Effectiveness of digital mental health interventions for university students: An umbrella review
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Background: Poor mental health among university students remains a pressing public health issue. Over the past few years, digital health interventions have been developed and considered promising in increasing psychological wellbeing among university students. Therefore, this umbrella review aims to synthesize evidence on digital health interventions targeting university students and to evaluate their effectiveness. Methods: A systematic literature search was performed in April 2021 searching PubMed, Psychology and Behavioural Science Collection, Web of Science, ERIC, and Scopus for systematic reviews and meta-analyses on digital mental health interventions targeting university students. The review protocol was registered in the International Prospective Register of Systematic Reviews PROSPERO [CRD42021234773]. Results: The initital literature search resulted in 806 records of which seven remained after duplicates were removed and evaluated against the inclusion criteria. Effectiveness was reported and categorized into the following six delivery types: (a) web-based, online/computer-delivered interventions (b) computer-based Cognitive Behavior Therapy (CBT), (c) mobile applications and short message service (d) virtual reality interventions (e) skills training (f) relaxation and exposure-based therapy. Results indicated web-based online/computer delivered-interventions were effective or at least partially effective at decressing depression, anxiety, stress and eating disorder symptoms. This was similar for skills-training interventions, CBT-based intervention and mobile applications. However, digital mental health interventions using virtual reality and relaxation, exposure-based therapy was inconclusive. Due to the variation in study settings and inconsistencies in reporting, effectiveness was greatly dependent on the delivery format, targeted mental health problem and targeted purpose group. Conclusion: The findings provide evidence for the beneficial effect of digital mental health interventions for university students. However, this review calls for a more systematic approach in testing and reporting the effectiveness of digital mental health interventions.
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A recent umbrella review on the effectiveness of digital mental health interventions for university students determined that web-based interventions and online skills training are at least partially effective in reducing anxiety, stress, and depression, but the evidence is inconclusive for the effectiveness of interventions using virtual interventions and relaxation.
“A recent umbrella review on the effectiveness of digital mental health interventions for university students also determined that, although web-based interventions and online skills training are at least partially effective in reducing anxiety, stress, and depression, the evidence is inconclusive for the effectiveness of interventions using virtual interventions and relaxation [70].”
An umbrella review including seven systematic reviews or meta-analyses found research support for expanding access to digital mental health interventions for university students.
“The most recent synthesis of evidence for ICBT interventions for university students, an umbrella review including seven systematic reviews or meta-analyses, found research support for expanding access to digital mental health interventions for university students”
From Transdiagnostic and tailored internet intervention to improve mental health among university students: Research protocol for a randomized controlled trial (2024) · cites this paper as [13]
The evidence base for internet interventions targeting university students is cautiously positive, but currently not robust.
“The evidence base for internet interventions targeting university students is cautiously positive, but currently not robust [11–13].”
From Transdiagnostic and tailored internet intervention to improve mental health among university students: Research protocol for a randomized controlled trial (2024) · cites this paper as [13]
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The PRISMA 2020 statement: An updated guideline for reporting systematic reviews
Page, M. J., McKenzie, J. E., Bossuyt, P. M., Boutron, I., Hoffmann, T. C., Mulrow, C. D., Shamseer, L., Tetzlaff, J. M., Akl, E. A., Brennan, S. E., et al. (2021) · BMJ · doi:10.1136/bmj.n71 · Cited by 108,283 · see citing works
Shea, B. J., Reeves, B. C., Wells, G., Thuku, M., Hamel, C., Moran, J., Moher, D., Tugwell, P., Welch, V., Kristjansson, E., et al. (2017) · BMJ · doi:10.1136/bmj.j4008 · Cited by 10,636 · see citing works
Auerbach, R. P., Collaborators, W. W.-I., Mortier, P., Bruffaerts, R., Alonso, J., Benjet, C., Cuijpers, P., Demyttenaere, K., Ebert, D. D., Green, J. G., et al. (2018) · Journal of Abnormal Psychology · doi:10.1037/abn0000362 · Cited by 2,522 · cited 3× · see citing works
