Digital Mental Health Interventions for University Students With Mental Health Difficulties: A Systematic Review and Meta‐Analysis
Open accessAbstract
Background: While third‐level educational institutions have long provided counselling, a sharp rise in demand has led to limited access to mental health supports for many students, including those with ongoing difficulties. Digital mental health interventions represent one response to this unmet need, given the potential low cost and scalability associated with no‐to‐low human resources involved. Objective: The aim of this study was to conduct a systematic review and meta‐analysis of the literature examining effectiveness of digital mental health interventions for university students with ongoing mental health difficulties. Methods: The following databases were searched: PubMed, EBSCOhost (CINHAHL/PsycINFO/PsycArticles) and Web of Science. Two‐armed randomised‐control trials were included in the meta‐analysis. A random‐effects meta‐analysis was conducted and standardised mean differences were calculated. Effect sizes were then compared in terms of therapeutic approach, and whether interventions were fully automated or guided interventions. This study was registered with PROSPERO, CRD42024504265. Results: Thirty four eligible studies were included in this narrative synthesis, of which 21 randomised‐controlled trials were included in the meta‐analysis. Random‐effects meta‐analysis indicated an overall medium effect size in favour of digital interventions for both depression (Cohen's d = 0.55), and anxiety (Cohen's d = 0. 46). Of note, for anxiety outcomes, fully automated interventions appeared more effective (d = 0.55) than guided interventions (d = 0.35). Conclusions: Digital mental health interventions are associated with beneficial effects for college students when measured in terms of anxiety and depression symptom severity. For anxiety, fully automated interventions may be more effective than guided interventions to reduce symptom severity.
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The adherence figures in this study are notably higher than completion rates typically observed in digital mental health interventions.
“These figures are notably higher than completion rates typically observed in digital mental health interventions, where dropout rates commonly range from 23% to 64% and completion rates vary widely from 26% to 100% depending on intervention characteristics and population [29,32,33].”
From Schema-Informed Digital Mental Health Intervention for Maladaptive Cognitive-Emotional Patterns: Randomized Controlled Trial (2025) · cites this paper as [33]
The Introduction, under “Guided Versus Fully Automated Digital Interventions,” reports engagement rates of 26%–100% and study attrition rates of 23%–64%. Those ranges match the citing sentence, but the paper distinguishes engagement from intervention completion and defines study attrition as failure to complete the research protocol. It therefore does not establish the quoted ranges as completion and intervention-dropout rates, respectively. (LLM, conf=0.86)
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Cites
Measuring inconsistency in meta-analyses
Higgins, J. P. T., Thompson, S. G., Deeks, J. J., & Altman, D. G. (2003) · BMJ · doi:10.1136/bmj.327.7414.557 · Cited by 63,139 · see citing works
The CES-D Scale: A Self-Report Depression Scale for Research in the General Population
Radloff, L. S. (1977) · Applied Psychological Measurement · doi:10.1177/014662167700100306 · Cited by 53,267 · see citing works
The PHQ-9: Validity of a brief depression severity measure
Kroenke, K., Spitzer, R. L., & Williams, J. B. W. (2001) · Journal of General Internal Medicine · doi:10.1046/j.1525-1497.2001.016009606.x · Cited by 44,910 · cited 1× · see citing works
“…Brown 1996), the Centre for Epidemiological Studies Depression Scale (Radloff 1977), the Patient Health Questionnaire (Kroenke et al. 1998, 2009; Kroenke, Spitzer, and Williams 2001) or the Depression, Anxiety and Stress Scale (Lovibond and Lovibond 1995) as outcomes measures of depressive…”
An inventory for measuring depression
BECK, A. T. (1961) · Archives of General Psychiatry · doi:10.1001/archpsyc.1961.01710120031004 · Cited by 38,032 · see citing works
The Cochrane Collaboration's tool for assessing risk of bias in randomised trials
Higgins, J. P. T., Altman, D. G., Gotzsche, P. C., Juni, P., Moher, D., Oxman, A. D., Savovic, J., Schulz, K. F., Weeks, L., Sterne, J. A. C., et al. (2011) · BMJ · doi:10.1136/bmj.d5928 · Cited by 33,817 · see citing works
A Brief Measure for Assessing Generalized Anxiety Disorder: The GAD-7
Spitzer, R. L., Kroenke, K., Williams, J. B. W., & Löwe, B. (2006) · Archives of Internal Medicine · doi:10.1001/archinte.166.10.1092 · Cited by 31,765 · see citing works
Dermyshi, E., Wang, Y., Yan, C., Hong, W., Qiu, G., Gong, X., & Zhang, T. (2017) · Neonatology · doi:10.1159/000454668 · Cited by 24,577 · see citing works
Kessler, R. C., Berglund, P., Demler, O., Jin, R., Merikangas, K. R., & Walters, E. E. (2005) · Archives of General Psychiatry · doi:10.1001/archpsyc.62.6.593 · Cited by 20,391 · see citing works
ROBINS-I: a tool for assessing risk of bias in non-randomised studies of interventions
Sterne, J. A., Hernán, M. A., Reeves, B. C., Savović, J., Berkman, N. D., Viswanathan, M., Henry, D., Altman, D. G., Ansari, M. T., Boutron, I., et al. (2016) · BMJ · doi:10.1136/bmj.i4919 · Cited by 20,329 · see citing works
Intrinsic and Extrinsic Motivations: Classic Definitions and New Directions
Ryan, R. M., & Deci, E. L. (2000) · Contemporary Educational Psychology · doi:10.1006/ceps.1999.1020 · Cited by 18,666 · cited 1× · see citing works
“In this context, the self-determination theory (Ryan and Deci 2000) differentiates between intrinsic motivation, referring to doing something because it is inherently interesting, and extrinsic motivation, which refers to doing something because it leads to an external outcome.”
An inventory for measuring clinical anxiety: Psychometric properties.
