Engel, G. L. The need for a new medical model: a challenge for biomedicine. Science 196, 129–136 (1977).Article 
PubMed 

Google Scholar 
Porcari, D. E., Ricciardi, E. & Orfei, M. D. A new scale to assess technostress levels in an Italian banking context: the work-related technostress questionnaire. Front. Psychol. 14, 1253960 (2023).Article 
PubMed 
PubMed Central 

Google Scholar 
Johnson, A. et al. A review and agenda for examining how technologydriven changes at work will impact workplace mental health and employee well-being. Aust. J. Manag. 45, 402–424 (2020).Article 

Google Scholar 
Khetawat, D. & Steele, R. G. Examining the association between digital stress components and psychological wellbeing: a meta-analysis. Clin. Child Family Psychol. Rev. 26, 957–974 (2023).Article 

Google Scholar 
Przybylski, A. K., Murayama, K., DeHaan, C. R. & Gladwell, V. F. Motivational, emotional and behavioral correlates of fear of missing out. Comput. Hum. Behav. 29, 1841–1848 (2013).Article 

Google Scholar 
Reinecke, L. et al. Digital stress over the life span: the effects of communication load and internet multitasking on perceived stress and psychological health impairments in a German probability sample. Media Psychol. 20, 115–190 (2017).Article 

Google Scholar 
Rohwer, E., Flöther, J.-C., Harth, V. & Mache, S. Overcoming the ‘dark side’ of technology—a scoping review on preventing and coping with work-related technostress. Int. J. Environ. Res. Public Health 19, 3625 (2022).Article 
PubMed 
PubMed Central 

Google Scholar 
Keles, B., McCrae, N. & Grealish, A. A systematic review: the influence of social media on depression, anxiety and psychological distress in adolescents. Int. J. Adolesc. Youth 25, 79–93 (2019).Article 

Google Scholar 
Hinduja, S. & Patchin, J. W. Cyberbullying: an exploratory analysis of factors related to offending and victimization. Deviant Behav. 29, 129–156 (2008).Article 

Google Scholar 
Viner, R. M. et al. Roles of cyberbullying, sleep, and physical activity in mediating the effects of social media use on mental health and wellbeing among young people in England: a secondary analysis of longitudinal data. Lancet Child Adolesc. Health 3, 685–696 (2019).Article 
PubMed 

Google Scholar 
Varjas, K., Meyers, J., Kiperman, S. & Howard, A. Technology hurts? Lesbian, gay and bisexual youth perspectives of technology and cyberbullying. J. School Violence 12, 27–44 (2013).Article 

Google Scholar 
O’Keeffe, G. S. et al. The impact of social media on children, adolescents and families. Pediatrics 127, 800–804 (2011).Article 
PubMed 

Google Scholar 
Weinstein, E. & Selman, R. L. Digital stress: adolescents’ personal accounts. New Media Soc. 18, 391–409 (2016).Article 

Google Scholar 
Mitchell, K. J., Jones, L. M., Turner, H. A., Shattuck, A. & Wolak, J. The role of technology in peer harassment: does it amplify harm for youth? Psychol. Violence 6, 193–204 (2016).Article 

Google Scholar 
Alonzo, R., Hussain, J., Stranges, S. & Anderson, K. K. Interplay between social media use, sleep quality and mental health in youth: a systematic review. Sleep Med. Rev. 56, 101414 (2020).Article 
PubMed 

Google Scholar 
Henzel, V. & Håkansson, A. Hooked on virtual social life. Problematic social media use and associations with mental distress and addictive disorders. PLoS ONE 16, e0248406 (2021).Article 
PubMed 
PubMed Central 

Google Scholar 
O’Reilly, M. et al. Is social media bad for mental health and wellbeing? Exploring the perspectives of adolescents. Clin. Child Psychol. Psychiatry 23, 601–613 (2018).Article 
PubMed 