“In 2018, the World Health Organization reported that approximately one-third of first-year university students from 19 universities (13,948 respondents) across eight countries (Australia, Belgium, Germany, Mexico, Northern Ireland, South Africa, Spain, and United States) screened positive for at least one common DSM-I…”
BackgroundInfluentialComputer-based psychological treatments for depression: A systematic review and meta-analysis
Richards, D., & Richardson, T. (2012) · Clinical Psychology Review · doi:10.1016/j.cpr.2012.02.004 · Cited by 1,442 · 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
Wathelet, M., Duhem, S., Vaiva, G., Baubet, T., Habran, E., Veerapa, E., Debien, C., Molenda, S., Horn, M., Grandgenèvre, P., et al. (2020) · JAMA Network Open · doi:10.1001/jamanetworkopen.2020.25591 · Cited by 747 · see citing works
Dropout from Internet‐based treatment for psychological disorders
Melville, K. M., Casey, L. M., & Kavanagh, D. J. (2010) · British Journal of Clinical Psychology · doi:10.1348/014466509x472138 · Cited by 597 · see citing works
Young People’s Online Help-Seeking and Mental Health Difficulties: Systematic Narrative Review
Pretorius, C., Chambers, D., & Coyle, D. (2019) · Journal of Medical Internet Research · doi:10.2196/13873 · Cited by 506 · see citing works
Davies, E. B., Morriss, R., & Glazebrook, C. (2014) · Journal of Medical Internet Research · doi:10.2196/jmir.3142 · Cited by 499 · see citing works
Lehtimaki, S., Martic, J., Wahl, B., Foster, K. T., & Schwalbe, N. (2021) · JMIR Mental Health · doi:10.2196/25847 · Cited by 488 · see citing works
Harrer, M., Adam, S. H., Baumeister, H., Cuijpers, P., Karyotaki, E., Auerbach, R. P., Kessler, R. C., Bruffaerts, R., Berking, M., & Ebert, D. D. (2019) · International Journal of Methods in Psychiatric Research · doi:10.1002/mpr.1759 · Cited by 445 · see citing works
Are We in Crisis? National Mental Health and Treatment Trends in College Counseling Centers
Xiao, H., Carney, D. M., Youn, S., Janis, R. A., Castonguay, L., Hayes, J., & Locke, B. D. (2017) · Psychological services · doi:10.1037/ser0000130 · Cited by 413 · see citing works
Liverpool, S., Mota, C. P., Sales, C. M. D., Čuš, A., Carletto, S., Hancheva, C., Sousa, S., Cerón, S. C., Moreno-Peral, P., Pietrabissa, G., et al. (2020) · Journal of Medical Internet Research · doi:10.2196/16317 · Cited by 408 · see citing works
Garrido, S., Millington, C., Cheers, D., Boydell, K., Schubert, E., Meade, T., & Nguyen, Q. V. (2019) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2019.00759 · Cited by 400 · cited 3× · see citing works
“Reviews investigating digital mental health interventions amongst young people have found small effects in reducing depression and anxiety symptoms (Garrido et al., 2019), with specific effectiveness of computer-based CBT interventions (Lehtimaki et al.”
BackgroundInfluentialKaryotaki, E., Cuijpers, P., Albor, Y., Alonso, J., Auerbach, R. P., Bantjes, J., Bruffaerts, R., Ebert, D. D., Hasking, P., Kiekens, G., et al. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.01759 · Cited by 389 · see citing works
eHealth Literacy Among College Students: A Systematic Review With Implications for eHealth Education
Stellefson, M., Hanik, B., Chaney, B. H., Chaney, D. J., Tennant, B., & Chavarria, E. A. (2011) · Journal of Medical Internet Research · doi:10.2196/jmir.1703 · Cited by 366 · see citing works
Emerging Adulthood: Developmental Period Facilitative of the Addictions
Sussman, S., & Arnett, J. J. (2014) · Evaluation & the Health Professions · doi:10.1177/0163278714521812 · Cited by 364 · see citing works
Hamza, C. A., Ewing, L., Heath, N. L., & Goldstein, A. L. (2021) · Canadian Psychology / Psychologie canadienne · doi:10.1037/cap0000255 · Cited by 351 · see citing works
Li, Y., Zhao, J., Ma, Z., McReynolds, L. S., Lin, D., Chen, Z., Wang, T., Wang, D., Zhang, Y., Zhang, J., et al. (2021) · Journal of Affective Disorders · doi:10.1016/j.jad.2020.11.109 · Cited by 344 · see citing works
Richardson, T. H., Elliott, P., Roberts, R. E., & Jansen, M. (2016) · Community Mental Health Journal · doi:10.1007/s10597-016-0052-0 · Cited by 314 · see citing works
The internet as a setting for mental health service utilisation by young people
Burns, J. M., Davenport, T. A., Durkin, L. A., Luscombe, G. M., & Hickie, I. B. (2010) · Medical Journal of Australia · doi:10.5694/j.1326-5377.2010.tb03688.x · Cited by 257 · see citing works
Waqas, A., Khan, S., Sharif, M. W., khalid, U., & Ali, A. (2015) · PeerJ · doi:10.7717/peerj.840 · Cited by 254 · see citing works
Patel, S., Akhtar, A., Malins, S., Wright, N., Rowley, E., Young, E., Sampson, S., & Morriss, R. (2020) · Journal of Medical Internet Research · doi:10.2196/16228 · Cited by 190 · cited 1× · see citing works
“Conceptualizing user experiences can enhance the personalization of digital mental health interventions, which has been shown to improve uptake, retention, and outcomes (Patel et al., 2020).”
