The Effects of Nonclinician Guidance on Effectiveness and Process Outcomes in Digital Mental Health Interventions: Systematic Review and Meta-analysis
Open accessPublished version of a preprint
Abstract
BACKGROUND: Digital mental health interventions are increasingly prevalent in the current context of rapidly evolving technology, and research indicates that they yield effectiveness outcomes comparable to in-person treatment. Integrating professionals (ie, psychologists and physicians) into digital mental health interventions has become common, and the inclusion of guidance within programs can increase adherence to interventions. However, employing professionals to enhance mental health programs may undermine the scalability of digital interventions. Therefore, delegating guidance tasks to paraprofessionals (peer supporters, technicians, lay counsellors, or other nonclinicians) can help reduce costs and increase accessibility. OBJECTIVE: This systematic review and meta-analysis evaluates the effectiveness, adherence, and other process outcomes of nonclinician-guided digital mental health interventions. METHODS: Four databases (MEDLINE, Embase, CINAHL, and PsycINFO) were searched for randomized controlled trials published between 2010 and 2020 examining digital mental health interventions. Three journals that focus on digital intervention were hand searched; gray literature was searched using ProQuest and the Cochrane Central Register of Control Trials (CENTRAL). Two researchers independently assessed risk of bias using the Cochrane risk-of-bias tool version 2. Data were collected on effectiveness, adherence, and other process outcomes, and meta-analyses were conducted for effectiveness and adherence outcomes. Nonclinician-guided interventions were compared with treatment as usual, clinician-guided interventions, and unguided interventions. RESULTS: Thirteen studies qualified for inclusion. Nonclinician-guided interventions yielded higher posttreatment effectiveness outcomes when compared to conditions involving control programs (eg, online psychoeducation and monitored attention control) or wait-list controls (k=7, Hedges g=-0.73; 95% CI -1.08 to -0.38). There were also significant differences between nonclinician-guided interventions and unguided interventions (k=6, Hedges g=-0.17; 95% CI -0.23 to -0.11). In addition, nonclinician-guided interventions did not differ in effectiveness from clinician-guided interventions (k=3, Hedges g=0.08; 95% CI -0.01 to 0.17). These results suggest that guided digital mental health interventions are helpful to improve mental health outcomes regardless of the qualifications of the individual performing the intervention, and that the presence of a nonclinician guide improves effectiveness outcomes compared to having no guide. Nonclinician-guided interventions did not yield significantly different adherence outcomes when compared with unguided interventions (k=3, odds ratio 1.58; 95% CI 0.51 to 4.92), although a general trend of improved adherence was observed within nonclinician-guided interventions. CONCLUSIONS: Integrating paraprofessionals and nonclinicians appears to improve the outcomes of digital mental health interventions, and may also enhance adherence outcomes (though this trend was nonsignificant). Further research should focus on the specific types of tasks these paraprofessionals can successfully provide (ie, psychosocial support, therapeutic alliance, and technical augmentation) and their associated outcomes. TRIAL REGISTRATION: PROSPERO International Prospective Register of Systematic Reviews CRD42020191226; https://www.crd.york.ac.uk/prospero/display_record.php?RecordID=191226.
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?
These findings align with meta-analytic evidence that clinician and nonclinician guidance increases effectiveness in digital mental health and that unguided interventions are less effective than guided and face-to-face interventions.
“These findings align with meta-analytical evidence for the increased effectiveness of clinician and nonclinician guidance in digital mental health [59] and with evidence that unguided interventions are less effective than guided and face-to-face interventions [60].”
From Effects of a self-guided digital mental health self-help intervention for Syrian refugees in Egypt: A pragmatic randomized controlled trial (2024) · cites this paper as [59]
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
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 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
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
Conducting Meta-Analyses in <i>R</i> with the <b>metafor</b> Package
Viechtbauer, W. (2010) · Journal of Statistical Software · doi:10.18637/jss.v036.i03 · Cited by 20,464 · see citing works
How to perform a meta-analysis with R: a practical tutorial
Balduzzi, S., Rücker, G., & Schwarzer, G. (2019) · Evidence Based Mental Health · doi:10.1136/ebmental-2019-300117 · Cited by 5,827 · see citing works
Statistical Methods for Meta-Analysis.
Freeman, P. R., Hedges, L. V., & Olkin, I. (1986) · Biometrics · doi:10.2307/2531069 · Cited by 4,832 · see citing works
Estimating effect sizes from pretest-posttest-control group designs
Morris, S. B. (2008) · Organizational Research Methods · doi:10.1177/1094428106291059 · Cited by 2,133 · see citing works
Doing Meta-Analysis with R: A Hands-On Guide
Harrer, M., Cuijpers, P., Furukawa, T. A., & Ebert, D. D. (2021) · doi:10.1201/9781003107347 · Cited by 1,850 · 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
Moltu, C., Stefansen, J., Svisdahl, M., & Veseth, M. (2012) · Disability and Rehabilitation · doi:10.3109/09638288.2012.656792 · Cited by 1,247 · see citing works
Adherence in Internet Interventions for Anxiety and Depression
Christensen, H., Griffiths, K. M., & Farrer, L. (2009) · Journal of Medical Internet Research · doi:10.2196/jmir.1194 · Cited by 1,133 · 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
The impact of guidance on Internet-based mental health interventions — A systematic review
Baumeister, H., Reichler, L., Munzinger, M., & Lin, J. (2014) · Internet Interventions · doi:10.1016/j.invent.2014.08.003 · Cited by 1,037 · see citing works
Delivering interventions for depression by using the internet: randomised controlled trial
Christensen, H. (2004) · BMJ · doi:10.1136/bmj.37945.566632.ee · Cited by 928 · cited 1× · see citing works
“Study completion rates may not reflect the actual use of the intervention (eg, Christensen H et al [49]).”
