Digital Mental Health for Young People: A Scoping Review of Ethical Promises and Challenges
Open accessAbstract
Mental health disorders are complex disorders of the nervous system characterized by a behavioral or mental pattern that causes significant distress or impairment of personal functioning. Mental illness is of particular concern for younger people. The WHO estimates that around 20% of the world's children and adolescents have a mental health condition, a rate that is almost double compared to the general population. One approach toward mitigating the medical and socio-economic effects of mental health disorders is leveraging the power of digital health technology to deploy assistive, preventative, and therapeutic solutions for people in need. We define “digital mental health” as any application of digital health technology for mental health assessment, support, prevention, and treatment. However, there is only limited evidence that digital mental health tools can be successfully implemented in clinical settings. Authors have pointed to a lack of technical and medical standards for digital mental health apps, personalized neurotechnology, and assistive cognitive technology as a possible cause of suboptimal adoption and implementation in the clinical setting. Further, ethical concerns have been raised related to insufficient effectiveness, lack of adequate clinical validation, and user-centered design as well as data privacy vulnerabilities of current digital mental health products. The aim of this paper is to report on a scoping review we conducted to capture and synthesize the growing literature on the promises and ethical challenges of digital mental health for young people aged 0–25. This review seeks to survey the scope and focus of the relevant literature, identify major benefits and opportunities of ethical significance (e.g., reducing suffering and improving well-being), and provide a comprehensive mapping of the emerging ethical challenges. Our findings provide a comprehensive synthesis of the current literature and offer a detailed informative basis for any stakeholder involved in the development, deployment, and management of ethically-aligned digital mental health solutions for young people.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Patients' mistrust in data sharing due to privacy concerns and confidentiality breaches may reduce their acceptability of digital health technologies.
“Patients' mistrust in data sharing due to privacy concerns and confidentiality breaches may reduce their acceptability of digital health technologies.”
From Digital health technologies and major depressive disorder (2023) · cites this paper as [146]
Digital health technologies are not equally available to all social groups due to economic, geographical, social, or cultural inequalities.
“Digital health technologies are not equally available to all social groups due to economic, geographical, social, or cultural inequalities.”
From Digital health technologies and major depressive disorder (2023) · cites this paper as [146]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Content analysis and thematic analysis: Implications for conducting a qualitative descriptive study
Vaismoradi, M., Turunen, H., & Bondas, T. (2013) · Nursing & Health Sciences · doi:10.1111/nhs.12048 · Cited by 8,327 · see citing works
Mental health and the COVID-19 pandemic
Pfefferbaum, B., & North, C. S. (2020) · New England Journal of Medicine · doi:10.1056/nejmp2008017 · Cited by 4,378 · see citing works
Walker, E. R., McGee, R. E., & Druss, B. G. (2015) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2014.2502 · Cited by 2,976 · see citing works
Resources for mental health: scarcity, inequity, and inefficiency
Saxena, S., Thornicroft, G., Knapp, M., & Whiteford, H. (2007) · The Lancet · doi:10.1016/s0140-6736(07)61239-2 · Cited by 1,789 · cited 3× · see citing works
“Authors observed that systemic issues, such as socio-economic inequality, lead to considerable structural barriers to access (18, 47, 48).”
BackgroundMachine learning in mental health: a scoping review of methods and applications
Shatte, A. B. R., Hutchinson, D. M., & Teague, S. J. (2019) · Psychological Medicine · doi:10.1017/s0033291719000151 · Cited by 1,047 · see citing works
Artificial intelligence for mental health and mental illnesses: an overview
Graham, S., Depp, C., Lee, E. E., Nebeker, C., Tu, X., Kim, H.-C., & Jeste, D. V. (2019) · Current Psychiatry Reports · doi:10.1007/s11920-019-1094-0 · Cited by 970 · see citing works
Torous, J., Jän Myrick, K., Rauseo-Ricupero, N., & Firth, J. (2020) · JMIR Mental Health · doi:10.2196/18848 · Cited by 946 · see citing works
Fiske, A., Henningsen, P., & Buyx, A. (2019) · Journal of Medical Internet Research · doi:10.2196/13216 · Cited by 857 · see citing works
Lattie, E. G., Adkins, E. C., Winquist, N., Stiles-Shields, C., Wafford, Q. E., & Graham, A. K. (2019) · Journal of Medical Internet Research · doi:10.2196/12869 · Cited by 843 · see citing works
Addressing collegiate mental health amid COVID-19 pandemic
