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Assessing the Efficacy of Mobile Health Apps Using the Basic Principles of Cognitive Behavioral Therapy: Systematic Review
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Abstract
BACKGROUND: Cognitive behavioral therapy (CBT) in its basic principle has developed itself as a stand-alone, substantial method of therapy. With effective application in therapy for a range of mental health issues, the spread of CBT methods to Web-based therapy sources is evident. The development of mobile phone apps using CBT principles is increasing within the research area. Despite the move to Web-based methods of therapy, it is argued that these methods lack the same efficacy of face-to-face therapy sessions. OBJECTIVE: The aim of this review was to assess extent research findings with regard to the effectiveness of CBT-related mobile health (mHealth) apps. By assessing only studies employing a randomized controlled trial design, the review aimed to determine app efficacy within the highly regarded method of investigation. METHODS: A comprehensive literature search was conducted across several databases. Search results were filtered, and results were subject to strict inclusion and exclusion criteria because of the nature of the review. Where possible, analysis of effect size was calculated and results reported. RESULTS: A total of 8 studies investigating the effectiveness of mHealth CBT-related apps across a range of mental health issues were reviewed. Three studies used the app against a control group, and 5 studies used the app intervention against another form of treatment or intervention. A range of effect sizes were seen across all included studies (d=-0.13 to 1.83; 0.03-1.44), with the largest effects often being seen when comparing the data from pre- to posttest for the app engaged group. CONCLUSIONS: The studies reviewed support the use of mHealth apps containing CBT principles for a range of mental health issues. However, the effectiveness over longer time periods should be assessed. Researchers and professionals should seek to collaborate effectively when creating new apps to enhance their effectiveness as a treatment for the general public.
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“Studies have shown that CBT smartphone apps have therapeutic potential [31]”
From Technology enabled clinical care (TECC): Protocol for a prospective longitudinal cohort study of smartphone-augmented mental health treatment (2021) · cites this paper as [31]
In the citing paper
“A systematic review of eight randomized controlled trials (n = 1794) investigating psychological outcomes from the use of mHealth apps to manage depression, chronic pain acceptance, insomnia severity, stress or PTSD symptoms showed variations in effect sizes (d = −0.13 to 1.83; 0.03–1.44) with higher engagement associated with improved outcomes.”
From What is the clinical value of mHealth for patients? (2020) · cites this paper as [18]
In the citing paper
“Many mHealth applications for ER training were developed, mainly focused on cognitive change (Beck, 2017), mindfulness (Plaza et al., 2013), or more generally, on cognitive behavioral therapy (CBT) principles (Rathbone et al., 2017).”
From New Technologies for the Understanding, Assessment, and Intervention of Emotion Regulation (2019) · cites this paper as Rathbone et al., 2017
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Citations
Cites
Statistical Power Analysis for the Behavioral Sciences
Muller, K. E., & Cohen, J. (1989) · Technometrics · doi:10.2307/1270020 · Cited by 99,603
The Cochrane Collaboration's tool for assessing risk of bias in randomised trials
Higgins, J. P. T., Altman, D. G., Gotzsche, P. C., Juni, P., Moher, D., Oxman, A. D., Savovic, J., Schulz, K. F., Weeks, L., Sterne, J. A. C., et al. (2011) · BMJ · doi:10.1136/bmj.d5928 · Cited by 33,817
PRISMA-P Group, Moher, D., Shamseer, L., Clarke, M., Ghersi, D., Liberati, A., Petticrew, M., Shekelle, P., & Stewart, L. A. (2015) · Systematic Reviews · doi:10.1186/2046-4053-4-1 · Cited by 26,223
Dermyshi, E., Wang, Y., Yan, C., Hong, W., Qiu, G., Gong, X., & Zhang, T. (2017) · Neonatology · doi:10.1159/000454668 · Cited by 24,586
Shamseer, L., Moher, D., Clarke, M., Ghersi, D., Liberati, A., Petticrew, M., Shekelle, P., Stewart, L. A., & the PRISMA-P Group (2015) · BMJ · doi:10.1136/bmj.g7647 · Cited by 13,120
Cohen, J. (1992) · Psychological Bulletin · doi:10.1037//0033-2909.112.1.155 · Cited by 8,771
Cognitive Therapy of Depression
HOLLON, S. D., & BECK, A. T. (1979) · Cognitive-Behavioral Interventions · doi:10.1016/b978-0-12-404480-7.50012-5 · Cited by 4,685
The Efficacy of Cognitive Behavioral Therapy: A Review of Meta-analyses
Hofmann, S. G., Asnaani, A., Vonk, I. J. J., Sawyer, A. T., & Fang, A. (2012) · Cognitive Therapy and Research · doi:10.1007/s10608-012-9476-1 · Cited by 3,445 · cited 1×
“CBT focuses on personal connotations added to situations and produces empowering psychological strategies to reevaluate the meanings attributed to situations, promoting learned practice for more positively altered behaviors, emotions, and thoughts [4].”
