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Review Article

Methodological approaches in investigating barriers to digital mental health interventions use: a scoping review

, , , , &
Received 03 Feb 2023, Accepted 29 Aug 2023, Published online: 13 Sep 2023

References

  • References marked with “*” are articles reviewed.
  • Aardoom, J. J., Dingemans, A. E., Spinhoven, P., & Van Furth, E. F. (2013). Treating eating disorders over the internet: A systematic review and future research directions. International Journal of Eating Disorders, 46(6), 539–552. https://doi.org/10.1002/eat.22135
  • Abd-Alrazaq, A. A., Alajlani, M., Alalwan, A. A., Bewick, B. M., Gardner, P., & Househ, M. (2019). An overview of the features of chatbots in mental health: A scoping review. International Journal of Medical Informatics, 132, 103978. https://doi.org/10.1016/j.ijmedinf.2019.103978
  • *Adkins, E. C., Zalta, A. K., Boley, R. A., Glover, A., Karnik, N. S., & Schueller, S. M. (2017). Exploring the potential of technology-based mental health services for homeless youth: A qualitative study. Psychological Services, 14(2), 238–245. https://doi.org/10.1037/ser0000120
  • *Adler, G., Pritchett, L. R., Kauth, M. R., & Nadorff, D. (2014). A pilot project to improve access to Telepsychotherapy at rural clinics. Telemedicine and e-Health, 20(1), 83–85. https://doi.org/10.1089/tmj.2013.0085
  • *Adrian, M., Coifman, J., Pullmann, M. D., Blossom, J. B., Chandler, C, Coppersmith, G., Thompson, P., & Lyon, A. R. (2020). Implementation determinants and outcomes of a technology-enabled service targeting suicide risk in high schools: Mixed methods study. JMIR Mental Health, 7(7), e16338. https://doi.org/10.2196/16338
  • Allan, S., Bradstreet, S., Mcleod, H., Farhall, J., Lambrou, M., Gleeson, J., & Gumley, A. (2019). Developing a hypothetical implementation framework of expectations for monitoring early signs of psychosis relapse using a mobile app: Qualitative study. Journal of Medical Internet Research, 21(10), e14366.
  • *Anastasiadou, D., Folkvord, F., & Lupiañez-Villanueva, F. (2018). A systematic review of mHealth interventions for the support of eating disorders. European Eating Disorders Review, 26(5), 394–416. https://doi.org/10.1002/erv.2609
  • Anastasiadou, D., Folkvord, F., Serrano-Troncoso, E., & Lupiañez-Villanueva, F. (2019). Mobile health adoption in mental health: User experience of a mobile health app for patients with an eating disorder. Journal of Medical Internet Research, 7(6), e12920.
  • Andersson, G., Cuijpers, P., Carlbring, P., Riper, H., & Hedman, E. (2014). Guided internet-based vs. face-to-face cognitive behavior therapy for psychiatric and somatic disorders: A systematic review and meta-analysis. World Psychiatry, 13(3), 288–295. https://doi.org/10.1002/wps.20151
  • Andrews, G., Basu, A., Cuijpers, P., Craske, M. G., McEvoy, P., English, C. L., & Newby, J. M. (2018). Computer therapy for the anxiety and depression disorders is effective, acceptable and practical health care: An updated meta-analysis. Journal of Anxiety Disorders, 55, 70–78. https://doi.org/10.1016/j.janxdis.2018.01.001
  • *Andrews, J. A., Brown, L. J. E., Hawley, M. S., & Astell, A. J. (2019). Older adults’ perspectives on using digital technology to maintain good mental health: Interactive group study. Journal of Medical Internet Research, 21(2). https://doi.org/10.2196/11694
  • Arksey, H., & O'Malley, L. (2005). Scoping studies: Towards a methodological framework. International Journal of Social Research Methodology, 8(1), 19–32. https://doi.org/10.1080/1364557032000119616
  • *Armstrong, C. C., Odukoya, E. J., Sundaramurthy, K., & Darrow, S. M. (2021). Youth and provider perspectives on behavior-tracking mobile apps: Qualitative analysis. JMIR Mental Health, 8(4). https://doi.org/10.2196/24482
  • *Arnold, C., Williams, A., & Thomas, N. (2020). Engaging with a web-based psychosocial intervention for psychosis: Qualitative study of user experiences. JMIR Mental Health, 7(6). https://doi.org/10.2196/16730
  • *Ashford, M. T., Olander, E. K., Rowe, H., Fisher, J. R. W., & Ayers, S. (2018). Feasibility and acceptability of a web-based treatment with telephone support for postpartum women with anxiety: Randomized controlled trial. Journal of Medical Internet Research, 20(4),e9106.
  • Balcombe, L., & De Leo, D. (2021). Digital mental health amid COVID-19. Encyclopedia, 1(4), 1047–1057. https://doi.org/10.3390/encyclopedia1040080
  • Balcombe, L., & Diego, D. L. (2022). Evaluation of the use of digital mental health platforms and interventions: Scoping review. International Journal of Environmental Research and Public Health, 20(1), 362. https://doi.org/10.3390/ijerph20010362
  • *Barnett, M. L., Sigal, M., Green Rosas, Y., Corcoran, F., Rastogi, M., & Jent, J. F. (2021). Therapist experiences and attitudes about implementing internet-delivered parent-child interaction therapy during COVID-19. Cognitive and Behavioral Practice, 28(4), 630–641.
  • *Becker, E. M., & Jensen-Doss, A. (2013). Computer-assisted therapies: Examination of therapist-level barriers to their use. Behavior Therapy, 44(4), 614–624. https://doi.org/10.1016/j.beth.2013.05.002
  • *Bengtsson, J., Nordin, S., & Carlbring, P. (2015). Therapists’ experiences of conducting cognitive behavioural therapy online vis-a-vis face-to-face. Cognitive Behaviour Therapy, 44(6), 470–479. https://doi.org/10.1080/16506073.2015.1053408
  • *Berry, N., Bucci, S., & Lobban, F. (2017). Use of the internet and mobile phones for self-management of severe mental health problems: Qualitative study of staff views. JMIR Mental Health, 4(4), e52. https://doi.org/10.2196/mental.8311
  • *Berry, N., Lobban, F., & Bucci, S. (2019). A qualitative exploration of service user views about using digital health interventions for self-management in severe mental health problems. BMC Psychiatry, 19(1), 35. https://doi.org/10.1186/s12888-018-1979-1
  • *Bleyel, C., Hoffmann, M., Wensing, M., Hartmann, M., Friederich, H.-C., & Haun, M. W. (2020). Patients’ perspective on mental health specialist video consultations in primary care: Qualitative preimplementation study of anticipated benefits and barriers. Journal of Medical Internet Research, 22(4), 1–13. https://doi.org/10.2196/17330
  • *Boggs, J. M., Beck, A., Felder, J. N., Dimidjian, S., Metcalf, C. A., & Segal, Z. V. (2014). Web-based intervention in mindfulness meditation for reducing residual depressive symptoms and relapse prophylaxis: A qualitative study. Journal of Medical Internet Research, 16(3), e87. https://doi.org/10.2196/jmir.3129
  • *Bohleber, L., Crameri, A., Eich-Stierli, B., Telesko, R., & von Wyl, A. (2016). Can we foster a culture of peer support and promote mental health in adolescence using a web-based app? A control group study. JMIR Mental Health, 3(3), e45. https://doi.org/10.2196/mental.5597
  • Borghouts, J., Eikey, E., Mark, G., De Leon, C, Schueller, S.M., Schneider, M, Stadnick, N., Zheng, K., Mukamel, D., & Sorkin, D. H. (2021). Barriers to and facilitators of user engagement with digital mental health interventions: Systematic review. Journal of Medical Internet Research, 23(3), e24387. https://doi.org/10.2196/24387
  • *Brandt, L. R., Hidalgo, L., Diez-Canseco, F., Araya, R., Mohr, D. C., Menzes, P. R, & Miranda, J. J. (2019). Addressing depression comorbid With diabetes or hypertension in resource-poor settings: A qualitative study about user perception of a nurse-supported smartphone App in Peru. JMIR Mental Health, 6(6), e11701. https://doi.org/10.2196/11701
  • *Brantnell, A., Woodford, J., Baraldi, E., van Achterberg, T., & von Essen, L. (2020). Views of implementers and nonimplementers of internet-administered cognitive behavioral therapy for depression and anxiety: Survey of primary care decision makers in Sweden. Journal of Medical Internet Research, 22(8). https://doi.org/10.2196/18033
  • *Breedvelt, J. J. F., Zamperoni, V., Kessler, D., Riper, H., Kleiboer, A.M., Elliott, I., & Bockting, C. L. (2019). GPS’ attitudes towards digital technologies for depression: An online survey in primary care. British Journal of General Practice, 69(680), e164–e170. https://doi.org/10.3399/bjgp18X700721
  • *Bruno, R., & Abbott, J. A. M. (2015). Australian health professionals’ attitudes toward and frequency of use of internet supported psychological interventions. International Journal of Mental Health, 44(1), 107–123. https://doi.org/10.1080/00207411.2015.1009784
  • *Bucci, S., Berry, N., Morris, R., Berry, K., Haddock, G., Lewis, S., & Edge, D. (2019). They are not hard-to-reach clients. We have just got hard-to-reach services. Staff views of digital health tools in specialist mental health services. Frontiers in Psychiatry, 10, 344.
