An evaluation of the behaviour change content and quality of smartphone apps designed for individuals experiencing anxiety: an illustrative example for school psychologists

References

• Akoglu, H. (2018). User’s guide to correlation coefficients. Turkish Journal of Emergency Medicine, 18(3), 91–93. https://doi.org/10.1016/j.tjem.2018.08.001
   PubMed Web of Science ®Google Scholar
• Bakker, D., Kazantzis, N., Rickwood, D., & Rickard, N. (2016). Mental health smartphone apps: Review and evidence-based recommendations for future developments. JMIR Mental Health, 3(1), e7. https://doi.org/10.2196/mental.4984
   PubMed Web of Science ®Google Scholar
• Boulos, M. N. K., Wheeler, S., Tavares, C., & Jones, R. (2011). How smartphones are changing the face of mobile and participatory healthcare: An overview, with example from eCAALYX. Biomedical Engineering Online, 10(24), 1–14. https://doi.org/10.1186/1475-925X-10-24
   PubMed Web of Science ®Google Scholar
• Brew-Sam, N., & Chib, A. (2019). How do smart device apps for diabetes self-management correspond with theoretical indicators of empowerment? An analysis of app features. International Journal of Technology Assessment in Health Care, 35(2), 150–159. https://doi.org/10.1017/S0266462319000163
   Web of Science ®Google Scholar
• Bry, L. J., Chou, T., Miguel, E., & Comer, J. S. (2018). Consumer smartphone apps marketed for child and adolescent anxiety: A systematic review and content analysis. Behavior Therapy, 49(2), 249–261. https://doi.org/10.1016/j.beth.2017.07.008
   PubMed Web of Science ®Google Scholar
• Clay, R. A. (2021). Mental health apps are gaining traction. Monitor on Psychology, 52(1). http://www.apa.org/monitor/2021/01/trends-mental-health-apps
   Google Scholar
• Cline, R. J. W., & Haynes, K. M. (2001). Consumer health information seeking on the internet: The state of the art. Health Education Research: Theory and Practice, 16(6), 671–692. https://doi.org/10.1093/her/16.6.671
   PubMed Web of Science ®Google Scholar
• Clough, B. A., & Casey, L. M. (2015). The smart therapist: A look to the future of smartphones and mHealth technologies in psychotherapy. Professional Psychology, Research and Practice, 46(3), 147–153. https://doi.org/10.1037/pro0000011
   Web of Science ®Google Scholar
• Cole, L. F. (1988). Content analysis: Process and application. Clinical Nurse Specialist, 2(1), 53–57. https://doi.org/10.1097/00002800-198800210-00025
   PubMedGoogle Scholar
• Crane, D., Garnett, C., Brown, J., West, R., & Michie, S. (2015). Behavior change techniques in popular alcohol reduction apps: Content analysis. Journal of Medical Internet Research, 17(5), e118. https://doi.org/10.2196/jmir.4060
   PubMed Web of Science ®Google Scholar
• Davis, T. E., May, A., & Whiting, S. E. (2011). Evidence-Based treatment of anxiety and phobia in children and adolescents: Current status and effects on the emotional response. Clinical Psychology Review, 31(4), 592–602. https://doi.org/10.1016/j.cpr.2011.01.001
   PubMed Web of Science ®Google Scholar
• Donker, T., Petrie, K., Proudfoot, J., Clarke, J., Birch, M.-R., & Christensen, H. (2013). Smartphones for smarter delivery of mental health programs: A systematic review [e260]. Journal of Medical Internet Research, 15(11), e247. https://doi.org/10.2196/jmir.2791