Google Scholar 
Scott, D. A., Valley, B. & Simecka, B. A. Mental health concerns in the digital age. Int. J. Ment. Health Addiction 15, 604–613 (2017).Article 

Google Scholar 
Tsitsika, A. K. et al. Online social networking in adolescence: patterns of use in six European countries and links with psychosocial functioning. J. Adolesc. Health 55, 141–147 (2014).Article 
PubMed 

Google Scholar 
Plackett, R., Blyth, A. & Schartau, P. The impact of social media use interventions on mental well-being: systematic review. J. Med. Internet Res. 25, e44922 (2023).Article 
PubMed 
PubMed Central 

Google Scholar 
Ivie, E. J., Pettitt, A., Moses, L. J. & Allen, N. B. A meta-analysis of the association between adolescent social media use and depressive symptoms. J. Affect. Disord. 275, 165–174 (2020).Article 
PubMed 

Google Scholar 
Lin, S., Liu, D., Feng Niu, G. & Longobardi, C. Active social network sites use and loneliness: the mediating role of social support and self-esteem. Curr. Psychol. https://doi.org/10.1007/s12144-020-00658-8 (2020).Best, P., Manktelow, R. & Taylor, B. Online communication, social media and adolescent wellbeing: a systematic narrative review. Child. Youth Serv. Rev. 41, 27–36 (2014).Article 

Google Scholar 
Allen, K. A., Ryan, T., Gray, D. L., McInerney, D. M. & Waters, L. Social media use and social connectedness in adolescents: the positives and the potential pitfalls. Educ. Dev. Psychol. 31, 18–31 (2014).
Google Scholar 
Ridout, B. & Campbell, A. J. The use of social networking sites in mental health interventions for young people: systematic review. J. Med. Internet Res. 20, e12244 (2018).Article 
PubMed 
PubMed Central 

Google Scholar 
Sadagheyani, H. E. & Tatari, F. Investigating the role of social media on mental health. Ment. Health Soc. Incl. 25, 41–51 (2021).Article 

Google Scholar 
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 8, e25847 (2020).Article 

Google Scholar 
Heron, K. E. & Smyth, J. M. Ecological momentary interventions: incorporating mobile technology into psychosocial and health behaviour treatments. Br. J. Health Psychol. 15, 1–39 (2010).Article 
PubMed 

Google Scholar 
Torous, J. et al. Digital mental health and COVID-19: using technology today to accelerate the curve on access and quality tomorrow. JMIR Ment. Health 7, e18848 (2020).Article 
PubMed 
PubMed Central 

Google Scholar 
Mohr, D. C., Weingardt, K. R., Reddy, M. & Schueller, S. M. Three problems with current digital mental health research… and three things we can do about them. Psychiatr. Serv. 68, 427–429 (2017).Article 
PubMed 
PubMed Central 

Google Scholar 
Gooding, P. & Kariotis, T. C. Ethics and law in research on algorithmic and data-driven technology in mental health care: scoping review. JMIR Ment. Health 8, e24668 (2021).Article 
PubMed 
PubMed Central 

Google Scholar 
Wykes, T., Lipshitz, J. & Schueller, S. M. Towards the design of ethical standards related to digital mental health and all its applications. Curr. Treat. Options Psychiatry 6, 232–242 (2019).Article 