Zhai, Y., & Du, X. Y. (2020) · Psychiatry Research · doi:10.1016/j.psychres.2020.113003 · Cited by 655 · see citing works
Technology, autonomy, and manipulation
Susser, D., Rössler, B., & Nissenbaum, H. F. (2019) · Internet Policy Review · doi:10.14763/2019.2.1410 · Cited by 518 · see citing works
Predicting suicide following self-harm: systematic review of risk factors and risk scales
Chan, M. K. Y., Bhatti, H., Meader, N., Stockton, S., Evans, J., O'Connor, R. C., Kapur, N., & Kendall, T. (2016) · British Journal of Psychiatry · doi:10.1192/bjp.bp.115.170050 · Cited by 501 · see citing works
Addressing the COVID-19 Pandemic in Populations With Serious Mental Illness
Druss, B. G. (2020) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2020.0894 · Cited by 494 · see citing works
Mohr, D. C., Weingardt, K. R., Reddy, M., & Schueller, S. M. (2017) · Psychiatric Services · doi:10.1176/appi.ps.201600541 · Cited by 365 · see citing works
Intelligent Assistive Technology for Alzheimer’s Disease and Other Dementias: A Systematic Review
Ienca, M., Fabrice, J., Elger, B., Caon, M., Scoccia Pappagallo, A., Kressig, R. W., & Wangmo, T. (2017) · Journal of Alzheimer’s Disease · doi:10.3233/jad-161037 · Cited by 292 · see citing works
Self-citationKretzschmar, K., Tyroll, H., Pavarini, G., Manzini, A., Singh, I., & NeurOx Young People’s Advisory Group (2019) · Biomedical Informatics Insights · doi:10.1177/1178222619829083 · Cited by 270 · see citing works
Internet-delivered treatment for substance abuse: a multisite randomized controlled trial
Campbell, A. N. C., Nunes, E. V., Matthews, A. G., Stitzer, M., Miele, G. M., Polsky, D., Turrigiano, E., Walters, S., McClure, E. A., Kyle, T. L., et al. (2014) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2014.13081055 · Cited by 263 · see citing works
Whittle, E. L., Fisher, K. R., Reppermund, S., Lenroot, R., & Trollor, J. N. (2017) · Journal of Mental Health Research in Intellectual Disabilities · doi:10.1080/19315864.2017.1408724 · Cited by 222 · see citing works
Martinez-Martin, N., & Kreitmair, K. (2018) · JMIR Mental Health · doi:10.2196/mental.9423 · Cited by 221 · see citing works
The value of autonomy in medical ethics
Varelius, J. (2006) · Medicine Health Care and Philosophy · doi:10.1007/s11019-006-9000-z · Cited by 198 · see citing works
Lee, Y., Yamashita, N., & Huang, Y. (2020) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3392836 · Cited by 195 · see citing works
Bolton, D. (2008) · Oxford University Press eBooks · doi:10.1093/med/9780198565925.001.0001 · Cited by 182 · see citing works
Brain leaks and consumer neurotechnology
Ienca, M., Haselager, P., & Emanuel, E. (2018) · Nature Biotechnology · doi:10.1038/nbt.4240 · Cited by 175 · see citing works
Self-citationGentles, S. J., Lokker, C., & McKibbon, K. A. (2010) · Journal of Medical Internet Research · doi:10.2196/jmir.1390 · Cited by 158 · see citing works
Moon, J., Williford, A., & Mendenhall, A. N. (2017) · Children and Youth Services Review · doi:10.1016/j.childyouth.2017.01.006 · Cited by 142 · see citing works
Ethical perspectives on recommending digital technology for patients with mental illness
Bauer, M., Glenn, T., Monteith, S., Bauer, R., Whybrow, P. C., & Geddes, J. R. (2017) · International Journal of Bipolar Disorders · doi:10.1186/s40345-017-0073-9 · Cited by 132 · see citing works
Bucci, S., Berry, N., Morris, R., Berry, K., Haddock, G., Lewis, S., & Edge, D. (2019) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2019.00344 · Cited by 124 · see citing works
The futility of risk prediction in psychiatry
Mulder, R., Newton‐Howes, G., & Coid, J. W. (2016) · The British Journal of Psychiatry · doi:10.1192/bjp.bp.116.184960 · Cited by 117 · see citing works
Allen, N. B., Nelson, B. W., Brent, D., & Auerbach, R. P. (2019) · Journal of Affective Disorders · doi:10.1016/j.jad.2019.03.044 · Cited by 115 · see citing works
Boonstra, T. W., Nicholas, J., Wong, Q. J. J., Shaw, F., Townsend, S., & Christensen, H. M. (2018) · Journal of Medical Internet Research · doi:10.2196/10131 · Cited by 108 · see citing works
Oversight of direct-to-consumer neurotechnologies
Wexler, A., & Reiner, P. B. (2019) · Science · doi:10.1126/science.aav0223 · Cited by 105 · see citing works
Trust in and Ethical Design of Carebots: The Case for Ethics of Care
Chan, G. K. Y. (2020) · International Journal of Social Robotics · doi:10.1007/s12369-020-00653-w · Cited by 102 · see citing works
Torous, J., Firth, J., Huckvale, K., Larsen, M. E., Cosco, T. D., Carney, R., Chan, S., Pratap, A., Yellowlees, P., Wykes, T., et al. (2018) · Journal of Nervous & Mental Disease · doi:10.1097/nmd.0000000000000864 · Cited by 101 · see citing works
Griffiths, F., Bryce, C., Cave, J., Dritsaki, M., Fraser, J., Hamilton, K., Huxley, C., Ignatowicz, A., Kim, S. W., Kimani, P. K., et al. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.7154 · Cited by 85 · see citing works
Conformity of Eating Disorders through Content Moderation