Beck, A. T., Epstein, N., Brown, G., & Steer, R. A. (1988) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.56.6.893 · Cited by 14,407 · see citing works
Borenstein, M., Hedges, L. V., Higgins, J. P. T., & Rothstein, H. R. (2009) · doi:10.1002/9780470743386 · Cited by 14,225 · see citing works
Duval, S., & Tweedie, R. (2000) · Biometrics · doi:10.1111/j.0006-341x.2000.00455.x · Cited by 14,099 · see citing works
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) · Systematic Reviews · doi:10.1186/s13643-021-01626-4 · Cited by 13,874 · see citing works
Selective Cortical Undercutting As a Means of Modifying and Studying Frontal Lobe Function in Man
Scoville, W. B. (1949) · Journal of neurosurgery · doi:10.3171/jns.1949.6.1.0065 · Cited by 7,373 · see citing works
Age at onset of mental disorders worldwide: Large-scale meta-analysis of 192 epidemiological studies
Solmi, M., Radua, J., Olivola, M., Croce, E., Soardo, L., Salazar de Pablo, G., Il Shin, J., Kirkbride, J. B., Jones, P., Kim, J. H., et al. (2022) · Molecular Psychiatry · doi:10.1038/s41380-021-01161-7 · Cited by 3,835 · see citing works
Age of onset of mental disorders: a review of recent literature
Kessler, R. C., Amminger, G. P., Aguilar-Gaxiola, S., Alonso, J., Lee, S., & ??st??n, T. B. (2007) · Current Opinion in Psychiatry · doi:10.1097/yco.0b013e32816ebc8c · Cited by 3,457 · cited 1× · see citing works
“Further, emerging adulthood, which coincides with transition to college, represents the peak period of risk for the onset of mental health problems (Kessler et al. 2007; Duffy et al. 2020).”
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 1× · see citing works
“Previous evidence shows that 25% of university students experience depression and 14% experience suicide related outcomes (Auerbach et al. 2018).”
Depression Anxiety Stress Scales
Lovibond, S. H., & Lovibond, P. F. (2011) · PsycTESTS Dataset · doi:10.1037/t01004-000 · Cited by 2,416 · see citing works
Twenge, J. M., Cooper, A. B., Joiner, T. E., Duffy, M. E., & Binau, S. G. (2019) · Journal of Abnormal Psychology · doi:10.1037/abn0000410 · Cited by 1,469 · see citing works
Computer-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
Advantages and limitations of Internet-based interventions for common mental disorders
Andersson, G., & Titov, N. (2014) · World Psychiatry · doi:10.1002/wps.20083 · Cited by 1,160 · see citing works
Mohr, D. C., Cuijpers, P., & Lehman, K. (2011) · Journal of Medical Internet Research · doi:10.2196/jmir.1602 · Cited by 1,097 · see citing works
Borghouts, J., Eikey, E., Mark, G., De Leon, C., Schueller, S. M., Schneider, M., Stadnick, N., Zheng, K., Mukamel, D., & Sorkin, D. H. (2021) · Journal of Medical Internet Research · doi:10.2196/24387 · Cited by 1,069 · cited 1× · see citing works
“A systematic review by Borghouts et al. (2021) suggested that interventions that include some levels of prompting were associated with improved adherence but appeared agnostic about whether this needed to come from another human or was simply an automated reminder.”
Lipson, S. K., Lattie, E. G., & Eisenberg, D. (2019) · Psychiatric Services · doi:10.1176/appi.ps.201800332 · Cited by 947 · 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
Cuijpers, P., Donker, T., van Straten, A., Li, J., & Andersson, G. (2010) · Psychological Medicine · doi:10.1017/s0033291710000772 · Cited by 832 · see citing works
Colizzi, M., Lasalvia, A., & Ruggeri, M. (2020) · International Journal of Mental Health Systems · doi:10.1186/s13033-020-00356-9 · Cited by 727 · see citing works
Fleming, T., Bavin, L., Lucassen, M., Stasiak, K., Hopkins, S., & Merry, S. (2018) · Journal of Medical Internet Research · doi:10.2196/jmir.9275 · Cited by 670 · see citing works
The Lancet Psychiatry Commission on youth mental health
McGorry, P. D., Mei, C., Dalal, N., Alvarez-Jimenez, M., Blakemore, S.-J., Browne, V., Dooley, B., Hickie, I. B., Jones, P. B., McDaid, D., et al. (2024) · The Lancet Psychiatry · doi:10.1016/s2215-0366(24)00163-9 · Cited by 663 · see citing works
Ardito, R. B., & Rabellino, D. (2011) · Frontiers in Psychology · doi:10.3389/fpsyg.2011.00270 · Cited by 647 · see citing works
Trends in U.S. Depression Prevalence From 2015 to 2020: The Widening Treatment Gap
Goodwin, R. D., Dierker, L., Wu, M., Galea, S., Hoven, C. W., & Weinberger, A. H. (2022) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2022.05.014 · Cited by 579 · see citing works
Linardon, J., & Fuller-Tyszkiewicz, M. (2020) · Journal of Consulting and Clinical Psychology · doi:10.1037/ccp0000459 · Cited by 573 · see citing works
Erbe, D., Eichert, H.-C., Riper, H., & Ebert, D. D. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.6588 · Cited by 532 · see citing works
Campbell, F., Blank, L., Cantrell, A. J., Baxter, S. K., Blackmore, C., Dixon, J., & Goyder, E. (2022) · BMC Public Health · doi:10.1186/s12889-022-13943-x · Cited by 491 · 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
Trends in college students’ mental health diagnoses and utilization of services, 2009–2015
Oswalt, S. B., Lederer, A. M., Chestnut-Steich, K., Day, C. R. T., Halbritter, A., & Ortiz, D. (2018) · Journal of American College Health · doi:10.1080/07448481.2018.1515748 · Cited by 470 · see citing works
An overview of and recommendations for more accessible digital mental health services
Lattie, E. G., Stiles-Shields, C., & Graham, A. K. (2022) · Nature Reviews Psychology · doi:10.1038/s44159-021-00003-1 · Cited by 446 · see citing works
Philippe, T. J., Sikder, N., Jackson, A., Koblanski, M. E., Liow, E., Pilarinos, A., & Vasarhelyi, K. (2022) · JMIR Mental Health · doi:10.2196/35159 · Cited by 436 · see citing works
Trends in anxiety among adults in the United States, 2008–2018: rapid increases among young adults
Goodwin, R. D., Weinberger, A. H., Kim, J. H., Wu, M., & Galea, S. (2020) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2020.08.014 · Cited by 426 · see citing works
Digital interventions for the treatment of depression: a meta-analytic review
Moshe, I., Terhorst, Y., Philippi, P., Domhardt, M., Cuijpers, P., Cristea, I., Pulkki-Råback, L., Baumeister, H., & Sander, L. B. (2021) · Psychological Bulletin · doi:10.1037/bul0000334 · Cited by 390 · see citing works
Defining the criteria for including studies and how they will be grouped for the synthesis
McKenzie, J. E., Brennan, S., Ryan, R. E., Thomson, H., Johnston, R. V., & Thomas, J. (2019) · Wiley eBooks · doi:10.1002/9781119536604.ch3 · Cited by 378 · see citing works
Gan, D. Z. Q., McGillivray, L., Han, J., Christensen, H., & Torok, M. (2021) · Frontiers in Digital Health · doi:10.3389/fdgth.2021.764079 · Cited by 305 · see citing works
Wiens, K., Bhattarai, A., Pedram, P., Dores, A., Williams, J., Bulloch, A., & Patten, S. (2020) · Epidemiology and Psychiatric Sciences · doi:10.1017/s2045796020000281 · Cited by 285 · see citing works
Mental health care for university students: a way forward?