Google Scholar 
Coghlan, S. et al. To chat or bot to chat: Ethical issues with using chatbots in mental health. Digit. Health 9, 20552076231183542 (2023).Floridi, L. & Cowls, J. A unified framework of five principles for AI in society. Harvard Data Sci. Rev. https://doi.org/10.1162/99608f92.8cd550d1 (2019).Ong, D. C. An ethical framework for guiding the development of affectively-aware artificial intelligence. In Proc. 2021 9th International Conference on Affective Computing and Intelligent Interaction (ACII) 1–8 (IEEE, 2021); https://doi.org/10.1109/ACII52823.2021.9597441Hernandez, J. et al. Guidelines for assessing and minimizing risks of emotion recognition applications. In Proc. 2021 9th International Conference on Affective Computing and Intelligent Interaction (ACII) 1–8 (IEEE, 2021); https://doi.org/10.1109/ACII52823.2021.9597452Bowie-DaBreo, D., Sas, C., Sunram-Lea, S.-I. & Iles-Smith, H. A call for responsible innovation in mobile mental health: Findings from a content analysis and ethical review of the depression app marketplace. Annu. Rev. CyberTher. Telemed 18, 11–15 (2020).
Google Scholar 
Skorburg, J. A. & Yam, J. Is there an app for that?: ethical issues in the digital mental health response to COVID-19. AJOB Neurosci. 13, 177–190 (2022).Article 
PubMed 

Google Scholar 
Aljedaani, B. & Babar, M. A. Challenges with developing secure mobile health applications: systematic review. JMIR mHealth uHealth 9, e15654 (2021).Article 
PubMed 
PubMed Central 

Google Scholar 
O’Loughlin, K., Neary, M., Adkins, E. C. & Schueller, S. M. Reviewing the data security and privacy policies of mobile apps for depression. Internet Interv. 15, 110–115 (2018).Article 
PubMed 
PubMed Central 

Google Scholar 
Kim, J. Data brokers and the sale of Americans’ mental health data. Sanford School of Public Policy https://techpolicy.sanford.duke.edu/data-brokers-and-the-sale-of-americans-mental-health-data/ (2023).Bauer, M. et al. Smartphones in mental health: a critical review of background issues, current status and future concerns. Int. J. Bipolar Disord. 8, 2 (2020).Article 
PubMed 
PubMed Central 

Google Scholar 
Larsen, M. E. et al. Using science to sell apps: evaluation of mental health app store quality claims. NPJ Digit. Med. 2, 18 (2019).Article 
PubMed 
PubMed Central 

Google Scholar 
Lattie, E. G. et al. Opportunities for and tensions surrounding the use of technology-enabled mental health services in community mental health care. Adm. Policy Ment. Health 47, 138–149 (2019).Article 

Google Scholar 
Saad, A. et al. Mobile technology assisted interventions targeting mental health among pregnant and postpartum women: a protocol for an equity focused systematic review. PLoS ONE 16, e0259474 (2021).Article 
PubMed 
PubMed Central 

Google Scholar 
Ennis, L., Rose, D., Denis, M., Pandit, N. & Wykes, T. Can’t surf, won’t surf: the digital divide in mental health. J. Ment. Health 21, 395–403 (2012).Article 
PubMed 
PubMed Central 

Google Scholar 
Robotham, D. J., Satkunanathan, S., Doughty, L. & Wykes, T. Do we still have a digital divide in mental health? A five-year survey follow-up. J. Med. Internet Res. 18, e309 (2016).Article 
PubMed 
PubMed Central 

Google Scholar 
Torous, J., Nicholas, J., Larsen, M. E., Firth, J. & Christensen, H. Clinical review of user engagement with mental health smartphone apps: evidence, theory and improvements. BMJ Ment. Health 21, 116–119 (2018).
Google Scholar 
Li, H. et al. Transition of mental health service delivery to telepsychiatry in response to COVID-19: a literature review. Psychiatric Q. 93, 181–197 (2021).Article 

Google Scholar 
Cowan, K. E., McKean, A. J., Gentry, M. T. & Hilty, D. M. Barriers to use of telepsychiatry: clinicians as gatekeepers. Mayo Clinic Proc. 94, 2510–2523 (2019).Article 

Google Scholar 
Lattie, E. G. et al. Uptake and usage of intellicare: a publicly available suite of mental health and well-being apps. Internet Interv. 4, 152–158 (2016).Article 
PubMed 
PubMed Central 

