Anxiety: There is an app for that. A systematic review of anxiety apps: SUCALA et al.
Open accessAbstract
BACKGROUND: Smartphones and mobile devices have become ubiquitous, and with the rapid advance of technology, the number of health applications (apps) that are available for consumers on these devices is constantly growing. In particular, there has been a recent proliferation of anxiety apps. However, there has been no review of the quality or content of these anxiety apps and little is known about their purpose, the features they contain, and their empirical support. The goal of this systematic review was to assess the commercially available anxiety apps. METHODS: A list of anxiety apps was collected in January 2017, using the Power Search function of iTunes and Google Play. Of 5,078 identified apps, 52 met our inclusion criteria (i.e., being defined as an anxiety/worry relief app, and offering psychological techniques aimed primarily at reducing anxiety) and were further reviewed. RESULTS: The majority (67.3%) of the currently available anxiety apps were found to lack the involvement of health care professionals in their development, and very few (3.8%) of them have been rigorously tested. CONCLUSIONS: At the moment, although anxiety apps have the potential to enhance access to mental health care, there is a marked discrepancy between the wealth of commercially available apps, and the paucity of data regarding their efficacy and effectiveness. Although the great promise of apps is their ability to increasing access to evidence-based mental health, the field is not quite there yet and the full potential of apps for treating anxiety has yet to be exploited.
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?
Numerous mobile apps aiming at managing depression and anxiety symptoms are available, but most have not been rigorously designed and tested, though there is some promising evidence of their effectiveness.
“Numerous mobile apps aiming at managing depression and anxiety symptoms are also available. Although most of them have not been rigorously designed and tested, there is some promising evidence of their effectiveness that needs to be validated [33–35]”
From Mobile Apps for the Management of Comorbid Overweight/Obesity and Depression/Anxiety: A Systematic Review (2020) · cites this paper as [34]
The Discussion reports an abundance of anxiety apps, little efficacy evidence for most, and promising but limited results from two tested apps. The Introduction notes that few depression apps have been validated, but this review does not establish promising effectiveness for depression apps; its efficacy findings concern anxiety apps. (LLM, conf=0.86)
Experimental — accuracy not yet measuredNumerous self-help online courses and mobile phone applications are becoming available, which are said to reduce stress and anxiety, and improve mood, yet have not been evaluated in controlled trials.
“Numerous self-help online courses and mobile phone applications are becoming available, which are said to reduce stress and anxiety, and improve mood (e.g., Sucala et al., 2017), yet have not been evaluated in controlled trials.”
From Online mindfulness-enhanced cognitive behavioural therapy for anxiety and depression: Outcomes of a pilot trial (2018) · cites this paper as Sucala et al., 2017
The Discussion reports an abundance of commercially available anxiety apps and says the large majority provided no efficacy data. It does not establish the claim about online courses, stress reduction, or improved mood. The Discussion’s Table 3 also identifies two apps evaluated in randomized controlled trials, so the blanket statement that the apps had not been evaluated in controlled trials overstates the source. (LLM, conf=0.88)
Experimental — accuracy not yet measuredThe emerging field of m-mental health is in its infancy as many available apps lack scientific evidence or show poor content quality.
“However, the emerging field of m-mental health can still be described as being in its infancy as many available apps lack scientific evidence (Donker et al., 2013; Sucala et al., 2017) or show poor content quality (Singer et al., 2015).”