Duffy, A., Saunders, K. E. A., Malhi, G. S., Patten, S., Cipriani, A., McNevin, S. H., MacDonald, E., & Geddes, J. (2019) · The Lancet Psychiatry · doi:10.1016/s2215-0366(19)30275-5 · Cited by 261 · cited 1× · see citing works
“For young adults, the college years are particularly important as they can involve multiple social and academic stressors such as academic demands, financial worries, and loneliness, which increases the risk for mental health difficulties (Duffy et al. 2019; Campbell et al. 2022).”
Duffy, A. C., Keown‐Stoneman, C. D. G., Goodday, S., Horrocks, J., Lowe, M. P., King, N., Pickett, W., McNevin, S. H., Cunningham, S., Rivera, D., et al. (2020) · BJPsych Open · doi:10.1192/bjo.2020.24 · Cited by 232 · see citing works
Harrer, M., Adam, S. H., Fleischmann, R. J., Baumeister, H., Auerbach, R., Bruffaerts, R., Cuijpers, P., Kessler, R. C., Berking, M., Lehr, D., et al. (2018) · Journal of Medical Internet Research · doi:10.2196/jmir.9293 · Cited by 216 · cited 10× · see citing works
“While previous reviews had focused on non-clinical student populations (i.e., Harrer et al. 2018; Lattie et al. 2019; D'Adamo et al. 2023) this study focused specifically on mental health symptoms as measured by standardised psychological measures such as the GAD-7 and the PHQ-9.”
InfluentialWorsley, J. D., Pennington, A., & Corcoran, R. (2022) · PLOS ONE · doi:10.1371/journal.pone.0266725 · Cited by 205 · cited 1× · see citing works
“For example, in 2017, 94% of universities in the UK reported an increase in demand for counselling services compared to the prior five years (Thorley 2017; Worsley, Pennington, and Corcoran 2022).”
He, Y., Yang, L., Zhu, X., Wu, B., Zhang, S., Qian, C., & Tian, T. (2022) · Journal of Medical Internet Research · doi:10.2196/40719 · Cited by 178 · see citing works
Scaling evidence-based treatments through digital mental health.
Schueller, S. M., & Torous, J. B. (2020) · American Psychologist · doi:10.1037/amp0000654 · Cited by 174 · see citing works
Pauley, D., Cuijpers, P., Papola, D., Miguel, C., & Karyotaki, E. (2021) · Psychological Medicine · doi:10.1017/s0033291721001999 · Cited by 170 · see citing works
University students’ use of mental health services: a systematic review and meta-analysis
Osborn, T. G., Li, S., Saunders, R., & Fonagy, P. (2022) · International Journal of Mental Health Systems · doi:10.1186/s13033-022-00569-0 · Cited by 167 · see citing works
Musiat, P., Johnson, C., Atkinson, M., Wilksch, S., & Wade, T. (2022) · Psychological Medicine · doi:10.1017/s0033291721004621 · Cited by 166 · see citing works
Providing Human Support for the Use of Digital Mental Health Interventions: Systematic Meta-review
Werntz, A., Amado, S., Jasman, M., Ervin, A., & Rhodes, J. E. (2023) · Journal of Medical Internet Research · doi:10.2196/42864 · Cited by 158 · see citing works
Hof, E. V., Cuijpers, P., & Stein, D. J. (2009) · CNS Spectrums · doi:10.1017/s1092852900027279 · Cited by 156 · see citing works
The impact of COVID-19 on youth mental health: A mixed methods survey
Bell, I. H., Nicholas, J., Broomhall, A., Bailey, E., Bendall, S., Boland, A. K., Robinson, J., Adams, S., McGorry, P. D., & Thompson, A. D. (2023) · Psychiatry Research · doi:10.1016/j.psychres.2023.115082 · Cited by 147 · see citing works
Sun, S., Lin, D., Goldberg, S., Shen, Z., Chen, P., Qiao, S., Brewer, J., Loucks, E., & Operario, D. (2022) · Journal of Counseling Psychology · doi:10.1037/cou0000568 · Cited by 138 · see citing works
Ferrari, M., Allan, S., Arnold, C., Eleftheriadis, D., Álvarez‐Jiménez, M., Gumley, A. I., & Gleeson, J. (2022) · Journal of Medical Internet Research · doi:10.2196/39686 · Cited by 138 · see citing works
Mental Health-Related Digital Use by University Students: A Systematic Review
Montagni, I., Tzourio, C., Cousin, T., Sagara, J. A., Bada-Alonzi, J., & Horgan, A. M. (2019) · Telemedicine Journal and e-Health · doi:10.1089/tmj.2018.0316 · Cited by 119 · see citing works
Cook, L., Mostazir, M., & Watkins, E. R. (2019) · Journal of Medical Internet Research · doi:10.2196/11349 · Cited by 112 · 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
College student engagement with mental health apps: analysis of barriers to sustained use
Melcher, J., Camacho, E., Lagan, S., & Torous, J. (2022) · Journal of American College Health · doi:10.1080/07448481.2020.1825225 · Cited by 106 · see citing works
Effectiveness of digital mental health interventions for university students: An umbrella review
Harith, S., Backhaus, I., Mohbin, N., Ngo, H. T., & Khoo, S. (2022) · PeerJ · doi:10.7717/peerj.13111 · Cited by 105 · see citing works
Ponzo, S., Morelli, D., Kawadler, J. M., Hemmings, N. R., Bird, G., & Plans, D. (2020) · JMIR mHealth and uHealth · doi:10.2196/17767 · Cited by 100 · see citing works
Generalized Anxiety Disorder 7
Spitzer, R. L., Kroenke, K., Williams, J. B. W., & Löwe, B. (2006) · PsycTESTS Dataset · doi:10.1037/t02591-000 · Cited by 97 · see citing works