   PubMed Web of Science ®Google Scholar
• Dymond, S., & Roche, B. (2009). A contemporary behaviour analysis of anxiety and avoidance. The Behavior Analyst, 32(1), 7–27. https://doi.org/10.1007/bf03392173
   PubMedGoogle Scholar
• Ehrenreich-May, J., Rosenfield, D., Queen, A. H., Kennedy, S. M., Remmes, C. S., & Barlow, D. H. (2017). An initial waitlist-controlled trial of the unified protocol for the treatment of emotional disorders in adolescents. Journal of Anxiety Disorders, 46, 46–55. https://doi.org/10.1016/j.janxdis.2016.10.006
   PubMed Web of Science ®Google Scholar
• Elo, S., & Kyngäs, H. (2008). The qualitative content analysis process. Journal of Advanced Nursing, 62(1), 107–115. https://doi.org/10.1111/j.1365-2648.2007.04569.x
   PubMed Web of Science ®Google Scholar
• Fellner, D. J., & Sulzer-Azaroff, B. (1984). A behavioral analysis of goal setting. Journal of Organizational Behavior Management, 6(1), 33–51. https://doi.org/10.1080/J075v06n01_03
   Google Scholar
• 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
   PubMed Web of Science ®Google Scholar
• Furlonger, B. E., Ostojic, M., Chung, J., Phillips, K., Busacca, M., Moore, D. W., & Anderson, A. A. (2019). A framework to assist school psychologists and counsellors in recommending quality apps for supporting diabetes self-management: An illustrative assessment using content analysis. Journal of Psychologists and Counsellors in Schools, 29(1), 82–97. https://doi.org/10.1017/jgc.2018.15
   Web of Science ®Google Scholar
• Garrido, S., Millington, C., Cheers, D., Boydell, K., Schubert, E., Meade, T., & Nguyen, Q. V. (2019). What works and what doesn’t work? A systematic review of digital mental health interventions for depression and anxiety in young people. Frontiers in Psychiatry, 10(10), 759–760. https://doi.org/10.3389/fpsyt.2019.00759
   Google Scholar
• Hale, K., Capra, S., & Bauer, J. (2015). A framework to assist health professionals in recommending high-quality apps for supporting chronic disease self-management: Illustrative assessment of type 2 diabetes apps. JMIR mHealth and uHealth, 3(3), e87. https://doi.org/10.2196/mhealth.4532
   Web of Science ®Google Scholar
• Higgins, J. P. (2016). Smartphone applications for patients’ health and fitness. The American Journal of Medicine, 129(1), 11–19. https://doi.org/10.1016/j.amjmed.2015.05.038
   PubMed Web of Science ®Google Scholar
• Hofmann, S., Asnaani, A., Vonk, I., Sawyer, A., & Fang, A. (2012). The efficacy of cognitive behavioral therapy: A review of meta-analyses. Cognitive Therapy and Research, 36(5), 427–440. https://doi.org/10.1007/s10608-012-9476-1
   PubMed Web of Science ®Google Scholar
• Ivanova, E., Lindner, P., Ly, K. H., Dahlin, M., Vernmark, K., Andersson, G., & Carlbring, P. (2016). Guided and unguided acceptance and commitment therapy for social anxiety disorder and/or panic disorder provided via the Internet and a smartphone application: A randomized controlled trial. Journal of Anxiety Disorders, 44, 27–35. https://doi.org/10.1016/j.janxdis.2016.09.012
   PubMed Web of Science ®Google Scholar
• Kaid, L. L. (1989). Content analysis. In P. Emmert & L. L. Barker (Eds.), Measurement of communication behavior (pp. 197–217). Longman.
   Google Scholar
• Krippendorff, K. (2013). Content analysis: An introduction to its methodology (3rd ed.). Sage.