From A mobile application for panic disorder and agoraphobia: Insights from a multi-methods feasibility study (2020) · cites this paper as Sucala et al., 2017
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
(1995) · Cited by 6,909 · see citing works
Development and validation of the Penn State Worry Questionnaire
Meyer, T. J., Miller, M. L., Metzger, R. L., & Borkovec, T. D. (1990) · Behaviour Research and Therapy · doi:10.1016/0005-7967(90)90135-6 · Cited by 5,099 · see citing works
The size and burden of mental disorders and other disorders of the brain in Europe 2010
Wittchen, H. U., Jacobi, F., Rehm, J., Gustavsson, A., Svensson, M., Jönsson, B., Olesen, J., Allgulander, C., Alonso, J., Faravelli, C., et al. (2011) · European Neuropsychopharmacology · doi:10.1016/j.euroneuro.2011.07.018 · Cited by 3,754 · see citing works
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 · see citing works
Mattick, R. P., & Clarke, J. C. (1998) · Behaviour Research and Therapy · doi:10.1016/s0005-7967(97)10031-6 · Cited by 3,367 · see citing works
The global burden of mental disorders: An update from the WHO World Mental Health (WMH) surveys
Kessler, R. C., Aguilar-Gaxiola, S., Alonso, J., Chatterji, S., Lee, S., Ormel, J., Üstün, T. B., & Wang, P. S. (2009) · Epidemiologia e Psichiatria Sociale · doi:10.1017/s1121189x00001421 · Cited by 1,895 · see citing works
Glasgow, R. E., Lichtenstein, E., & Marcus, A. C. (2003) · American Journal of Public Health · doi:10.2105/ajph.93.8.1261 · Cited by 1,836 · see citing works
The ESEMeD/MHEDEA 2000 Investigators, Alonso, J., Angermeyer, M. C., Bernert, S., Bruffaerts, R., Brugha, T. S., Bryson, H., de Girolamo, G., de Graaf, R., Demyttenaere, K., et al. (2004) · Acta Psychiatrica Scandinavica · doi:10.1111/j.1600-0047.2004.00327.x · Cited by 1,825 · see citing works
Size and burden of mental disorders in Europe—a critical review and appraisal of 27 studies
Wittchen, H.-U., & Jacobi, F. (2005) · European Neuropsychopharmacology · doi:10.1016/j.euroneuro.2005.04.012 · Cited by 1,503 · cited 2× · see citing works
“Although numerous effective treatments have been developed, only a minority of individuals suffering from anxiety disorders have access to these treatments (Alonso et al., 2004b; Collins, Westra, Dozois, & Burns, 2004; Weis-berg,Dyck,Culpepper,&Keller,2007;Wittchen&Jacobi,2005;Young, Klap, Shoai, & Wells, 2008).”
BackgroundHoffman, S. G., & Smits, J. A. J. (2008) · The Journal of Clinical Psychiatry · doi:10.4088/jcp.v69n0415 · Cited by 1,420 · see citing works
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 · see citing works
Boulos, M. N. K., Wheeler, S., Tavares, C., & Jones, R. B. (2011) · BioMedical Engineering OnLine · doi:10.1186/1475-925x-10-24 · Cited by 1,071 · see citing works
Cuijpers, P., Berking, M., Andersson, G., Quigley, L., Kleiboer, A., & Dobson, K. S. (2013) · The Canadian Journal of Psychiatry · doi:10.1177/070674371305800702 · Cited by 1,066 · see citing works
Self-citationHealth behavior models in the age of mobile interventions: are our theories up to the task?
Riley, W. T., Rivera, D. E., Atienza, A. A., Nilsen, W., Allison, S. M., & Mermelstein, R. (2011) · Translational Behavioral Medicine · doi:10.1007/s13142-011-0021-7 · Cited by 978 · cited 1× · see citing works
“that one of the advantages of using mobile technologies in behavioral health is that their ability to closelymonitor symptoms canhelp expand our current theoretical models beyond the between-person differences towithin-person changes over time (Riley et al., 2011).”
BackgroundMental Health Smartphone Apps: Review and Evidence-Based Recommendations for Future Developments
Bakker, D., Kazantzis, N., Rickwood, D., & Rickard, N. (2016) · JMIR Mental Health · doi:10.2196/mental.4984 · Cited by 886 · see citing works
Mobile-health: A review of current state in 2015
Silva, B. M. C., Rodrigues, J. J. P. C., Díez, I. D. L. T., López-Coronado, M., & Saleem, K. (2015) · Journal of Biomedical Informatics · doi:10.1016/j.jbi.2015.06.003 · Cited by 876 · see citing works
mHealth for mental health: Integrating smartphone technology in behavioral healthcare.