Leung, C., Pei, J., Hudec, K., Shams, F., Munthali, R., & Vigo, D. (2022) · Journal of Medical Internet Research · doi:10.2196/36004 · Cited by 94 · see citing works
Forbes, A., Keleher, M. R., Venditto, M., & DiBiasi, F. (2023) · Journal of Medical Internet Research · doi:10.2196/43727 · Cited by 94 · see citing works
Key concepts in clinical epidemiology: detecting and dealing with heterogeneity in meta-analyses
Cordero, C. P., & Dans, A. L. (2021) · Journal of Clinical Epidemiology · doi:10.1016/j.jclinepi.2020.09.045 · Cited by 89 · 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 · cited 1× · see citing works
“Moreover, although previous reviews have focused on the effectiveness of DMHIs among university students (D'Adamo et al. 2023; Montagni et al. 2020; Riboldi et al. 2023) there seems to be a gap of knowledge in terms of systematic reviews of DMHIs among clinical and sub-clinical college student…”
Salamanca-Sanabria, A., Richards, D., Timulak, L., Connell, S., Mojica Perilla, M., Parra-Villa, Y., & Castro-Camacho, L. (2020) · JMIR Mental Health · doi:10.2196/13392 · Cited by 83 · 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
Winter, N., Russell, L., Ugalde, A., WHITE, V. M., & Livingston, P. M. (2022) · Journal of Medical Internet Research · doi:10.2196/30026 · Cited by 80 · see citing works
Ebert, D. D., Buntrock, C., Lehr, D., Smit, F., Riper, H., Baumeister, H., Cuijpers, P., & Berking, M. (2018) · Behavior Therapy · doi:10.1016/j.beth.2017.05.004 · Cited by 75 · see citing works
King, N., Pickett, W., McNevin, S. H., Bowie, C., Rivera, D., Keown-Stoneman, C., Harkness, K. L., Cunningham, S., Milanovic, M., Saunders, K. E. A., et al. (2020) · Early Intervention in Psychiatry · doi:10.1111/eip.12939 · Cited by 72 · see citing works
McCall, H. C., Richardson, C. G., Helgadottir, F. D., & Chen, F. S. (2018) · Journal of Medical Internet Research · doi:10.2196/jmir.8630 · Cited by 71 · see citing works
Hides, L. M., Dingle, G. A., Quinn, C. A., Stoyanov, S. R., Zelenko, O., Tjondronegoro, D., Johnson, D. M., Cockshaw, W. D., & Kavanagh, D. J. (2018) · JMIR mhealth and uhealth · doi:10.2196/11482 · Cited by 71 · see citing works
Bruhns, A., Lüdtke, T., Moritz, S., & Bücker, L. (2021) · JMIR mHealth and uHealth · doi:10.2196/26498 · Cited by 68 · see citing works
Levin, M. E., Hicks, E. T., & Krafft, J. (2022) · Journal of American College Health · doi:10.1080/07448481.2020.1728281 · Cited by 65 · see citing works
Karyotaki, E., Klein, A. M., Ciharova, M., Bolinski, F., Krijnen, L., de Koning, L., de Wit, L., van der Heijde, C. M., Ebert, D. D., Riper, H., et al. (2022) · Behaviour Research and Therapy · doi:10.1016/j.brat.2021.104028 · Cited by 60 · cited 6× · see citing works
“It is important to highlight that only four studies (Karyotaki et al. 2022; Broglia, Millings, and Barkham 2019; Palacios et al. 2018; Kingston et al. 2020) provided details about the inclusion of international students in their sample, and only six studies (Salamanca-Sanabria et al. 2020; Bruhns…”
InfluentialPalacios, J. E., Richards, D., Palmer, R., Coudray, C., Hofmann, S. G., Palmieri, P. A., & Frazier, P. (2018) · JMIR Mental Health · doi:10.2196/11467 · Cited by 52 · see citing works
Sit, H. F., Hong, I. W., Burchert, S., Sou, E. K. L., Wong, M., Chen, W. L., Lam, A. I. F., & Hall, B. J. (2022) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2021.812667 · Cited by 45 · see citing works
Valentine, L., McEnery, C., Bell, I., O’Sullivan, S., Pryor, I., Gleeson, J., Bendall, S., & Álvarez‐Jiménez, M. (2020) · JMIR Mental Health · doi:10.2196/18990 · Cited by 44 · see citing works
Updated taxonomy of digital mental health interventions: a conceptual framework
Pineda, B. S., Mejia, R., Qin, Y., Martinez, J., Delgadillo, L. G., & Muñoz, R. F. (2023) · mHealth · doi:10.21037/mhealth-23-6 · Cited by 41 · see citing works
Unique associations between anxiety, depression and motives for approach and avoidance goal pursuit
Winch, A., Moberly, N. J., & Dickson, J. M. (2014) · Cognition & Emotion · doi:10.1080/02699931.2014.976544 · Cited by 39 · see citing works
Zhao, C., Wampold, B. E., Ren, Z., Zhang, L., & Guangrong, J. (2022) · Journal of Clinical Psychology · doi:10.1002/jclp.23329 · Cited by 38 · see citing works
D'Adamo, L., Paraboschi, L., Claire Grammer, A., Fennig, M., Graham, A. K., Yaeger, L. H., Newman, M. G., Wilfley, D. E., Barr Taylor, C., Eisenberg, D., et al. (2023) · Journal of Behavioral and Cognitive Therapy · doi:10.1016/j.jbct.2023.05.002 · Cited by 37 · see citing works
Dear, B. F., Johnson, B., Singh, A., Wilkes, B., Brkic, T., Gupta, R., Jones, M. P., Bailey, S., Dudeney, J., Gandy, M., et al. (2019) · Journal of Affective Disorders · doi:10.1016/j.jad.2019.06.044 · Cited by 36 · cited 3× · see citing works
“…meta-analysis. et al. 2018; Broglia, Millings, and Barkham 2019); and the remaining papers included a longitudinal study (Attridge et al. 2020), an exploratively secondary analysis (Hennemann et al. 2022), a prospective study (Dear et al. 2019), and a micro-randomised trial (Thomas et al. 2023).”