BackgroundLinardon, J., Cuijpers, P., Carlbring, P., Messer, M., & Fuller‐Tyszkiewicz, M. (2019) · World Psychiatry · doi:10.1002/wps.20673 · Cited by 886 · 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
Product review: Covidence (systematic review software)
Babineau, J. (2014) · Journal of the Canadian Health Libraries Association / Journal de l'Association des bibliothèques de la santé du Canada · doi:10.5596/c14-016 · Cited by 721 · see citing works
Mohr, D. C., Burns, M. N., Schueller, S. M., Clarke, G., & Klinkman, M. (2013) · General Hospital Psychiatry · doi:10.1016/j.genhosppsych.2013.03.008 · Cited by 693 · cited 1× · see citing works
“Implementing human support for digital interventions may offer a solution by improving adherence and effectiveness outcomes; this improvement may be mediated by the increased accountability that coaches provide through assistance, support, and scheduled contacts [12].”
BackgroundLinardon, J., & Fuller-Tyszkiewicz, M. (2020) · Journal of Consulting and Clinical Psychology · doi:10.1037/ccp0000459 · Cited by 573 · see citing works
Internet-based psychological treatments for depression
Johansson, R., & Andersson, G. (2012) · Expert Review of Neurotherapeutics · doi:10.1586/ern.12.63 · Cited by 509 · see citing works
mHealth: A Mechanism to Deliver More Accessible, More Effective Mental Health Care
Price, M., Yuen, E. K., Goetter, E. M., Herbert, J. D., Forman, E. M., Acierno, R., & Ruggiero, K. J. (2014) · Clinical Psychology & Psychotherapy · doi:10.1002/cpp.1855 · 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
Pre-post effect sizes should be avoided in meta-analyses
Cuijpers, P., Weitz, E., Cristea, I. A., & Twisk, J. (2017) · Epidemiology and Psychiatric Sciences · doi:10.1017/s2045796016000809 · Cited by 432 · see citing works
E-Mental Health: A Rapid Review of the Literature
Lal, S., & Adair, C. E. (2014) · Psychiatric Services · doi:10.1176/appi.ps.201300009 · Cited by 417 · see citing works
Titov, N., Andrews, G., Davies, M., McIntyre, K., Robinson, E., & Solley, K. (2010) · PLoS ONE · doi:10.1371/journal.pone.0010939 · Cited by 406 · see citing works
The WPA-Lancet psychiatry commission on the future of psychiatry
Bhugra, D., Tasman, A., Pathare, S., Priebe, S., Smith, S., Torous, J., Arbuckle, M. R., Langford, A., Alarcón, R. D., Chiu, H. F. K., et al. (2017) · The Lancet Psychiatry · doi:10.1016/s2215-0366(17)30333-4 · Cited by 392 · see citing works
Josephine, K., Josefine, L., Philipp, D., David, E., & Harald, B. (2017) · Journal of Affective Disorders · doi:10.1016/j.jad.2017.07.021 · Cited by 341 · see citing works
Sieverink, F., Kelders, S. M., & van Gemert-Pijnen, J. E. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.8578 · Cited by 331 · see citing works
Robinson, E., Titov, N., Andrews, G., McIntyre, K., Schwencke, G., & Solley, K. (2010) · PLoS ONE · doi:10.1371/journal.pone.0010942 · Cited by 277 · cited 13× · see citing works
“Of the 2 studies that compared adherence rates in nonclinician-guided and clinician-guided groups, Robinson et al [28] reported higher adherence rates in the nonclinician-guided group, and Titov et al [30] reported the same adherence rates in each group.”