Google Scholar 
Mohr, D. C. et al. IntelliCare: an eclectic, skills-based app suite for the treatment of depression and anxiety. J. Med. Internet Res. 19, e10 (2017).Article 
PubMed 
PubMed Central 

Google Scholar 
Neary, M. et al. A process for reviewing mental health apps: using the One Mind Psyberguide Credibility Rating system. Digit. Health https://doi.org/10.1177/20552076211053690 (2021).Neary, M. & Schueller, S. M. State of the field of mental health apps. Cogn. Behav. Pract. 25, 531–537 (2018).Article 
PubMed 
PubMed Central 

Google Scholar 
Torous, J. B. & Roberts, L. W. Needed innovation in digital health and smartphone applications for mental health: transparency and trust. JAMA Psychiatry 74, 437–438 (2017).Article 
PubMed 

Google Scholar 
Anthes, E. Mental health: there’s an app for that. Nature 532, 20–23 (2016).Article 
PubMed 

Google Scholar 
Bzdok, D. & Meyer-Lindenberg, A. Machine learning for precision psychiatry: opportunities and challenges. Biol. Psychiatry Cogn. Neurosci. Neuroimaging 3, 223–230 (2017).PubMed 

Google Scholar 
Thieme, A., Belgrave, D. & Doherty, G. Machine learning in mental health. ACM Trans. Comput. Hum. Interact. 27, 1–53 (2020).Article 

Google Scholar 
Cummins, N. et al. A review of depression and suicide risk assessment using speech analysis. Speech Commun. 71, 10–49 (2015).Article 

Google Scholar 
Wang, R. et al. Tracking depression dynamics in college students using mobile phone and wearable sensing. In Proc. ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies Vol. 2, 1–26 (ACM, 2018).Park, M. J., Kim, D. J., Lee, U., Na, E. J. & Jeon, H. J. A literature overview of virtual reality (VR) in treatment of psychiatric disorders: recent advances and limitations. Front. Psychiatry 10, 505 (2019).Article 
PubMed 
PubMed Central 

Google Scholar 
Riva, G., Banõs, R. M., Botella, C., Mantovani, F. & Gaggioli, A. Transforming experience: the potential of augmented reality and virtual reality for enhancing personal and clinical change. Front. Psychiatry 7, 164 (2016).Article 
PubMed 
PubMed Central 

Google Scholar 
Fitzpatrick, K. K., Darcy, A. M. & Vierhile, M. Delivering cognitive behavior therapy to young adults with symptoms of depression and anxiety using a fully automated conversational agent (Woebot): a randomized controlled trial. JMIR Ment. Health 4, e19 (2017).Article 
PubMed 
PubMed Central 

Google Scholar 
Vaidyam, A. N., Wisniewski, H., Halamka, J. D., Kashavan, M. S. & Torous, J. B. Chatbots and conversational agents in mental health: a review of the psychiatric landscape. Can. J. Psychiatry 64, 456–464 (2019).Article 
PubMed 
PubMed Central 

Google Scholar 
Loveys, K., Antoni, M., Donkin, L., Sagar, M. & Broadbent, E. Comparing the feasibility and acceptability of a virtual human, teletherapy and an e-manual in delivering a stress management intervention to distressed adult women: pilot study. JMIR Form. Res. 7, e42390 (2023).Article 
PubMed 
PubMed Central 

Google Scholar 
Laestadius, L., Bishop, A., Gonzalez, M., Illenčík, D. & Campos-Castillo, C. Too human and not human enough: a grounded theory analysis of mental health harms from emotional dependence on the social chatbot replika. New Media Soc. https://doi.org/10.1177/14614448221142007 (2022).Wilson, K. et al. Exploring the use of body-worn cameras in acute mental health wards: a qualitative interview study with mental health patients and staff. Int. J. Nurs. Stud. 140, 104456 (2023).Article 
PubMed 

