, N.; Kendall, T. Predicting suicide following self-harm: Systematic review of risk factors and risk scales. Br. J. Psychiatry 2016, 209, 277–283. [Google Scholar] [CrossRef] [PubMed]
- Shatte, A.B.R.; Hutchinson, D.M.; Teague, S.J. Machine learning in mental health: A scoping review of methods and applications. Psychol. Med. 2019, 49, 1426–1448. [Google Scholar] [CrossRef] [PubMed]
- Moon, S.J.; Hwang, J.; Kana, R.; Torous, J.; Kim, J.W. Accuracy of Machine Learning Algorithms for the Diagnosis of Autism Spectrum Disorder: Systematic Review and Meta-Analysis of Brain Magnetic Resonance Imaging Studies. JMIR Ment. Health 2019, 6, e14108. [Google Scholar] [CrossRef]
- Graham, S.; Depp, C.; Lee, E.E.; Nebeker, C.; Tu, X.; Kim, H.-C.; Jeste, D.V. Artificial Intelligence for Mental Health and Mental Illnesses: An Overview. Curr. Psychiatry Rep. 2019, 21, 116. [Google Scholar] [CrossRef]
- Drissi, N.; Ouhbi, S.; Marques, G.; Díez, I.D.L.T.; Ghogho, M.; Idrissi, M.A.J. A Systematic Literature Review on e-Mental Health Solutions to Assist Health Care Workers during COVID-19. Telemed. e-Health 2021, 27, 594–602. [Google Scholar] [CrossRef]
- Weightman, M. Digital psychotherapy as an effective and timely treatment option for depression and anxiety disorders: Implications for rural and remote practice. J. Int. Med. Res. 2020, 48, 030006052092868. [Google Scholar] [CrossRef]
- Dores, A.R.; Geraldo, A.; Carvalho, I.P.; Barbosa, F. The Use of New Digital Information and Communication Technologies in Psychological Counseling during the COVID-19 Pandemic. Int. J. Environ. Res. Public Health 2020, 17, 7663. [Google Scholar] [CrossRef]
- Machado, D.D.B.; Laskoski, P.B.; Severo, C.T.; Bassols, A.M.; Sfoggia, A.; Kowacs, C.; Krieger, D.V.; Torres, M.B.; Gastaud, M.B.; Wellausen, R.S.; et al. A Psychodynamic Perspective on a Systematic Review of Online Psychotherapy for Adults. Br. J. Psychother. 2016, 32, 79–108. [Google Scholar] [CrossRef]
- Dores, A.R.; Silva, R.A.; Crepulja, M.L.; Franciskovic, T.; Stevanovic, A. Ethical Aspects of the E-Tools / E-consulting with Focus on Differences from Classic Settings. In Therapy 2.0, Guidelines for Advisors, Counsellors and Therapists on the Utilization of Online Interventions. Available online: https://www.ecounselling4youth.eu/online-material/courses/files/guidelines_en.pdf (accessed on 1 October 2021).
- Sasseville, M.; LeBlanc, A.; Boucher, M.; Dugas, M.; Mbemba, G.; Tchuente, J.; Chouinard, M.-C.; Beaulieu, M.; Beaudet, N.; Skidmore, B.; et al. Digital health interventions for the management of mental health in people with chronic diseases: A rapid review. BMJ Open 2021, 11, e044437. [Google Scholar] [CrossRef] [PubMed]
- Cotter, J.; Bucci, S. E-mental health for young people. Youth Mental Health 2020, 125–138. [Google Scholar] [CrossRef]
- Murphy, J.K.; Khan, A.; Sun, Q.; Minas, H.; Hatcher, S.; Ng, C.H.; Withers, M.; Greenshaw, A.; Michalak, E.E.; Chakraborty, P.A.; et al. Needs, gaps and opportunities for standard and e-mental health care among at-risk populations in the Asia Pacific in the context of COVID-19: A rapid scoping review. Int. J. Equity Health 2021, 20, 1–22. [Google Scholar] [CrossRef] [PubMed]
- Voltmer, E.; Köslich-Strumann, S.; Walther, A.; Kasem, M.; Obst, K.; Kötter, T. The impact of the COVID-19 pandemic on stress, mental health and coping behavior in German University students—A longitudinal study before and after the onset of the pandemic. BMC Public Health 2021, 21, 1–15. [Google Scholar] [CrossRef] [PubMed]
- Piper, S.; Davenport, T.A.; LaMonica, H.; Ottavio, A.; Iorfino, F.; Cheng, V.W.S.; Cross, S.; Lee, G.Y.; Scott, E.; Hickie, I.B. Implementing a digital health model of care in Australian youth mental health services: Protocol for impact evaluation. BMC Health Serv. Res. 2021, 21, 1–9. [Google Scholar] [CrossRef] [PubMed]
- Smith-East, M.; Starks, S. COVID-19 and Mental Health Care Delivery: A Digital Divide Exists for Youth With Inadequate Access to the Internet. J. Am. Acad. Child Adolesc. Psychiatry 2021, 60, 798–800. [Google Scholar] [CrossRef] [PubMed]
- Nicholas, J.; Bell, I.H.; Thompson, A.; Valentine, L.; Simsir, P.; Sheppard, H.; Adams, S. Implementation lessons from the transition to telehealth during COVID-19: A survey of clinicians and young people from youth mental health services. Psychiatry Res. 2021, 299, 113848. [Google Scholar] [CrossRef]