BackgroundMethodResultInfluentialRiper, H., Blankers, M., Hadiwijaya, H., Cunningham, J., Clarke, S., Wiers, R., Ebert, D., & Cuijpers, P. (2014) · PLoS ONE · doi:10.1371/journal.pone.0099912 · Cited by 265 · see citing works
Christensen, H., Griffiths, K. M., Korten, A. E., Brittliffe, K., & Groves, C. (2004) · Journal of Medical Internet Research · doi:10.2196/jmir.6.4.e46 · Cited by 240 · see citing works
Domhardt, M., Geßlein, H., von Rezori, R. E., & Baumeister, H. (2019) · Depression and Anxiety · doi:10.1002/da.22860 · Cited by 218 · see citing works
Web-Based and Mobile Stress Management Intervention for Employees: A Randomized Controlled Trial
Heber, E., Lehr, D., Ebert, D. D., Berking, M., & Riper, H. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.5112 · Cited by 213 · see citing works
Andersson, G., Hesser, H., Veilord, A., Svedling, L., Andersson, F., Sleman, O., Mauritzson, L., Sarkohi, A., Claesson, E., Zetterqvist, V., et al. (2013) · Journal of Affective Disorders · doi:10.1016/j.jad.2013.08.022 · Cited by 195 · see citing works
esc: Effect Size Computation for Meta Analysis
Lüdecke, D. (2018) · Zenodo (CERN European Organization for Nuclear Research) · doi:10.5281/zenodo.1249218 · Cited by 184 · see citing works
Sommers-Spijkerman, M., Austin, J., Bohlmeijer, E., & Pots, W. (2021) · JMIR Mental Health · doi:10.2196/28168 · Cited by 179 · cited 1× · see citing works
“sizes have been utilized in similar meta-analyses [38,39], we determined that the posttreatment SMD effect size was most appropriate due to the lack of pre-post correlation values available from the included studies and the criticisms of pre-post effect size methods [40].”
Methodesc: Effect Size Computation for Meta Analysis
Lüdecke, D. (2018) · Zenodo (CERN European Organization for Nuclear Research) · doi:10.5281/zenodo.1249217 · Cited by 175 · see citing works
Agyapong, V. I. O., Ahern, S., McLoughlin, D. M., & Farren, C. K. (2012) · Journal of Affective Disorders · doi:10.1016/j.jad.2012.02.040 · Cited by 167 · see citing works
Hof, E. V., Cuijpers, P., & Stein, D. J. (2009) · CNS Spectrums · doi:10.1017/s1092852900027279 · Cited by 156 · see citing works
Carter, H., Araya, R., Anjur, K. I., Deng, D., & Naslund, J. A. (2020) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2020.12.016 · Cited by 155 · see citing works
Proudfoot, J., Parker, G., Manicavasagar, V., Hadzi-Pavlovic, D., Whitton, A., Nicholas, J., Smith, M., & Burckhardt, R. (2012) · Journal of Affective Disorders · doi:10.1016/j.jad.2012.04.007 · Cited by 146 · see citing works
Day, V., McGrath, P. J., & Wojtowicz, M. (2013) · Behaviour Research and Therapy · doi:10.1016/j.brat.2013.03.003 · Cited by 145 · see citing works
Farrer, L., Christensen, H., Griffiths, K. M., & Mackinnon, A. (2011) · PLoS ONE · doi:10.1371/journal.pone.0028099 · Cited by 140 · see citing works
Arjadi, R., Nauta, M. H., Scholte, W. F., Hollon, S. D., Chowdhary, N., Suryani, A. O., Uiterwaal, C. S. P. M., & Bockting, C. (2018) · The Lancet Psychiatry · doi:10.1016/s2215-0366(18)30223-2 · Cited by 128 · see citing works
Chang, B., & Hoaglin, D. C. (2017) · Medical Care · doi:10.1097/mlr.0000000000000696 · Cited by 120 · see citing works
Banbury forum consensus statement on the path forward for digital mental health treatment
Mohr, D. C., Azocar, F., Bertagnolli, A., Choudhury, T., Chrisp, P., Frank, R., Harbin, H., Histon, T., Kaysen, D., Nebeker, C., et al. (2021) · Psychiatric Services · doi:10.1176/appi.ps.202000561 · Cited by 115 · see citing works
Soldier Attitudes about Technology-Based Approaches to Mental Health Care
Wilson, J. A. B., Onorati, K., Mishkind, M., Reger, M. A., & Gahm, G. A. (2008) · CyberPsychology & Behavior · doi:10.1089/cpb.2008.0071 · Cited by 114 · see citing works
Ahmad, F., El Morr, C., Ritvo, P., Othman, N., Moineddin, R., & MVC Team (2020) · JMIR Mental Health · doi:10.2196/15520 · Cited by 100 · see citing works
Biagianti, B., Quraishi, S. H., & Schlosser, D. A. (2018) · Psychiatric Services · doi:10.1176/appi.ps.201700283 · Cited by 90 · cited 1× · see citing works
“Further, a systematic review of peer-to-peer interactions in digital interventions reported that peer support yielded positive effects on effectiveness and adherence outcomes alongside increased perceptions of social support for individuals with psychotic disorders [16].”