   Google Scholar
• Lambert, S., Moore, D. W., & Dixon, R. S. (1999). Effects of locus of control on performance under individual-set and coach-determined goal conditions in gymnastics. The Journal of Applied Sports Psychology, 11(1), 72–82. https://doi.org/10.1080/10413209908402951
   Web of Science ®Google Scholar
• Lawrence, J. S., Hafekost, J., Boterhoven De Haan, K., Sawyer, M. J., & Zubrick, S.R. (2015). The mental health of children and adolescents. Report on the second Australian child and adolescent survey of mental health and wellbeing. https://www1.health.gov.au/internet/main/publishing.nsf/Content/9DA8CA21306FE6EDCA257E2700016945/%24File/child2.pdf
   Google Scholar
• Lecomte, T., Potvin, S., Corbière, M., Guay, S., Samson, C., Cloutier, B., Francoeur, A., Pennou, A., & Khazaal, Y. (2020). Mobile apps for mental health issues: Meta-review of meta-analyses. JMIR mHealth and uHealth, 8(5), e17458. https://doi.org/10.2196/17458
   PubMed Web of Science ®Google Scholar
• Locke, E. A., & Latham, G. P. (2006). New directions in goal-setting theory. Current Directions in Psychological Science, 15(5), 265–268. https://doi.org/10.1111/j.1467-8721.2006.00449.x
   Web of Science ®Google Scholar
• Mancini, A. D. (2020). Heterogeneous mental health consequences of COVID-19: Costs and benefits. Psychological Trauma: Theory, Research, Practice, and Policy, 12(S1), S15–S16. https://doi.org/10.1037/tra0000894
   PubMed Web of Science ®Google Scholar
• McKay, F. H., Slykerman, S., & Dunn, M. (2019). The app behavior change scale: Creation of a scale to assess the potential of apps to promote behavior change. JMIR mHealth and uHealth, 7(1), e11130. https://doi.org/10.2196/11130
   PubMed Web of Science ®Google Scholar
• Michie, S., Abraham, C., Eccles, M. P., Francis, J. J., Hardeman, W., & Johnston, M. (2011). Strengthening evaluation and implementation by specifying components of behaviour change interventions: A study protocol. Implementation Science, 6(1), 10. https://doi.org/10.1186/1748-5908-6-10
   PubMedGoogle Scholar
• Michie, S., Richardson, M., Johnston, M., Abraham, C., Francis, J., Hardeman, W., Eccles, M., Cane, J., & Wood, C. (2013). The behavior change technique taxonomy (v1) of 93 hierarchically clustered techniques: Building an international consensus for the reporting of behavior change interventions. Annals of Behavioral Medicine, 46(1), 81–95. https://doi.org/10.1007/s12160-013-9486-6
   PubMed Web of Science ®Google Scholar
• Miltenberger, R. (2016). Behavior modification: Principles and procedures (6th ed.). Cengage Learning.
   Google Scholar
• Morrissey, E. C., Corbett, T. K., Walsh, J. C., & Molloy, G. J. (2016). Behavior change techniques in apps for medication adherence: A content analysis. American Journal of Preventive Medicine, 50(5), 143–146. https://doi.org/10.1016/j.amepre.2015.09.034
   PubMedGoogle Scholar
• Ostojic, M., Chung, J., Dimattia, M., Furlonger, B., Busacca, M., & Chittleborough, P. (2018). A review of the processes by which school psychologists and counsellors can use taxonomies to evaluate health-related apps. Journal of Psychologists and Counsellors in Schools, 28(2), 212–233. https://doi.org/10.1017/jgc.2018.4
   Web of Science ®Google Scholar
• Polanczyk, G. V., Salum, G. A., Sugaya, L. S., Caye, A., & Rohde, L. A. (2015). Annual research review: A meta-analysis of the worldwide prevalence of mental disorders in children and adolescents. Journal of Child Psychology and Psychiatry, 56(3), 345–365. https://doi.org/10.1111/jcpp.12381
   PubMed Web of Science ®Google Scholar
• Priesterroth, L., Grammes, J., Holtz, K., Reinwarth, A., & Kubiak, T. (2019). Gamification and behavior change techniques in diabetes self-management apps. Journal of Diabetes Science and Technology, 13(5), 954–958. https://doi.org/10.1177/1932296818822998
   Google Scholar
• Rosser, B. A., Vowles, K. E., Keogh, E., Eccleston, C., & Mountain, G. A. (2009). Technologically-Assisted behaviour change: A systematic review of studies of novel technologies for the management of chronic illness. Journal of Telemedicine and Telecare, 15(7), 327–338. https://doi.org/10.1258/jtt.2009.090116