  • *Buckman, J. E. J., Saunders, R., Leibowitz, J., & Minton, R. (2021). The barriers, benefits and training needs of clinicians delivering psychological therapy via video. Behavioural and Cognitive Psychotherapy, 49(6), 696–720.
  • *Burchert, S., Alkneme, M. S., Bird, M., Carswell, K., Cuijpers, P., Hansen, P., Heim, E., Harper Shehadeh, M., Sijbrandij, M., Van't Hof, E., & Knaevelsrud, C. (2018). User-centered app adaptation of a low-intensity E-mental health intervention for Syrian refugees. Frontiers in Psychiatry, 9, 663. https://doi.org/10.3389/fpsyt.2018.00663
  • *Cardenas, P., Bartels, S. M., Cruz, V., Gáfaro, L., Uribe-Restrepo, J. M., Torrey, W. C., Castro, S. M., Cubillos, L., Williams, M. J., Marsch, L. A., Oviedo-Manrique, D. G., & Gómez-Restrepo, C. (2020). Perspectives, experiences, and practices in the use of digital information technologies in the management of depression and alcohol use disorder in health care systems in Colombia. Qualitative Health Research, 30(6), 906–916. https://doi.org/10.1177/1049732320902460
  • *Carolan, S., & De Visser, R. O. (2018). Employees’ perspectives on the facilitators and barriers to engaging with digital mental health interventions in the workplace: Qualitative study. Journal of Medical Internet Research, 20(1), e9146.
  • Carper, M. M., McHugh, R. K., & Barlow, D. H. (2013). The dissemination of computer-based psychological treatment: A preliminary analysis of patient and clinician perceptions. Administration and Policy in Mental Health, 40(2), 87–95. https://doi.org/10.1007/s10488-011-0377-5
  • *Chan, C., West, S., & Glozier, N. (2017). Commencing and persisting with a web-based cognitive behavioral intervention for insomnia: A qualitative study of treatment completers. Journal of Medical Internet Research, 19(2), e37. https://doi.org/10.2196/jmir.5639
  • *Chen, A. T., Slattery, K., Tomasino, K. N., Rubanovich, C. K., Bardsley, L. R., & Mohr, D. C. (2020). Challenges and benefits of an internet-based intervention with a peer support component for older adults with depression: Qualitative analysis of textual data. Journal of Medical Internet Research, 22(6), e17586.
  • *Choi, I., Sharpe, L., Li, S., & Hunt, C. (2015). Acceptability of psychological treatment to Chinese- and Caucasian-Australians: Internet treatment reduces barriers but face-to-face care is preferred. Social Psychiatry and Psychiatric Epidemiology: The International Journal for Research in Social and Genetic Epidemiology and Mental Health Services, 50(1), 77–87. https://doi.org/10.1007/s00127-014-0921-1
  • *Clough, B. A., Zarean, M., Ruane, I., Mateo, N. J., Aliyeva, T. A., & Casey, L. M. (2019). Going global: Do consumer preferences, attitudes, and barriers to using e-mental health services differ across countries? Journal of Mental Health, 28(1), 17–25. https://doi.org/10.1080/09638237.2017.1370639
  • Cochrane, L. J., Olson, C. A., Murray, S., Dupuis, M., Tooman, T., & Hayes, S. (2007). Gaps between knowing and doing: Understanding and assessing the barriers to optimal health care. Journal of Continuing Education in the Health Professions, 27(2), 94–102.
  • *Connolly, S. L., Miller, C. J., Koenig, C. J., Zamora, K. A., Wright, P. B., Stanley, R. L., & Pyne, J. M. (2018). Veterans’ attitudes toward smartphone app use for mental health care: Qualitative study of rurality and age differences. Journal of Medical Internet Research, 20(8), e10748.
  • *Cowie, M. E., Huguet, A., Moore, C., McGrath, P. J., Rao, S., Wozney, L., Kits, O., & Stewart, S. H. (2019). Internet-based behavioral activation program for depression and problem gambling: Lessons learned from stakeholder interviews. International Journal of Mental Health and Addiction, 19, 579–594.
  • *Crane, M. E., Phillips, K. E., Maxwell, C. A., Norris, L. A., Rifkin, L. S., Blank, J. M., Sorid, S. D., Read, K. L., Kendall, P. C., & Frank, H. E. (2021). A qualitative examination of a school-based implementation of computer-assisted cognitive-behavioral therapy for child anxiety. School Mental Health, 13(2), 347–361. https://doi.org/10.1007/s12310-021-09424-y
  • Cuijpers, P., Riper, H., & Andersson, G. (2015). Internet-based treatment of depression. Current Opinion in Psychology, 4, 131–135. https://doi.org/10.1016/j.copsyc.2014.12.026
  • Daudt, H., van Mossel, C., & Scott, J. S. (2013). Enhancing the scoping study methodology: A large, inter-professional team’s experience with Arksey and O’Malley’s framework. BMC Medical Research Methodology, 13(1). https://doi.org/10.1186/1471-2288-13-48
  • Davies, E. B., Morriss, R., & Glazebrook, C. (2014). Computer-delivered and web-based interventions to improve depression, anxiety, and psychological well-being of university students: A systematic review and meta-analysis. Journal of Medical Internet Research, 16(5), e130. https://doi.org/10.2196/jmir.3142
  • *Dederichs, M., Weber, J., Pischke, C. R., Angerer, P., & Apolinário-Hagen, J. (2021). Exploring medical students’ views on digital mental health interventions: A qualitative study. Internet Interventions, 25. https://doi.org/10.1016/j.invent.2021.100398
  • *De Witte, N. A. J., Carlbring, P., Etzelmueller, A., Nordgreen, T., Karekla, M., Haddouk, L., Belmont, A., Øverland, S., Abi-Habib, R., Bernaerts, S., Brugnera, A., Compare, A., Duque, A., Ebert, D. D., Eimontas, J., Kassianos, P. K., Salgado, J., Schwedtfeger, A., Tohme, P., … Van Daele, T. (2021). Online consultations in mental healthcare during the COVID-19 outbreak: An international survey study on professionals’ motivations and perceived barriers. Internet Interventions, 25, 100405.