- van Doorn, M.; Nijhuis, L.A.; Egeler, M.D.; Daams, J.G.; Popma, A.; van Amelsvoort, T.; McEnery, C.; Gleeson, J.F.; Öry, F.G.; Avis, K.A.; et al. Online Indicated Preventive Mental Health Interventions for Youth: A Scoping Review. Front. Psychiatry 2021, 12, 580843. [Google Scholar] [CrossRef]
- Lehtimaki, S.; Martic, J.; Wahl, B.; Foster, K.T.; Schwalbe, N. Evidence on Digital Mental Health Interventions for Adolescents and Young People: Systematic Overview. JMIR Ment. Health 2021, 8, e25847. [Google Scholar] [CrossRef]
- Bertuzzi, V.; Semonella, M.; Bruno, D.; Manna, C.; Edbrook-Childs, J.; Giusti, E.; Castelnuovo, G.; Pietrabissa, G. Psychological Support Interventions for Healthcare Providers and Informal Caregivers during the COVID-19 Pandemic: A Systematic Review of the Literature. Int. J. Environ. Res. Public Health 2021, 18, 6939. [Google Scholar] [CrossRef]
- Schouten, M.J.E.; Dekker, J.J.M.; de Bruijn, T.Q.; Ebert, D.D.; Koomen, L.M.; Kosterman, S.L.A.; Riper, H.; Schaub, M.P.; Goudriaan, A.E.; Blankers, M. Effectiveness of a digital alcohol moderation intervention as an add-on to depression treatment for young adults: Study protocol of a multicentre pragmatic randomized controlled trial. BMC Psychiatry 2021, 21, 1–16. [Google Scholar] [CrossRef] [PubMed]
- Wisniewski, H.; Henson, P.; Torous, J. Using a Smartphone App to Identify Clinically Relevant Behavior Trends via Symptom Report, Cognition Scores, and Exercise Levels: A Case Series. Front. Psychiatry 2019, 10, 652. [Google Scholar] [CrossRef] [PubMed]
- Gabrielli, S.; Rizzi, S.; Bassi, G.; Carbone, S.; Maimone, R.; Marchesoni, M.; Forti, S. Engagement and Effectiveness of a Healthy Coping Intervention via Chatbot for university students: Proof-of-concept study during the COVID-19 pandemic (Preprint). JMIR mHealth uHealth 2021, 9, e27965. [Google Scholar] [CrossRef]
- Halldorsson, B.; Hill, C.; Waite, P.; Partridge, K.; Freeman, D.; Creswell, C. Annual Research Review: Immersive virtual reality and digital applied gaming interventions for the treatment of mental health problems in children and young people: The need for rigorous treatment development and clinical evaluation. J. Child Psychol. Psychiatry 2021, 62, 584–605. [Google Scholar] [CrossRef] [PubMed]
- Davies, E.B.; Bergin, A.D. Commentary: Let’s get digital: A commentary on Halldorsson et al.’s call for more rigorous development and evaluation of immersive digital interventions for children and young people’s mental health. J. Child Psychol. Psychiatry 2021, 62, 606–609. [Google Scholar] [CrossRef] [PubMed]
- Pallavicini, F.; Pepe, A.; Mantovani, F. Commercial Off-The-Shelves Video Games for Reducing Stress and Anxiety: A PRISMA Systematic Review (Preprint). JMIR Ment. Health 2021, 8, 28150. [Google Scholar] [CrossRef] [PubMed]
- Biel, M.G.; Hamrah, O. Editorial: Learning from the Pandemic: “Building Back Better” Through Research on Risk and Resilience with Diverse Populations. J. Am. Acad. Child Adolesc. Psychiatry 2021, 60, 445–447. [Google Scholar] [CrossRef] [PubMed]
- Scholten, H.; Granic, I. Use of the Principles of Design Thinking to Address Limitations of Digital Mental Health Interventions for Youth: Viewpoint. J. Med. Internet Res. 2019, 21, e11528. [Google Scholar] [CrossRef]
- Dohnt, H.C.; Dowling, M.J.; Davenport, T.A.; Lee, G.; Cross, S.P.; Scott, E.M.; Song, Y.J.C.; Hamilton, B.; Hockey, S.J.; Rohleder, C.; et al. Supporting Clinicians to Use Technology to Deliver Highly Personalized and Measurement-Based Mental Health Care to Young People: Protocol for an Evaluation Study. JMIR Res. Protoc. 2021, 10, e24697. [Google Scholar] [CrossRef]
- O’Dea, B.; King, C.; Subotic-Kerry, M.; Achilles, M.R.; Cockayne, N.; Christensen, H. Smooth Sailing: A Pilot Study of an Online, School-Based, Mental Health Service for Depression and Anxiety. Front. Psychiatry 2019, 10, 574. [Google Scholar] [CrossRef]
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations. |
© 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Balcombe, L.; De Leo, D. Digital Mental Health Amid COVID-19. Encyclopedia 2021, 1, 1047-1057. https://doi.org/10.3390/encyclopedia1040080
Balcombe L, De Leo D. Digital Mental Health Amid COVID-19. Encyclopedia. 2021; 1(4):1047-1057. https://doi.org/10.3390/encyclopedia1040080
Chicago/Turabian StyleBalcombe, Luke, and Diego De Leo. 2021. "Digital Mental Health Amid COVID-19" Encyclopedia 1, no. 4: 1047-1057. https://doi.org/10.3390/encyclopedia1040080
APA StyleBalcombe, L., & De Leo, D. (2021). Digital Mental Health Amid COVID-19. Encyclopedia, 1(4), 1047-1057. https://doi.org/10.3390/encyclopedia1040080