BackgroundTechnology-based interventions for mental health in tertiary students: Systematic review
Farrer, L., Gulliver, A., Chan, J. K., Batterham, P. J., Reynolds, J., Calear, A., Tait, R., Bennett, K., & Griffiths, K. M. (2013) · Journal of Medical Internet Research · doi:10.2196/jmir.2639 · Cited by 188 · cited 14× · see citing works
“Quality assessment and risk of bias assessment Using the AMSTAR-2 guidance to assess the quality of the manuscripts, three were classified as critically low (Conley et al., 2016; Farrer et al., 2013; Rith-Najarian, Boustani & Chorpita, 2019) and four were of moderate quality (Bolinski et al.”
InfluentialRith-Najarian, L. R., Boustani, M. M., & Chorpita, B. F. (2019) · Journal of Affective Disorders · doi:10.1016/j.jad.2019.06.035 · Cited by 176 · see citing works
Akhtar, P. S., Ma, L., Waqas, A., Naveed, S., Li, Y., Rahman, A., & Wang, Y. (2020) · Journal of Affective Disorders · doi:10.1016/j.jad.2020.03.183 · Cited by 176 · see citing works
Bergin, A. D., Vallejos, E. P., Davies, E. B., Daley, D., Ford, T., Harold, G., Hetrick, S., Kidner, M., Long, Y., Merry, S., et al. (2020) · npj Digital Medicine · doi:10.1038/s41746-020-00339-7 · Cited by 157 · see citing works
(2020) · JBI eBooks · doi:10.46658/jbimes-20-11 · Cited by 130 · see citing works
Aligning students and counseling centers on student mental health needs and treatment resources.
Cohen, K. A., Graham, A. K., & Lattie, E. G. (2022) · Journal of American College Health · doi:10.1080/07448481.2020.1762611 · Cited by 110 · see citing works
Conley, C. S., Durlak, J. A., Shapiro, J. B., Kirsch, A. C., & Zahniser, E. (2016) · Prevention Science · doi:10.1007/s11121-016-0662-3 · Cited by 110 · see citing works
Seifert, A., Reinwand, D. A., & Schlomann, A. (2019) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2019.00568 · Cited by 105 · see citing works
College Student Perspectives of Telemental Health: a Review of the Recent Literature
Hadler, N. L., Bu, P., Winkler, A., & Alexander, A. W. (2021) · Current Psychiatry Reports · doi:10.1007/s11920-020-01215-7 · Cited by 93 · see citing works
Bolinski, F., Boumparis, N., Kleiboer, A., Cuijpers, P., Ebert, D. D., & Riper, H. (2020) · Internet Interventions · doi:10.1016/j.invent.2020.100321 · Cited by 87 · cited 14× · see citing works
“The reviews analysed various primary studies of RCT (Bolinski et al., 2020; Conley et al., 2016; Davies, Morriss & Glazebrook, 2014; Farrer et al., 2013; Harrer et al., 2019), randomized (Conley et al.”
BackgroundMethodInfluentialBackhaus, I., Varela, A. R., Khoo, S., Siefken, K., Crozier, A., Begotaraj, E., Fischer, F., Wiehn, J., Lanning, B. A., Lin, P.-H., et al. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.00644 · Cited by 72 · see citing works
Self-citationAndersson, G., Carlbring, P., & Rozental, A. (2019) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2019.00749 · Cited by 71 · see citing works
Pan, X., Wen, Y., Zhao, Y., Hu, J., Li, S., Zhang, S., Li, X., Chang, H., Xue, Q., Zhao, Z.-M., et al. (2015) · Psychology Health & Medicine · doi:10.1080/13548506.2015.1127395 · Cited by 69 · see citing works
Recent Developments in Digital Mental Health Interventions for College and University Students
Becker, T. D., & Torous, J. B. (2019) · Current Treatment Options in Psychiatry · doi:10.1007/s40501-019-00178-8 · Cited by 67 · see citing works
Stress and its sequelae: Depression, suicide, inflammation, and physical illness.