Feuston, J. L., Taylor, A. S., & Piper, A. M. (2020) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3392845 · Cited by 81 · see citing works
Feuston, J. L., & Piper, A. M. (2018) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3274320 · Cited by 63 · see citing works
Slovák, P., Theofanopoulou, N., Cecchet, A., Cottrell, P. S., Bertran, F. A., Dagan, E., Edbrooke-Childs, J. H., & Isbister, K. (2018) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3274429 · Cited by 62 · see citing works
Rice, S., Robinson, J., Bendall, S., Hetrick, S. E., Cox, G., Bailey, E., Gleeson, J., & Álvarez‐Jiménez, M. (2016) · PubMed Central · Cited by 53 · see citing works
Doraiswamy, P. M., London, E., Varnum, P., HARVEY, B. F., Saxena, S., Tottman, S., Campbell, S. P., Ibanez, A. F., Manji, H. K., Olama, M. A. A. S. A., et al. (2019) · NAM Perspectives · doi:10.31478/201910b · Cited by 52 · see citing works
Ignatowicz, A., Slowther, A., Elder, P., Bryce, C., Hamilton, K., Huxley, C., Forjaz, V., Sturt, J. A., & Griffiths, F. E. (2018) · BMC Medical Ethics · doi:10.1186/s12910-018-0250-0 · Cited by 40 · see citing works
Exploring Indicators of Digital Self-Harm with Eating Disorder Patients
Pater, J. A., Farrington, B., Brown, A., Reining, L., Toscos, T. R., & Mynatt, E. D. (2019) · Proc. ACM Hum. Comput. Interact. · doi:10.1145/3359186 · Cited by 40 · see citing works
Assessment of Digital Media Use in the Adolescent Psychiatric Evaluation
Carson, N. J., Gansner, M., & Khang, J. (2018) · Child and Adolescent Psychiatric Clinics of North America · doi:10.1016/j.chc.2017.11.003 · Cited by 38 · see citing works
Data protection and privacy the internet of bodies
Leenes, R. E., Brakel, R. E. V., Gutwirth, S., Hert, P. D., & Computers, P. A. D. P. 2. B. A. I. C. O. (2018) · Data Archiving and Networked Services (DANS) · Cited by 35 · see citing works
Digital tools for youth mental health
Uhlhaas, P. J., & Torous, J. B. (2019) · npj Digital Medicine · doi:10.1038/s41746-019-0181-2 · Cited by 35 · see citing works
Incorporating Mobile Phone Technologies to Expand Evidence-Based Care
Jones, D. J., Anton, M., Gonzalez, M., Honeycutt, A., Khavjou, O., Forehand, R., & Parent, J. (2015) · Cognitive and Behavioral Practice · doi:10.1016/j.cbpra.2014.06.002 · Cited by 32 · see citing works
Grant, C., Widnall, E., Cross, L., Simonoff, E. A., & Downs, J. M. (2020) · Research Involvement and Engagement · doi:10.1186/s40900-020-00219-0 · Cited by 31 · see citing works
O’Reilly, M. J., Levine, D. T., & Law, E. L. (2020) · Pastoral Care in Education · doi:10.1080/02643944.2020.1774635 · Cited by 30 · see citing works
Grové, C. (2019) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2019.00281 · Cited by 20 · see citing works
Online ethics: where will the interface of mental health and the internet lead us?
Cosgrove, V. E., Gliddon, E., Berk, L., Grimm, D., Lauder, S., Dodd, S., Berk, M., & Suppes, T. M. (2017) · International Journal of Bipolar Disorders · doi:10.1186/s40345-017-0095-3 · Cited by 19 · see citing works
D’Alfonso, S., Phillips, J., Valentine, L., Gleeson, J., & Álvarez‐Jiménez, M. (2019) · JMIR Mental Health · doi:10.2196/14866 · Cited by 19 · see citing works
Heinsch, M., Geddes, J., Sampson, D. L., Brosnan, C., Hunt, S., Wells, H., & KAY‐LAMBKIN, F. J. (2019) · Ethics & Behavior · doi:10.1080/10508422.2019.1691003 · Cited by 19 · see citing works
Accessing Online Data for Youth Mental Health Research: Meeting the Ethical Challenges
Vallejos, E. P., Koene, A. R., Carter, C. J., Hunt, D. S., Woodard, C., Urquhart, L., Bergin, A., & Statache, R. (2017) · Philosophy & Technology · doi:10.1007/s13347-017-0286-y · Cited by 17 · see citing works
Confidentiality and Privacy for Smartphone Applications in Child and Adolescent Psychiatry
Wu, E., Torous, J. B., Hardaway, R., & Gutheil, T. G. (2016) · Child and Adolescent Psychiatric Clinics of North America · doi:10.1016/j.chc.2016.07.006 · Cited by 16 · see citing works
‘Nothing Comes between My Robot and Me’: Privacy and Human-Robot Interaction in Robotised Healthcare
Fosch‐Villaronga, E., Felzmann, H., Pierce, R. L., Conca, S. D., de Groot, A., del Castillo, A. P., & Robbins, S. (2019) · Hart Publishing eBooks · doi:10.5040/9781509926237.ch-004 · Cited by 13 · see citing works
Socio-Technical Aspirations for Children with Special Needs
Sharma, S., Avellan, T., Linna, J., Achary, K., Turunen, M., Hakulinen, J., & Varkey, B. (2020) · ACM Transactions on Accessible Computing · doi:10.1145/3396076 · Cited by 12 · see citing works
Privacy and Security Issues in Assistive Technologies for Dementia
Ienca, M., & Fosch‐Villaronga, E. (2019) · Oxford University Press eBooks · doi:10.1093/med/9780190459802.003.0013 · Cited by 5 · see citing works
Self-citationLisa A. Marsch Develops Digital Interventions for the Treatment of Opioid Addiction
O'Hara, D. (2019) · PsycEXTRA Dataset · doi:10.1037/e511102019-001 · Cited by 2 · see citing works
Flagged first, then by citations
Research works printed but not linked: 1
- [60]Ienca M Vayena E. Cambridge analytica and online manipulation. Sci Am. (2018) 30: 384– 91.