Broglia, E., Millings, A., & Barkham, M. (2019) · JMIR mhealth and uhealth · doi:10.2196/14318 · Cited by 34 · see citing works
Newman, M. G., Kanuri, N., Rackoff, G. N., Jacobson, N. C., Bell, M. J., & Taylor, C. B. (2021) · Psychotherapy · doi:10.1037/pst0000383 · Cited by 34 · see citing works
A Randomized Controlled Trial of Internet-Based Self-Help for Stress During the COVID-19 Pandemic
Rackoff, G. N., Fitzsimmons-Craft, E. E., Taylor, C. B., Eisenberg, D., Wilfley, D. E., & Newman, M. G. (2022) · Journal of Adolescent Health · doi:10.1016/j.jadohealth.2022.01.227 · Cited by 34 · see citing works
Haeger, J. A., Davis, C. H., & Levin, M. E. (2022) · Journal of American College Health · doi:10.1080/07448481.2020.1763366 · Cited by 33 · see citing works
Ha, S. W., & Kim, J. (2020) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2020.1750792 · Cited by 32 · see citing works
Six, S. G., Byrne, K., Aly, H., & Harris, M. W. (2022) · JMIR Mental Health · doi:10.2196/39516 · Cited by 31 · see citing works
Suffoletto, B., Goldstein, T., Gotkiewicz, D., Gotkiewicz, E., George, B., & Brent, D. (2021) · JMIR Formative Research · doi:10.2196/32271 · Cited by 29 · see citing works
Ling, Y., He, Y., Yong, W., Cen, W., Zhou, Q., & Zhong, M. (2016) · BMC Psychiatry · doi:10.1186/s12888-016-0842-5 · Cited by 25 · see citing works
Kingston, J., Becker, L., Woeginger, J., & Ellett, L. (2020) · Journal of Affective Disorders · doi:10.1016/j.jad.2020.07.087 · Cited by 22 · cited 4× · see citing works
“…outcome data. et al. 2020; Bruhns et al. 2021; Harrer et al. 2018; Karyotaki et al. 2022; Kim and Lee 2023; Ponzo et al. 2020; Zhao et al. 2022; Kingston et al. 2020; Sun et al. 2022; Suffoletto et al. 2021; Ruehlman and Karoly 2023; Newman et al. 2021; Levin, Hicks, and Krafft 2022; Räsänen,…”
InfluentialShort, N. A., & Schmidt, N. B. (2019) · Behavior Therapy · doi:10.1016/j.beth.2019.05.012 · Cited by 22 · see citing works
Attridge, M. D., Morfitt, R. C., Roseborough, D. J., & Jones, E. R. (2020) · JMIR Formative Research · doi:10.2196/17712 · Cited by 21 · see citing works
Hemmings, N. R., Kawadler, J. M., Whatmough, R., Ponzo, S., Rossi, A., Morelli, D., Bird, G., & Plans, D. (2021) · JMIR Formative Research · doi:10.2196/21737 · Cited by 19 · cited 1× · see citing works
“Acceptance and commitment therapy (ACT) has also been adopted for online treatment (Levin, Hicks, and Krafft 2022) and has been found to effectively treat mental health issues such as anxiety and depression among university students (Hemmings et al. 2021).”
Bautista, C. L., Ralston, A. L., Brock, R. L., & Hope, D. A. (2022) · Cogent Psychology · doi:10.1080/23311908.2022.2040160 · Cited by 17 · see citing works
Dumarkaitė, A., Truskauskaitė-Kunevičienė, I., Andersson, G., & Kazlauskas, E. (2022) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2022.799259 · Cited by 16 · see citing works
15-item Patient Health Questionnaire
Kroenke, K., Spitzer, R. L., deGruy, F. V., & Swindle, R. W. (1998) · PsycTESTS Dataset · doi:10.1037/t19590-000 · Cited by 13 · see citing works
Harrison, G., & Gordon, E. (2021) · Counselling and Psychotherapy Research · doi:10.1002/capr.12441 · Cited by 13 · see citing works
Modelling student preferences for the design of campus counselling services
Walsh, S., Cullinan, J., Flannery, D. J., & Kennelly, B. (2020) · Studies in Higher Education · doi:10.1080/03075079.2020.1744124 · Cited by 12 · see citing works
Stanic, J., Barth, J., Danon, N., Bondolfi, G., Jermann, F., & Eicher, M. (2021) · Journal of Psychosocial Oncology Research and Practice · doi:10.1097/or9.0000000000000048 · Cited by 11 · see citing works
Papini, S., Jacquart, J., Zaizar, E. D., Telch, M. J., & Smits, J. A. J. (2022) · Cognitive and Behavioral Practice · doi:10.1016/j.cbpra.2022.04.001 · Cited by 11 · see citing works
Hennemann, S., Böhme, K., Kleinstäuber, M., Ruckes, C., Baumeister, H., Daniel Ebert, D., Küchler, A.-M., & Witthöft, M. (2022) · Behavior Therapy · doi:10.1016/j.beth.2022.06.006 · Cited by 11 · see citing works
Thomas, E. B. K., Sagorac Gruichich, T., Maronge, J. M., Hoel, S., Victory, A., Stowe, Z. N., & Cochran, A. (2023) · JMIR Mental Health · doi:10.2196/43065 · Cited by 9 · see citing works
O’Bryan, E. M., McLeish, A. C., Norr, A. M., Ely, S., Bass, Z., Davies, C. D., Capron, D. W., Schmidt, N. B., & Mano, K. E. J. (2021) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2021.102425 · Cited by 8 · see citing works
Ruehlman, L. S., & Karoly, P. (2021) · Journal of American College Health · doi:10.1080/07448481.2021.1961781 · Cited by 8 · see citing works
Akram, A., & Arshad, T. (2022) · Counselling and Psychotherapy Research · doi:10.1002/capr.12571 · Cited by 8 · see citing works
Räsänen, P., Muotka, J. S., & Lappalainen, R. I. (2023) · Journal of Contextual Behavioral Science · doi:10.1016/j.jcbs.2023.06.006 · Cited by 8 · see citing works
IS THERE TIME ENOUGH? ETHICAL DILEMMAS INHERENT IN OFFERING TIME‐LIMITED WORK IN THE UNIVERSITY
Hallett, C. (2012) · British Journal of Psychotherapy · doi:10.1111/j.1752-0118.2012.01285.x · Cited by 6 · see citing works
Patient Health Questionnaire-4
Kroenke, K., Spitzer, R. L., Williams, J. B. W., & Löwe, B. (2009) · PsycTESTS Dataset · doi:10.1037/t06168-000 · Cited by 5 · see citing works
Kim, S., & Lee, K. (2023) · Archives of Psychiatric Nursing · doi:10.1016/j.apnu.2023.01.003 · Cited by 4 · see citing works
Flagged first, then by citations
1 of the 116 references couldn’t be matched to a known paper.