Slavich, G. M., & Auerbach, R. P. (2018) · American Psychological Association eBooks · doi:10.1037/0000064-016 · Cited by 62 · see citing works
Evans-Lacko, S. E., & Thornicroft, G. (2019) · International Journal of Methods in Psychiatric Research · doi:10.1002/mpr.1756 · Cited by 45 · see citing works
Boykin, D. M., Keegan, F. S., Thompson, K. E., Voelkel, E. A., Lindsay, J. A., & Fletcher, T. L. (2019) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2019.00893 · Cited by 20 · see citing works
Growing Up in a Connected World
Lim, C. (2005) · DL PUBLISHING / WORLD SCIENTIFIC eBooks · doi:10.1142/9789812775214_0004 · Cited by 17 · see citing works
Description of Five Illustrative Mental Disorders
Mrazek, P. J., & Haggerty, R. J. (1994) · Cited by 2 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
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
Duraku, Z. H., Davis, H., & Hamiti, E. (2023) · Frontiers in Public Health · doi:10.3389/fpubh.2023.1220614 · Cited by 114 · see citing works
Madrid‐Cagigal, A., Kealy, C., Potts, C., Mulvenna, M. D., Byrne, M., Barry, M. M., & Donohoe, G. (2025) · Early Intervention in Psychiatry · doi:10.1111/eip.70017 · Cited by 78 · see citing works
Alhasani, M., & Orji, R. (2024) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2023.2297330 · Cited by 48 · see citing works
Fialho, P. M. M., Wenig, V., Heumann, E., Müller, M., Stock, C., & Pischke, C. R. (2025) · BMC Public Health · doi:10.1186/s12889-025-23669-1 · Cited by 31 · see citing works
Exploring the potential of virtual reality (VR) in mental healthcare: a systematic literature review
Pedram, S., & Piatkowski, T. M. (2025) · Virtual Reality · doi:10.1007/s10055-025-01181-6 · Cited by 30 · see citing works
Alagarajah, J., Ceccolini, D., & Butler, S. (2024) · Cambridge Prisms Global Mental Health · doi:10.1017/gmh.2024.71 · Cited by 21 · see citing works
Yuan, Y., Yang, J., Huang, W., Hu, C., Zhang, W., & Chen, B. (2025) · Frontiers in Psychology · doi:10.3389/fpsyg.2025.1694344 · Cited by 20 · see citing works
Lau, Y., Chew, H. S. J., Ang, W. H. D., Ang, W. W., Yeo, C. Y., Lim, Z. Q. G., Wong, S. H., Lau, S. T., & Cheng, L. J. (2023) · Health Psychology Review · doi:10.1080/17437199.2023.2185654 · Cited by 19 · see citing works
Armaou, M., Pears, M., Konstantinidis, S. T., & Blake, H. (2024) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph21030375 · Cited by 18 · see citing works
“That approach reduced the nuanced description of the concepts but allowed for a comprehensive depiction of the themes and their key changes across the set time-points.”
BackgroundToward a New Conceptual Framework for Digital Mental Health Technologies: Scoping Review
Hopkin, G., Coole, H., Edelmann, F., Ayiku, L., Branson, R., Campbell, P., Cooper, S., & Salmon, M. (2025) · JMIR Mental Health · doi:10.2196/63484 · Cited by 18 · see citing works
Juniar, D., van Ballegooijen, W., Kleygrewe, G., van Schaik, A., Passchier, J., & Riper, H. M. (2025) · Frontiers in Digital Health · doi:10.3389/fdgth.2025.1603389 · Cited by 17 · see citing works
Bird, L., McCabe, M., Lim, Y. Y., & Cornish, K. M. (2023) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.1094497 · Cited by 17 · 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
Younis, B. (2025) · Current Psychology · doi:10.1007/s12144-025-07930-9 · Cited by 16 · see citing works
Comparing the mental health and wellbeing of domestic and international tertiary students
Xiong, W., Radünz, M., Ali, K., King, D. L., Kyrios, M., Zhao, Y., & Fassnacht, D. B. (2024) · Journal of International Students · doi:10.32674/jis.v14i4.6647 · Cited by 15 · see citing works
Rasouli, S., Ghafurian, M., & Dautenhahn, K. (2022) · International Conference on Human-Agent Interaction (HAI) · doi:10.1145/3527188.3561932 · Cited by 14 · see citing works
Castro‐Ramirez, F., Pérez, M. A. P., McGuire, T. C., Rankin, O., García-Alfaro, M. C., Melchor-Audirac, A., Campuzano, M. L. G., Coady, P., Núñez-Delgado, M. J., Mañaná, J., et al. (2023) · Journal of Behavioral and Cognitive Therapy · doi:10.1016/j.jbct.2023.04.001 · Cited by 13 · see citing works