Cited by
Sorted by citations
Exploring the Ethical Challenges of Conversational AI in Mental Health Care: Scoping Review
Rahsepar Meadi, M., Sillekens, T., Metselaar, S., van Balkom, A., Bernstein, J., & Batelaan, N. (2025) · JMIR Mental Health · doi:10.2196/60432 · Cited by 211 · see citing works
AI Chatbots in Digital Mental Health
Balcombe, L. (2023) · Informatics · doi:10.3390/informatics10040082 · Cited by 170 · see citing works
Potential and Pitfalls of Mobile Mental Health Apps in Traditional Treatment: An Umbrella Review
Koh, J., Tng, G. Y. Q., & Hartanto, A. (2022) · Journal of Personalized Medicine · doi:10.3390/jpm12091376 · Cited by 155 · see citing works
Advances in the use of virtual reality to treat mental health conditions
Bell, I. H., Pot-Kolder, R., Rizzo, A., Rus-Calafell, M., Cardi, V., Cella, M., Ward, T., Riches, S., Reinoso, M., Thompson, A., et al. (2024) · Nature Reviews Psychology · doi:10.1038/s44159-024-00334-9 · Cited by 140 · see citing works
Digital Phenotyping: Data-Driven Psychiatry to Redefine Mental Health
Oudin, A., Maatoug, R., Bourla, A., Ferreri, F., Bonnot, O., Millet, B., Schoeller, F., Mouchabac, S., & Adrien, V. (2023) · Journal of Medical Internet Research · doi:10.2196/44502 · Cited by 141 · see citing works
Human-Computer Interaction in Digital Mental Health
Balcombe, L., & Leo, D. D. (2022) · Informatics · doi:10.3390/informatics9010014 · Cited by 146 · see citing works
iHealth: The ethics of artificial intelligence and big data in mental healthcare
Rubeis, G. (2022) · Internet Interventions · doi:10.1016/j.invent.2022.100518 · Cited by 101 · see citing works
Riboldi, I., Cavaleri, D., Calabrese, A., Capogrosso, C. A., Piacenti, S., Bartoli, F., Crocamo, C., & Carrà, G. (2023) · Revista de Psiquiatría y Salud Mental · doi:10.1016/j.rpsm.2022.04.005 · Cited by 86 · see citing works
Evaluation of the Use of Digital Mental Health Platforms and Interventions: Scoping Review
Balcombe, L., & Leo, D. D. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph20010362 · Cited by 83 · see citing works
Bear, H. A., Ayala‐Nunes, L., Ramos, G., Manchanda, T., Fernandes, B., Chabursky, S., Walper, S., Watkins, E. R., & Fazel, M. S. (2024) · Journal of Medical Internet Research · doi:10.2196/48964 · Cited by 64 · see citing works
Wani, C., McCann, L., Lennon, M., & Radu, C. (2024) · Journal of Medical Internet Research · doi:10.2196/51376 · Cited by 75 · see citing works
Single-session interventions embedded within Tumblr: acceptability, feasibility, and utility study
Dobias, M. L., Morris, R. R., & Schleider, J. L. (2022) · JMIR Formative Research · doi:10.2196/39004 · Cited by 56 · see citing works
Digital Mental Health Interventions for Young People Aged 16-25 Years: Scoping Review
Potts, C., Kealy, C., McNulty, J. M., Madrid‐Cagigal, A., Wilson, T., Mulvenna, M. D., O’Neill, S. M., Donohoe, G. J., & Barry, M. M. (2025) · Journal of Medical Internet Research · doi:10.2196/72892 · Cited by 57 · see citing works
Kruzan, K. P., Fitzsimmons‐Craft, E. E., Dobias, M., Schleider, J. L., & Pratap, A. (2022) · Procedia Computer Science · doi:10.1016/j.procs.2022.09.081 · Cited by 42 · see citing works
Digital health technologies and major depressive disorder
McIntyre, R. S., Greenleaf, W., Bulaj, G., Taylor, S. T., Mitsi, G., Saliu, D., Czysz, A., Silvesti, G., Garcia, M., & Jain, R. (2023) · CNS Spectrums · doi:10.1017/s1092852923002225 · Cited by 38 · see citing works
The Role of Wearables & Technology in Mental Health: Review
Masri, D., Jaber, L., Mashal, R., Albourini, F., Alsaoud, M. A., & Al-Tarawneh, A. M. A. (2024) · International Conference on Cyber Resilience (ICCR) · doi:10.1109/iccr61006.2024.10532880 · Cited by 36 · see citing works
Buragohain, D., Khichar, S., Deng, C., Meng, Y., & Chaudhary, S. (2025) · Scientific Reports · doi:10.1038/s41598-025-00916-4 · Cited by 44 · see citing works
Prompt engineering for digital mental health: a short review
Priyadarshana, Y. H. P. P., Senanayake, A., Liang, Z., & Piumarta, I. (2024) · Frontiers in Digital Health · doi:10.3389/fdgth.2024.1410947 · Cited by 35 · see citing works
Stuck in translation: Stakeholder perspectives on impediments to responsible digital health
Landers, C., Vayena, E., Amann, J., & Blasimme, A. (2023) · Frontiers in Digital Health · doi:10.3389/fdgth.2023.1069410 · Cited by 38 · see citing works
Self-citationCybersecurity: a critical priority for digital mental health
Inkster, B., Knibbs, C., & Bada, M. (2023) · Frontiers in Digital Health · doi:10.3389/fdgth.2023.1242264 · Cited by 33 · see citing works
