Enhancing Self-Efficacy for Help-Seeking Among Transition-Aged Youth in Postsecondary Settings With Mental Health and/or Substance Use Concerns, Using Crowd-Sourced Online and Mobile Technologies: The Thought Spot Protocol
Open accessAbstract
BACKGROUND: Seventy percent of lifetime cases of mental illness emerge prior to age 24. While early detection and intervention can address approximately 70% of child and youth cases of mental health concerns, the majority of youth with mental health concerns do not receive the services they need. OBJECTIVE: The objective of this paper is to describe the protocol for optimizing and evaluating Thought Spot, a Web- and mobile-based platform cocreated with end users that is designed to improve the ability of students to access mental health and substance use services. METHODS: This project will be conducted in 2 distinct phases, which will aim to (1) optimize the existing Thought Spot electronic health/mobile health intervention through youth engagement, and (2) evaluate the impact of Thought Spot on self-efficacy for mental health help-seeking and health literacy among university and college students. Phase 1 will utilize participatory action research and participatory design research to cocreate and coproduce solutions with members of our target audience. Phase 2 will consist of a randomized controlled trial to test the hypothesis that the Thought Spot intervention will show improvements in intentions for, and self-efficacy in, help-seeking for mental health concerns. RESULTS: We anticipate that enhancements will include (1) user analytics and feedback mechanisms, (2) peer mentorship and/or coaching functionality, (3) crowd-sourcing and data hygiene, and (4) integration of evidence-based consumer health and research information. CONCLUSIONS: This protocol outlines the important next steps in understanding the impact of the Thought Spot platform on the behavior of postsecondary, transition-aged youth students when they seek information and services related to mental health and substance use.
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?
Six types of multimedia interventions have been developed to address some of the difficulties of reaching an adolescent population, such as fear of confidentiality breaches, stigma and self-reliance.
“Six types of multimedia interventions have been developed to address some of the difficulties of reaching an adolescent population, such as fear of confidentiality breaches, stigma and self-reliance [111–115].”
From What are the barriers, facilitators and interventions targeting help-seeking behaviours for common mental health problems in adolescents? A systematic review (2020) · cites this paper as [114]
The Introduction (page unavailable) identifies stigma and fear of confidentiality breaches as barriers to help-seeking, and describes online and mobile interventions as promising ways to reach transition-aged youth. This paper describes the Thought Spot intervention, but it does not identify six types of multimedia interventions or name self-reliance as a barrier. (LLM, conf=0.86)
Experimental — accuracy not yet measuredTeacher's support and engagement with the intervention were also described as a barrier in the implementation process for some studies.
“Teacher’s support and engagement with the intervention were also described as a barrier in the implementation process for some studies [85, 93, 114].”
From What are the barriers, facilitators and interventions targeting help-seeking behaviours for common mental health problems in adolescents? A systematic review (2020) · cites this paper as [114]