Luxton, D. D., McCann, R. A., Bush, N. E., Mishkind, M. C., & Reger, G. M. (2011) · Professional Psychology: Research and Practice · doi:10.1037/a0024485 · Cited by 809 · cited 1× · see citing works
“One promising solution for increasing access to mental health care is the use of smartphone-based apps (Bakker, Kazantzis, Rickwood, & Rickard, 2016; Donker et al., 2013; Luxton, McCann, Bush, Mishkind, & Reger, 2011).”
BackgroundAlonso, J., Angermeyer, M. C., & Lépine, J. P. (2004) · Acta Psychiatrica Scandinavica · doi:10.1111/j.1600-0047.2004.00325.x · Cited by 758 · see citing works
The Liebowitz social anxiety scale as a self-report instrument: a preliminary psychometric analysis
Baker, S. L., Heinrichs, N., Kim, H.-J., & Hofmann, S. G. (2002) · Behaviour Research and Therapy · doi:10.1016/s0005-7967(01)00060-2 · Cited by 640 · see citing works
Ioannidis, J. P. A. (1998) · JAMA · doi:10.1001/jama.279.4.281 · Cited by 632 · see citing works
Efficacy of treatments for anxiety disorders: a meta-analysis
Bandelow, B., Reitt, M., Röver, C., Michaelis, S., Görlich, Y., & Wedekind, D. (2015) · International Clinical Psychopharmacology · doi:10.1097/yic.0000000000000078 · Cited by 555 · see citing works
Psychological treatment of generalized anxiety disorder: A meta-analysis
Cuijpers, P., Sijbrandij, M., Koole, S., Huibers, M., Berking, M., & Andersson, G. (2014) · Clinical Psychology Review · doi:10.1016/j.cpr.2014.01.002 · Cited by 527 · cited 3× · see citing works
“The searches combined terms indicative of anxiety (e.g., “anxiety,” “worry,” based on search terms used in previously published meta-analyses; Cuijpers et al., 2014), and anxiety treatment (e.”
BackgroundMethodSelf-citationThe ESEMeD/MHEDEA 2000 investigators, Alonso, J., Angermeyer, M. C., Bernert, S., Bruffaerts, R., Brugha, T. S., Bryson, H., de Girolamo, G., de Graaf, R., Demyttenaere, K., et al. (2004) · Acta Psychiatrica Scandinavica · doi:10.1111/j.1600-0047.2004.00330.x · Cited by 519 · see citing works
mHealth: A Mechanism to Deliver More Accessible, More Effective Mental Health Care
Price, M., Yuen, E. K., Goetter, E. M., Herbert, J. D., Forman, E. M., Acierno, R., & Ruggiero, K. J. (2014) · Clinical Psychology & Psychotherapy · doi:10.1002/cpp.1855 · Cited by 488 · see citing works
Mobile Apps for Bipolar Disorder: A Systematic Review of Features and Content Quality
Nicholas, J., Larsen, M. E., Proudfoot, J., & Christensen, H. (2015) · Journal of Medical Internet Research · doi:10.2196/jmir.4581 · Cited by 438 · see citing works
Targeted disruption of serine racemase affects glutamatergic neurotransmission and behavior
Basu, A. C., Tsai, G., Ma, C.-L., Ehmsen, J. T., Mustafa, A., Han, L.-Q., Jiang, Z., Benneyworth, M. A., Froimowitz, M. P., Lange, N., et al. (2008) · Molecular Psychiatry · doi:10.1038/mp.2008.13 · Cited by 433 · see citing works
(2006) · PubMed · Cited by 387 · see citing works
Self-citationAvailability and quality of mobile health app privacy policies
Sunyaev, A., Dehling, T., Taylor, P. L., & Mandl, K. D. (2015) · Journal of the American Medical Informatics Association · doi:10.1136/amiajnl-2013-002605 · Cited by 360 · see citing works
mHealth 2.0: Experiences, Possibilities, and Perspectives
Becker, S., Miron-Shatz, T., Schumacher, N., Krocza, J., Diamantidis, C., & Albrecht, U.-V. (2014) · JMIR mHealth and uHealth · doi:10.2196/mhealth.3328 · Cited by 354 · see citing works
Caby, B., Kieffer, S., Hubert, M. D. S., Cremer, G., & Macq, B. M. M. (2011) · BioMedical Engineering OnLine · doi:10.1186/1475-925x-10-1 · Cited by 336 · see citing works
Gaps in accessing treatment for anxiety and depression: challenges for the delivery of care
Collins, K. A., Westra, H. A., Dozois, D. J. A., & Burns, D. D. (2004) · Clinical Psychology Review · doi:10.1016/j.cpr.2004.06.001 · Cited by 322 · see citing works
Cognitive behavioral therapy in anxiety disorders: current state of the evidence
Otte, C. (2011) · Dialogues in Clinical Neuroscience · doi:10.31887/dcns.2011.13.4/cotte · Cited by 313 · see citing works
The epidemiology of anxiety disorders: prevalence and societal costs.