Braun, P., Schwientek, A.-K., Angerer, P., Guthardt, L., Icks, A., Loerbroks, A., & Apolinário-Hagen, J. (2023) · Digital Health · doi:10.1177/20552076231173568 · Cited by 13 · see citing works
Negash, S., Horn, J., Heumann, E., Stock, C., Zeeb, H., Pischke, C. R., Fialho, P. M. M., Helmer, S. M., Niephaus, Y., & Mikolajczyk, R. (2024) · Psychology Research and Behavior Management · doi:10.2147/prbm.s453694 · Cited by 13 · see citing works
Orsolini, L., Appignanesi, C., Pompili, S., & Volpe, U. (2022) · International Review of Psychiatry · doi:10.1080/09540261.2022.2118521 · Cited by 12 · see citing works
Aquino-Malabanan, M. G. (2026) · International Journal of Behavioral and Social Analytics · doi:10.65166/fvqyqy91 · Cited by 11 · see citing works
Designing for mental health in higher education: a collaborative approach to digital interventions
Severes, B., Barreto, M. L., & Esteves, A. (2024) · Behaviour and Information Technology · doi:10.1080/0144929x.2024.2436503 · Cited by 11 · see citing works
Nosè, M., Muriago, G., Turrini, G., Tedeschi, F., Forlani, O., Sartori, R., Badino, M., & Barbui, C. (2025) · Journal of Medical Internet Research · doi:10.2196/69031 · Cited by 12 · see citing works
Psychological safety of students in interaction with virtual reality
Litvinova, A., Berezina, T. N., Kokurin, A. V., & Ekimova, V. I. (2022) · Journal of Modern Foreign Psychology · doi:10.17759/jmfp.2022110309 · Cited by 11 · see citing works
Man, S. S., Li, X., Lin, X. J., Lee, Y.-C., & Chan, A. H. S. (2025) · International Journal of Human–Computer Interaction · doi:10.1080/10447318.2024.2434957 · Cited by 10 · see citing works
Berman, A. H., Topooco, N., Lindfors, P., Bendtsen, M., Lindner, P., Molander, O., Kraepelien, M., Sundström, C., Talebizadeh, N., Engström, K., et al. (2024) · Trials · doi:10.1186/s13063-024-07986-1 · Cited by 9 · see citing works
“The evidence base for internet interventions targeting university students is cautiously positive, but currently not robust [11–13].”
BackgroundLukenga, M.-P., Billonnet, L., Gaugue, J., & Denis, J. (2023) · Frontiers in Psychology · doi:10.3389/fpsyg.2023.1199038 · Cited by 9 · see citing works
Rowshon, M., Mosaddeque, A., Ahmed, T., & Twaha, U. (2025) · International Journal of Multidisciplinary Research and Growth Evaluation · doi:10.54660/.ijmrge.2022.3.1.784-796 · Cited by 9 · see citing works
Hamatani, S., Matsumoto, K., Ishibashi, T., Shibukawa, R., Honda, Y., Kosaka, H., Mizuno, Y., & Andersson, G. (2022) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2022.942936 · Cited by 9 · see citing works
Mehrotra, S., Srikanth, T. K., Dahiya, N., Verma, P., Rao, G. N., Sanghvi, P. B., Grover, A., & Sagar, R. (2025) · Online Journal of Public Health Informatics · doi:10.2196/78065 · Cited by 8 · see citing works
Liu, X., Guo, Y.-X., Zhang, X., Zhang, L.-X., & Zhang, Y. (2023) · World Journal of Psychiatry · doi:10.5498/wjp.v13.i6.397 · Cited by 8 · see citing works
Clustering the Depression Prevalence in Indonesia Provinces through Natural Breaks Jenks Method
Agustin, W. S., Prastika, H. A., Kendrasti, G. K., Fajriyah, R., & Le, V. Q. (2025) · Clinical Practice and Epidemiology in Mental Health · doi:10.2174/0117450179375982250512114928 · Cited by 7 · see citing works
Prevalence of mental disorders among students and contemporary approaches to their prevention
Chaika, Y. A., & Леонидович, Б. М. (2025) · V M BEKHTEREV REVIEW OF PSYCHIATRY AND MEDICAL PSYCHOLOGY · doi:10.31363/2313-7053-2025-3-1086 · Cited by 7 · see citing works
Cho, S., Bastien, L., Petrovic, J., Böke, B. N., & Heath, N. L. (2024) · JMIR Formative Research · doi:10.2196/50018 · Cited by 7 · see citing works
Chatbot-Based Mood and Activity Journaling for Resource-Oriented CBT Support of Students
Striegl, J., Fekih, F., Weber, G., & Loitsch, C. (2024) · Lecture notes in computer science · doi:10.1007/978-3-031-61063-9_12 · Cited by 6 · see citing works
Wagner, K., Reinhardt, Z., Negash, S., Weber, L., Wienke, A., Mikolajczyk, R., & Führer, A. (2025) · PLoS ONE · doi:10.1371/journal.pone.0310378 · Cited by 5 · see citing works