Human vs. AI counseling: College students' perspectives
Kuhail, M. A., Alturki, N. M., Thomas, J., & Alkhalifa, A. K. (2024) · Computers in Human Behavior Reports · doi:10.1016/j.chbr.2024.100534 · Cited by 44 · see citing works
Conversational AI in Pediatric Mental Health: A Narrative Review
Mansoor, M. A., Hamide, A., & Tran, T. (2025) · Children · doi:10.3390/children12030359 · Cited by 41 · see citing works
The Use of Mobile Assessments for Monitoring Mental Health in Youth: Umbrella Review
Marciano, L., Vocaj, E., Bekalu, M. A., Tona, A. L., Rocchi, G., & Viswanath, K. (2023) · Journal of Medical Internet Research · doi:10.2196/45540 · Cited by 33 · see citing works
Beames, J. R., Han, J., Shvetcov, A., Zheng, W. Y., Slade, A., Dabash, O., Rosenberg, J., O’Dea, B., Kasthurirathne, S. N., Hoon, L., et al. (2024) · Heliyon · doi:10.1016/j.heliyon.2024.e35472 · Cited by 34 · see citing works
Bautista, J., & Schueller, S. M. (2022) · JMIR Mental Health · doi:10.2196/43942 · Cited by 28 · see citing works
Exploring the societal implications of digital mental health technologies: A critical review
Stein, O. A., & Prost, A. (2024) · SSM - Mental Health · doi:10.1016/j.ssmmh.2024.100373 · Cited by 32 · see citing works
Wanniarachchi, V. U., Greenhalgh, C., Choi, A., & Warren, J. (2025) · Frontiers in Digital Health · doi:10.3389/fdgth.2025.1500220 · Cited by 28 · see citing works
The intersection of technology and mental health: enhancing access and care
Dar, M. A., Maqbool, M., Ara, I., & Zehravi, M. (2023) · International Journal of Adolescent Medicine and Health · doi:10.1515/ijamh-2023-0113 · Cited by 28 · see citing works
Babu, A., & Joseph, A. P. (2025) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2025.1581779 · Cited by 26 · see citing works
Knapp, A. A., Hersch, E., Wijaya, C., Herrera, M. A., Kruzan, K. P., Carroll, A. J., Lee, S., Baker, A., Gray, A., Harris, V., et al. (2023) · Frontiers in Digital Health · doi:10.3389/fdgth.2023.1183319 · Cited by 27 · see citing works
Analyzing the Challenges Facing Digital Mental Health (DMH) Between Aspiration and Reality
Tassnim, R., Ja'far, R. A. T., & Al-Tarawneh, A. M. A. (2024) · International Conference on Cyber Resilience (ICCR) · doi:10.1109/iccr61006.2024.10533151 · Cited by 25 · see citing works
Beyond Textbooks and Standard Practices
de Almeida, R. S. (2024) · Advances in healthcare information systems and administration book series · doi:10.4018/979-8-3693-1214-8.ch002 · Cited by 23 · see citing works
Ito‐Jaeger, S., Vallejos, E. P., Logathasan, S., Curran, T., & Crawford, P. (2022) · JMIR Mental Health · doi:10.2196/38346 · Cited by 23 · see citing works
O’Leary, A., Lahey, T., Lovato, J. L., Loftness, B. C., Douglas, A., Skelton, J. A., Cohen, J. G., Copeland, W., McGinnis, R. S., & McGinnis, E. W. (2024) · Sensors · doi:10.3390/s24103214 · Cited by 24 · see citing works
Spahl, W., Motta, V. N., Woodcock, K., & Rubeis, G. (2024) · JMIR Serious Games · doi:10.2196/64488 · Cited by 20 · see citing works
Kadirvelu, B., Bel, T. B., Freccero, A., Simplicio, M. C. D., Nicholls, D., & Faisal, A. A. (2025) · Journal of Medical Internet Research · doi:10.2196/72501 · Cited by 30 · see citing works
Rickard, N. S., Kurt, P., & Meade, T. (2022) · Frontiers in Digital Health · doi:10.3389/fdgth.2022.1003181 · Cited by 23 · see citing works
Zafra, R. P., Amorós, N., Perarnau, M. A. I., & Torres, O. Y. (2024) · Atención Primaria · doi:10.1016/j.aprim.2024.102901 · Cited by 22 · see citing works
Phone-Based Text Therapy for Youth Mental Health: Rapid Review
Karnik, V. A., Henderson, H., Khan, U. R., & Boyd, J. (2023) · Interactive Journal of Medical Research · doi:10.2196/47250 · Cited by 21 · see citing works
Ghadiri, P., Yaffe⃰, M. J., Adams, A. M., & Rahimi, S. A. (2024) · BMC Family Practice · doi:10.1186/s12875-024-02417-1 · Cited by 24 · see citing works
Balcombe, L., & Leo, D. D. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.796371 · Cited by 22 · see citing works
Impact of mental health stigma on help-seeking in the Caribbean: Systematic review
Gallimore, J.-B., Díaz, K. G., Gunasinghe, C., Thornicroft, G., Salisbury, T. T., & Gronholm, P. C. (2023) · PLoS ONE · doi:10.1371/journal.pone.0291307 · Cited by 23 · see citing works
Pratap, A., Homiar, A., Waninger, L., Herd, C., Suver, C., Volponi, J. J., Anguera, J. A., & Areán, P. A. (2022) · Scientific Data · doi:10.1038/s41597-022-01633-7 · Cited by 20 · see citing works
Digital Mental Health Amid COVID-19