BackgroundSimblett, S. K., Birch, J., Matcham, F., Yágüez, L., & Morris, R. G. (2017) · JMIR Mental Health · doi:10.2196/mental.5558 · Cited by 72 · see citing works
A Randomized Trial of an Avatar-Hosted Multiple Behavior Change Intervention for Young Adult Smokers
An, L. C., Demers, M., Kirch, M., Considine-Dunn, S. E., Nair, V. N., Dasgupta, K., Narisetty, N. N., Resnicow, K., & Ahluwalia, J. S. (2013) · JNCI Monographs · doi:10.1093/jncimonographs/lgt021 · Cited by 65 · see citing works
Rosso, I. M., Killgore, W. D. S., Olson, E. A., Webb, C. A., Fukunaga, R., Auerbach, R. P., Gogel, H., Buchholz, J. L., & Rauch, S. L. (2016) · Depression and Anxiety · doi:10.1002/da.22590 · Cited by 65 · see citing works
Randomized controlled pilot trial of supportive text messaging for alcohol use disorder patients
Agyapong, V. I. O., Juhás, M., Mrklas, K., Hrabok, M., Omeje, J., Gladue, I., Kozak, J., Leslie, M., Chue, P. S., & Greenshaw, A. J. (2018) · Journal of Substance Abuse Treatment · doi:10.1016/j.jsat.2018.08.014 · Cited by 55 · see citing works
Possemato, K., Johnson, E. M., Emery, J. B., Wade, M. J., Acosta, M. C., Marsch, L. A., Rosenblum, A., & Maisto, S. A. (2018) · Psychiatric Rehabilitation Journal · doi:10.1037/prj0000334 · Cited by 51 · see citing works
Flynn, S., Hastings, R. P., Burke, C., Howes, S., Lunsky, Y., Weiss, J. A., & Bailey, T. (2020) · Mindfulness · doi:10.1007/s12671-020-01436-0 · Cited by 40 · see citing works
Kobak, K., Greist, R., Jacobi, D., Levy-Mack, H., & Greist, J. (2015) · Annals of General Psychiatry · doi:10.1186/s12991-015-0048-0 · Cited by 32 · see citing works
Dirkse, D., Hadjistavropoulos, H. D., Alberts, N. A., Karin, E., Schneider, L. H., Titov, N., & Dear, B. F. (2020) · Journal of Cancer Survivorship · doi:10.1007/s11764-019-00810-9 · Cited by 29 · see citing works
Current directions in digital interventions for mood and anxiety disorders
Lakhtakia, T., & Torous, J. (2022) · Current Opinion in Psychiatry · doi:10.1097/yco.0000000000000772 · Cited by 26 · see citing works
Flagged first, then by citations
Research works printed but not linked: 2
- [33]Cuijpers P Meta-Analyses in Mental Health Research: A Practical Guide ResearchGate 2016 2021-11-15 https://www.researchgate.net/profile/Pim-Cuijpers/publication/301815425_Meta-analyses_in_mental_health_research_A_practical_guide/links/5729b16708aef5d48d2cff0a/Meta-analyses-in-mental-health-research-A-practical-guide.pdf?origin=publication_detail
- [42]Cohen J Statistical power analysis for the behavioural sciences (2nd ed.) 1988 Hillside, NJ Lawrence Erlbaum Associates
Cited by
Sorted by citations
Engagement and retention in digital mental health interventions: a narrative review
Boucher, E. M., & Raiker, J. S. (2024) · BMC Digital Health · doi:10.1186/s44247-024-00105-9 · Cited by 200 · 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
Moghimi, E., Stephenson, C., Gutiérrez, G., Jagayat, J., Layzell, G., Patel, C., McCart, A., Gibney, C., Langstaff, C., Ayonrinde, O., et al. (2023) · BMC Public Health · doi:10.1186/s12889-023-15452-x · Cited by 76 · 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
Eisner, E., Faulkner, S., Allan, S., Ball, H., Basilio, D. D., Nicholas, J., Priyam, A., Wilson, P. M., Zhang, X., & Bucci, S. (2025) · JMIR Mental Health · doi:10.2196/65246 · Cited by 65 · see citing works
Opie, J. E., Vuong, A. T., Welsh, E. T., Esler, T. B., Khan, U. R., & Khalil, H. (2024) · Clinical Child and Family Psychology Review · doi:10.1007/s10567-024-00468-5 · Cited by 39 · see citing works
Ho, T. Q. A., Le, L. K.-D., Engel, L., Le, N., Melvin, G., Le, H. N. D., & Mihalopoulos, C. (2025) · European Child & Adolescent Psychiatry · doi:10.1007/s00787-024-02386-x · Cited by 38 · see citing works
Groot, J., MacLellan, A., Butler, M., Todor, E., Zulfiqar, M., Thackrah, T., Clarke, C., Brosnan, M., & Ainsworth, B. (2023) · JMIR Mental Health · doi:10.2196/44658 · Cited by 37 · see citing works
Opie, J. E., Vuong, A. T., Welsh, E. T., Gray, R. J., Pearce, N., Marchionda, S., Mutch, R., & Khalil, H. (2024) · Clinical Child and Family Psychology Review · doi:10.1007/s10567-024-00469-4 · Cited by 35 · see citing works