Lépine, J. (2002) · PubMed · Cited by 309 · see citing works
IntelliCare: An Eclectic, Skills-Based App Suite for the Treatment of Depression and Anxiety
Mohr, D. C., Tomasino, K. N., Lattie, E. G., Palac, H. L., Kwasny, M. J., Weingardt, K., Karr, C. J., Kaiser, S. M., Rossom, R. C., Bardsley, L. R., et al. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.6645 · Cited by 301 · see citing works
Psychological treatment of panic disorder with or without agoraphobia: A meta-analysis
Sánchez-Meca, J., Rosa-Alcázar, A. I., Marín-Martínez, F., & Gómez-Conesa, A. (2010) · Clinical Psychology Review · doi:10.1016/j.cpr.2009.08.011 · Cited by 291 · see citing works
A systematic assessment of smartphone tools for suicide prevention
Larsen, M. E., Nicholas, J., & Christensen, H. (2016) · PLoS ONE · doi:10.1371/journal.pone.0152285 · Cited by 289 · see citing works
Finding a Depression App: A Review and Content Analysis of the Depression App Marketplace
Shen, N., Levitan, M.-J., Johnson, A., Bender, J. L., Hamilton-Page, M., Jadad, A. (. R., & Wiljer, D. (2015) · JMIR mHealth and uHealth · doi:10.2196/mhealth.3713 · Cited by 282 · see citing works
Musiat, P., Goldstone, P., & Tarrier, N. (2014) · BMC Psychiatry · doi:10.1186/1471-244x-14-109 · Cited by 273 · see citing works
Yearbook of Medical Informatics
(2013) · Yearbook of Medical Informatics · doi:10.1055/s-0038-1638865 · Cited by 237 · see citing works
Mendiola, M. F., Kalnicki, M., & Lindenauer, S. (2015) · JMIR mhealth and uhealth · doi:10.2196/mhealth.4283 · Cited by 214 · see citing works
Lindhiem, O., Bennett, C. B., Rosen, D., & Silk, J. (2015) · Behavior Modification · doi:10.1177/0145445515595198 · Cited by 197 · see citing works
Epidemiology of anxiety disorders
Michael, T., Zetsche, U., & Margraf, J. (2007) · Psychiatry · doi:10.1016/j.mppsy.2007.01.007 · Cited by 194 · see citing works
Enock, P. M., Hofmann, S. G., & McNally, R. J. (2014) · Cognitive Therapy and Research · doi:10.1007/s10608-014-9606-z · Cited by 187 · see citing works
Designing branded mobile apps: Fundamentals and recommendations
Zhao, Z., & Balagué, C. (2015) · Business Horizons · doi:10.1016/j.bushor.2015.01.004 · Cited by 185 · see citing works
Quantifying App Store Dynamics: Longitudinal Tracking of Mental Health Apps
Larsen, M. E., Nicholas, J., & Christensen, H. (2016) · JMIR mHealth and uHealth · doi:10.2196/mhealth.6020 · Cited by 177 · see citing works
Turner, T., Spruijt‐Metz, D., Wen, C. K. F., & Hingle, M. D. (2015) · Pediatric Obesity · doi:10.1111/ijpo.12002 · Cited by 172 · see citing works
Continuous Evaluation of Evolving Behavioral Intervention Technologies
Mohr, D. C., Cheung, K., Schueller, S. M., Brown, C. H., & Duan, N. (2013) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2013.06.006 · Cited by 169 · see citing works
Mobile Apps for Weight Management: A Scoping Review
Rivera, J., McPherson, A., Hamilton, J., Birken, C., Coons, M., Iyer, S., Agarwal, A., Lalloo, C., & Stinson, J. (2016) · JMIR mHealth and uHealth · doi:10.2196/mhealth.5115 · Cited by 169 · see citing works
Self-help interventions for anxiety disorders: An overview
Cuijpers, P., & Schuurmans, J. (2007) · Current Psychiatry Reports · doi:10.1007/s11920-007-0034-6 · Cited by 161 · see citing works