  • *Diez-Canseco, F., Toyama, M., Ipince, A., Perez-Leon, S., Cavero, V., Araya, R., & Miranda, J. J. (2018). Integration of a technology-based mental health screening program into routine practices of primary health care services in Peru (The Allillanchu project): Development and implementation. Journal of Medical Internet Research, 20(3), e100. https://doi.org/10.2196/jmir.9208
  • *Dodd, A. L., Mallinson, S., Griffiths, M., Morriss, R., Jones, S. H., & Lobban, F. (2017). Users’ experiences of an online intervention for bipolar disorder: Important lessons for design and evaluation. Evidence-Based Mental Health, 20(4), 133–139. https://doi.org/10.1136/eb-2017-102754
  • Dölemeyer, R., Tietjen, A., Kersting, A., & Wagner, B. (2013). Internet-based interventions for eating disorders in adults: A systematic review. BMC Psychiatry, 13(1). https://doi.org/10.1186/1471-244X-13-207
  • *Donkin, L., & Glozier, N. (2012). Motivators and motivations to persist with online psychological interventions: A qualitative study of treatment completers. Journal of Medical Internet Research, 14(3), e91. https://doi.org/10.2196/jmir.2100
  • *Drozd, F., Haga, S. M., Lisoy, C., & Slinning, K. (2018). Evaluation of the implementation of an internet intervention in well-baby clinics: A pilot study. Internet Interventions, 13, 1–7. https://doi.org/10.1016/j.invent.2018.04.003
  • Ebert, D. D., Berking, M., Cuijpers, P., Lehr, D., Pörtner, M., & Baumeister, H. (2015). Increasing the acceptance of internet-based mental health interventions in primary care patients with depressive symptoms. A randomized controlled trial. Journal of Affective Disorders, 176, 9–17. https://doi.org/10.1016/j.jad.2015.01.056
  • Eichenberg, C., Grabmayer, G., & Green, N. (2016). Acceptance of serious games in psychotherapy: An inquiry into the stance of therapists and patients. Telemedicine and e-Health, 22(11), 945–951. https://doi.org/10.1089/tmj.2016.0001
  • *Eisner, E., Drake, R. J., Berry, N., Barrowclough, C., Emsley, R., Machin, M., & Bucci, S. (2019). Development and long-term acceptability of ExPRESS, a mobile phone app to monitor basic symptoms and early signs of psychosis relapse. Journal of Medical Internet Research, 21(3), e11568.
  • *Elison, S., Ward, J., Davies, G., Lidbetter, N., Hulme, D., & Dagley, M. (2014). An outcomes study of eTherapy for dual diagnosis using breaking free online. Advances in Dual Diagnosis, 7(2), 52–62. https://doi.org/10.1108/ADD-11-2013-0025
  • *Espinosa, H. D., Carrasco, Á., Moessner, M., Cáceres, C., Gloger, S., Rojas, G., Perez, J.C., Vanegas, J., Bauer, S., & Krause, M. (2016). Acceptability study of “Ascenso": An online program for monitoring and supporting patients with depression in Chile. Telemedicine and e-Health, 22(7), 577–583. https://doi.org/10.1089/tmj.2015.0124
  • *Feijt, M., De Kort, Y., Bongers, I., Bierbooms, J., Westerink, J., & Ijsselsteijn, W. (2020). Mental health care goes online: Practitioners’ experiences of providing mental health care during the COVID-19 pandemic. Cyberpsychology, Behavior, and Social Networking, 23(12), 860–864. https://doi.org/10.1089/cyber.2020.0370
  • *Feijt, M. A., De Kort, Y. A. W., Bongers, I. M. B., & Ijsselsteijn, W. A. (2018). Perceived drivers and barriers to the adoption of eMental health by psychologists: The construction of the levels of adoption of eMental health model. Journal of Medical Internet Research, 20(4). https://doi.org/10.2196/jmir.9485
  • *Ferrari, M., Ahmad, F., Shakya, Y., Ledwos, C., & McKenzie, K. (2016). Computer-assisted client assessment survey for mental health: Patient and health provider perspectives. BMC Health Services Research, 16(1), 1–15. https://doi.org/10.1186/s12913-016-1756-0.
  • *Ferreira-Correia, A., Barberis, T., & Msimanga, L. (2018). Barriers to the implementation of a computer-based rehabilitation programme in two public psychiatric settings. South African Journal of Psychiatry, 24(1), 1–8.
  • Firth, J., Torous, J., Nicholas, J., Carney, R., Rosenbaum, S., & Sarris, J. (2017). Can smartphone mental health interventions reduce symptoms of anxiety? A meta-analysis of randomized controlled trials. Journal of Affective Disorders, 218, 15–22. https://doi.org/10.1016/j.jad.2017.04.046
  • Fixsen, D., Panzano, P., Naoom, S., & Blasé, K. (2008). Measures of implementation components of the national implementation research network frameworks. Authors.
  • *Fleming, T. M., Dixon, R. S., & Merry, S. N. (2012). ‘It's mean!’ the views of young people alienated from mainstream education on depression, help seeking and computerised therapy. Advances in Mental Health, 10(2), 195–203. https://doi.org/10.5172/jamh.2011.10.2.195
  • *Folker, A. P., Mathiasen, K., Lauridsen, S. M., Stenderup, E., Dozeman, E., & Folker, M. P. (2018). Implementing internet-delivered cognitive behavior therapy for common mental health disorders: A comparative case study of implementation challenges perceived by therapists and managers in five European internet services. Internet Interventions, 11, 60–70. https://doi.org/10.1016/j.invent.2018.02.001
  • *Forchuk, C., Reiss, J. P., O'Regan, T., Ethridge, P., Donelle, L., & Rudnick, A. (2015). Client perceptions of the mental health engagement network: A qualitative analysis of an electronic personal health record. BMC Psychiatry, 15(1). https://doi.org/10.1186/s12888-015-0614-7
  • Forman, S. G., Olin, S. S., Hoagwood, K. E., Crowe, M., & Saka, N. (2009). Evidence-based interventions in schools: Developers’ views of implementation barriers and facilitators. School Mental Health, 1, 26–36.
  • *Friesen, L. N., Hadjistavropoulos, H. D., & Pugh, N. E. (2014). A qualitative examination of psychology graduate students’ experiences with guided internet-delivered cognitive behaviour therapy. Internet Interventions, 1(2), 41–48. https://doi.org/10.1016/j.invent.2014.04.001
  • Gagnon, M. P., Ngangue, P., Payne-Gagnon, J., & Desmartis, M. (2016). m-Health adoption by healthcare professionals: A systematic review. Journal of the American Medical Informatics Association, 23(1), 212–220.
  • Ganapathy, A., Clough, B. A., & Casey, L. M. (2021). Organizational and policy barriers to the use of digital mental health by mental health professionals. Telemedicine and e-Health, 27(12), 1332–1343. https://doi.org/10.1089/tmj.2020.0455
  • Gavin, B., Lyne, J., & McNicholas, F. (2020). Mental health and the COVID-19 pandemic. Irish Journal of Psychological Medicine, 37(3), 156–158. https://doi.org/10.1017/ipm.2020.72
  • *Gibson, K., O’Donnell, S., Coulson, H., & Kakepetum-Schultz, T. (2011). Mental health professionals’ perspectives of telemental health with remote and rural first nations communities. Journal of Telemedicine and Telecare, 17(5), 263–267. https://doi.org/10.1258/jtt.2011.101011
  • Gilgun, J. F. (2019). Deductive qualitative analysis and grounded theory: Sensitizing concepts and hypothesis-testing. In The SAGE handbook of current developments in grounded theory (pp. 107–122).
  • *Giroux, D., Bacon, S., King, D. K., Dulin, P., & Gonzalez, V. (2014). Examining perceptions of a smartphone-based intervention system for alcohol use disorders. Telemedicine and e-Health, 20(10), 923–929. https://doi.org/10.1089/tmj.2013.0222
  • *Glueckauf, R. L., Maheu, M. M., Drude, K. P., Wells, B. A., Wang, Y., Gustafson, D. J., & Nelson, E. L. (2018). Survey of psychologists’ telebehavioral health practices: Technology use, ethical issues, and training needs. Professional Psychology: Research and Practice, 49(3), 205–219. https://doi.org/10.1037/pro0000188
  • *Gould, C. E., Zapata, A. M. L., Bruce, J., Merrell, S. B., Wetherell, J. L., O'Hara, R., Kuhn, E., Goldstein, M.K., & Beaudreau, S. A. (2017). Development of a video-delivered relaxation treatment of late-life anxiety for veterans. International Psychogeriatrics, 29(10), 1633–1645. https://doi.org/10.1017/S1041610217000928
  • Gowen, L. K. (2013). Online mental health information seeking in young adults with mental health challenges. Journal of Technology in Human Services, 31(2), 97–111. https://doi.org/10.1080/15228835.2013.765533
  • Graham, A. L., Carpenter, K. M., Cha, S., Cole, S., Jacobs, M. A., Raskob, M., & Cole-Lewis, H. (2016). Systematic review and meta-analysis of internet interventions for smoking cessation among adults. Substance Abuse and Rehabilitation, 7, 55–69. https://doi.org/10.2147/SAR.S101660
  • Gratzer, D., Torous, J., Lam, R. W., Patten, S. B., Kutcher, S., Chan, S., Vigo, D., Pajer, K., & Yatham, L. N. (2021). Our digital moment: Innovations and opportunities in digital mental health care. The Canadian Journal of Psychiatry, 66(1), 5–8. https://doi.org/10.1177/0706743720937833
  • Grubaugh, A. L., Gros, K. S., Davidson, T. M., Frueh, B. C., & Ruggiero, K. J. (2014). Providers’ perspectives regarding the feasibility and utility of an internet-based mental health intervention for veterans. Psychological Trauma: Theory, Research, Practice, and Policy, 6(6), 624–631. https://doi.org/10.1037/a0035772
  • Gulliver, A., Griffiths, K. M., & Christensen, H. (2010). Perceived barriers and facilitators to mental health help-seeking in young people: A systematic review. BMC Psychiatry, 10(1), 1–9.