Hoffman, B. D., Oppert, M. L., & Owen, M. S. (2024) · Computers in Human Behavior Artificial Humans · doi:10.1016/j.chbah.2024.100086 · Cited by 34 · see citing works
Faria, M., Zin, S. T. P., Chestnov, R., Novak, A. M., Lev‐Ari, S., & Snyder, M. P. (2023) · Journal of Clinical Medicine · doi:10.3390/jcm12216735 · Cited by 26 · see citing works
Crocamo, C., Palpella, D., Cavaleri, D., Nasti, C., Piacenti, S., Morello, P., Lauria, G., Villa, O., Riboldi, I., Bartoli, F., et al. (2025) · The Lancet Digital Health · doi:10.1016/j.landig.2025.100878 · Cited by 24 · see citing works
Callahan, C. E., Kimber, J. M., Hu, E., Tanner, L., & Kunkle, S. (2023) · JMIR mhealth and uhealth · doi:10.2196/52968 · Cited by 23 · see citing works
Li, G., Sit, H. F., Chen, W. L., Wu, K., Sou, E. K. L., Wong, M., Chen, Z., Burchert, S., Hong, I. W., Sit, H. Y., et al. (2024) · Translational Psychiatry · doi:10.1038/s41398-024-02812-3 · Cited by 23 · see citing works
Zhang, W., Yang, W., Ruan, H., Gao, J. P., & Wang, Z. (2023) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2023.10.025 · Cited by 21 · see citing works
Mohr, D. C., Silverman, A. L., Youn, S. J., Areán, P. A., Bertagnolli, A., Carl, J. R., Carlton, T., Chaudhary, N., Cooper, D. E., DeVito, S., et al. (2025) · Frontiers in Digital Health · doi:10.3389/fdgth.2025.1509387 · Cited by 20 · see citing works
Wang, Y., Bao, S., & Chen, Y. (2023) · Frontiers in Public Health · doi:10.3389/fpubh.2023.1166776 · Cited by 20 · see citing works
Digital Mental Health’s Unstable Dichotomy—Wellness and Health
Torous, J. B., Firth, J., & Goldberg, S. B. (2024) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2024.0532 · Cited by 20 · see citing works
Xie, E. B., Freeman, M., Penner‐Goeke, L., Reynolds, K., Lebel, C. A., Giesbrecht, G. F., Rioux, C., MacKinnon, A., Sauer-Zavala, S. E., Roos, L. E., et al. (2023) · Pilot and Feasibility Studies · doi:10.1186/s40814-023-01245-x · Cited by 19 · see citing works
Macrynikola, N., Chen, K., Lane, E., Nguyen, N. S., Pinto, J., Yen, S., & Torous, J. B. (2024) · JMIR Mental Health · doi:10.2196/65222 · Cited by 19 · see citing works
Burchert, S., Alkneme, M. S., Alsaod, A., Cuijpers, P., Heim, E., Hessling, J., Hosny, N., Sijbrandij, M., van’t Hof, E., Ventevogel, P., et al. (2024) · PLoS Medicine · doi:10.1371/journal.pmed.1004460 · Cited by 18 · see citing works
Amarnath, A., Ozmen, S., Struijs, S. Y., de Wit, L. M., & Cuijpers, P. J. (2023) · Internet Interventions · doi:10.1016/j.invent.2023.100612 · 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
Shams, F., Tai, A. M. Y., Kim, J., Boyd, M., Meyer, M., Kazemi, A., & Krausz, R. M. (2023) · Digital Health · doi:10.1177/20552076231203876 · Cited by 14 · see citing works
Self-citationSocial-Media-Based Mental Health Interventions: Meta-Analysis of Randomized Controlled Trials
Zhang, Q., Huang, Z., Sui, Y., Lin, F.-H., Guan, H., Li, L., Wang, K., & Neitzel, A. J. (2025) · Journal of Medical Internet Research · doi:10.2196/67953 · Cited by 12 · 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
Janowski, R., Cluver, L. D., Shenderovich, Y., Wamoyi, J., Wambura, M., Stern, D., Clements, L., Meléndez‐Torres, G. J., Baerecke, L., Ornellas, A., et al. (2025) · Journal of Medical Internet Research · doi:10.2196/60102 · Cited by 11 · see citing works
Vereschagin, M., Wang, A. Y., Leung, C., Richardson, C. G., Hudec, K. L., Doan, Q. H., Virk, P., Halli, P., Wojcik, K. D., Munro, L., et al. (2023) · Journal of Behavioral and Cognitive Therapy · doi:10.1016/j.jbct.2023.02.002 · Cited by 11 · see citing works
Self-citationMoretti, F. A., Bortolini, T., Hartle, L., Moll, J., Mattos, P., Furtado, D. R., Fontenelle, L. F., & Fischer, R. D. (2024) · Frontiers in Digital Health · doi:10.3389/fdgth.2024.1383999 · Cited by 10 · see citing works
Ozmen, S., Amarnath, A., Struijs, S. Y., de Wit, L. M., & Cuijpers, P. J. (2023) · JMIR Research Protocols · doi:10.2196/44907 · Cited by 10 · see citing works
Janowski, R., Green, O., Shenderovich, Y., Stern, D., Clements, L., Wamoyi, J., Wambura, M., Lachman, J. M., Meléndez‐Torres, G. J., Gardner, F. E. M., et al. (2023) · BMC Public Health · doi:10.1186/s12889-023-15989-x · Cited by 9 · see citing works