Self-citationA Comparison of Social Phobia Outcome Measures in Cognitive-Behavioral Group Therapy
Cox, B. J., Ross, L. M., Swinson, R. P., & Direnfeld, D. M. (1998) · Behavior Modification · doi:10.1177/01454455980223004 · Cited by 151 · see citing works
Eskildsen, A., Hougaard, E., & Rosenberg, N. K. (2010) · Nordic Journal of Psychiatry · doi:10.3109/08039480903426929 · Cited by 122 · see citing works
Weisberg, R. B., DYCK, I. R., Culpepper, L., & Keller, M. B. (2007) · American Journal of Psychiatry · doi:10.1176/ajp.2007.164.2.276 · Cited by 120 · see citing works
Economic costs of social phobia: A population-based study
Acartürk, C., Smit, F., de Graaf, R., van Straten, A., ten Have, M., & Cuijpers, P. J. (2008) · Journal of Affective Disorders · doi:10.1016/j.jad.2008.10.008 · Cited by 115 · see citing works
Self-citationAssessing mHealth: Opportunities and Barriers to Patient Engagement
Martin, T. R. (2012) · Journal of Health Care for the Poor and Underserved · doi:10.1353/hpu.2012.0087 · Cited by 110 · see citing works
The smart therapist: A look to the future of smartphones and mHealth technologies in psychotherapy.
Clough, B. A., & Casey, L. M. (2015) · Professional Psychology Research and Practice · doi:10.1037/pro0000011 · Cited by 106 · see citing works
Pham, Q., Khatib, Y., Stansfeld, S., Fox, S., & Green, T. (2016) · Games for Health Journal · doi:10.1089/g4h.2015.0033 · Cited by 104 · see citing works
Persistent Depression and Anxiety in the United States: Prevalence and Quality of Care
Young, A. S., Klap, R. S., Shoai, R., & Wells, K. B. (2008) · Psychiatric Services · doi:10.1176/appi.ps.59.12.1391 · Cited by 104 · see citing works
Becker, S., Kribben, A., Meister, S., Diamantidis, C. J., Unger, N., & Mitchell, A. (2013) · PLoS ONE · doi:10.1371/journal.pone.0078547 · Cited by 99 · see citing works
Persistent Depression and Anxiety in the United States: Prevalence and Quality of Care
Young, A. S., Klap, R. S., Shoai, R., et al. (2008) · Psychiatric Services · doi:10.1176/ps.2008.59.12.1391 · Cited by 78 · see citing works
Smartphones in Clinical Practice, Medical Education, and Research
Baumgart, D. C. (2011) · Archives of Internal Medicine · doi:10.1001/archinternmed.2011.320 · Cited by 77 · see citing works
Brown, C. H., Kellam, S. G., Kaupert, S., Muthén, B. O., Wang, W., Muthén, L. K., Chamberlain, P., PoVey, C. L., Cady, R., Valente, T. W., et al. (2012) · Administration and Policy in Mental Health and Mental Health Services Research · doi:10.1007/s10488-011-0387-3 · Cited by 68 · see citing works
Mobile Mental Health: Navigating New Rules and Regulations for Digital Tools
Armontrout, J. A., Torous, J. B., Fisher, M., Drogin, E. Y., & Gutheil, T. G. (2016) · Current Psychiatry Reports · doi:10.1007/s11920-016-0726-x · Cited by 61 · see citing works
(2014) · Institutional Repository University of Antioquia (University of Antioquia) · doi:10.1371/journal.pone
Flagged first, then by citations
Research works printed but not linked: 2
- [33]33. Lovibond, S. H., & Lovibond, P. F. (1995). Manual for the Depression Anxi- ety Stress Scales. (2nd. Ed.) Sydney: Psychology Foundation. ISBN 7334- 1423-0.