Balcombe, L., & Leo, D. D. (2021) · Encyclopedia · doi:10.3390/encyclopedia1040080 · Cited by 19 · see citing works
Badawi, E., Coursaris, C. K., Sénécal, S., & Léger, P. (2023) · Frontiers in Digital Health · doi:10.3389/fdgth.2023.1040739 · Cited by 15 · see citing works
Beames, J. R., Werner‐Seidler, A., Hodgins, M., Brown, L., Fujimoto, H., Bartholomew, A., Maston, K., Huckvale, K., Zbukvic, I., Torok, M. H., et al. (2023) · JMIR Pediatrics and Parenting · doi:10.2196/42349 · Cited by 14 · see citing works
AI‐based assessments of speech and language impairments in dementia
Parsapoor, M. (2023) · Alzheimer s & Dementia · doi:10.1002/alz.13395 · Cited by 15 · see citing works
Nogueira-Leite, D., Marques‐Cruz, M., & Cruz-Correia, R. J. (2024) · BMC Medical Informatics and Decision Making · doi:10.1186/s12911-024-02488-1 · Cited by 17 · see citing works
Raeside, R., Todd, A., Sim, K. A., Kang, M. S., Mihrshahi, S., Gardner, L. A., Champion, K. E., Skinner, J. C., Laranjo, L., Steinbeck, K. S., et al. (2024) · Frontiers in Public Health · doi:10.3389/fpubh.2024.1389739 · Cited by 15 · see citing works
Alemu, Y., Chen, H., Duan, C., Caulley, D., Arriaga, R. I., & Sezgın, E. (2023) · JMIR Research Protocols · doi:10.2196/46970 · Cited by 14 · see citing works
Adams, J. (2024) · Digital Society · doi:10.1007/s44206-024-00110-5 · Cited by 14 · see citing works
Darko, A. P., Antwi, C. O., Asamoah, K. O., Opoku‐Mensah, E., & Ren, J. (2023) · Engineering Applications of Artificial Intelligence · doi:10.1016/j.engappai.2023.106716 · Cited by 14 · see citing works
Age Differences in Electronic Mental Health Literacy: Qualitative Study
Xu, R. H., Tian, L., Zhu, L., Cao, Y., Chan, S. K. W., Dong, D., Cheung, A. W.-L., & Wong, E. L. (2024) · Journal of Medical Internet Research · doi:10.2196/59131 · Cited by 13 · see citing works
Quayle, E., Larkin, A., Schwannauer, M., Varese, F., Cartwright, K. L., Chitsabesan, P., Green, V., Radford, G., Richards, C., Shafi, S., et al. (2024) · BMC Psychiatry · doi:10.1186/s12888-024-05605-6 · Cited by 12 · see citing works
Nogueira-Leite, D., & Cruz-Correia, R. J. (2023) · JMIR Research Protocols · doi:10.2196/41040 · Cited by 10 · see citing works
Yun, J., Shin, J., Lee, H., Kim, D., Choi, I. Y., & Kim, M. (2023) · Journal of Medical Internet Research · doi:10.2196/45465 · Cited by 11 · see citing works
Resilience to depression: the role of benevolent childhood experiences in a South African sample
Somefun, O. D., Theron, L. C., Höltge, J., & Ungar, M. T. (2023) · Frontiers in Psychology · doi:10.3389/fpsyg.2023.1209504 · Cited by 11 · see citing works
Taylor, K. V., Garchitorena, L., Scaramutti, C., Wyrick, M., Grill, K. B., & Seixas, A. A. (2024) · JMIR Research Protocols · doi:10.2196/59372 · Cited by 11 · see citing works
White, B. M., Prasad, R., Ammar, N., Yaun, J. A., & Shaban‐Nejad, A. (2024) · JMIR Pediatrics and Parenting · doi:10.2196/58403 · Cited by 13 · see citing works
Exploring Youth Perspectives on Digital Mental Health Platforms: Qualitative Descriptive Study
Daniel, S., Volcko, L., Bassi, E. M., Hews‐Girard, J., Bright, K. S., Barker, M., Norman, L., Pintson, K., Henry, G., Soufi, S., et al. (2025) · JMIR Human Factors · doi:10.2196/69907 · Cited by 11 · see citing works
Mobile applications in adolescent psychotherapy during the COVID-19 pandemic: a systematic review
Wüllner, S., Hermenau, K., Krutkova, M., Petras, I.-K., Hecker, T., & Siniatchkin, M. (2024) · Frontiers in Public Health · doi:10.3389/fpubh.2024.1345808 · Cited by 10 · see citing works
Thomson, M., Henderson, G., Rogers, T., Locke, B., Vines, J., & MacBeth, A. M. (2024) · PLOS Digital Health · doi:10.1371/journal.pdig.0000522 · Cited by 12 · see citing works
Adolescent-Centric Design of an Online Safety Chatbot
Roehrer, E., Pokawinkoon, P., Watters, P., Sauer, J. D., & Scanlan, J. D. (2024) · Journal of Computer Information Systems · doi:10.1080/08874417.2024.2401991 · Cited by 11 · see citing works
Gleason, M. M., Flom, M., Rapoport, S., Williams, A. A. A., Birch, A., Wells, N. K., Forman‐Hoffman, V. L., & Robinson, A. H. (2025) · JAACAP Open · doi:10.1016/j.jaacop.2025.02.002 · Cited by 10 · see citing works
Designing Chatbots to Treat Depression in Youth: Qualitative Study
Kuhlmeier, F. O., Bauch, L., Gnewuch, U., & Lüttke, S. (2025) · JMIR Human Factors · doi:10.2196/66632 · Cited by 11 · see citing works
Mudau, T., Jithoo, V., & Dietrich, J. J. (2024) · South African Journal of Psychology · doi:10.1177/00812463241249100 · Cited by 9 · see citing works