Zainal, N. H., Benjet, C. L., Albor, Y., Núñez-Delgado, M. J., Cruz, R. Z., Contreras‐Ibáñez, C. C., Cudris–Torres, L., de la Peña, F. R., González, N., Guerrero-López, B., et al. (2025) · International Journal of Methods in Psychiatric Research · doi:10.1002/mpr.70005 · 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
Mobile apps, AI, and teletherapy: a comprehensive review of digital mental health tools for nurses
Huang, W., Xing, Y., Zhao, F., & Wang, Y. (2026) · Frontiers in Public Health · doi:10.3389/fpubh.2025.1686766 · Cited by 8 · 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
Rodrigues, T. C., Breeman, L. D., Kinik, A., Reijnders, T., Dusseldorp, E., Janssen, V. R., Kraaijenhagen, R. A., Atsma, D. E., & Evers, A. W. M. (2023) · Psychosomatic Medicine · doi:10.1097/psy.0000000000001242 · Cited by 7 · see citing works
Amarnath, A., Ozmen, S., van Klaveren, C., van Straten, A., Pei, J., de Wit, L., Raabe, R. E., Cuijpers, P., & Struijs, S. Y. (2025) · Internet Interventions · doi:10.1016/j.invent.2025.100878 · Cited by 6 · see citing works
Self-citationStoeckli, R. T., Berger, T., Aebersold, M., Zoellner, V., Haji, F., Hunziker, M., Ferreira, B. J., Hosmann, M., Burchert, S., Wabiszczewicz, J., et al. (2025) · JMIR Formative Research · doi:10.2196/59905 · Cited by 5 · see citing works
Choudhary, S., Mehta, U. M., Naslund, J. A., & Torous, J. B. (2025) · Journal of Technology in Behavioral Science · doi:10.1007/s41347-025-00569-0 · Cited by 5 · see citing works
Gückel, T., Prior, K., Newton, N. C., Baillie, A., Teesson, M., & Stapinski, L. A. (2025) · Behaviour Research and Therapy · doi:10.1016/j.brat.2025.104766 · Cited by 4 · see citing works
Fabian, K. E., Turner, M., Foster, K. T., Chwastiak, L., & Wagenaar, B. H. (2025) · Journal of Technology in Behavioral Science · doi:10.1007/s41347-024-00471-1 · Cited by 3 · see citing works
Lake, J. K., Fung, K. P.-L., Steel, L., Magnacca, C., Cardiff, K., Thomson, K. M., Bobbette, N., Redquest, B. K., Bailey, S., & Lunsky, Y. (2024) · Journal of Contextual Behavioral Science · doi:10.1016/j.jcbs.2024.100780 · Cited by 3 · see citing works
Kasturiratna, K. T. A. S., Hartanto, A., Lee, A. K., Koh, C. J., & Majeed, N. M. (2025) · Computers in Human Behavior Reports · doi:10.1016/j.chbr.2025.100703 · Cited by 3 · see citing works
Stephenson, K. R., Latimer, S. R. E., Zippan, N., & Brotto, L. A. (2023) · Archives of Sexual Behavior · doi:10.1007/s10508-023-02685-5 · Cited by 3 · see citing works
Männistö, S. A., Muotka, J. S., Suojanen, L.-U., Lappalainen, R. I., Pietiläinen, K. H., & Korpela, R. (2025) · JMIR Mental Health · doi:10.2196/66518 · Cited by 2 · see citing works
Park, J., Zhou, A. Q., Chu, S. L., & Lee, S. (2025) · Theory Into Practice · doi:10.1080/00405841.2025.2528548 · Cited by 2 · see citing works
Wang, A. Y., Vereschagin, M., Richardson, C. G., Munthali, R. J., Xie, H. W., Hudec, K. L., Mori, T., Munro, L., & Vigo, D. (2025) · International Journal of Mental Health Systems · doi:10.1186/s13033-025-00688-4 · Cited by 2 · see citing works
Self-citationCombining social media literacy with self-compassion: Testing the SoSelf mHealth training
Buehler, M. R., Kolar, D. R., Ertl, S., Mata, J., & Jens Blechert, A. (2026) · Body Image · doi:10.1016/j.bodyim.2026.102041 · Cited by 2 · see citing works
Huang, T., Li, S., Wang, Y., & Liu, W. (2026) · Journal of Medical Internet Research · doi:10.2196/88697 · Cited by 2 · see citing works
Klimczak, K. S., Twohig, M. P., Peacock, G. G., & Levin, M. E. (2025) · Journal of American College Health · doi:10.1080/07448481.2025.2458078 · Cited by 2 · see citing works
Text-based psychotherapy: analyzing opportunities and challenges beyond the session
Flaherty, H. B., & Beckerman, N. L. (2025) · Social Work in Mental Health · doi:10.1080/15332985.2025.2468277 · Cited by 2 · see citing works
Erasmus, P., Borrmann, M., Ali, A. T., Herta, S., Becker, J., Moriarty, G., & Meinlschmidt, G. (2025) · Archives of Public Health · doi:10.1186/s13690-025-01597-1 · Cited by 1 · see citing works
Wruk, A., & Ding, X. (2025) · Biannual Conference of the Italian SIGCHI Chapter (CHItaly) · doi:10.1145/3750069.3750108 · Cited by 1 · see citing works