Google Scholar 
Appenzeller, Y. E., Appelbaum, P. S. & Trachsel, M. Ethical and practical issues in video surveillance of psychiatric units. Psychiatric Serv. https://doi.org/10.1176/appi.ps.201900397 (2019).Simpson, A. Surveillance, CCTV and body-worn cameras in mental health care. J. Ment. Health 32, 369–372 (2023).Article 
PubMed 

Google Scholar 
Anastasi, G. & Bambi, S. Utilization and effects of security technologies in mental health: a scoping review. Int. J. Ment. Health Nurs. 32, 1561–1582 (2023).Article 
PubMed 

Google Scholar 
Federal Trade Commission. FTC to ban BetterHelp from revealing consumers’ data, including sensitive mental health information, to Facebook and others for targeted advertising. https://www.ftc.gov/news-events/news/press-releases/2023/03/ftc-ban-betterhelp-revealing-consumers-data-including-sensitive-mental-health-information-facebook (2 March 2023).Satariano, A. British ruling pins blame on social media for teenager’s suicide. The New York Times (1 October 2022).Gooding, P. Mapping the rise of digital mental health technologies: emerging issues for law and society. Int. J. Law Psychiatry 67, 101498 (2019).Article 
PubMed 

Google Scholar 
Stade, E. C. et al. Large language models could change the future of behavioral healthcare: a proposal for responsible development and evaluation. Preprint at PsyArXiv https://doi.org/10.31234/osf.io/cuzvr (2023).Milton, A., Ajmani, L., DeVito, M. A. & Chancellor, S. ‘I see me here’: mental health content, community and algorithmic curation on TikTok. In Proc. 2023 CHI Conference on Human Factors in Computing Systems 480 (ACM, 2023).Voigt, P. & Von dem Bussche, A. The EU General Data Protection Regulation (GDPR): a Practical Guide 1st edn., 10–5555 (Springer, 2017).Arbanas, G. Diagnostic and statistical manual of mental disorders (DSM-5). Alcoholism Psychiatry Res. 51, 61–64 (2015).
Google Scholar 
Kroenke, K., Spitzer, R. L. & Williams, J. B. The PHQ-9: validity of a brief depression severity measure. J. Gen. Internal Med. 16, 606–613 (2001).Article 

Google Scholar 
Spitzer, R. L., Kroenke, K., Williams, J. B. W. & Löwe, B. A brief measure for assessing generalized anxiety disorder: the GAD-7. Arch. Intern. Med. 166, 1092–1097 (2006).Article 
PubMed 

Google Scholar 
Rodden, K., Hutchinson, H. & Fu, X. Measuring the user experience on a large scale: user-centered metrics for web applications. In Proc. SIGCHI Conference on Human Factors in Computing Systems 2395–2398 (ACM, 2010).Park, Y., Fritz, C. & Jex, S. M. Daily cyber incivility and distress: the moderating roles of resources at work and home. J. Manag. 44, 2535–2557 (2018).
Google Scholar 
Derks, D. & Bakker, A. B. Smartphone use, work-home interference, and burnout: a diary study on the role of recovery. Appl. Psychol. 63, 411–440 (2014).Article 

Google Scholar 
Odgers, C. L. & Jensen, M. R. Annual research review: adolescent mental health in the digital age: facts, fears and future directions. J. Child Psychol. Psychiatry 61, 336–348 (2020).Article 
PubMed 
PubMed Central 

Google Scholar 
Dalgleish, T., Black, M. J., Johnston, D. & Bevan, A. Transdiagnostic approaches to mental health problems: current status and future directions. J. Consult. Clin. Psychol. 88, 179–195 (2020).Article 
PubMed 
PubMed Central 

Google Scholar 
Porche, M. V., Folk, J. B., Tolou-Shams, M. & Fortuna, L. R. Researchers’ perspectives on digital mental health intervention co-design with marginalized community stakeholder youth and families. Front. Psychiatry 13, 867460 (2022).Article 
PubMed 
PubMed Central 