Improving the Quality of Reporting of Randomized Controlled Trials: The CONSORT Statement
Begg, C. (1996) · JAMA · doi:10.1001/jama.1996.03540080059030 · Cited by 3,127
Zeng, X., Zhang, Y., Kwong, J. S. W., Zhang, C., Li, S., Sun, F., Niu, Y., & Du, L. (2015) · Journal of Evidence-Based Medicine · doi:10.1111/jebm.12141 · Cited by 2,082
Smartphones for smarter delivery of mental health programs: A systematic review
Donker, T., Petrie, K., Proudfoot, J., Clarke, J., Birch, M.-R., & Christensen, H. (2013) · Journal of Medical Internet Research · doi:10.2196/jmir.2791 · Cited by 1,136 · cited 1×
“The blinding criteria of the Cochrane risk of bias assessment tool were not studied as the criteria are almost impossible to abide by when implementing mental health interventions [43].”
A Multisite, Randomized Controlled Trial for Children With Sexual Abuse–Related PTSD Symptoms
Cohen, J. A., Deblinger, E., Mannarino, A. P., & Steer, R. A. (2004) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1097/00004583-200404000-00005 · Cited by 1,123 · cited 1×
“CBT has shown effectiveness for treating both children [15] and adults [16] suffering from posttraumatic stress disorder (PTSD).”
Cognitive Behavior Therapy and Eating Disorders
Mitchell, J. E. (2009) · The Journal of Clinical Psychiatry · doi:10.4088/jcp.09bk05121 · Cited by 886
Schnurr, P. P., Friedman, M. J., Engel, C. C., Foa, E. B., Shea, M. T., Chow, B. K., Resick, P. A., Thurston, V., Orsillo, S. M., Haug, R., et al. (2007) · JAMA · doi:10.1001/jama.297.8.820 · Cited by 813 · cited 1×
“CBT has shown effectiveness for treating both children [15] and adults [16] suffering from posttraumatic stress disorder (PTSD).”
Olatunji, B. O., Davis, M. L., Powers, M. B., & Smits, J. A. J. (2013) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2012.08.020 · Cited by 659 · cited 1×
“A meta-analysis carried out by Olatunji et al [14] examined the efficacy of CBT for OCD and found that the therapy was highly effective for the reduction of symptomology.”
Payne, H., Lister, C., West, J. H., & Bernhardt, J. M. (2015) · JMIR mhealth and uhealth · doi:10.2196/mhealth.3335 · Cited by 556
Rathbone, A. L., & Prescott, J. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.7740 · Cited by 497
Self-citationPaquette, V., Lévesque, J., Mensour, B., Leroux, J.-M., Beaudoin, G., Bourgouin, P., & Beauregard, M. (2003) · NeuroImage · doi:10.1016/s1053-8119(02)00030-7 · Cited by 452
Cognitive–behavioral treatment of anxiety disorders in children: Long-term (6-year) follow-up.
Barrett, P. M., Duffy, A. L., Dadds, M. R., & Rapee, R. M. (2001) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.69.1.135 · Cited by 414
SMITH, P., YULE, W., PERRIN, S., TRANAH, T., DALGLEISH, T., & CLARK, D. M. (2007) · Journal of the American Academy of Child & Adolescent Psychiatry · doi:10.1097/chi.0b013e318067e288 · Cited by 355 · cited 1×
“When implementing CBT for PTSD in a randomized controlled trial (RCT), Smith et al [18] found that after a month-long symptom observation period, 24% of young people with a preliminary diagnosis of PTSD developed so much that they actually failed to meet the criterion for the disorder.”
Johnsen, T. J., & Friborg, O. (2015) · Psychological Bulletin · doi:10.1037/bul0000015 · Cited by 331
Meta‐analysis of randomized, controlled treatment trials for pediatric obsessive‐compulsive disorder
Watson, H. J., & Rees, C. S. (2008) · Journal of Child Psychology and Psychiatry · doi:10.1111/j.1469-7610.2007.01875.x · Cited by 304
The effectiveness of treatment for pediatric obsessive-compulsive disorder: A meta-analysis
Abramowitz, J. S., Whiteside, S. P. H., & Deacon, B. J. (2005) · Behavior Therapy · doi:10.1016/s0005-7894(05)80054-1 · Cited by 274
Ly, K. H., Trüschel, A., Jarl, L., Magnusson, S., Windahl, T., Johansson, R., Carlbring, P., & Andersson, G. (2014) · BMJ Open · doi:10.1136/bmjopen-2013-003440 · Cited by 269
Carlbring, P., Bohman, S., Brunt, S., Buhrman, M., Westling, B. E., Ekselius, L., & Andersson, G. (2006) · American Journal of Psychiatry · doi:10.1176/ajp.2006.163.12.2119 · Cited by 262
A randomized controlled trial of a smartphone app for posttraumatic stress disorder symptoms.