Zhang, Q., Li, L., Sui, Y., Lin, F.-H., & Huang, Z. (2025) · Adolescent Research Review · doi:10.1007/s40894-025-00277-z · Cited by 1 · see citing works
Kiluk, B. D., Paris, M., Benitez, B., Jaramillo, Y., Perez, O. F. R., Anez, L. M., Frankforter, T. L., Nich, C., & Silva, M. (2026) · Frontiers in Digital Health · doi:10.3389/fdgth.2026.1729049 · Cited by 1 · see citing works
Klimczak, K. S., Twohig, M. P., Peacock, G. G., & Levin, M. E. (2025) · Journal of Contextual Behavioral Science · doi:10.1016/j.jcbs.2025.100922 · Cited by 1 · see citing works
Zohar, S., Yuval, K., Gebremariam, S. G., Goldberg, S. B., Aviad, N., Baldwin, S. A., & Bernstein, A. (2025) · Mindfulness · doi:10.1007/s12671-025-02675-9 · Cited by 1 · see citing works
Chamberlain, C. E. W., Lindsay, S., Smith, B. J., Henson, S. J. S., Castro, C. M., & Levens, S. M. (2025) · Frontiers in Digital Health · doi:10.3389/fdgth.2025.1394647 · Cited by 1 · see citing works
Amarti, K., Čihařová, M., Provoost, S., Schulte, M. H. J., Kleiboer, A. M., el Hassouni, A., Gonçalves, G., & Riper, H. M. (2025) · Internet Interventions · doi:10.1016/j.invent.2025.100900 · Cited by 1 · see citing works
Xie, Q., Zhu, Y., Lin, T., Yin, Z., & Goldberg, S. B. (2026) · Counselling Psychology Quarterly · doi:10.1080/09515070.2026.2643867 · Cited by 1 · see citing works
Al-Moussawi, N. H. H., Ismaile, S., Abdelalim, A. M., Eid, G. K., Alibraheim, E., Essa, I. M., Gharban, H. A. J., Tani, M. E. N. A., Al-Bashier, N., Al-harby, M., et al. (2026) · International Journal of Adolescence and Youth · doi:10.1080/02673843.2026.2652511 · Cited by 1 · see citing works
Makhanya, Z., Moffett, B., Pozuelo, J. R., Davis, M., Gumikiriza‐Onoria, J. L., Geffen, S., Baloyi, T. C., Sodi, T., Kinyanda, E., Craske, M. G., et al. (2026) · JMIR Mental Health · doi:10.2196/86470 · Cited by 1 · see citing works
Germain, A., Wolfson, M. D., Brock, M. S., O’Reilly, B., Hearn, H., Knowles, S., Mysliwiec, V., & Wallace, M. L. (2023) · Trials · doi:10.1186/s13063-023-07686-2 · Cited by 1 · see citing works
Wang, J., Kong, H., Wang, G., Wu, W., & Xu, L. (2025) · Psycho-Oncologie · doi:10.18282/po3644 · Cited by 1 · see citing works
Welzel, F. D., Pabst, A., Stein, J., Bleck, F., Riedel-Heller, S. G., & Löbner, M. (2025) · Journal of Medical Internet Research · doi:10.2196/68662 · Cited by 1 · see citing works
Allen, V., Stasiak, K., & Lottridge, D. M. (2026) · medRxiv · doi:10.64898/2026.06.10.26355412 · Cited by 1 · see citing works
Feasibility of a Guided Web-Based Procrastination Intervention for College Students: Open Trial
Ozmen, S., Amarnath, A., de Wit, L. M., van Klaveren, C., Cuijpers, P. J., van Straten, A., & Struijs, S. Y. (2025) · JMIR Formative Research · doi:10.2196/72896
Kowalski, L., Finnes, A., Koch, S., & Bujacz, A. (2025) · doi:10.2196/preprints.83753
Stoeckli, R. T., Zoellner, V., Haji, F., Aebersold, M., Burchert, S., Wabiszczewicz, J., Knaevelsrud, C., Heim, E., & Berger, T. (2025) · Journal of Migration and Health · doi:10.1016/j.jmh.2025.100379
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
Moghimi, E., Stephenson, C., Gutiérrez, G., Jagayat, J., Layzell, G., Patel, C. B., McCart, A., Gibney, C., Langstaff, C., Ayonrinde, O., et al. (2023) · Figshare · doi:10.6084/m9.figshare.22621931
Janowski, R., Green, O., Shenderovich, Y., Stern, D., Clements, L., Wamoyi, J., Wambura, M., Lachman, J. M., Meléndez‐Torres, G. J., Gardner, F. E. M., et al. (2023) · Figshare · doi:10.6084/m9.figshare.23573561
Moghimi, E., Stephenson, C., Gutiérrez, G., Jagayat, J., Layzell, G., Patel, C. B., McCart, A., Gibney, C., Langstaff, C., Ayonrinde, O., et al. (2023) · Figshare · doi:10.6084/m9.figshare.22621937
Janowski, R., Green, O., Shenderovich, Y., Stern, D., Clements, L., Wamoyi, J., Wambura, M., Lachman, J. M., Meléndez‐Torres, G. J., Gardner, F. E. M., et al. (2023) · Figshare · doi:10.6084/m9.figshare.23573558
Freeman, N., Leske, M., Koczwara, B., Morris, J., Daly, A., & Beatty, L. (2026) · Supportive Care in Cancer · doi:10.1007/s00520-025-10263-9