  • Gun, S. Y., Titov, N., & Andrews, G. (2011). Acceptability of internet treatment of anxiety and depression. Australasian Psychiatry, 19(3), 259–264. https://doi.org/10.3109/10398562.2011.562295
  • *Hadjistavropoulos, H. D., Gullickson, K. M., Adrian-Taylor, S., Wilhelms, A., Sundström, C., & Nugent, M. (2020). Stakeholder perceptions of internet-delivered cognitive behavior therapy as a treatment option for alcohol misuse: Qualitative analysis. Journal of Medical Internet Research, 22(3).
  • *Hadjistavropoulos, H. D., Nugent, M. M., Dirkse, D., & Pugh, N. (2017). Implementation of internet-delivered cognitive behavior therapy within community mental health clinics: A process evaluation using the consolidated framework for implementation research. BMC Psychiatry, 17(1), 1–15. https://doi.org/10.1186/s12888-017-1496-7
  • *Hatch, A., Hoffman, J. E., Ross, R., & Docherty, J. P. (2018). Expert consensus survey on digital health tools for patients with serious mental illness: Optimizing for user characteristics and user support. JMIR Health, 5(6), e9777.
  • *Hermes, E., Burrone, L., Perez, E., Martino, S., & Rowe, M. (2018). Implementing internet-based self-care programs in primary care: Qualitative analysis of determinants of practice for patients and providers. JMIR mental health, 5(2), e9600.
  • *Hermes, E. D. A., Merrel, J., Clayton, A., Morris, C., & Rowe, M. (2019). Computer-based self-help therapy: A qualitative analysis of attrition. Health Informatics Journal, 25(1), 41–50. https://doi.org/10.1177/1460458216683536
  • Hilty, D. M., Chan, S., Hwang, T., Wong, A., & Bauer, A. M. (2017). Advances in mobile mental health: Opportunities and implications for the spectrum of e-mental health services. mHealth, 3, 34. https://doi.org/10.21037/mhealth.2017.06.02
  • *Holland, J., Hatcher, W., & Meares, W. L. (2018). Understanding the implementation of telemental health in rural Mississippi: An exploratory study of using technology to improve health outcomes in impoverished communities. Journal of Health and Human Services Administration, 41(1), 52–86.
  • Ijzerman, R. V., van der Vaart, R., & Evers, A. W. (2019). Internet-based cognitive behavioral therapy among psychologists in a medical setting: A survey on implementation. Journal of Medical Internet Research, 21(8), e13432.
  • *Irish, M., Zeiler, M., Kuso, S., Musiat, P., Potterton, R., Wagner, G., Karwautz, A., Waldherr, K., & Schmidt, U. (2020). Students’ perceptions of an online mental health intervention: A qualitative interview study. Neuropsychiatrie: Klinik, Diagnostik, Therapie und Rehabilitation: Organ der Gesellschaft Osterreichischer Nervenarzte und Psychiater, 35(4), 177–186.
  • *Johnsson, G., Kerslake, R., & Crook, S. (2019). Delivering allied health services to regional and remote participants on the autism spectrum via video-conferencing technology: Lessons learned. Rural & Remote Health, 19(3), 1–6.
  • *Kadesjö Banck, J., & Bernhardsson, S. (2020). Experiences from implementation of internet-delivered cognitive behaviour therapy for insomnia in psychiatric health care: A qualitative study applying the NASSS framework. BMC Health Services Research, 20(1), 729. https://doi.org/10.1186/s12913-020-05596-6
  • *Kamel, M. M., Westenberg, J. N., Choi, F., Tabi, K., Badawy, A., Ramy, H., Elsawi, H., & Krausz, M. (2020). Electronic mental health as an option for Egyptian psychiatry: Cross-sectional study. JMIR Mental Health, 7(8), e19591. https://doi.org/10.2196/19591
  • Karyotaki, E., Riper, H., Twisk, J., Hoogendoorn, A., Kleiboer, A., Mira, A., Mackinnon, A., Meyer, B., Botella, C., Littlewood, E., Andersson, G., Christensen, H., Klein, J.P., Schröder, J., Bretón-López, J., Scheider, J., Griffiths, K., Farrer, L., Huibers, M.J.H., … Cuijpers, P. (2017). Efficacy of self-guided internet-based cognitive behavioral therapy in the treatment of depressive symptoms: A meta-analysis of individual participant data. JAMA Psychiatry, 74(4), 351–359. https://doi.org/10.1001/jamapsychiatry.2017.0044
  • *Kasckow, J., Zickmund, S., Rotondi, A., Mrkva, A., Gurklis, J., Chinman, M., Fox, L., Loganathan, M., Hanusa, B. & Haas, G. (2014). Development of telehealth dialogues for monitoring suicidal patients with schizophrenia: Consumer feedback. Community Mental Health Journal, 50(3), 339–342. https://doi.org/10.1007/s10597-012-9589-8
  • Kay-Lambkin, F. J., Simpson, A. L., Bowman, J., & Childs, S. (2014). Dissemination of a computer-based psychological treatment in a drug and alcohol clinical service: An observational study. Addiction Science & Clinical Practice, 9(1), 15. https://doi.org/10.1186/1940-0640-9-15
  • *Kenny, R., Dooley, B., & Fitzgerald, A. (2015). Feasibility of “CopeSmart": A telemental health app for adolescents. JMIR Mental Health, 2(3), e22. https://doi.org/10.2196/mental.4370
  • Kerr, D. C., Ornelas, I. J., Lilly, M. M., Calhoun, R., & Meischke, H. (2019). Participant engagement in and perspectives on a web-based mindfulness intervention for 9-1-1 telecommunicators: Multimethod study. Journal of Medical Internet Research, 21(6), e13449.