A qualitative exploration of online forums to support resilience of rural young people in Australia
Carlisle, K., Kamstra, P., Carlisle, E., McCosker, A., Cotta, T. D., Kilpatrick, S., Steiner, A., Kahl, B. L., & Farmer, J. (2024) · Frontiers in Public Health · doi:10.3389/fpubh.2024.1335476 · Cited by 11 · see citing works
Ospina‐Pinillos, L., Shambo-Rodríguez, D. L., Sánchez-Nítola, M. N., Morales, A., Gallego-Sanchez, L. C., Riaño-Fonseca, M. I., Bello-Tocancipá, A. C., Navarro-Mancilla, Á. A., Pavlich‐Mariscal, J. A., Pomares, A., et al. (2025) · JMIR Human Factors · doi:10.2196/66558 · Cited by 9 · see citing works
Students’ Perceptions of Learning Analytics for Mental Health Support: Qualitative Study
Freccero, A., Onwunle, M., Elliott, J., Podder, N., Oliveira, J. P. D., & Dewa, L. H. (2025) · JMIR Formative Research · doi:10.2196/70327 · Cited by 9 · see citing works
Ethical Considerations Surrounding the Use of AI-Interventions in Application of Mental Healthcare
Verma, M., Chanthar, K. M. M. V., & Beg, M. J. (2025) · Advances in medical technologies and clinical practice book series · doi:10.4018/979-8-3693-3112-5.ch009 · Cited by 8 · see citing works
Revolutionizing Mental Healthcare Through Artificial Intelligence
Beg, M. J., & Verma, M. K. (2025) · Advances in medical technologies and clinical practice book series · doi:10.4018/979-8-3693-3112-5.ch002 · Cited by 8 · see citing works
Wanniarachchi, V. U., Greenhalgh, C., & Warren, J. (2025) · Internet Interventions · doi:10.1016/j.invent.2025.100884 · Cited by 10 · see citing works
The Impact of Chatbots on Adolescent Mental Health Development: A Comprehensive Literature Review
Wu, Y., Wu, T., Zhu, K., Liu, X., Liu, J., Wang, Y., Shi, R., Xiong, J., Xing, X., Lv, Y., et al. (2026) · Journal of Multidisciplinary Healthcare · doi:10.2147/jmdh.s579872 · Cited by 8 · see citing works
Ludlow, K., March, S., Russell, J. K., Ryan, B., Brown, R. L., Hides, L., Donovan, C., Spence, S. H., Saxby, J., & Cobham, V. E. (2024) · DIGITAL HEALTH · doi:10.1177/20552076241263693 · Cited by 7 · see citing works
“15,16 20 Accessing mental health treatment via digital tools has been reported in the literature to be a facilitator of help-seeking behaviour.”
Mwaka, E., Bazzeketa, D., Mirembe, J., Emoru, R. D., Twimukye, A., & Kivumbi, A. (2025) · Digital Health · doi:10.1177/20552076251321698 · Cited by 7 · see citing works
A digital positive psychology intervention for college student mental health and health behaviors
Biber, D. D., & Davis, A. (2024) · Mental Health and Digital Technologies · doi:10.1108/mhdt-02-2024-0007 · Cited by 4 · see citing works
The DID-guide: A guide to developing digital mental health interventions
Mertens, E. C. A., & van Gelder, J. (2024) · Internet Interventions · doi:10.1016/j.invent.2024.100794 · Cited by 7 · see citing works
Noori, S., Khasnavis, S., DeCroce-Movson, E., Blay-Tofey, M., & Vitiello, E. M. (2023) · JMIR Formative Research · doi:10.2196/41573 · Cited by 6 · see citing works
Gaete, J., Meza, D., Andaur, J., McKay, S., Robinson, J., & Núñez, D. E. (2025) · Prevention Science · doi:10.1007/s11121-025-01770-6 · Cited by 8 · see citing works
Digital Tools to Support Post‐Secondary Student Mental Health and Wellbeing
LaMonica, H. M., Hickie, I. B., Capon, W., Ahia, M., Ewing, L., Lee, W., Iorfino, F., Song, Y. J. C., McKenna, S., & Cleverley, K. (2025) · Early Intervention in Psychiatry · doi:10.1111/eip.70094 · Cited by 6 · see citing works
Digital psychiatry in Nigeria: A scoping review
Onu, J. U., & Onyeka, T. C. (2024) · South African Journal of Psychiatry · doi:10.4102/sajpsychiatry.v30i0.2115 · Cited by 6 · see citing works
MyTrack+: Human-centered design of an mHealth app to support long-term weight loss maintenance
Chen, Y.-P., Woodward, J., Shankar, M. N., Bista, D., Ugwoaba, U. A., Brockmann, A., Ross, K. M., Ruiz, J., & Anthony, L. (2024) · Frontiers in Digital Health · doi:10.3389/fdgth.2024.1334058 · Cited by 6 · see citing works
Digital Footprints and Machine Learning in Psychological Assessment
Carvalho, R. G. G., & Castro, D. (2025) · European Psychologist · doi:10.1027/1016-9040/a000549 · Cited by 5 · see citing works
Adjei-Boateng, D., & Ikoh, C. L. (2025) · Cureus · doi:10.7759/cureus.85943 · Cited by 6 · see citing works
Human-Centered Design and Digital Transformation of Mental Health Services
Fleming, W. J., Coutts, A. P., Pochard, D., Trivedi, D. P., & Sanderson, K. A. (2025) · JMIR Human Factors · doi:10.2196/66040 · Cited by 7 · see citing works