The Methods section, under Phase 1: Optimization of mHealth Intervention (page unavailable), describes student engagement and asks students about possible barriers to using Thought Spot. It does not describe teachers’ support or engagement as an implementation barrier. Searches for teacher support, engagement, and implementation barriers found no passage addressing that claim. (LLM, conf=0.75)
Experimental — accuracy not yet measured
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
Using thematic analysis in psychology
Braun, V., & Clarke, V. (2006) · Qualitative Research in Psychology · doi:10.1191/1478088706qp063oa · Cited by 194,414 · see citing works
Self-efficacy: the exercise of control
(1997) · Choice Reviews Online · doi:10.5860/choice.35-1826 · Cited by 24,409 · see citing works
Jorm, A. F., Korten, A. E., Jacomb, P. A., Christensen, H., Rodgers, B., & Pollitt, P. (1997) · Medical Journal of Australia · doi:10.5694/j.1326-5377.1997.tb140071.x · Cited by 2,585 · see citing works
(2007) · PubMed Central · Cited by 2,521 · see citing works
Baum, F., MacDougall, C., & Smith, D. (2006) · Journal of Epidemiology and Community Health · doi:10.1136/jech.2004.028662 · Cited by 2,420 · see citing works
Multifaceted Impact of Self-Efficacy Beliefs on Academic Functioning
Bandura, A., Barbaranelli, C., Caprara, G. V., & Pastorelli, C. (1996) · Child Development · doi:10.1111/j.1467-8624.1996.tb01791.x · Cited by 1,866 · see citing works
Young People’s Help-Seeking for Mental Health Problems
Rickwood, D., Deane, F. P., Wilson, C. J., & Ciarrochi, J. (2005) · Australian e-Journal for the Advancement of Mental Health · doi:10.5172/jamh.4.3.218 · Cited by 1,619 · see citing works
Merikangas, K. R., He, J.-P., Burstein, M., Swendsen, J., Avenevoli, S., Case, B., Georgiades, K., Heaton, L., Swanson, S., & Olfson, M. (2011) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1016/j.jaac.2010.10.006 · Cited by 1,579 · see citing works
Participatory Action Research Approaches and Methods
Kindon, S., Pain, R., & Kesby, M. (2007) · Routledge eBooks · doi:10.4324/9780203933671 · Cited by 1,341 · see citing works
Measuring the self-stigma associated with seeking psychological help
Vogel, D. L., Wade, N. G., & Haake, S. (2006) · Journal of Counseling Psychology · doi:10.1037/0022-0167.53.3.325 · Cited by 1,190 · cited 1× · see citing works
“In addition to these scales, we also plan to explore self-reported changes in self-stigma using the Self-Stigma of Seeking Help Scale [81] and self-efficacy using the Youth Efficacy/Empowerment Scale - Mental Health [82].”
Multifaceted impact of self-efficacy beliefs on academic functioning
Bandura, A., Barbaranelli, C., Caprara, G. V., & Pastorelli, C. (1996) · Child Development · doi:10.2307/1131888 · Cited by 1,080 · see citing works
Stajković, A. D., & Luthans, F. (1998) · Organizational Dynamics · doi:10.1016/s0090-2616(98)90006-7 · Cited by 775 · see citing works
A Typology of Youth Participation and Empowerment for Child and Adolescent Health Promotion
Wong, N. T., Zimmerman, M. A., & Parker, E. A. (2010) · American Journal of Community Psychology · doi:10.1007/s10464-010-9330-0 · Cited by 545 · see citing works
McGorry, P., Bates, T., & Birchwood, M. (2013) · British Journal of Psychiatry · doi:10.1192/bjp.bp.112.119214 · Cited by 523 · see citing works
Jacquez, F., Vaughn, L. M., & Wagner, E. (2013) · American Journal of Community Psychology · doi:10.1007/s10464-012-9533-7 · Cited by 471 · see citing works
Hom, M. A., Stanley, I. H., & Joiner, T. E. (2015) · Clinical Psychology Review · doi:10.1016/j.cpr.2015.05.006 · Cited by 462 · 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
Czyz, E. K., Horwitz, A. G., Eisenberg, D., Kramer, A., & King, C. A. (2013) · Journal of American College Health · doi:10.1080/07448481.2013.820731 · Cited by 388 · see citing works