  • *Kim, E., Gellis, Z. D., Bradway, C., & Kenaley, B. (2019). Key determinants to using telehealth technology to serve medically ill and depressed homebound older adults. Journal of Gerontological Social Work, 62(4), 451–474. https://doi.org/10.1080/01634372.2018.1499575
  • *Kivi, M., Eriksson, M. C. M., Hange, D., Petersson, E. L., Björkelund, C., & Johansson, B. (2015). Experiences and attitudes of primary care therapists in the implementation and use of internet-based treatment in Swedish primary care settings. Internet Interventions, 2(3), 248–256. https://doi.org/10.1016/j.invent.2015.06.001
  • *Knechtel, L. M., & Erickson, C. A. (2021). Who's logging on? Differing attitudes about online therapy. Journal of Technology in Human Services, 39(1), 24–42. https://doi.org/10.1080/15228835.2020.1833810
  • *Krog, M. D., Nielsen, M. G., Le, J. V., Bro, F., Christensen, K. S., & Mygind, A. (2018). Barriers and facilitators to using a web-based tool for diagnosis and monitoring of patients with depression: A qualitative study among Danish general practitioners. BMC Health Services Research, 18(1), 503. https://doi.org/10.1186/s12913-018-3309-1
  • Kuester, A., Niemeyer, H., & Knaevelsrud, C. (2016). Internet-based interventions for posttraumatic stress: A meta-analysis of randomized controlled trials. Clinical Psychology Review, 43, 1–16. https://doi.org/10.1016/j.cpr.2015.11.004
  • Kuhn, E., Crowley, J. J., Hoffman, J. E., Eftekhari, A., Ramsey, K. M., Owen, J. E., Reger, G. M., & Ruzek, J. I. (2015). Clinician characteristics and perceptions related to use of the PE (Prolonged exposure) coach mobile app. Professional Psychology: Research and Practice, 46(6), 437–443. https://doi.org/10.1037/pro0000051
  • Kumar, A., & Nayar, K. R. (2021). COVID 19 and its mental health consequences. Journal of Mental Health, 30(1), 1–2. https://doi.org/10.1080/09638237.2020.1757052
  • *Kurki, M., Koivunen, M., Anttila, M., Hätönen, H., & Välimäki, M. (2011). Usefulness of internet in adolescent mental health outpatient care. Journal of Psychiatric and Mental Health Nursing, 18(3), 265–273. https://doi.org/10.1111/j.1365-2850.2010.01661.x
  • *Lal, S., Dell'Elce, J., Tucci, N., Fuhrer, R., Tamblyn, R., & Malla, A. (2015). Preferences of young adults with first-episode psychosis for receiving specialized mental health services using technology: A survey study. JMIR Mental Health, 2(2), e18. https://doi.org/10.2196/mental.4400
  • Levac, D., Colquhoun, H., & O’Brien, K. K. (2010). Scoping studies: Advancing the methodology. Implementation Science, 5, 1–9.
  • *Levin, M. E., Stocke, K., Pierce, B., & Levin, C. (2018). Do college students use online self-help? A survey of intentions and use of mental health resources. Journal of College Student Psychotherapy, 32(3), 181–198. https://doi.org/10.1080/87568225.2017.1366283
  • *Linardon, J., Messer, M., Lee, S., & Rosato, J. (2021). Perspectives of e-health interventions for treating and preventing eating disorders: Descriptive study of perceived advantages and barriers, help-seeking intentions, and preferred functionality. Eating and Weight Disorders, 26(4), 1097–1109. https://doi.org/10.1007/s40519-020-01005-3
  • Linardon, J., Shatte, A., Messer, M., Firth, J., & Fuller-Tyszkiewicz, M. (2020). E-mental health interventions for the treatment and prevention of eating disorders: An updated systematic review and meta-analysis. Journal of Consulting and Clinical Psychology, 88(11), 994–1007. https://doi.org/10.1037/ccp0000575
  • Lincoln, Y. S., & Guba, E. G. (1985). Naturalistic inquiry. Sage.
  • Lintvedt, O. K., Griffiths, K. M., Eisemann, M., & Waterloo, K. (2013). Evaluating the translation process of an internet-based self-help intervention for prevention of depression: A cost-effectiveness analysis. Journal of Medical Internet Research, 15(1), e18. https://doi.org/10.2196/jmir.2422
  • *Lipschitz, J., Miller, C. J., Hogan, T. P., Burdick, K. E., Lippin-Foster, R., Simon, S. R., & Burgess, J. (2019). Adoption of mobile apps for depression and anxiety: Cross-sectional survey study on patient interest and barriers to engagement. JMIR Mental Health, 6(1), e11334. https://doi.org/10.2196/11334
  • *López-Pelayo, H., Caballeria, E., Díaz, E., Sánchez, A., Segura, L., Colom, J., Wallace, P., & Gual, A. (2020). Digital brief interventions for risky drinkers are not the panacea: A pilot study exploring barriers for its implementation according to professionals’ perceptions. Health Informatics Journal, 26(2), 925–933. https://doi.org/10.1177/1460458219855177
  • *Lord, S., Moore, S. K., Ramsey, A., Dinauer, S., & Johnson, K. (2016). Implementation of a substance use recovery support mobile phone app in community settings: Qualitative study of clinician and staff perspectives of facilitators and barriers. JMIR Mental Health, 3(2), e24. https://doi.org/10.2196/mental.4927
  • *Lundgren, J., Johansson, P., Jaarsma, T., Andersson, G., & Karner Kohler, A. (2018). Patient experiences of web-based cognitive behavioral therapy for heart failure and depression: Qualitative study. Journal of Medical Internet Research, 20(9), e10302. https://doi.org/10.2196/10302
  • *Maloney, C. A., Abel, W. D., & McLeod, H. J. (2020). Jamaican adolescents’ receptiveness to digital mental health services: A cross-sectional survey from rural and urban communities. Internet Interventions, 21. https://doi.org/10.1016/j.invent.2020.100325
  • Mares, M. L., Gustafson, D. H., Glass, J. E., Quanbeck, A., McDowell, H., McTavish, F., Atwood, A. K., Marsch, L. A., Thomas, C., Shah, D., & Brown, R. (2016). Implementing an mHealth system for substance use disorders in primary care: A mixed methods study of clinicians’ initial expectations and first year experiences. BMC Medical Informatics and Decision Making, 16(1), 1–12. https://doi.org/10.1186/s12911-016-0365-5
  • *Martin, K., Dono, J., Rigney, N., Rayner, J., Sparrow, A., Miller, C., Mckivett, A., O'Dea, K., Roder, D., & Bowden, J. (2017). Barriers and facilitators for health professionals referring Aboriginal and Torres Strait Islander tobacco smokers to the Quitline. Australian & New Zealand Journal of Public Health, 41(6), 631–634. https://doi.org/10.1111/1753-6405.12727
  • *Mendes-Santos, C., Weiderpass, E., Santana, R., & Andersson, G. (2020). Portuguese psychologists’ attitudes toward internet interventions: Exploratory cross-sectional study. JMIR Mental Health, 7(4). https://doi.org/10.2196/16817
  • *Miller, K. E., Kuhn, E., Owen, J. E., Taylor, K., Jessica, S. Y., Weiss, B. J., Crowley, J. J., & Trockel, M. (2019). Clinician perceptions related to the use of the CBT-I coach mobile app. Behavioral Sleep Medicine, 17(4), 481–491. https://doi.org/10.1080/15402002.2017.1403326
  • Miller, W. L., & Crabtree, B. F. (1992). Primary care research: A multimethod typology and qualitative road map.
  • *Mitchell, S. G., Monico, L. B., Gryczynski, J., O’Grady, K. E., & Schwartz, R. P. (2015). Staff views of acceptability and appropriateness of a computer-delivered brief intervention for moderate drug and alcohol use. Journal of Psychoactive Drugs, 47(4), 301–307. https://doi.org/10.1080/02791072.2015.1075631
  • Mohr, D. C., Ho, J., Duffecy, J., Baron, K. G., Lehman, K. A., Jin, L., & Reifler, D. (2010). Perceived barriers to psychological treatments and their relationship to depression. Journal of Clinical Psychology, 66(4), 394–409.
  • Moshe, I., Terhorst, Y., Philippi, P., Domhardt, M., Cuijpers, P., Cristea, I., Pulkki-Råback, L., Baumeister, H., & Sander, L. B. (2021). Digital interventions for the treatment of depression: A meta-analytic review. Psychological Bulletin, 147(8), 749–786. https://doi.org/10.1037/bul0000334
  • *Moskalenko, M. Y., Hadjistavropoulos, H. D., & Katapally, T. R. (2020). Barriers to patient interest in internet-based cognitive behavioral therapy: Informing e-health policies through quantitative analysis. Health Policy and Technology, 9(2), 139–145. https://doi.org/10.1016/j.hlpt.2020.04.004
  • *Mueller, N. E., Panch, T., Macias, C., Cohen, B. M., Ongur, D., & Baker, J. T. (2018). Using smartphone apps to promote psychiatric rehabilitation in a peer-led community support program: Pilot study. JMIR mrntal health, 5(3), e10092.
  • Murray, E., May, C., & Mair, F. (2010). Development and formative evaluation of the e-Health Implementation Toolkit (e-HIT). BMC Medical Informatics and Decision Making, 10(1), 1–8.