Google Scholar 
Vial, S., Boudhraˆa, S. & Dumont, M. Human-centered design approaches in digital mental health interventions: exploratory mapping review. JMIR Ment. Health 9, e35591 (2022).Article 
PubMed 
PubMed Central 

Google Scholar 
Schueller, S. M., Hunter, J. F., Figueroa, C. & Aguilera, A. Use of digital mental health for marginalized and underserved populations. Curr. Treat. Options Psychiatry 6, 243–255 (2019).Article 

Google Scholar 
Burkett, I. An Introduction to Co-design (Knode, 2012).Bevan Jones, R. et al. Practitioner review: co-design of digital mental health technologies with children and young people. J. Child Psychol. Psychiatry 61, 928–940 (2020).Article 
PubMed 

Google Scholar 
Baumel, A., Fleming, T. & Schueller, S. M. Digital micro interventions for behavioral and mental health gains: core components and conceptualization of digital micro intervention care. J. Med. Internet Res. 22, e20631 (2020).Article 
PubMed 
PubMed Central 

Google Scholar 
Schleider, J. L. & Weisz, J. R. Little treatments, promising effects? Meta-analysis of single-session interventions for youth psychiatric problems. J. Am. Acad. Child Adolesc. Psychiatry 56, 107–115 (2017).Article 
PubMed 

Google Scholar 
Campbell, A. Single session interventions: an example of clinical research in practice. Aust. N. Z. J. Fam. Ther. 20, 183–194 (1999).Article 

Google Scholar 
Kappelmann, N., Müller-Myhsok, B. & Kopf-Beck, J. Adapting the randomised controlled trial (RCT) for precision medicine: introducing the nested-precision RCT (npRCT). Trials 22, 13 (2021).Article 
PubMed 
PubMed Central 

Google Scholar 
Ma, M. A., Gutiérrez, D. E., Frausto, J. M. & Al-Delaimy, W. K. Minority representation in clinical trials in the United States: trends over the past 25 years. Mayo Clin. Proc. 96, 264–266 (2021).Article 
PubMed 

Google Scholar 
Bindman, A. B. The Agency for Healthcare Research and Quality and the development of a learning health care system. JAMA Intern. Med. 177, 909–910 (2017).Article 
PubMed 

Google Scholar 
Anderson, M. & Jiang, J. Teens, Social Media and Technology 2022 (Pew Research Center, 2022); https://www.pewresearch.org/internet/2022/08/10/teens-socialmedia-and-technology-2022/US Department of Education Office of Educational Technology. Teacher Digital Learning Guide. https://tech.ed.gov/files/2021/01/Teacher-Digital-Learning-Guide.pdf (15 October 2021).Falloon, G. From digital literacy to digital competence: the teacher digital competency (TDC) framework. Educ. Technol. Res. Dev 2020, 1–24 (2020).
Google Scholar 
Sussman, N. & DeJong, S. M. Ethical considerations for mental health clinicians working with adolescents in the digital age. Curr. Psychiatry Rep. 20, 113 (2018).Article 
PubMed 

Google Scholar 
Barnett, J. E. & Kolmes, K. The practice of tele-mental health: ethical, legal and clinical issues for practitioners. Pract. Innov. 1, 53–66 (2016).
Google Scholar 
Coyne, S. M., Rogers, A. A., Zurcher, J. D., Stockdale, L. & Booth, M. Does time spent using social media impact mental health? An eight year longitudinal study. Comput. Hum. Behav. 104, 106160 (2020).Article 

Google Scholar 
Ernala, S. K. et al. The reintegration journey following a psychiatric hospitalization: examining the role of social technologies. Proc. ACM Hum. Comput. Interact. 6, 122 (2022).Article 
PubMed 
PubMed Central 

Google Scholar 



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