Abueva, N. A., Бузело, А. С., Wu, Y., Turniyazova, Z., Karakushev, D., & Obrenovic, B. (2025) · Psychology Research and Behavior Management · doi:10.2147/prbm.s540053 · Cited by 5 · see citing works
Poulsen, A., Hickie, I. B., Chong, M. K., LaMonica, H. M., Turner, A., & Iorfino, F. (2025) · Ethics and Information Technology · doi:10.1007/s10676-025-09866-x · Cited by 5 · see citing works
Mumbauer, A., Stein, D., & Wolvaardt, G. (2024) · International Review of Psychiatry · doi:10.1080/09540261.2024.2429648 · Cited by 6 · see citing works
Ekoh, P. C., Nnadi, F. B., Nwabineli, I. H., Oyinlola, O., Odo, C., Okolie, T. J., Onuh, S. C., Ugwu, E. O., Bhatta, K., & Onalu, C. E. (2023) · Advances in Mental Health · doi:10.1080/18387357.2023.2277757 · Cited by 5 · see citing works
Mental healthcare systems research during COVID-19: Lessons for shifting the paradigm post COVID-19
Chandra, A., Sreeganga, S. D., & Ramaprasad, A. (2024) · Urban Governance · doi:10.1016/j.ugj.2024.01.005 · Cited by 5 · see citing works
Goswami, S. S., & Mondal, S. (2025) · Spectrum of Decision Making and Applications. · doi:10.31181/sdmap31202643 · Cited by 4 · see citing works
Hamza, S. Z., Silvan, Y. A., & Ng, L. C. (2025) · JMIR Human Factors · doi:10.2196/60628 · Cited by 4 · see citing works
Norman, L., Bright, K. S., Bassi, E. M., Barker, M., Hews‐Girard, J., Pintson, K., Daniel, S., Volcko, L., Sidhu, S., Greer, K., et al. (2025) · Digital Health · doi:10.1177/20552076251361327 · Cited by 4 · see citing works
Pozza, A., Giangrasso, B., Baldo, D., Fort, A., Millozzi, G., Iocca, F., Angelo, N. L., Pugi, D., Gualtieri, G., Lorenzi, L., et al. (2023) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.917574 · Cited by 4 · see citing works
Human mediation leads to higher compliance in digital mental health: field evidence from India
Chatterjee, C., Chugunova, M., Ghosh, M., Singhal, A., & Wang, L. X. (2023) · Frontiers in Behavioral Economics · doi:10.3389/frbhe.2023.1232462 · Cited by 4 · see citing works
Kennedy, S., Fitzgerald, R. M., & Melia, R. (2025) · Journal of Medical Internet Research · doi:10.2196/71601 · Cited by 3 · see citing works
Addressing the Ethical, Legal, and Social Issues of Healthtech in Education: Insights From Japan
Sumiya, M., Nishimura, T., Aizaki, K., Hirata, I., Tsukui, N., Osuka, Y., Wakuta, M., & Senju, A. (2025) · JMIR Formative Research · doi:10.2196/72781 · Cited by 3 · see citing works
Payors, Caregivers, and Teens: Aligning Priorities for Effective Digital Mental Health Tools
Huberty, J., Yourell, J., Baez, L. M., & Salhi, L. (2025) · Journal of Medical Internet Research · doi:10.2196/72587 · Cited by 3 · see citing works
Digital Literacy as a Catalyst for Sustainable Development
KARANFİLOĞLU, M. (2025) · Springer eBooks · doi:10.1007/978-3-031-96720-7_8 · Cited by 4 · see citing works
Mendes, J. A. D. A., Lucassen, M. F. G., Doherty, S., Mahamud, A., Holter, C. T., Greenhalgh, C., Townsend, E., Hollis, C. P., & Jirotka, M. D. (2026) · Research Involvement and Engagement · doi:10.1186/s40900-026-00848-x · Cited by 3 · see citing works
- Authors
- Wies, B., Landers, C., & Ienca, M.
- Affiliations
- ETH Zurich (CH)
- Corresponding author
- Ienca, Marcello
- ORCID
- Ienca, Marcello
- Venue
- Frontiers in Digital Health
- Publisher
- Frontiers Media SA
- Published
- 2021-09-06
- Volume
- 3
- Pages
- 697072-697072
- ISSN
- 2673-253X (ISSN-L)
- PMC
- PMC8521997
- OpenAlex
- W3198532692
- Cited by
- 242
- References
- 57
- Citations by year
- 2026: 50 · 2025: 80 · 2024: 65 · 2023: 31 · 2022: 15 · 2021: 1
- FWCI
- 4.37
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Frontiers in Digital Health (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, other-oa)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Repository for Publications and Research Data (ETH Zurich) (submittedVersion, cc-by)
- ETH Zürich Research Collection
- Funders
- National Science Foundation
- Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung (407740_187356/1, NRP77, 187356, 407740, 40158)
- Innosuisse - Schweizerische Agentur für Innovationsförderung
- Topics
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Social Sciences › Safety Research › Ethics and Social Impacts of AI
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neuroethics, Human Enhancement, Biomedical Innovations
- Keywords
- digital mental health, youth mental health, adolescents, ethical considerations, data privacy, clinical validation, user-centered design, mental health apps, neurotechnology, mental illness
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review