Kuhn, E., Kanuri, N., Hoffman, J. E., Garvert, D. W., Ruzek, J. I., & Taylor, C. B. (2017) · Journal of Consulting and Clinical Psychology · doi:10.1037/ccp0000163 · Cited by 225
Trauma focused CBT for children with co-occurring trauma and behavior problems
Cohen, J. A., Berliner, L., & Mannarino, A. (2010) · Child Abuse & Neglect · doi:10.1016/j.chiabu.2009.12.003 · Cited by 188
Kristjánsdóttir, Ó. B., Fors, E. A., Eide, E., Finset, A., Stensrud, T. L., van Dulmen, S., Wigers, S. H., & Eide, H. (2013) · Journal of Medical Internet Research · doi:10.2196/jmir.2249 · Cited by 176
Ly, K. H., Topooco, N., Cederlund, H., Wallin, A., Bergström, J., Molander, O., Carlbring, P., & Andersson, G. (2015) · PLOS ONE · doi:10.1371/journal.pone.0126559 · Cited by 171
Olatunji, B. O., Kauffman, B. Y., Meltzer, S., Davis, M. L., Smits, J. A. J., & Powers, M. B. (2014) · Behaviour Research and Therapy · doi:10.1016/j.brat.2014.05.002 · Cited by 167
Horsch, C. H., Lancee, J., Griffioen-Both, F., Spruit, S., Fitrianie, S., Neerincx, M. A., Beun, R. J., & Brinkman, W.-P. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.6524 · Cited by 164
Whittaker, R., Merry, S., Stasiak, K., McDowell, H., Doherty, I., Shepherd, M., Dorey, E., Parag, V., Ameratunga, S., & Rodgers, A. (2012) · Journal of Medical Internet Research · doi:10.2196/jmir.1857 · Cited by 161 · cited 5×
“the MEMO app [48] to be useful and stated they would reuse it.”
InfluentialBirney, A. J., Gunn, R., Russell, J. K., & Ary, D. V. (2016) · JMIR mHealth and uHealth · doi:10.2196/mhealth.4231 · Cited by 159
Sánchez‐Meca, J., Alcázar, A. I. R., Iniesta‐Sepúlveda, M., & Rosa‐Alcázar, Á. (2013) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2013.10.007 · Cited by 156
Ly, K. H., Asplund, K., & Andersson, G. (2014) · Internet Interventions · doi:10.1016/j.invent.2014.06.003 · Cited by 133
mHealthApps: A Repository and Database of Mobile Health Apps
Xu, W., & Liu, Y. (2015) · JMIR mhealth and uhealth · doi:10.2196/mhealth.4026 · Cited by 129
Romanelli, R. J., Wu, F. M., Gamba, R. J., Mojtabai, R., & Segal, J. B. (2014) · Depression and Anxiety · doi:10.1002/da.22232 · Cited by 123
Norton, P. J., Barrera, T. L., Mathew, A. R., Chamberlain, L. D., Szafranski, D. D., Reddy, R., & Smith, A. H. (2013) · Depression and Anxiety · doi:10.1002/da.22018 · Cited by 121
Coughtrey, A. E., & Pistrang, N. (2016) · Journal of Telemedicine and Telecare · doi:10.1177/1357633x16686547 · Cited by 83
Titov, N., Dear, B. F., Johnston, L., McEvoy, P. M., Wootton, B., Terides, M. D., Gandy, M., Fogliati, V., Kayrouz, R., & Rapee, R. M. (2014) · PLoS ONE · doi:10.1371/journal.pone.0089591 · Cited by 81
Dimauro, J., Domingues, J., Fernandez, G., & Tolin, D. (2013) · Behaviour Research and Therapy · doi:10.1016/j.brat.2012.10.003 · Cited by 81
Online Cognitive–Behavioural Treatment of Bulimic Symptoms: A Randomized Controlled Trial
Ruwaard, J., Lange, A., Broeksteeg, J., Renteria‐Agirre, A., Schrieken, B., Dolan, C. V., & Emmelkamp, P. (2013) · Clinical Psychology & Psychotherapy · doi:10.1002/cpp.1767 · Cited by 75
Evolution of cognitive-behavioral therapy for eating disorders
Agras, W. S., Fitzsimmons‐Craft, E. E., & Wilfley, D. E. (2017) · Behaviour Research and Therapy · doi:10.1016/j.brat.2016.09.004 · Cited by 58
Oxford Guide to Low Intensity CBT Interventions
(2015) · Oxford Clinical Psychology · doi:10.1093/med:psych/9780199590117.001.0001 · Cited by 40
Haarhoff, B., & Kazantzis, N. (2007) · Cognitive and Behavioral Practice · doi:10.1016/j.cbpra.2006.08.004 · Cited by 36
Naeem, F., Johal, R. K., McKenna, C., Rathod, S., Ayub, M., Lecomte, T., Husain, N., Kingdon, D., & Farooq, S. (2016) · Schizophrenia Research · doi:10.1016/j.schres.2016.03.003 · Cited by 31
Brenes, G. A., Danhauer, S. C., Lyles, M. F., Anderson, A., & Miller, M. E. (2016) · American Journal of Geriatric Psychiatry · doi:10.1016/j.jagp.2016.04.002 · Cited by 26
Efficacy of Cognitive-Behavioral Therapy in Pediatric Obsessive-Compulsive Disorder: A Meta-Analysis
Wu, Y.-Q., Lang, Z., & Zhang, H. (2016) · Medical Science Monitor · doi:10.12659/msm.895481 · Cited by 26
Health Knowledge Insufficiency Motivates Health Information Seeking.