- [62]62. Zetsche, M. T., & Margraf, U. J. (2007). Epidemiology of anxiety dis- orders. Psychiatry, 6, 136-142. Retrieved from https://doi.org/ 10.1016/j.mppsy.2007.01.007 · DOI
Cited by
Sorted by citations
Smartphone Sensors for Health Monitoring and Diagnosis
Majumder, S., & Deen, M. J. (2019) · Sensors · doi:10.3390/s19092164 · Cited by 440 · see citing works
The Handbook of Behavior Change
Hagger, M. S., Cameron, L. D., Hamilton, K., Hankonen, N. E., & Lintunen, T. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318 · Cited by 420 · see citing works
Beyond validation: getting health apps into clinical practice
Gordon, W. J., Landman, A., Zhang, H., & Bates, D. W. (2020) · npj Digital Medicine · doi:10.1038/s41746-019-0212-z · Cited by 322 · see citing works
Gál, É., Ștefan, S., & Cristea, I. A. (2021) · Journal of Affective Disorders · doi:10.1016/j.jad.2020.09.134 · Cited by 289 · see citing works
Changing Behavior Using the Theory of Planned Behavior
Ajzen, I., & Schmidt, P. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.002 · Cited by 303 · see citing works
Validation of the Mobile Application Rating Scale (MARS)
Terhorst, Y., Philippi, P., Sander, L., Schultchen, D., Paganini, S., Bardus, M., Santo, K., Knitza, J., Machado, G. C., Schöeppe, S., et al. (2020) · PLoS ONE · doi:10.1371/journal.pone.0241480 · Cited by 276 · see citing works
State of the Field of Mental Health Apps
Neary, M., & Schueller, S. M. (2018) · Cognitive and Behavioral Practice · doi:10.1016/j.cbpra.2018.01.002 · Cited by 247 · see citing works
Domhardt, M., Geßlein, H., von Rezori, R. E., & Baumeister, H. (2019) · Depression and Anxiety · doi:10.1002/da.22860 · Cited by 218 · see citing works
Bakker, D., & Rickard, N. (2018) · Journal of Affective Disorders · doi:10.1016/j.jad.2017.11.016 · Cited by 231 · see citing works
DeMartini, J., Patel, G., & Fancher, T. L. (2019) · Annals of Internal Medicine · doi:10.7326/aitc201904020 · Cited by 226 · see citing works
Rauschenberg, C., Schick, A., Hirjak, D., Seidler, A., Paetzold, I., Apfelbacher, C., Riedel-Heller, S. G., & Reininghaus, U. (2021) · Journal of Medical Internet Research · doi:10.2196/23365 · Cited by 205 · see citing works
Stawarz, K., Preist, C., Tallon, D., Wiles, N., & Coyle, D. (2018) · Journal of Medical Internet Research · doi:10.2196/10120 · Cited by 198 · see citing works
Oyebode, O., Alqahtani, F., & Orji, R. (2020) · IEEE Access · doi:10.1109/access.2020.3002176 · Cited by 197 · see citing works
Eisenstadt, M., Liverpool, S., Infanti, E., Ciuvat, R. M., & Carlsson, C. (2021) · JMIR Mental Health · doi:10.2196/31170 · Cited by 185 · see citing works
Bauer, M., Glenn, T., Geddes, J., Gitlin, M., Grof, P., Kessing, L. V., Monteith, S., Faurholt-Jepsen, M., Severus, E., & Whybrow, P. C. (2020) · International Journal of Bipolar Disorders · doi:10.1186/s40345-019-0164-x · Cited by 163 · see citing works
Scaling evidence-based treatments through digital mental health.