Das, P. J., Kyndait, P., Jamir, S. I., Baishya, D., Kalita, J. K., & Komu, L. T. (2024) · International Journal of Scientific Research in Science and Technology · doi:10.32628/ijsrst24116186 · Cited by 5 · see citing works
Dwan-O'Reilly, M., Harrington, S. M., Gavin, C., Godfrey, E., Cowman, M., Gleeson, C., O’Mahony-Sinnott, A., McCormack, J., Frawley, E., Burke, T., et al. (2025) · Journal of Medical Internet Research · doi:10.2196/73269 · Cited by 5 · see citing works
Transforming College Counseling: An In-House Solution for Student Mental Wellness
Dalvi, A., Kapur, P., Ashtekar, R., Gorugantu, A., & Siddavatam, I. N. A. (2023) · International Conference for Innovation in Technology (INOCON) · doi:10.1109/inocon57975.2023.10101364 · Cited by 5 · see citing works
Striegl, J., Rottmann, S., & Loitsch, C. (2024) · Lecture notes in networks and systems · doi:10.1007/978-3-031-66329-1_14 · Cited by 4 · see citing works
The Role of VR in Education: A Two-Phase Review of Umbrella Reviews and Recent Primary Studies
Varjosalo, J., Räty, P., Heilala, V., Hämäläinen, R., & Kärkkäinen, T. (2025) · IEEE Access · doi:10.1109/access.2025.3598952 · Cited by 4 · see citing works
Li, Y. L., Shen, J., & Huang, G. (2026) · Frontiers in Public Health · doi:10.3389/fpubh.2025.1735471 · Cited by 4 · see citing works
Muriago, G., Chiccoli, A., Papola, D., Compri, B., Turrini, G., Nosè, M., & Barbui, C. (2026) · BMJ Mental Health · doi:10.1136/bmjment-2025-302323 · Cited by 4 · see citing works
Matteucci, I., Corsi, M., Hurdiel, R., Pezé, T., Masson, P., & Porrovecchio, A. (2023) · PLOS Global Public Health · doi:10.1371/journal.pgph.0002298 · Cited by 4 · see citing works
Severijns, Y., Zijlstra, D. N., Brouwers, S. E. M., den Uil, F. M., Vancauwenbergh, V., & Gültzow, T. (2025) · PLoS ONE · doi:10.1371/journal.pone.0333042 · Cited by 3 · see citing works
Robitzsch, R., Lalgi, T. J., Diel, A., Menningmann, S. S. G., Gresser, L. A., Wollenberg, P. J., Teufel, M., Bäuerle, A., & Robitzsch, A. (2026) · JMIR Medical Education · doi:10.2196/82830 · Cited by 2 · see citing works
Pal, S., & Karmakar, R. (2026) · Knowledge-Based Systems · doi:10.1016/j.knosys.2026.115599 · Cited by 2 · see citing works
Nazari, A., Garmaroudi, G., Askari, A., & Foroushani, A. R. (2026) · Discover Psychology · doi:10.1007/s44202-026-00622-w · Cited by 2 · see citing works
Thabrew, H., Boggiss, A. L., Hunt, P., Lim, D. H., Cavadino, A., & Serlachius, A. S. (2025) · Journal of Mental Health · doi:10.1080/09638237.2025.2460123 · Cited by 2 · see citing works
Psychological Impact of Academic Disruption on Medical Students: A Systematic Review
Cho, H. Y., & Yune, S. J. (2025) · Korean Medical Education Review · doi:10.17496/kmer.25.024 · Cited by 2 · see citing works
Positive Education in Higher Education
Allen, R. E., & Kannangara, C. S. (2024) · Emerald Group Publishing Limited eBooks · doi:10.1108/978-1-83753-156-120241004 · Cited by 2 · see citing works
Jayman, M., & Lynam, S. (2024) · Social Sciences · doi:10.3390/socsci13070343 · Cited by 2 · see citing works
Foresight Study on the Influence of ChatGPT In Peruvian Universities Towards 2033
Apaza, M. G. M., Prado, J. C. A., & Hernández-Cenzano, C. G. (2025) · The Electronic Journal of e-Learning · doi:10.34190/ejel.23.2.3837 · Cited by 2 · see citing works
Bastien, L., Cho, S., Petrovic, J., Khoury, B., Bloom, E. L., & Heath, N. L. (2025) · Internet Interventions · doi:10.1016/j.invent.2025.100868 · Cited by 1 · see citing works
Zhu, Y. Y., & Liu, R. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1768759 · Cited by 1 · see citing works
Aluri, J., LEWIS, S., Witmer, A. M., Aguirre, C., Howland, Z., King, L., Han, S., Dredze, M. H., & Wilcox, H. C. (2026) · Public Health Reports · doi:10.1177/00333549261453012 · Cited by 1 · see citing works
NOSKOVA, M., SVISTELNYK, I., KOVTUN, I., ZHYGLO, O., & Веньгрін, М. (2024) · AD ALTA Journal of Interdisciplinary Research · doi:10.33543/j.140141.157162 · Cited by 1 · see citing works