Rahmadi, M. A., Mawar, L., Saragih, J. A., Wahyuni, S., Ariyanti, A. S., Nasution, H., Sihombing, N., Khodijah, N., & Tarigan, A. A. B. (2026) · Jurnal Lmu Farmasi dan Kesehatan/ · doi:10.59841/an-najat.v4i1.3613
Allen, V., Lottridge, D. M., & Stasiak, K. (2026) · JMIR Human Factors · doi:10.2196/84412
Verma, M., & Beg, M. J. (2026) · Advances in computational intelligence and robotics book series · doi:10.4018/979-8-3373-1325-2.ch003
Jammin, P., & Lormphongs, S. (2026) · THE BANGKOK MEDICAL JOURNAL · doi:10.31524/bkkmedj.2026.11.002
Commandeur, I., Veenstra, L., Hillenaar, T., & van Stralen, M. M. (2026) · TSG - Tijdschrift voor gezondheidswetenschappen · doi:10.1007/s12508-026-00482-8
Breitenstein, S. M., Greene, M. M., Miller, G., Smoske, S., Alqasem, S., Harrington, J., Filipkowski, J., Moser, M. J., & Schoeny, M. E. (2026) · Annals of Behavioral Medicine · doi:10.1093/abm/kaag014
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
Yap, L. K., Ennis, E., Mulvenna, M. D., & Carracedo, J. M. (2026) · Behaviour and Information Technology · doi:10.1080/0144929x.2026.2696826
Delivery Model Matters for Digital Interventions in Pain Self-Management: Mixed Methods Study
Nes, L. S., Børøsund, E., Nordang, E. F., Asbjørnsen, R. A., Eide, H., Varsi, C., Waxenberg, L. B., Weiss, K. E., Morrison, E. J. P., Støle, H. S., et al. (2026) · Journal of Medical Internet Research · doi:10.2196/89780
Ginsberg, K. H., Alsweiler, J. M., Rogers, J., Cavadino, A., Douglas, M., & Serlachius, A. S. (2026) · JMIR Mental Health · doi:10.2196/92021
Degani, M., Natale, A. F. D., Cremaschi, G., & Villani, D. (2026) · Behavioral Sciences · doi:10.3390/bs16081332
Johnson, E., Hyde, A. M., Corrick, S., Isley, S., Wright, G., Ezekowitz, J. A., Zheng, Y., Lee‐Baggley, D., Spiers, J. A., Spence, J. C., et al. (2026) · PLoS Medicine · doi:10.1371/journal.pmed.1005198
Parri, L. A., Lau, R., & Addy, K. B. E. (2026) · JMIR Formative Research · doi:10.2196/95939
Gehrmann, J., Dehner, J., Stephan, J., Stullich, A., & Richter, M. (2026) · Research Square · doi:10.21203/rs.3.rs-7386879/v1
Arif, K., McGloin, H., McGuigan, K., Condell, J. V., Dhunnoo, P., & McCann, M. (2026) · doi:10.2196/preprints.112304
Neurocognitive Interventions in Mental Health Practice
Halder, S., & Mahato, A. (2026) · Routledge eBooks · doi:10.4324/9781003799368
Elor, A., Kuznetsov, M., Kusumoto, L., Duval, J., Burnett, K., Skelton, F., & Touchett, H. N. (2026) · Frontiers in Digital Health · doi:10.3389/fdgth.2026.1952753
Explaining value creation in mental health IT configurations: An integrated framework
Olivera, W., Mathiassen, L., Baird, A. M., & Xia, Y. (2026) · Information & Management · doi:10.1016/j.im.2026.104451
Bouabid, S., Bouftane, S., Chati, A., Hassouni, K., Belabbes, S., & Khalis, M. (2026) · Mental Health & Prevention · doi:10.1016/j.mhp.2026.200579
Schwarz, J., Granof, M., Herpertz, J., Holtz, L., Konnopka, A., Muehlensiepen, F., Torous, J. B., & Wolff, J. (2026) · Research Square · doi:10.21203/rs.3.rs-11221503/v1
- Authors
- Leung, C., Pei, J., Hudec, K., Shams, F., Munthali, R., & Vigo, D.
- Affiliations
- University of British Columbia (CA)
- Corresponding author
- Vigo, Daniel
- Venue
- Journal of Medical Internet Research
- Publisher
- JMIR Publications Inc.
- Published
- 2022-06-15
- Volume
- 24
- Issue
- 6
- Pages
- e36004
- ISSN
- 1438-8871 (ISSN-L)
- PMC
- PMC9244656
- OpenAlex
- W4229038358
- Cited by
- 94
- References
- 57
- Citations by year
- 2026: 24 · 2025: 36 · 2024: 12 · 2023: 21 · 2022: 1
- FWCI
- 3.10
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- Journal of Medical Internet Research (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (publishedVersion)
- Funders
- Health Canada
- Topics
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Telemedicine and Telehealth Implementation
- Social Sciences › Psychology › Social Psychology › Mental Health Treatment and Access
- Keywords
- digital mental health interventions, paraprofessionals, peer supporters, lay counselors, intervention adherence, treatment effectiveness, process outcomes, scalability, online psychoeducation, waitlist control, mental health workforce shortage
- MeSH terms
- Humans, Mental Health, Treatment Outcome
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