Research works printed but not linked: 1
- Veritas Health Innovation. 2020. Covidence Systematic Review Software. http://www.covidence.org.
Cited by
Sorted by citations
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
Witte, N. A. J. D., Best, P., Torous, J. B., Mulvenna, M. D., Assche, E. V., Mathiasen, K., Kleiboer, A. M., Carlbring, P., & Daele, T. V. (2026) · Internet Interventions · doi:10.1016/j.invent.2026.100927 · Cited by 5 · see citing works
Self-citationKandala, R., Moharir, A. K., & Nayak, D. A. (2025) · IEEE ... International Conference on Data Mining workshops · doi:10.1109/icdmw69685.2025.00156 · Cited by 5 · see citing works
ElBarazi, A. S., Mohamed, H., & Nasser, R. (2026) · Healthcare · doi:10.3390/healthcare14091247 · 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
Self-citationMehrotra, 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
Jeong, S., Kim, H., Lho, S. K., Hwang, I., Mun, S., Kim, S., Lim, H., Kim, H., Shin, M.-S., & Moon, W. (2025) · Journal of Medical Internet Research · doi:10.2196/65892 · Cited by 2 · see citing works
“These figures are notably higher than completion rates typically observed in digital mental health interventions, where dropout rates commonly range from 23% to 64% and completion rates vary widely from 26% to 100% depending on intervention characteristics and population [29,32,33] .”
Frameworks for Developing Digital Mental Health Interventions
Neto, D. D., Sebastião, R., Baptista, T. M., & Petkari, E. (2025) · European Psychologist · doi:10.1027/1016-9040/a000571 · Cited by 2 · see citing works
Witte, N. A. J. D., Buelens, F., Apolinário-Hagen, J., & Daele, T. V. (2025) · Clinical Psychology in Europe · doi:10.32872/cpe.16235 · Cited by 2 · see citing works
Pleșea-Condratovici, C., Dionisie, V., Moroianu, L.-A., Serban, P. S., Plesea-Condratovici, V., & Arbune, M. (2025) · Healthcare · doi:10.3390/healthcare13233118 · Cited by 2 · see citing works
Witmer, A. M., Aguirre, C., Lewis, S., Howland, Z., King, L., Han, S., Dredze, M. H., Wilcox, H. C., & Aluri, J. (2026) · Journal of Affective Disorders · doi:10.1016/j.jad.2026.121449 · Cited by 2 · see citing works
Trinh, T. A., & Nhieu, N. (2026) · Humanities and Social Sciences Communications · doi:10.1057/s41599-026-06959-w · Cited by 2 · see citing works
Wang, R., Sun, X., Sun, Y., & Wang, J. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1794568 · Cited by 3 · see citing works
Ta, A., Salgin, N., Armstrong, C., Reindel, K. M. P., Mehta, R. K., McDonald, A., McCord, C., & Sasangohar, F. (2026) · IISE Transactions on Healthcare Systems Engineering · doi:10.1080/24725579.2026.2685699 · Cited by 15 · see citing works
Ren, Y., Mulukutla, R., Mankoff, J. C., & Dey, A. K. (2025) · JMIR Formative Research · doi:10.2196/78657 · Cited by 2 · see citing works
Walsund, K., Masterson, D., & Knez, R. (2026) · JMIR Research Protocols · doi:10.2196/88458 · Cited by 1 · see citing works
Nastaran, A., Ramezani‐Doroh, V., Khoramrooz, M., & Rangchian, M. (2025) · BMC Health Services Research · doi:10.1186/s12913-025-13909-w · Cited by 1 · see citing works
Damiani, S. A., & Basko, L. (2026) · IGI Global eBooks · doi:10.4018/979-8-3373-3907-8.ch002 · Cited by 1 · see citing works
Chwa, C., Cha, B. S., Kim, G. J., Borghouts, J. W., Eikey, E. V., Mukamel, D. B., Schueller, S. M., Schneider, M. L., Stadnick, N. A., Zheng, K., et al. (2026) · Journal of Immigrant and Minority Health · doi:10.1007/s10903-026-01874-3 · Cited by 1 · see citing works
Ahmed, R. S., & Shaban, M. (2026) · Archives of Psychiatric Nursing · doi:10.1016/j.apnu.2026.152076 · Cited by 1 · see citing works
Melisse, B., Simeunovic-Ostojic, M., Bijsterbosch, J. M., Kiekens, G., Elburg, A. A. V., & Maas, J. (2026) · Mental Health & Prevention · doi:10.1016/j.mhp.2026.200494 · Cited by 1 · see citing works
Tekin, Ö. E. (2026) · Applied Research in Quality of Life · doi:10.1007/s11482-026-10557-y · Cited by 1 · see citing works
Liu, J., Guo, Y., Wu, Y., Jin, N., Dong, Y., Zhao, X., & Chen, X. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1745837 · Cited by 1 · see citing works
Deng, L., Yang, F., Guo, B., & Luo, L. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1831783 · Cited by 1 · see citing works
Aprilianty, L., Windarwati, H. D., & Supriati, L. (2026) · Indigenous Jurnal Ilmiah Psikologi · doi:10.23917/indigenous.v11i2.15981 · 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
Smoktunowicz, E., Maciejewski, J., Lesnierowska, M., Pietrzak, M., Großwendt, F., Mayer, G., Schultz, J., Tschobur, N., McKendrick, M., Stocks, H., et al. (2026) · JMIR Research Protocols · doi:10.2196/96292 · Cited by 1 · see citing works