Beck, F., Richard, J., Nguyen‐Thanh, V., Montagni, I., Parizot, I., & Renahy, É. (2014) · Journal of Medical Internet Research · doi:10.2196/jmir.2934 · Cited by 363 · see citing works
Internet Use for Health Information Among College Students
Escoffery, C., Miner, K. R., Adame, D. D., Butler, S., McCormick, L. K., & Mendell, E. (2005) · Journal of American College Health · doi:10.3200/jach.53.4.183-188 · Cited by 355 · see citing works
Help-Seeking for Suicidal Thoughts and Self-Harm in Young People: A Systematic Review
Michelmore, L., & Hindley, P. (2012) · Suicide and Life-Threatening Behavior · doi:10.1111/j.1943-278x.2012.00108.x · Cited by 346 · see citing works
Do online mental health services improve help-seeking for young people? A systematic review
Kauer, S. D., Mangan, C., & Sanci, L. (2014) · Journal of Medical Internet Research · doi:10.2196/jmir.3103 · Cited by 339 · see citing works
Crowdsourcing—Harnessing the Masses to Advance Health and Medicine, a Systematic Review
Ranard, B. L., Ha, Y. P., Meisel, Z. F., Asch, D. A., Hill, S. S., Becker, L. B., Seymour, A. K., & Merchant, R. M. (2013) · Journal of General Internal Medicine · doi:10.1007/s11606-013-2536-8 · Cited by 324 · see citing works
Depression and suicide ideation among students accessing campus health care
Mackenzie, S., Wiegel, J. R., Mundt, M., Brown, D., Saewyc, E., Heiligenstein, E., Harahan, B., & Fleming, M. (2011) · American Journal of Orthopsychiatry · doi:10.1111/j.1939-0025.2010.01077.x · Cited by 323 · see citing works
Help Seeking and Treatment Use Among Suicidal College Students
Downs, M. F., & Eisenberg, D. (2012) · Journal of American College Health · doi:10.1080/07448481.2011.619611 · Cited by 323 · see citing works
Elhai, J. D., Schweinle, W., & Anderson, S. M. (2008) · Psychiatry Research · doi:10.1016/j.psychres.2007.04.020 · Cited by 313 · see citing works
Young students' use of the Internet for mental health information and support
HORGAN, Á., & SWEENEY, J. (2010) · Journal of Psychiatric and Mental Health Nursing · doi:10.1111/j.1365-2850.2009.01497.x · Cited by 303 · cited 1× · see citing works
“These less-formal or less-specialized online or mobile mental health interventions and resources have been shown to be effective avenues to engage transition-aged youth [25,30,31,37-41] and enhance “their capacity to correctly recognize, identify, and receive help for psychological disorders in a manner that is both a…”
Brown, A., Rice, S. M., Rickwood, D. J., & Parker, A. G. (2016) · Asia-Pacific Psychiatry · doi:10.1111/appy.12199 · Cited by 274 · see citing works
Plotnikoff, R. C., Costigan, S. A., Karunamuni, N. D., & Lubans, D. R. (2013) · Preventive Medicine · doi:10.1016/j.ypmed.2013.01.013 · Cited by 271 · see citing works
Suicidal ideation and help‐negation: Not just hopelessness or prior help
Deane, F. P., Wilson, C. J., & Ciarrochi, J. (2001) · Journal of Clinical Psychology · doi:10.1002/jclp.1058 · Cited by 260 · 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
Internet-Based Mental Health Interventions
Ybarra, M. L., & Eaton, W. W. (2005) · Mental Health Services Research · doi:10.1007/s11020-005-3779-8 · Cited by 241 · see citing works
Ellis, L. A., Collin, P., Hurley, P. J., Davenport, T. A., Burns, J. M., & Hickie, I. B. (2013) · BMC Psychiatry · doi:10.1186/1471-244x-13-119 · Cited by 222 · see citing works
Using technology to deliver mental health services to children and youth: a scoping review.
Boydell, K., Hodgins, M., Pignatiello, A., Teshima, J., Edwards, H. E., & Willis, D. (2014) · Europe PMC (PubMed Central) · Cited by 197 · see citing works