Schueller, S. M., & Torous, J. B. (2020) · American Psychologist · doi:10.1037/amp0000654 · Cited by 174 · see citing works
Mobile Apps for Medication Management: Review and Analysis
Tabi, K., Randhawa, A. S., Choi, F., Mithani, Z., Albers, F., Schnieder, M., Nikoo, M., Vigo, D., Jang, K. L., Demlová, R., et al. (2019) · JMIR mhealth and uhealth · doi:10.2196/13608 · Cited by 170 · see citing works
Rauschenberg, C., Schick, A., Goetzl, C., Roehr, S., Riedel-Heller, S. G., Koppe, G., Durstewitz, D., Krumm, S., & Reininghaus, U. (2021) · European Psychiatry · doi:10.1192/j.eurpsy.2021.17 · Cited by 158 · see citing works
Providing Human Support for the Use of Digital Mental Health Interventions: Systematic Meta-review
Werntz, A., Amado, S., Jasman, M., Ervin, A., & Rhodes, J. E. (2023) · Journal of Medical Internet Research · doi:10.2196/42864 · Cited by 158 · see citing works
Changing Behavior Using the Model of Action Phases
Keller, L., Gollwitzer, P. M., & Sheeran, P. (2020) · The Handbook of Behavior Change · doi:10.1017/9781108677318.006 · Cited by 147 · see citing works
Cognitive-Behavioral Therapy in the Digital Age: Presidential Address
Wilhelm, S., Weingarden, H. M., Ladis, I., Braddick, V., Shin, J. Y., & Jacobson, N. C. (2019) · Behavior Therapy · doi:10.1016/j.beth.2019.08.001 · Cited by 122 · see citing works
Mohr, D. C., Schueller, S. M., Tomasino, K. N., Kaiser, S. M., Alam, N., Karr, C., Vergara, J. L., Gray, E. L., Kwasny, M. J., & Lattie, E. G. (2019) · Journal of Medical Internet Research · doi:10.2196/13609 · Cited by 116 · see citing works
Stawarz, K., Preist, C., & Coyle, D. (2019) · JMIR Mental Health · doi:10.2196/12546 · Cited by 107 · see citing works
A Path to Better-Quality mHealth Apps
Larson, R. S. (2018) · JMIR mhealth and uhealth · doi:10.2196/10414 · Cited by 112 · see citing works
Changing Behavior Using the Health Action Process Approach
Schwarzer, R., & Hamilton, K. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.007 · Cited by 107 · see citing works
Apolinário-Hagen, J., Drüge, M., & Fritsche, L. (2020) · Advances in Experimental Medicine and Biology · doi:10.1007/978-981-32-9705-0_17 · Cited by 100 · see citing works
Sander, L. B., Schorndanner, J., Terhorst, Y., Spanhel, K., Pryss, R., Baumeister, H., & Messner, E.-M. (2020) · European Journal of Psychotraumatology · doi:10.1080/20008198.2019.1701788 · Cited by 102 · see citing works
Torous, J., Firth, J., Huckvale, K., Larsen, M. E., Cosco, T. D., Carney, R., Chan, S., Pratap, A., Yellowlees, P., Wykes, T., et al. (2018) · Journal of Nervous & Mental Disease · doi:10.1097/nmd.0000000000000864 · Cited by 101 · see citing works
Understanding People’s Use of and Perspectives on Mood-Tracking Apps: Interview Study
Schueller, S. M., Neary, M., Lai, J., & Epstein, D. A. (2021) · JMIR Mental Health · doi:10.2196/29368 · Cited by 102 · see citing works
Drissi, N., Ouhbi, S., Marques, G., Díez, I. D. L. T., Ghogho, M., & Idrissi, M. A. J. (2020) · Telemedicine Journal and e-Health · doi:10.1089/tmj.2020.0287 · Cited by 102 · see citing works