Abdullahi, N. M., Elbqry, M. G., Elmansy, F. M., Al-Ahdal, S. A., Qalawa, S. A. A., Alasqah, I., & Nasir, P. O. (2025) · Advances in Medical Education and Practice · doi:10.2147/amep.s550728
Smartphone Addiction Among Greek University Students: A Cross-Sectional Study Using the SAS-SV Scale
Karali, E., Briola, K., Emmanouil-Kalos, A., Sidiropoulos, S., Ginis, A., & Vozikis, A. (2025) · Psychiatry International · doi:10.3390/psychiatryint6040152
Opie, J. E., Vuong, A. T., Pearce, N., McIntosh, J., & Kuntsche, S. (2025) · Mental Health and Digital Technologies · doi:10.1108/mhdt-07-2025-0049
Role of Mental Health Support in Digital Education in the Current Scenario
Sharma, D., & Kumar, G. (2025) · IGI Global eBooks · doi:10.4018/979-8-3373-5007-3.ch003
Yan, Z., Jiang, J., Zhong, W., Zhong, Q., Guo, Y., & Yin, Z. (2026) · doi:10.2196/preprints.90929
Mental Health Needs of International Students: Insights for Digital Solutions
Gurung, A., Rai, C. K., Mohamed, H. E. A., & Tang, C. (2025) · IEEE Frontiers in Education Conference (FIE) · doi:10.1109/fie63693.2025.11328367
Barrios, P. P., Reales, E. B., Cantillo, L. B., Mendoza, P. S., Conde, W. R. I., & Brochado, E. R. C. (2025) · IEEE Colombian Caribbean Conference (C3) · doi:10.1109/c366505.2025.11340093
Scalora, S. C., Lechich, S., DePasquale, A., Geramian, H., Blodget, K., Ilieva, I. P., Temkin, A. B., & Marino, P. (2026) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2026.01.062
Al-Ghailani, A., & Simon, M. (2026) · Journal of College Student Mental Health · doi:10.1080/28367138.2026.2637866
Xiang, G., Chen, C., Chen, L., & Yu, J. (2026) · International Journal of Healthcare Information Systems and Informatics · doi:10.4018/ijhisi.408127
Vitorino, M. C. C., da Silva, M. C. C., Soares, R. D. C. E. S., de Melo, M. M., von Humboldt, S., & Vitorino, L. M. (2026) · The Journal of Mental Health Training Education and Practice · doi:10.1108/jmhtep-12-2025-0139
Grundlagen zu Didaktik und Positiver Psychologie
Rosenauer, G. (2026) · Positive Psychologie kompakt. · doi:10.1007/978-3-662-73278-6_2
Zeng, Y., Xiao, H., Neo, N. W. S., Wang, W., & Lau, S. T. (2026) · Nurse Educator · doi:10.1097/nne.0000000000002190
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
Self-citationBatra, S. (2026) · Journal of Construction Engineering and Management · doi:10.1061/jcemd4.coeng-17762
Helten, A.-K., Sahan, F., Nestler, S., Buntrock, C., Schobel, J., Pryss, R., Probst, T., John, D. T., & Apolinário-Hagen, J. (2026) · Prävention und Gesundheitsförderung · doi:10.1007/s11553-026-01338-4
McKay, S., Ng, C., Nicholas, J., Browne, V., Chinnery, G. L., Choi, I., Nation-Ingle, B., Allison, K., Perlow, E., Lamblin, M., et al. (2026) · Suicide and Life-Threatening Behavior · doi:10.1111/sltb.70125
Sarek, F., Józwik, K., Kucharczyk, S., Rak, Z., Ignatowska, Z., Wielogórska, A. M., Kamecki, A., & Dzień, K. (2026) · International Journal of Innovative Technologies in Social Science · doi:10.31435/ijitss.2(50).2026.5606
Zhang, Y., Hadier, S. G., Liu, Y., & Yanlan, G. (2026) · Behavioral Sciences · doi:10.3390/bs16071173
Psychological interventions and academic performance in higher education: a systematic review
Fialho, J. M., Santos, O., de Arriaga, M. T., Paixão, C., Batista, P., & Pereira, A. (2026) · Academia Mental Health and Well-Being · doi:10.20935/mhealthwellb8431
Chen, L.-T., Hsu, H., Lou, M., Wu, C.-Y., Lin, C.-H., & Lin, Y.-H. (2026) · International Journal of Qualitative Studies on Health and Well-Being · doi:10.1080/17482631.2026.2697390
Najwa, A., Azmi, I., Zafran, A., Adibah, N., Zulkafli, H., Iman, A., & Linoby, A. (2026) · medRxiv · doi:10.64898/2026.07.20.26358442
Teye, A. T., Wilson, P., & Tuladhar, L. (2026) · Journal of Evidence-Based Social Work · doi:10.1080/26408066.2026.2707941
Wang, H., Song, B., Kan, C., & Zhang, Y. (2026) · Cognitive Therapy and Research · doi:10.1007/s10608-026-10770-x
Degani, M., Natale, A. F. D., Cremaschi, G., & Villani, D. (2026) · Behavioral Sciences · doi:10.3390/bs16081332
Xu, Q. (2026) · Frontiers in Public Health · doi:10.3389/fpubh.2026.1861300
Almogheer, Z. S., Seng, S., Schuman, D. L., Rayens, M. K., Moser, D. K., & Okoli, C. T. C. (2026) · Journal of the American Psychiatric Nurses Association · doi:10.1177/10783903261463187
Chervonnyy, M. A., Glukhov, A. P., Abakumova, N. N., & Станиславовна, С. Е. (2026) · University Management Practice and Analysis · doi:10.15826/umpa.2026.02.011
Нехорошева, Е. В., & А., К. Д. (2026) · University Management Practice and Analysis · doi:10.15826/umpa.2026.02.008