Rice, S. M., Goodall, J., Hetrick, S. E., Parker, A. G., Gilbertson, T., Amminger, G. P., Davey, C. G., McGorry, P. D., Gleeson, J., & Alvarez-Jimenez, M. (2014) · Journal of Medical Internet Research · doi:10.2196/jmir.3304 · Cited by 194 · see citing works
Gowen, K., Deschaine, M., Gruttadara, D., & Markey, D. (2012) · Psychiatric Rehabilitation Journal · doi:10.2975/35.3.2012.245.250 · Cited by 177 · see citing works
Orlowski, S. K., Lawn, S., Venning, A., Winsall, M., Jones, G. M., Wyld, K., Damarell, R. A., Antezana, G., Schrader, G., Smith, D., et al. (2015) · JMIR Human Factors · doi:10.2196/humanfactors.4361 · Cited by 165 · see citing works
Taylor-Rodgers, E., & Batterham, P. J. (2014) · Journal of Affective Disorders · doi:10.1016/j.jad.2014.06.047 · Cited by 165 · see citing works
Yap, M. B. H., Reavley, N. J., & Jorm, A. F. (2012) · Journal of Affective Disorders · doi:10.1016/j.jad.2012.11.014 · Cited by 139 · see citing works
Smith, C. L., & Shochet, I. M. (2011) · International Journal of Mental Health Promotion · doi:10.1080/14623730.2011.9715652 · Cited by 120 · see citing works
Enhancing early engagement with mental health services by young people
Burns, J. M., & Birrell, E. (2014) · Psychology Research and Behavior Management · doi:10.2147/prbm.s49151 · Cited by 118 · see citing works
Youth Mental Health Interventions via Mobile Phones: A Scoping Review
Seko, Y., Kidd, S. A., Wiljer, D., & McKenzie, K. J. (2014) · Cyberpsychology Behavior and Social Networking · doi:10.1089/cyber.2014.0078 · Cited by 117 · see citing works
Self-citationCaught in the Web: A Review of Web-Based Suicide Prevention
Lai, M. H., Maniam, T., Chan, L. F., & Ravindran, A. V. (2014) · Journal of Medical Internet Research · doi:10.2196/jmir.2973 · Cited by 113 · see citing works
Educating Young People about Mental Health and Mental Illness: Evaluating a School - Based Programme
Rickwood, D., Cavanagh, S., Curtis, L., & Sakrouge, R. (2004) · International Journal of Mental Health Promotion · doi:10.1080/14623730.2004.9721941 · Cited by 111 · see citing works
Shandley, K., Austin, D., Klein, B., & Kyrios, M. (2010) · Health Education Research · doi:10.1093/her/cyq002 · Cited by 108 · see citing works
Radhu, N., Daskalakis, Z. J., Arpin-Cribbie, C. A., Irvine, J., & Ritvo, P. (2012) · Journal of American College Health · doi:10.1080/07448481.2011.630703 · Cited by 94 · see citing works
A Population-Based Study of Help-Seeking for Self-Harm in Young Adults
Nada‐Raja, S., Morrison, D., & Skegg, K. (2003) · Australian & New Zealand Journal of Psychiatry · doi:10.1046/j.1440-1614.2003.01252.x · Cited by 93 · see citing works
Addressing Mental Health Stigma among Young Adolescents: Evaluation of a Youth-Led Approach
Bulanda, J. J., Bruhn, C., Byro-Johnson, T., & Zentmyer, M. (2014) · Health & Social Work · doi:10.1093/hsw/hlu008 · Cited by 84 · see citing works
Wetterlin, F. M., Mar, M. Y., Neilson, E. K., Werker, G. R., & Krausz, M. R. (2014) · Journal of Medical Internet Research · doi:10.2196/jmir.3526 · Cited by 81 · see citing works
Costin, D. L., Mackinnon, A. J., Griffiths, K. M., Batterham, P. J., Bennett, A. J., Bennett, K., & Christensen, H. (2009) · Journal of Medical Internet Research · doi:10.2196/jmir.1294 · Cited by 79 · cited 2× · see citing works
“These scales are most often used in help-seeking studies [72], and have been used in similar studies and with similar populations, often together [13,22,73,74].”
ReachOut.com: The role of an online service for promoting help-seeking in young people
Collin, P. J., Metcalf, A. T., Stephens-Reicher, J. C., Blanchard, M. E., Herrman, H. E., Rahilly, K., & Burns, J. M. (2011) · Advances in Mental Health · doi:10.5172/jamh.2011.10.1.39 · Cited by 75 · see citing works
Connecting youth with health services: Systematic review.