   PubMed Web of Science ®Google Scholar
• Saltzman, L. Y., Hansel, T. C., & Bordnick, P. S. (2020). Loneliness, isolation, and social support factors in post-COVID-19 mental health. Psychological Trauma: Theory, Research, Practice, and Policy, 12(S1), S55–S57. https://doi.org/10.1037/tra0000703
   PubMed Web of Science ®Google Scholar
• Schiøtz, M. L., Bøgelund, M., Almdal, T., Jensen, B. B., & Willaing, I. (2012). Social support and self-management behaviour among patients with Type 2 diabetes. Diabetic Medicine, 29(5), 654–661. https://doi.org/10.1111/j.1464-5491.2011.03485.x
   PubMed Web of Science ®Google Scholar
• Schueller, S. M., Muñoz, R. F., & Mohr, D. C. (2013). Realizing the potential of behavioral intervention technologies. Current Directions in Psychological Science, 22(6), 478–483. https://doi.org/10.1177/0963721413495872
   Web of Science ®Google Scholar
• Sommers, J. M., Goldner, E. M., Waraich, P., & Husu, L. (2006). Prevalence and incidence studies of anxiety disorders: A systematic review of the literature. The Canadian Journal of Psychiatry, 51(2), 100–113. https://doi.org/10.1177/070674370605100206
   Web of Science ®Google Scholar
• Stoyanov, S. R., Hides, L., Kavanagh, D. J., Zelenko, O., Tjondronegoro, D., & Mani, M. (2015). Mobile app rating scale: A new tool for assessing the quality of health mobile apps. JMIR mHealth and uHealth, 3(1), e27. https://doi.org/10.2196/mhealth.3422
   PubMed Web of Science ®Google Scholar
• Stoyanov, S. R., Hides, L., Kavanagh, D. J., & Wilson, H. (2016). Development and validation of the user version of the mobile application rating scale (uMARS). JMIR mHealth and uHealth, 4(2), e72. https://doi.org/10.2196/mhealth.5849
   PubMed Web of Science ®Google Scholar
• Stringer, H. (2021). Tapping into a new tool for research: Smart phones. Monitor on Psychology, 52(3), 55–59. http://www.apa.org/monitor/2021/04/feature-smartphones
   Google Scholar
• Sucala, M., Cuijpers, P., Muench, F., Cardoș, R., Soflau, R., Dobrean, A., Achimas‐cadariu, P., & David, D. (2017). Anxiety: There is an app for that. a systematic review of anxiety apps. Depression and Anxiety, 34(5), 518–525. https://doi.org/10.1002/da.22654
   Google Scholar
• Thielking, M., & Jimerson, S. R. (2006). Perspectives regarding the role of school psychologists: Perceptions of teachers, principals, and school psychologists in Victoria, Australia. Australian Journal of Guidance and Counselling, 16(2), 211–223. https://doi.org/10.1375/ajgc.16.2.211
   Google Scholar
• Thombs, B. D., Bonardi, O., Rice, D. B., Boruff, J. T., Azar, M., He, C., Markham, S., Sun, Y., Wu, Y., Krishnan, A., Thombs-Vite, I., & Benedetti, A. (2020). Curating evidence on mental health during COVID-19: A living systematic review. Journal of Psychosomatic Research, 133(9), 110113. https://doi.org/10.1016/j.jpsychores.2020.110113
   Google Scholar
• Weber, R. P. (1990). Basic content analysis. Sage.
   Google Scholar
• Whiteside, S. P. H. (2016). Mobile device-based applications for childhood anxiety disorders. Journal of Child and Adolescent Psychopharmacology, 26(3), 246–251. https://doi.org/10.1089/cap.2015.0010
   PubMed Web of Science ®Google Scholar
• Whiteside, S. P. H., Sim, L. A., Morrow, A. S., Farah, W. H., Hilliker, D. R., Murad, M. H., & Wang, Z. (2020). A meta-analysis to guide the enhancement of CBT for childhood anxiety: Exposure over anxiety management. Clinical Child and Family Psychology Review, 23(1), 102–121. https://doi.org/10.1007/s10567-019-00303-2
   PubMed Web of Science ®Google Scholar
• Wood, C. E., Richardson, M., Johnston, M., Abraham, C., Francis, J., Hardeman, W., & Michie, S. (2015). Applying the behaviour change technique (BCT) taxonomy v1: A study of coder training. Translational Behavioral Medicine, 5(2), 134–148. https://doi.org/10.1007/s13142-014-0290-z
   PubMed Web of Science ®Google Scholar