Liverpool, S., Fletcher, K., Chopra, T. K., Jay, D., Walters, F., & Kaye, L. K. (2024) · Mental Health and Digital Technologies · doi:10.1108/mhdt-07-2024-0015 · Cited by 1 · see citing works
Attitudes of university students in Sudan towards digital mental health
Mustafa, S. H., Mohammed, E. A., Makkawi, S. T., & Mohammed, Y. Y. (2024) · South Sudan Medical Journal · doi:10.4314/ssmj.v17i4.6 · Cited by 1 · see citing works
Kong, S., Qiu, L., Ma, X., Su, Y., & Sun, K. T. (2025) · Molecular & cellular biomechanics · doi:10.62617/mcb1406 · Cited by 1 · see citing works
Ito, S., Ang, C., Kampman, O. P., Rokde, K., Buddhika, T., Heaukulani, C., Tan, Z.-W., Dewanti, F. A., Au, E. W. M., Huan, V. S. L., et al. (2025) · BMJ Open · doi:10.1136/bmjopen-2025-103652 · Cited by 1 · see citing works
Wu, L., Zhu, C., Seguin, J. P., Xie, J., Kulkarni, P., Li, M., & Olivier, P. L. (2025) · JMIR Formative Research · doi:10.2196/76695 · Cited by 1 · see citing works
Designing Resilient Educational Ecologies for Mental Health in Techno-Social Learning Environments
Alam, A. (2025) · IGI Global eBooks · doi:10.4018/979-8-3373-5007-3.ch001 · Cited by 1 · see citing works
Madrid‐Cagigal, A., Ryan, L., Kealy, C., McNulty, J., Mulvenna, M. D., Byrne, M., Barry, M. M., & Donohoe, G. J. (2026) · Behaviour and Information Technology · doi:10.1080/0144929x.2026.2675626 · Cited by 1 · see citing works
The Effectiveness of Reality Therapy on Identity Crisis and Mental Well-being of Child Laborers
Taghizadeh, K., Lotfabadi, F., & Alighialou, M. S. (2023) · Ikhtilāl/hā-yi ̒aṣabī taḥavvulī. · doi:10.61838/kman.jndd.2.4.6 · Cited by 1 · see citing works
Mental health problems in medical students around the world
Голенков, А. В., & Nikolaev, E. E. (2023) · Meditsinskaya sestra · doi:10.29296/25879979-2023-03-03 · Cited by 1 · see citing works
The Burden of University Life: Stress, Anxiety, and Depression in Undergraduates
Hossain, M. S. (2025) · International Journal of Latest Technology in Engineering Management & Applied Science · doi:10.51583/ijltemas.2025.14030007 · Cited by 1 · see citing works
Venugopal, S., Sharma, D., & Mishra, R. (2025) · Springer eBooks · doi:10.1007/978-3-031-88793-2_2 · Cited by 1 · see citing works
Acceptance Analysis and Application Success Bicarakan.id using Utaut and DeLone & McLean
Wicaksono, T. A., Wulansari, A., & Rahmawati, R. (2025) · JURNAL TEKNOLOGI DAN OPEN SOURCE · doi:10.36378/jtos.v8i1.4423 · Cited by 1 · see citing works
Evaluating a decision aid for mental health disclosure: Insights from a think-aloud & pilot studyPreprint
Severijns, Y., Brouwers, S. E. M., den Uil, F. M., Zijlstra, D. N., Vancauwenbergh, V., & Gültzow, T. (2024) · doi:10.31234/osf.io/kn7r9 · Cited by 1 · see citing works
Mobile Apps for mental health: Literature review
Gaidai, A. S., Kadyrov, R. V., & Капустина, Т. В. (2023) · Психолог · doi:10.25136/2409-8701.2023.5.44193
ACTITUDES FRENTE A LA COVID-19 Y SALUD EN ESTUDIANTES UNIVERSITARIOS
Javes, J. A. V., Carrasco, A. J. G., Vásquez, A. T. V., & Alburqueque, I. L. V. (2024) · doi:10.48209/978-65-5417-213-4
(2024) · AD ALTA Journal of Interdisciplinary Research · doi:10.33543/140141
Alagarajah, J. (2023) · Cambridge Prisms Global Mental Health · doi:10.1017/gmh.2024.71.pr1
Ghani, F., & Bano, S. (2024) · Journal of Constructivist Psychology · doi:10.1080/10720537.2024.2412854
McCabe, M., Byrne, M. L., Gullifer, J., Smart, I., Chang, C., Singh, S., Khara, G., & Cornish, K. M. (2024) · doi:10.2196/preprints.66775
A digitális jóllét pozitív pszichológiai megközelítésben
Turóczi, H., & Kun, Á. (2025) · Magyar Pszichológiai Szemle · doi:10.1556/0016.2024.00098
Impacto de la salud mental en los estudiantes de la carrera de medicina
Llerena-Pico, F. S., Martínez-Rea, W. M., Sani-Balseca, R. A., & Alfonso-González, I. (2024) · Revista Arbitrada Interdisciplinaria de Ciencias de la Salud Salud y Vida · doi:10.35381/s.v.v8i1.3800
Musa, A. H., Baharuddin, F. N., Nasir, H. M., Beta, R. M. D. M., Ali, A., Zaid, N. A. M., & Selamat, S. M. (2025) · International Journal of Academic Research in Progressive Education and Development · doi:10.6007/ijarped/v14-i2/25345