  • *Muuraiskangas, S., Harjumaa, M., Kaipainen, K., & Ermes, M. (2016). Process and effects evaluation of a digital mental health intervention targeted at improving occupational well-being: Lessons from an intervention study with failed adoption. JMIR Mental Health, 3(2), e13. https://doi.org/10.2196/mental.4465
  • *Nagarajan, M., & Yuvaraj, S. (2019). Mental health counsellors’ perceptions on use of technology in counselling. Current Psychology, 40, 1760–1766.
  • *Navarro, P., Sheffield, J., Edirippulige, S., & Bambling, M. (2020). Exploring mental health professionals’ perspectives of text-based online counseling effectiveness with young people: Mixed methods pilot study. JMIR Mental Health, 7(1). https://doi.org/10.2196/15564
  • *Newman, L., Bidargaddi, N., & Schrader, G. (2016). Service providers’ experiences of using a telehealth network 12 months after digitisation of a large Australian rural mental health service. International Journal of Medical Informatics, 94, 8–20. https://doi.org/10.1016/j.ijmedinf.2016.05.006
  • *Nicholas, J., Fogarty, A. S., Boydell, K., & Christensen, H. (2017). The reviews are in: A qualitative content analysis of consumer perspectives on apps for bipolar disorder. Journal of Medical Internet Research, 19(4), e105. https://doi.org/10.2196/jmir.7273
  • *Nicholas, J., Proudfoot, J., Parker, G., Gillis, I., Burckhardt, R., Manicavasagar, V., & Smith, M. (2010). The ins and outs of an online bipolar education program: A study of program attrition. Journal of Medical Internet Research, 12(5), e57. https://doi.org/10.2196/jmir.1450
  • *O'Dea, B., Leach, C., Achilles, M., King, C., Subotic-Kerry, M., & O'Moore, K. (2019). Parental attitudes towards an online, school-based, mental health service: Implications for service design and delivery. Advances in Mental Health, 17(2), 146–160. https://doi.org/10.1080/18387357.2018.1514269
  • *O'Dea, B., Subotic-Kerry, M., King, C., Mackinnon, A. J., Achilles, M. R., Anderson, M., Parker, B., Werner-Seidler, A., Torok, M., Cockayne, N., & Baker, S. T. (2021). A cluster randomised controlled trial of a web-based youth mental health service in Australian schools. The Lancet Regional Health - Western Pacific, 12. https://doi.org/10.1016/j.lanwpc.2021.100178
  • *Orlowski, S., Lawn, S., Antezana, G., Venning, A., Winsall, M., Bidargaddi, N., & Matthews, B. (2016a). A rural youth consumer perspective of technology to enhance face-to-face mental health services. Journal of Child & Family Studies, 25(10), 3066–3075. https://doi.org/10.1007/s10826-016-0472-z
  • *Orlowski, S., Lawn, S., Matthews, B., Venning, A., Wyld, K., Jones, G., Winsall, M., Antezana, G., Schrader, G., & Bidargaddi, N. (2016b). The promise and the reality: A mental health workforce perspective on technology-enhanced youth mental health service delivery. BMC Health Services Research, 16(1), 1–12. https://doi.org/10.1186/s12913-016-1790-y
  • *Patoz, M. C., Hidalgo-Mazzei, D., Blanc, O., Verdolini, N., Pacchiarotti, I., Murru, A., Zukerwar, L., Vieta, E., Llorca, P. M., & Samalin, L. (2021). Patient and physician perspectives of a smartphone application for depression: A qualitative study. BMC Psychiatry, 21(1), 1–12. https://doi.org/10.1186/s12888-021-03064-x
  • *Pedersen, M. K., Mohammadi, R., Mathiasen, K., & Elmose, M. (2020). Internet-based cognitive behavioral therapy for anxiety in an outpatient specialized care setting: A qualitative study of the patients’ experience of the therapy. Scandinavian Journal of Psychology, 61(6), 846–854. https://doi.org/10.1111/sjop.12665
  • *Perera-Delcourt, R. P., & Sharkey, G. (2019). Patient experience of supported computerized CBT in an inner-city IAPT service: A qualitative study. Cognitive Behaviour Therapist, 12, e13.
  • *Perry, K., Gold, S., & Shearer, E. M. (2019). Identifying and addressing mental health providers’ perceived barriers to clinical video telehealth utilization. Journal of Clinical Psychology, 76(6), 1125–1134.
  • Peters, M. D., Godfrey, C. M., Khalil, H., McInerney, P., Parker, D., & Soares, C. B. (2015). Guidance for conducting systematic scoping reviews. International Journal of Evidence-Based Healthcare, 13(3), 141–146. https://doi.org/10.1097/XEB.0000000000000050
  • *Pierce, B. P., Twohig, M., & Levin, M. E. (2016). Perspectives on the use of acceptance and commitment therapy related mobile apps: Results from a survey of students and professionals. Journal of Contextual Behavioral Science, 5(4), 215–224. https://doi.org/10.1016/j.jcbs.2016.08.001
  • *Pretorius, C., Chambers, D., Cowan, B., & Coyle, D. (2019). Young people seeking help online for mental health: cross-sectional survey study. JMIR Mental Health, 6(8), e13524. https://doi.org/10.2196/13524
  • Pywell, J., Vijaykumar, S., Dodd, A., & Coventry, L. (2020). Barriers to older adults’ uptake of mobile-based mental health interventions. Digital Health, 6. https://doi.org/10.1177/2055207620905422
  • *Quaglio, G., Pirona, A., Esposito, G., Karapiperis, T., Brand, H., Dom, G., Bertinato, L., Montanari, L., Kiefer, F., & Carrà, G. (2019). Knowledge and utilization of technology-based interventions for substance use disorders: An exploratory study among health professionals in the European Union. Drugs: Education, Prevention & Policy, 26(5), 437–446. https://doi.org/10.1080/09687637.2018.1475549
  • *Quante, M., Khandpur, N., Kontos, E. Z., Bakker, J. P., Owens, J. A., & Redline, S. (2019). A qualitative assessment of the acceptability of smartphone applications for improving sleep behaviors in low-income and minority adolescents. Behavioral Sleep Medicine, 17(5), 573–585. https://doi.org/10.1080/15402002.2018.1432483
  • *Reger, G. M., Browne, K. C., Campellone, T. R., Simons, C., Kuhn, E., Fortney, J. C., Sayre, G. G., & Reisinger, H. S. (2017). Barriers and facilitators to mobile application use during PTSD treatment: Clinician adoption of PE coach. Professional Psychology: Research and Practice, 48(6), 510–517. https://doi.org/10.1037/pro0000153
  • *Richards, P., Simpson, S., Bastiampillai, T., Pietrabissa, G., & Castelnuovo, G. (2018). The impact of technology on therapeutic alliance and engagement in psychotherapy: The therapist's perspective. Clinical Psychologist, 22(2), 171–181. https://doi.org/10.1111/cp.12102
  • *Richiello, M. G., Mawdsely, G., & Gutman, L. M. (2021). Using the behaviour change wheel to identify barriers and enablers to the delivery of webchat counselling for young people. Counselling and Psychotherapy Research, 22(1), 130–139.