Anderson, J. E., & Lowen, C. A. (2010) · PubMed Central · Cited by 75 · see citing works
Rowlands, I. J., Loxton, D. J., Dobson, A. J., & Mishra, G. D. (2015) · Journal of Medical Internet Research · doi:10.2196/jmir.4048 · Cited by 73 · see citing works
Barriers to Help-seeking in Young People: Community Beliefs About Youth Suicide
Gilchrist, H., & Sullivan, G. (2006) · Australian Social Work · doi:10.1080/03124070500449796 · Cited by 65 · see citing works
Getting it right! Enhancing youth involvement in mental health research
Mawn, L., Welsh, P., Kirkpatrick, L., Webster, L. A. D., & Stain, H. J. (2015) · Health Expectations · doi:10.1111/hex.12386 · Cited by 58 · see citing works
Ardoin, N. M., Castrechini, S., & Hofstedt, M. (2013) · Children s Geographies · doi:10.1080/14733285.2013.827872 · Cited by 48 · see citing works
Younès, N., Chollet, A., Ménard, E., & Melchior, M. (2015) · Journal of Medical Internet Research · doi:10.2196/jmir.4254 · Cited by 48 · see citing works
Implementation and evaluation of an Internet health site for adolescents in Switzerland
Michaud, P., & Colom, P. (2003) · Journal of Adolescent Health · doi:10.1016/s1054-139x(03)00181-2 · Cited by 36 · see citing works
Dewar, D. L., Plotnikoff, R. C., Morgan, P. J., Okely, A. D., Costigan, S. A., & Lubans, D. R. (2013) · Research Quarterly for Exercise and Sport · doi:10.1080/02701367.2013.842454 · Cited by 36 · see citing works
Pretorius, N., Rowlands, L., Ringwood, S., & Schmidt, U. H. (2010) · European Eating Disorders Review · doi:10.1002/erv.985 · Cited by 26 · see citing works
Howe, D. J., Batchelor, S., Coates, D., & Cashman, E. L. (2013) · Early Intervention in Psychiatry · doi:10.1111/eip.12096 · Cited by 25 · see citing works
Youth’s Help-Seeking Intentions for ADHD and Depression: Findings from a National Survey
Lee, J., Friesen, B. J., Walker, J. S., Colman, D., & Donlan, W. (2012) · Journal of Child and Family Studies · doi:10.1007/s10826-012-9700-3 · Cited by 12 · see citing works
Flagged first, then by citations
Research works printed but not linked: 6
- [48]Bandura A Bryant J Zillman D Social cognitive theory of mass communication Media Effects: Advances in Theory and Research. 2nd edition 2002 Hillsdale, NJ Lawrence Erlbaum 121 153
- [62]MacDonald C Understanding participatory action research: a qualitative research methodology option Can J Action Res 2012 13 2 2012 10.1080/14733285.2013.827872 · DOI
- [66]Spinuzzi C The methodology of participatory design. Tech Comm 2005 May;52(2):163-174. https://repositories.lib.utexas.edu/bitstream/handle/2152/28277/SpinuzziTheMethodologyOfParticipatoryDesign.pdf
- [71]Pearson C Janz T Ali J Health at a glance: mental health & substance use disorders in Canada. Statistics Canada. 2013. 2016-06-23 http://www.statcan.gc.ca/pub/82-624-x/2013001/article/11855-eng.pdf
- [72]Rickwood D Thomas K Bradford S Review of help-seeking measures in mental health: an Evidence Check rapid review. Sax Institute 2013 2016-04-05 https://www.saxinstitute.org.au/wp-content/uploads/02_Help-seeking-measures-in-mental-health.pdf
- [79]Komiya N Good GE Sherrod NB Emotional openness as a predictor of college students' attitudes toward seeking psychological help J Couns Psychol 2000 12 47 1 138 143 10.1037/AJ022-0167,47.1.138 · DOI
Cited by
Sorted by citations
Aguirre Velasco, A., Cruz, I. S. S., Billings, J., Jimenez, M., & Rowe, S. (2020) · BMC Psychiatry · doi:10.1186/s12888-020-02659-0 · Cited by 736 · see citing works