AI chatbot usage may increase mental health help-seeking among college-aged individuals
Tran, M. P. N., & Walker, D. C. (2026) · Journal of American College Health · doi:10.1080/07448481.2026.2727947
Juszczyk-Kalina, A., Farchione, T. J., Williams, A. L., & Holas, P. (2026) · Cognitive Behaviour Therapy · doi:10.1080/16506073.2026.2720139
A controlled trial of contemplative-based climate resilience training in university studentsPreprint
Goldin, P. R., Eisen, A. M., Frazier, A. J., Fromer, E., Kho, L., Grialou, J., Hill, D., Chase, N., Castillo, L., Wong, C., et al. (2026) · Research Square · doi:10.21203/rs.3.rs-10122692/v1
Pankow, K., & Vella, S. A. (2026) · Journal of American College Health · doi:10.1080/07448481.2026.2731250
Arif, K., McGloin, H., McGuigan, K., Condell, J. V., Dhunnoo, P., & McCann, M. (2026) · doi:10.2196/preprints.112304
Ravendran, K., Singh, A. P., Kishore, J., Roy, Y. J., Mirani, Y., Nawaz, H., Nissar, M., Azhar, A., & Singh, K. (2026) · Psychiatry International · doi:10.3390/psychiatryint7050214
Harrington, S. M., Dwan-O'Reilly, M., Mahon, S., Gavin, C., Cowman, M., O’Mahony-Sinnott, A., Barrett, E., Frawley, E., Burke, T., Hallahan, B. P., et al. (2026) · Irish Journal of Psychological Medicine · doi:10.1017/ipm.2026.10222
Self-citationTheurel, A., Martinie, M., Krifa, I., Witt, A., Fournier, A., Mathieu, Z.-A., Macedo, M. F., Vigouroux, S. L., Flaudias, V., Millot, I., et al. (2026) · Internet Interventions · doi:10.1016/j.invent.2026.101002
Salazar-Díaz, J., Vásquez-Carrasco, E., Hernandez-Martinez, J., Aravena-Sagardia, P., Lopez-Andaur, R., Burgos-Carrasco, S., Rodríguez, E. J. F., Sandoval, C., & Valdés-Badilla, P. A. (2026) · Journal of Clinical Medicine · doi:10.3390/jcm15197630
Dwan-O'Reilly, M., O’Mahony-Sinnott, A., Harrington, S. M., Gavin, C., Godfrey, E., Frawley, E., O’Connor, K., Birchwood, M. J., Álvarez‐Jiménez, M., Heary, C., et al. (2026) · doi:10.2196/preprints.113529
Self-citationZhou, C., & Kang, W. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1927988
Guadalupe, G. C. A., Tama, L. A. G., & Gamboa-Tama, J. E. (2026) · Frontiers in Digital Health · doi:10.3389/fdgth.2026.1963340
Zhang, D., Zhou, L., Wang, Z., Zhang, E., & Pan, Y. (2026) · ENGINEERING Management · doi:10.1007/s42524-026-6108-0
Yang, Q., Sun, Q., Hu, J., Yan, P., Chen, S., & Ren, Z. (2026) · Research Square · doi:10.21203/rs.3.rs-11129034/v1
Boonkrong, P., Khunboonjun, K., Shakya, S., Yang, J., Vitoonmetha, N., & Chatchumni, M. (2026) · Frontiers in Child and Adolescent Psychiatry · doi:10.3389/frcha.2026.1907727
Cao, H., & Chen, P. (2026) · SAGE Open · doi:10.1177/21582440261501756
Abdukhanova, Z., Zakaryanova, S., Nurmakhanbetov, A., Kim, A., & Leskhan, A. (2026) · Education sciences · doi:10.3390/educsci16111775
Zhou, R. (2026) · Journal of College Student Mental Health · doi:10.1080/28367138.2026.2755087
Lu, W., Shi, S., & Chen, J. (2026) · Behavioral Sciences · doi:10.3390/bs16111989
- Authors
- Madrid‐Cagigal, A., Kealy, C., Potts, C., Mulvenna, M. D., Byrne, M., Barry, M. M., & Donohoe, G.
- Affiliations
- Ollscoil na Gaillimhe – University of Galway (IE)
- University of Ulster (GB)
- Corresponding author
- Donohoe, Gary
- ORCID
- Venue
- Early Intervention in Psychiatry
- Publisher
- Wiley
- Published
- 2025-03
- Volume
- 19
- Issue
- 3
- Pages
- e70017-e70017
- ISSN
- 1751-7885 (ISSN-L)
- 1751-7893
- PMC
- PMC11876723
- OpenAlex
- W4408162062
- Cited by
- 78
- References
- 116
- Citations by year
- 2026: 62 · 2025: 16
- FWCI
- 9.08
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Early Intervention in Psychiatry (publishedVersion, cc-by-nc-nd)
- PubMed Central (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- ARAN (University of Galway Research Repository) (Ollscoil na Gaillimhe – University of Galway) (acceptedVersion, cc-by-nc-nd)
- Ulster University Research Portal (Ulster University) (submittedVersion, cc-by-nc-nd)
- Ulster University Research Portal (Ulster University) (submittedVersion, other-oa)
- ARAN (University of Galway Research Repository) (Ollscoil na Gaillimhe – University of Galway) (submittedVersion, cc-by)
- Research Repository UCD (University College Dublin) (cc-by)
- Funders
- Higher Education Authority (422560)
- 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, depression, anxiety, automated intervention, guided intervention, access to mental health care, symptom severity
- MeSH terms
- Mental Disorders, Humans, Students, Universities, Telemedicine
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 ›
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