  • Riper, H., Spek, V., Boon, B., Conijn, B., Kramer, J., Martin-Abello, K., & Smit, F. (2011). Effectiveness of E-self-help interventions for curbing adult problem drinking: A meta-analysis. Journal of Medical Internet Research, 13(2), e42. https://doi.org/10.2196/jmir.1691
  • *Rodda, S. N., Merkouris, S., Lavis, T., Smith, D., Lubman, D. I., Austin, D., Harvey, P., Battersby, M., & Dowling, N. A. (2019). The therapist experience of internet delivered CBT for problem gambling: Service integration considerations. Internet Interventions, 18, 100264. https://doi.org/10.1016/j.invent.2019.100264
  • *Rogerson, J., Falkmer, M., Cuomo, B., Falkmer, T., Whitehouse, A. J. O., Granich, J., & Vaz, S. (2019). Parental experiences using the therapy outcomes by You (TOBY) application to deliver early intervention to their child with autism. Developmental Neurorehabilitation, 22(4), 219–227. https://doi.org/10.1080/17518423.2018.1440259
  • *Rozental, A., Kothari, R., Wade, T., Egan, S., Andersson, G., Carlbring, P., & Shafran, R. (2020). Reconsidering perfect: A qualitative study of the experiences of internet-based cognitive behaviour therapy for perfectionism. Behavioural and Cognitive Psychotherapy, 48(4), 432–441. https://doi.org/10.1017/S1352465820000090
  • *Saberi, P., Dawson Rose, C., Wootton, A. R., Ming, K., Legnitto, D., Jeske, M., Pollack, L. M., Johnson, M. O., Gruber, V. A., & Neilands, T. B. (2020). Use of technology for delivery of mental health and substance use services to youth living with HIV: A mixed-methods perspective. AIDS Care, 32(8), 931–939. https://doi.org/10.1080/09540121.2019.1622637
  • *Salloum, A., Crawford, E. A., Lewin, A. B., & Storch, E. A. (2015). Consumers’ and providers’ perceptions of utilizing a computer-assisted cognitive behavioral therapy for childhood anxiety. Behavioural and Cognitive Psychotherapy, 43(1), 31–41. https://doi.org/10.1017/S1352465813000647
  • *Sander, J., Bolinski, F., Diekmann, S., Gaebel, W., Günther, K., Hauth, I., Heinz, A., Kleiboer, A., Riper, H., Trost, N., & Vlijter, O. (2021). Online therapy: An added value for inpatient routine care? Perspectives from mental health care professionals. European Archives of Psychiatry and Clinical neuroscience, 272(1), 107–118.
  • *Schneider, J., Foroushani, P. S., Grime, P., & Thornicroft, G. (2014). Acceptability of online self-help to people with depression: Users’ views of MoodGYM versus informational websites. Journal of Medical Internet Research, 16(3), e90–e12. https://doi.org/10.2196/jmir.2871
  • Schueller, S. M., & Torous, J. (2020). Scaling evidence-based treatments through digital mental health. American Psychologist, 75(8), 1093–1104. https://doi.org/10.1037/amp0000654
  • *Schuster, R., Kalthoff, I., Walther, A., Köhldorfer, L., Partinger, E., Berger, T., & Laireiter, A. R. (2019). Effects, adherence, and therapists’ perceptions of web- and mobile-supported group therapy for depression: Mixed-methods study. Journal of Medical Internet Research, 21(5). https://doi.org/10.2196/11860
  • *Schuster, R., Topooco, N., Keller, A., Radvogin, E., & Laireiter, A. R. (2020). Advantages and disadvantages of online and blended therapy: Replication and extension of findings on psychotherapists’ appraisals. Internet Interventions, 21. https://doi.org/10.1016/j.invent.2020.100326
  • *Sedgwick, O., Hardy, A., Greer, B., Newbery, K., & Cella, M. (2021). “I wanted to do more of the homework!”—Feasibility and acceptability of blending app-based homework with group therapy for social cognition in psychosis. Journal of Clinical Psychology, 77(12), 2701–2724.
  • *Shakespeare-Finch, J., Alichniewicz, K. K., Strodl, E., Brown, K., Quinn, C., Hides, L., White, A., Gossage, G., Poerio, L., Batras, D., & Jackson, S. (2020). Experiences of serving and Ex-Serving members with the PTSD coach Australia APP: mixed methods study. Journal of Medical Internet Research, 22(10), N.PAG–N.PAG. 18447. https://doi.org/10.2196/18447
  • Shatte, A. B., Hutchinson, D. M., & Teague, S. J. (2019). Machine learning in mental health: A scoping review of methods and applications. Psychological Medicine, 49(9), 1426–1448. https://doi.org/10.1017/S0033291719000151
  • Sijbrandij, M., Kunovski, I., & Cuijpers, P. (2016). Effectiveness of internet-delivered cognitive behavioral therapy for posttraumatic stress disorder: A systematic review and meta-analysis. Depression and Anxiety, 33(9), 783–791. https://doi.org/10.1002/da.22533
  • Simblett, S., Birch, J., Matcham, F., Yaguez, L., Morris, R. (2017). A systematic review and meta-analysis of e-mental health interventions to treat symptoms of posttraumatic stress. JMIR Mental Health, 4(2), e14. https://doi.org/10.2196/mental.5558
  • *Simblett, S., Greer, B., Matcham, F., Curtis, H., Polhemus, A., Ferrão, J., Gamble, P., & Wykes, T. (2019). Barriers to and facilitators of engagement with mHealth technology for remote measurement and management of depression: Qualitative analysis. JMIR mHealth and uHealth, 7(1), e11325. 10480. https://doi.org/10.2196/11325
  • *Similä, H., Immonen, M., Toska-Tervola, J., Enwald, H., Keränen, N., Kangas, M., Jämsä, T., & Korpelainen, R. (2018). Feasibility of mobile mental wellness training for older adults. Geriatric Nursing, 39(5), 499–505. https://doi.org/10.1016/j.gerinurse.2018.02.001
  • *Simon, N., Ploszajski, M., Lewis, C., Smallman, K., Roberts, N. P., Kitchiner, N. J., Brookes-Howell, L., & Bisson, J. I. (2021). Internet-based psychological therapies: A qualitative study of national health service commissioners and managers views. Psychology and Psychotherapy: Theory, Research and Practice, 94(4), 994–1014.
  • *Sinclair, C., Holloway, K., Riley, G., & Auret, K. (2013). Online mental health resources in rural Australia: Clinician perceptions of acceptability. Journal of Medical Internet Research, 15(9), e193–e193. https://doi.org/10.2196/jmir.2772
  • *Sinha Deb, K., Tuli, A., Sood, M., Chadda, R., Verma, R., Kumar, S., Ganesh, R., & Singh, P. (2018). Is India ready for mental health apps (MHApps)? A quantitative-qualitative exploration of caregivers’ perspective on smartphone-based solutions for managing severe mental illnesses in low resource settings. PLoS One, 13(9), e0203353. https://doi.org/10.1371/journal.pone.0203353
  • Smith, J. A. (1995). Semi structured interviewing and qualitative analysis, 9–26.
  • Sorensen, G., Stoddard, A. M., Dubowitz, T., Barbeau, E. M., Bigby, J., Emmons, K. M., Berkman, L. F., & Peterson, K. E. (2007). The influence of social context on changes in fruit and vegetable consumption: Results of the healthy directions studies. American Journal of Public Health, 97(7), 1216–1227.
  • *Sreejith, G., & Menon, V. (2019). Mobile phones as a medium of mental health care service delivery: Perspectives and barriers among patients with severe mental illness. Indian Journal of Psychological Medicine, 41(5), 428–433. https://doi.org/10.4103/IJPSYM.IJPSYM_333_18
  • *Stallard, P., Velleman, S., & Richardson, T. (2010). Computer use and attitudes towards computerised therapy amongst young people and parents attending child and adolescent mental health services. Child and Adolescent Mental Health, 15(2), 80–84. https://doi.org/10.1111/j.1475-3588.2009.00540.x
  • *Steare, T., Giorgalli, M., Free, K., Harju-Seppänen, J., Akther, S., Eskinazi, M., O’Hanlon, P., Rostill, H., Amani, S., Lloyd-Evans, B., & Osborn, D. (2021). A qualitative study of stakeholder views on the use of a digital app for supported self-management in early intervention services for psychosis. BMC Psychiatry, 21(1), 311. https://doi.org/10.1186/s12888-021-03317-9
  • Stefanopoulou, E., Lewis, D., Mughal, A., & Larkin, J. (2020). Digital interventions for PTSD symptoms in the general population: A review. Psychiatric Quarterly, 91(4), 929–947. https://doi.org/10.1007/s11126-020-09745-2
  • *Stiles-Shields, C., Montague, E., Lattie, E. G., Kwasny, M. J., & Mohr, D. C. (2017). What might get in the way: Barriers to the use of apps for depression. Digital Health, 3, 2055207617713827. https://doi.org/10.1177/2055207617713827
  • *Strand, M., Eng, L. S., & Gammon, D. (2020). Combining online and offline peer support groups in community mental health care settings: A qualitative study of service users’ experiences. International Journal of Mental Health Systems, 14(1). https://doi.org/10.1186/s13033-020-00370-x
  • *Strodl, E., Shakespeare-Finch, J., Alichniewicz, K. K., Brown, K., Quinn, C., Hides, L., White, A., Gossage, G., Poerio, L., Batras, D., Jackson, S., Styles, J., & Kavanagh, D. J. (2020). Clinicians’ perceptions of PTSD coach Australia. Internet Interventions, 21, 100333. https://doi.org/10.1016/j.invent.2020.100333
  • *Tan, Y., Teng, Z., Qiu, Y., Tang, H., Xiang, H., & Chen, J. (2020). Potential of mobile technology to relieve the urgent mental health needs in China: Web-based survey. JMIR mHealth and uHealth, 8(7), e16215.