E-mental health: Promising advancements in policy, research, and practice
Lal, S. (2019) · Healthcare Management Forum · doi:10.1177/0840470418818583 · Cited by 83 · see citing works
Wiljer, D., Shi, J., Lo, B., Sanches, M., Hollenberg, E., Johnson, A., Abi-Jaoudé, A., Chaim, G., Cleverley, K., Henderson, J., et al. (2020) · Journal of Medical Internet Research · doi:10.2196/20790 · Cited by 78 · see citing works
Self-citationHelp-Seeking Behaviors of Transition-Aged Youth for Mental Health Concerns: Qualitative Study
Stunden, C., Zasada, J., VanHeerwaarden, N., Hollenberg, E., Abi-Jaoudé, A., Chaim, G., Cleverley, K., Henderson, J. L., Johnson, A., LEVINSON, A. J., et al. (2020) · Journal of Medical Internet Research · doi:10.2196/18514 · Cited by 59 · see citing works
Self-citationOti, O., & Pitt, I. J. (2021) · Internet Interventions · doi:10.1016/j.invent.2021.100468 · Cited by 57 · see citing works
VanHeerwaarden, N., Ferguson, G., Abi-Jaoudé, A., Johnson, A., Hollenberg, E., Chaim, G., Cleverley, K., Eysenbach, G., Henderson, J. L., LEVINSON, A. J., et al. (2018) · Journal of Medical Internet Research · doi:10.2196/jmir.8102 · Cited by 41 · see citing works
Self-citationWong, H. W., Lo, B., Shi, J., Hollenberg, E., Abi-Jaoudé, A., Johnson, A., Chaim, G., Cleverley, K., Henderson, J. L., LEVINSON, A. J., et al. (2021) · JMIR Mental Health · doi:10.2196/23447 · Cited by 38 · see citing works
Self-citationShi, J., Lo, B., Wong, H. W., Hollenberg, E., Sanches, M., Abi-Jaoudé, A., Chaim, G., Cleverley, K., Henderson, J. L., Johnson, A., et al. (2021) · Internet Interventions · doi:10.1016/j.invent.2021.100386 · Cited by 28 · see citing works
Self-citationSanci, L., Kauer, S., Thuraisingam, S., Davidson, S., Duncan, A.-M., Chondros, P., Mihalopoulos, C., & Buhagiar, K. (2019) · JMIR Mental Health · doi:10.2196/13189 · Cited by 19 · see citing works
Seboka, B. T., Hailegebreal, S., Negash, M., Mamo, T. T., Ewune, H. A., Gilano, G., Yehualashet, D. E., Gizachew, G., Demeke, A. D., Shimie, A. W., et al. (2022) · International Journal of General Medicine · doi:10.2147/ijgm.s377791 · Cited by 18 · see citing works
Ng, D. Q., Ritt‐Olson, A., Freyer, D. R., Miller, K. A., Thomas, S. M., Milam, J. E., & Chan, A. (2022) · JCO Oncology Practice · doi:10.1200/op.22.00458 · Cited by 15 · see citing works
Pretorius, C., McCashin, D., & Coyle, D. (2022) · Human-Computer Interaction · doi:10.1080/07370024.2022.2077733 · Cited by 17 · see citing works
Lo, B., Shi, J., Hollenberg, E., Abi-Jaoudé, A., Johnson, A., & Wiljer, D. (2020) · JMIR Mental Health · doi:10.2196/15942 · Cited by 13 · see citing works
Self-citationVelasco, A. A., Cruz, I. S. S., Billings, J., Jimenez, M., & Rowe, S. L. (2025) · FOCUS The Journal of Lifelong Learning in Psychiatry · doi:10.1176/appi.focus.25023003 · Cited by 17 · see citing works
Final-year university students’ mental health and access to support as they prepared to graduate
Magier, M. J., Law, M. P., Pennisi, S., Martini, T. S., Duncan, M. J., Chattha, H., & Patte, K. A. (2023) · Cogent Mental Health · doi:10.1080/28324765.2023.2252918 · Cited by 8 · see citing works
Self-citationKaur, A., Isaranuwatchai, W., Jaffer, A., Ferguson, G., Abi-Jaoudé, A., Johnson, A., Hollenberg, E., & Wiljer, D. (2018) · JMIR Research Protocols · doi:10.2196/resprot.9478 · Cited by 8 · see citing works
Self-citationYouth involvement in alcohol and drug prevention: A systematic review