Ramirez, I., Buss, J., & Lorenzo‐Luaces, L. (2025) · doi:10.2196/preprints.81639
Bisri, M. H., & Mareta, M. (2025) · International Journal of Education and Economic Sciences · doi:10.64451/ijees.v1i3.1.2025
Nogueira-Leite, D., Marques-Cruz, M., & Cruz-Correia, R. J. (2024) · Figshare · doi:10.6084/m9.figshare.26708624
Nogueira-Leite, D., Marques-Cruz, M., & Cruz-Correia, R. J. (2024) · Figshare · doi:10.6084/m9.figshare.26708633
Nogueira-Leite, D., Marques-Cruz, M., & Cruz-Correia, R. J. (2024) · Figshare · doi:10.6084/m9.figshare.26708627
Nogueira-Leite, D., Marques-Cruz, M., & Cruz-Correia, R. J. (2024) · Figshare · doi:10.6084/m9.figshare.26708630
Nogueira-Leite, D., Marques-Cruz, M., & Cruz-Correia, R. J. (2024) · Figshare · doi:10.6084/m9.figshare.26708621
Nogueira-Leite, D., Marques-Cruz, M., & Cruz-Correia, R. J. (2024) · Figshare · doi:10.6084/m9.figshare.26708636
Implementation and Effectiveness of Student Services in Higher Education Institutions
Abusama, H. P., & Remegio, F. M. C. (2026) · Lecture notes in educational technology · doi:10.1007/978-981-95-0872-3_27
Determinants of Digital Health Based Learning in Primary and Secondary Education: Path Analysis
Alfiyani, L., Kusparlina, E. P., Mukhlisin, L., & Salima, F. F. (2026) · Journal of Basic Education Research · doi:10.37251/jber.v7i1.1999
Ukil, I., & Rana, S. (2026) · Journal of Environmental Science Health & Sustainability · doi:10.63697/jeshs.2026.10051
Guided or self-guided resources: what works best for university student stress management?
Bastien, L., Mettler, J., Böke, B. N., Hartwick, K., Riondino, G., Talwar, V., Dubé, A. K., Genova, L. D., Romano, V., Bloom, E. L., et al. (2026) · Current Psychology · doi:10.1007/s12144-025-09014-0
Attridge, M. D., & McDaniel, J. C. (2026) · Journal of Education and Human Development · doi:10.15640/jehd.v15p1
Al-Ghailani, A., & Simon, M. (2026) · Journal of College Student Mental Health · doi:10.1080/28367138.2026.2637866
Bao, C. (2026) · Journal of Education Humanities and Social Sciences · doi:10.54097/2v3wk313
Scott, M., Jones, A., & Guyatt, H. (2026) · Mental Health and Digital Technologies · doi:10.1108/mhdt-10-2025-0076
Supporting the Unseen: Reimagining Mental Health Services for African Online Students
Nang'ama, F. (2026) · Journal of Mental Health and Psychology · doi:10.69739/jmhp.v1i1.1609
- Authors
- Harith, S., Backhaus, I., Mohbin, N., Ngo, H. T., & Khoo, S.
- Affiliations
- University of Malaya (MY)
- Heinrich Heine University Düsseldorf (DE)
- Health Promotion Unit, Pekan District Health Office, Pekan, Pahang, Malaysia
- Vietnam National University Ho Chi Minh City (VN)
- Corresponding author
- Backhaus, Insa
- Khoo, Selina
- Venue
- PeerJ
- Publisher
- PeerJ
- Published
- 2022-03-31
- Volume
- 10
- Pages
- e13111
- ISSN
- 2167-8359 (ISSN-L)
- PMC
- PMC8977068
- OpenAlex
- W4221021975
- Cited by
- 105
- References
- 42
- Citations by year
- 2026: 31 · 2025: 28 · 2024: 28 · 2023: 13 · 2022: 5
- FWCI
- 3.28
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- PeerJ (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Ghent University Academic Bibliography (Ghent University) (submittedVersion, cc-by-sa)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
- Funders
- SATU Joint Research Scheme (ST024-2020)
- Topics
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Social Sciences › Psychology › Social Psychology › Mental Health Treatment and Access
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
- Keywords
- digital mental health interventions, university students, student mental health, psychological well-being, depression, anxiety, stress, eating disorders, online intervention, computer-based intervention, cognitive behavioral therapy, mobile application, short message service, virtual reality intervention, skills training, relaxation training, exposure therapy, intervention effectiveness
- MeSH terms
- Systematic Reviews as Topic, Humans, Mental Health, Students, Universities, Cognitive Behavioral Therapy
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