Huang, F.-F., Lai, Y.-H., Lin, C., & Yang, H.-H. (2016) · Int. J. Web Appl. · Cited by 3
Flagged first, then by citations
2 of the 51 references couldn’t be matched to a known paper.
Research works printed but not linked: 5
- Hollon, SD, 1994, Handbook of Psychotherapy and Behavior Change. 4th edition, 428
- Huang, FF, 2016, Int J Web Appl, 8, 1
- Beck, AT, 2015, Cognitive Therapy of Personality Disorders. 3rd edition
- Dobson, KS, 2009, Handbook of Cognitive-Behavioral Therapies. 3rd edition
- Beck, JS, 2006, Cognitive-behavioral therapy. Prim. Psychiatr, 13, 31
Cited by
Sorted by citations
Inkster, B., Sarda, S., & Subramanian, V. (2018) · doi:10.2196/preprints.12106 · Cited by 1,063
Automated assessment of psychiatric disorders using speech: A systematic review
Low, D. M., Bentley, K. H., & Ghosh, S. (2020) · Laryngoscope Investigative Otolaryngology · doi:10.1002/lio2.354 · Cited by 545
What is the clinical value of mHealth for patients?
Rowland, S. P., Fitzgerald, J. E., Holme, T., Powell, J., & McGregor, A. (2020) · npj Digital Medicine · doi:10.1038/s41746-019-0206-x · Cited by 454
An overview of and recommendations for more accessible digital mental health services
Lattie, E. G., Stiles-Shields, C., & Graham, A. K. (2022) · Nature Reviews Psychology · doi:10.1038/s44159-021-00003-1 · Cited by 446
A Mental Health Chatbot for Regulating Emotions (SERMO) - Concept and Usability Test
Denecke, K., Vaaheesan, S., & Arulnathan, A. (2020) · IEEE Transactions on Emerging Topics in Computing · doi:10.1109/tetc.2020.2974478 · Cited by 262
Metadata
- Authors
- Rathbone, A. L., Clarry, L., & Prescott, J.
- Affiliations
- University of Greater Manchester (GB)
- Corresponding author
- Prescott, Julie
- Venue
- Journal of Medical Internet Research
- Publisher
- JMIR Publications Inc.
- Published
- 2017-11-28
- Volume
- 19
- Issue
- 11
- Pages
- e399
- ISSN
- 1438-8871 (ISSN-L)
- PMC
- PMC5727354
- OpenAlex
- W2768506072
- Cited by
- 158
- References
- 51
- Citations by year
- 2026: 8 · 2025: 14 · 2024: 18 · 2023: 21 · 2022: 16 · 2021: 25 · 2020: 28 · 2019: 13 · 2018: 15
- FWCI
- 1.79
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- Journal of Medical Internet Research (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Research Explorer (The University of Manchester) (publishedVersion, other-oa)
- Lancaster EPrints (Lancaster University) (acceptedVersion)
- UBIR (University of Greater Manchester) (submittedVersion, cc-by)
- UBIR (University of Greater Manchester) (submittedVersion)
- Lancaster EPrints (Lancaster University) (submittedVersion)
- Funders
- University of Bolton
- Topics
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Health Sciences › Health Professions › General Health Professions › Mobile Health and mHealth Applications
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
- Keywords
- mobile health apps, cognitive behavioral therapy, digital mental health interventions, app efficacy, mental illness, effect size, online therapy
- MeSH terms
- Humans, Cognitive Behavioral Therapy, Telemedicine, Mobile Applications
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