Aresi, G., Ferrari, V., Marta, E., & Simões, F. (2023) · Journal of Community & Applied Social Psychology · doi:10.1002/casp.2704 · Cited by 8 · see citing works
Ibrahim, R. H., Yaas, M. H., Hamarash, M. Q., Mukhtar, S. H. A., Abdulghani, M. F., & Almushhadany, O. I. (2024) · JMIR Pediatrics and Parenting · doi:10.2196/67137 · Cited by 3 · see citing works
Nittayathammakul, V., Chatwattana, P., & Piriyasurawong, P. (2021) · International Conference on E-Society, E-Education and E-Technology (ICSET) · doi:10.1145/3485768.3485810 · Cited by 2 · see citing works
McCracken, A., Cleverley, K., Sproule, B. A., & Dolovich, L. R. (2023) · BMJ Open · doi:10.1136/bmjopen-2023-072976 · Cited by 2 · see citing works
Self-citationAgarwal, A. K., Southwick, L., Schneider, R., Pelullo, A., Ortiz, R., Klinger, E. V., Gonzales, R. E., Rosin, R. M., & Merchant, R. M. (2021) · JMIR Mental Health · doi:10.2196/31909 · Cited by 2 · see citing works
Programs for Care System Transitions in Mental Health: A Systematic Review
Apaydin, E. A., Delavale, V., Fu, N., Larkin, J., Chough, I., Motala, A., & Hempel, S. (2022) · Rand health quarterly · doi:10.7249/rhq-10-01-08 · Cited by 1 · see citing works
Oti, O., Foley, S., & Pitt, I. J. (2025) · Frontiers in Digital Health · doi:10.3389/fdgth.2025.1633987 · Cited by 1 · see citing works
Kaur, A., Isaranuwatchai, W., Jaffer, A., Ferguson, G., Abi-Jaoudé, A., Johnson, A., Hollenberg, E., & Wiljer, D. (2017) · doi:10.2196/preprints.9478
Self-citationIbrahim, R. H., Yaas, M. H., Hamarash, M. Q., Mukhtar, S. H. A., & Abdulghani, M. F. (2024) · doi:10.2196/preprints.67137
- Authors
- Wiljer, D., Abi-Jaoude, A., Johnson, A., Ferguson, G., Sanches, M., Levinson, A., Robb, J., Heffernan, O., Herzog, T., Chaim, G., Cleverley, K., Eysenbach, G., Henderson, J., S Hoch, J., Hollenberg, E., Jiang, H., Isaranuwatchai, W., Law, M., Sharpe, S., Tripp, T., & Voineskos, A.
- Affiliations
- University Health Network (CA)
- Centre for Addiction and Mental Health (CA)
- University of Toronto (CA)
- St. Michael's Hospital (CA)
- Corresponding author
- Wiljer, David
- ORCID
- Wiljer, David
- Abi-Jaoude, Alexxa
- Johnson, Andrew
- Ferguson, Genevieve
- Sanches, Marcos
- Levinson, Andrea
- Robb, Janine
- Heffernan, Olivia
- Herzog, Tyson
- Chaim, Gloria
- Cleverley, Kristin
- Eysenbach, Gunther
- Henderson, Joanna
- S Hoch, Jeffrey
- Hollenberg, Elisa
- Jiang, Huan
- Isaranuwatchai, Wanrudee
- Law, Marcus
- Sharpe, Sarah
- Tripp, Tim
- Voineskos, Aristotle
- Venue
- JMIR Research Protocols
- Publisher
- JMIR Publications Inc.
- Published
- 2016-11-04
- Volume
- 5
- Issue
- 4
- Pages
- e201
- ISSN
- 1929-0748 (ISSN-L)
- PMC
- PMC5116103
- OpenAlex
- W2548584960
- Cited by
- 26
- References
- 62
- Citations by year
- 2025: 2 · 2024: 3 · 2023: 3 · 2022: 4 · 2021: 5 · 2020: 4 · 2019: 2 · 2018: 2 · 2017: 1
- FWCI
- 2.57
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- JMIR Research Protocols (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- Topics
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Social Sciences › Psychology › Social Psychology › Mental Health Treatment and Access
- Health Sciences › Health Professions › General Health Professions › Mobile Health and mHealth Applications
- Keywords
- help-seeking self-efficacy, mental health help-seeking, transition-aged youth, postsecondary students, mobile health, online intervention, participatory design, youth participation, health literacy, peer mentoring, access to mental health care
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