  • Tariman, J. D., Berry, D. L., Halpenny, B., Wolpin, S., & Schepp, K. (2011). Validation and testing of the Acceptability E-scale for web-based patient-reported outcomes in cancer care. Applied Nursing Research, 24(1), 53–58.
  • *Tatar, O., Abdel-Baki, A., Tra, C., Mongeau-Pérusse, V., Arruda, N., Kaur, N., Landry, V., Coronado-Montoya, S., & Jutras-Aswad, D. (2021). Technology-based psychological interventions for young adults with early psychosis and cannabis use disorder: Qualitative study of patient and clinician perspectives. JMIR Formative Research, 5(4), 26562. https://doi.org/10.2196/26562
  • *Tewari, A., Kallakuri, S., Devarapalli, S., Peiris, D., Patel, A., & Maulik, P. K. (2021). SMART mental health project: Process evaluation to understand the barriers and facilitators for implementation of multifaceted intervention in rural India. International Journal of Mental Health Systems, 15(1). https://doi.org/10.1186/s13033-021-00438-2
  • *Titzler, I., Berking, M., Schlicker, S., Riper, H., & Ebert, D. D. (2020). Barriers and facilitators for referrals of primary care patients to blended internet-based psychotherapy for depression: Mixed methods study of general practitioners’ views. JMIR Mental Health, 7(8). https://doi.org/10.2196/18642
  • *Titzler, I., Saruhanjan, K., Berking, M., Riper, H., & Ebert, D. D. (2018). Barriers and facilitators for the implementation of blended psychotherapy for depression: A qualitative pilot study of therapists’ perspective. Internet Interventions, 12, 150–164. https://doi.org/10.1016/j.invent.2018.01.002
  • *Todd, N. J., Jones, S. H., & Lobban, F. A. (2013). What do service users with bipolar disorder want from a web-based self-management intervention? A qualitative focus group study. Clinical Psychology & Psychotherapy, 20(6), 531–543. https://doi.org/10.1002/cpp.1804
  • Torous, J., Jan Myrick, K., Rauseo-Ricupero, N., & Firth, J. (2020). Digital mental health and COVID-19: Using technology today to accelerate the curve on access and quality tomorrow. JMIR Mental Health, 7(3), e18848. https://doi.org/10.2196/18848
  • *Town, R., Midgley, N., Ellis, L., Tempest, R., & Wolpert, M. (2017). A qualitative investigation of staff's practical, personal and philosophical barriers to the implementation of a web-based platform in a child mental health setting. Counselling & Psychotherapy Research, 17(3), 218–226. https://doi.org/10.1002/capr.12129
  • Tricco, A. C., Lillie, E., Zarin, W., O'Brien, K. K., Colquhoun, H., Levac, D., Moher, D., Peters, M. D., Horsley, T., Weeks, L., Hempel, S., Akl, E. A., Chang, C., McGowan, J., Stewart, L., Hartling, Aldcroft, A., Wilson, M. G., Garritty, C., … & Straus, S. E. (2018). PRISMA extension for scoping reviews (PRISMA-ScR): checklist and explanation. Annals of Internal Medicine, 169(7), 467–473. https://doi.org/10.7326/M18-0850
  • *Urech, A., Krieger, T., Möseneder, L., Biaggi, A., Vincent, A., Poppe, C., Meyer, B., Riper, H., & Berger, T. (2019). A patient post hoc perspective on advantages and disadvantages of blended cognitive behaviour therapy for depression: A qualitative content analysis. Psychotherapy Research, 29(8), 986–998. https://doi.org/10.1080/10503307.2018.1430910
  • *Uscher-Pines, L., Sousa, J., Raja, P., Mehrotra, A., Barnett, M. L., & Huskamp, H. A. (2020). Suddenly becoming a “virtual doctor”: Experiences of psychiatrists transitioning to telemedicine during the COVID-19 pandemic. Psychiatric Services, 71(11), 1143–1150. https://doi.org/10.1176/appi.ps.202000250
  • *Venning, A., Herd, M. C., Oswald, T. K., Razmi, S., Glover, F., Hawke, T., Quartermain, V., & Redpath, P. (2021). Exploring the acceptability of a digital mental health platform incorporating a virtual coach: The good, the bad, and the opportunities. Health Informatics Journal, 27(1), 1–12. https://doi.org/10.1177/1460458221994873
  • *Vereenooghe, L., Gega, L., & Langdon, P. E. (2017). Intellectual disability and computers in therapy: Views of service users and clinical psychologists. Cyberpsychology, 11(1Special Issue), 1–11.
  • Version EndNote 20. Clarivate, Philadelphia, PA.
  • *Wallin, E. E., Mattsson, S., & Olsson, E. M. (2016). The preference for internet-based psychological interventions by individuals without past or current use of mental health treatment delivered online: A survey study with mixed-methods analysis. JMIR Mental Health, 3(2), e25. https://doi.org/10.2196/mental.5324
  • *Weineland, S., Ribbegårdh, R., Kivi, M., Bygdell, A., Larsson, A., Vernmark, K., & Lilja, J. L. (2020). Transitioning from face-to-face treatment to iCBT for youths in primary care – therapists’ attitudes and experiences. Internet Interventions, 22, 100356. https://doi.org/10.1016/j.invent.2020.100356
  • Wies, B., Landers, C., & Ienca, M. (2021). Digital mental health for young people: A scoping review of ethical promises and challenges. Frontiers in Digital Health, 3, 697072. https://doi.org/10.3389/fdgth.2021.697072
  • *Wilhelmsen, M., Høifødt, R. S., Kolstrup, N., Waterloo, K., Eisemann, M., Chenhall, R., & Risør, M. B. (2014). Norwegian general practitioners’ perspectives on implementation of a guided web-based cognitive behavioral therapy for depression: A qualitative study. Journal of Medical Internet Research, 16(9), e208. https://doi.org/10.2196/jmir.3556
  • *Williams, M. G., Stott, R., Bromwich, N., Oblak, S. K., Espie, C. A., & Rose, J. B. (2020). Determinants of and barriers to adoption of digital therapeutics for mental health at scale in the NHS. BMJ Innovations, 6(3), 92–98.
  • Wind, T. R., Rijkeboer, M., Andersson, G., & Riper, H. (2020). The COVID-19 pandemic: The ‘black swan’ for mental health care and a turning point for e-health. Internet Interventions, 20, 100317. https://doi.org/10.1016/j.invent.2020.100317
  • *Woolderink, M., Bindels, J. A., Evers, S. M., Paulus, A. T., van Asselt, A. D., & van Schayck, O. C. (2015). An online health prevention intervention for youth with addicted or mentally ill parents: Experiences and perspectives of participants and providers from a randomized controlled trial. Journal of Medical Internet Research, 17(12), e274. https://doi.org/10.2196/jmir.4817
  • *Ye, J., Shim, R., Lukaszewski, T., Yun, K., Kim, S. H., & Ruth, G. (2012). Telepsychiatry services for Korean immigrants. Telemedicine and e-Health, 18(10), 797–802. https://doi.org/10.1089/tmj.2012.0041
  • Zangani, C., Ostinelli, E. G., Smith, K. A., Hong, J. S., Macdonald, O., Reen, G., Reid, K., Vincent, C., Sheriff, R. S., Harrison, P. J., & Hawton, K. (2022). Impact of the COVID-19 pandemic on the global delivery of mental health services and telemental health: Systematic review. JMIR Mental Health, 9(8), 38600.