Roberts, A., Davenport, T. A., Wong, T., Moon, H.-W., Hickie, I. B., & LaMonica, H. M. (2021) · Internet Interventions · doi:10.1016/j.invent.2021.100379 · Cited by 99 · see citing works
Connolly, S. L., Hogan, T. P., Shimada, S. L., & Miller, C. J. (2020) · Journal of Technology in Behavioral Science · doi:10.1007/s41347-020-00165-4 · Cited by 78 · see citing works
Sinha Deb, K., Tuli, A., Sood, M., Chadda, R., Verma, R., Kumar, S., Ganesh, R., & Singh, P. (2018) · PLOS ONE · doi:10.1371/journal.pone.0203353 · Cited by 79 · see citing works
Schultchen, D., Terhorst, Y., Holderied, T., Stach, M., Meßner, E.-M., Baumeister, H., & Sander, L. (2020) · International Journal of Behavioral Medicine · doi:10.1007/s12529-020-09944-y · Cited by 75 · see citing works
Ebert, D. D., Harrer, M., Apolinário-Hagen, J., & Baumeister, H. (2019) · Advances in Experimental Medicine and Biology · doi:10.1007/978-981-32-9721-0_29 · Cited by 76 · see citing works
Bakker, D., & Rickard, N. S. (2019) · Australian Psychologist · doi:10.1111/ap.12383 · Cited by 72 · see citing works
Digital Technologies in the Treatment of Anxiety: Recent Innovations and Future Directions
Firth, J., Torous, J., Carney, R., Newby, J., Cosco, T. D., Christensen, H., & Sarris, J. (2018) · Current Psychiatry Reports · doi:10.1007/s11920-018-0910-2 · Cited by 70 · see citing works
Gardner, B., Rebar, A. L., & Lally, P. J. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.041 · Cited by 69 · see citing works
Psychiatry in the Digital Age: A Blessing or a Curse?
Roth, C. B., Papassotiropoulos, A., Brühl, A. B., Lang, U. E., & Huber, C. G. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph18168302 · Cited by 71 · see citing works
Changing Behavior Using Social Cognitive Theory
Łuszczyńska, A., & Schwarzer, R. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.003 · Cited by 71 · see citing works
Teepe, G. W., Fonseca, A. D., Kleim, B., Jacobson, N. C., Salamanca-Sanabria, A., Car, L. T., Fleisch, E., & Kowatsch, T. (2021) · Journal of Medical Internet Research · doi:10.2196/29412 · Cited by 60 · see citing works
Dam, N. T. V., van Vugt, M. K., Vago, D. R., Schmalzl, L., Saron, C. D., Olendzki, A., Meissner, T., Lazar, S. W., Gorchov, J., Fox, K. C. R., et al. (2017) · Perspectives on Psychological Science · doi:10.1177/1745691617727529 · Cited by 56 · see citing works
Levin, M. E., Krafft, J., & Levin, C. (2018) · Journal of American College Health · doi:10.1080/07448481.2018.1440580 · Cited by 56 · see citing works
Sun, L. (2023) · BMC Psychology · doi:10.1186/s40359-023-01398-7 · Cited by 55 · see citing works
RetractedHuman Support in App-Based Cognitive Behavioral Therapies for Emotional Disorders: Scoping Review
Bernstein, E. E., Weingarden, H. M., Wolfe, E. C., Hall, M. D., Snorrason, Í., & Wilhelm, S. (2022) · Journal of Medical Internet Research · doi:10.2196/33307 · Cited by 55 · see citing works
Warner, L. M., & French, D. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.032 · Cited by 53 · see citing works
Changing Behavior Using Ecological Models
Salmon, J., Hesketh, K. D., Arundell, L., Downing, K. L., & Biddle, S. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.017 · Cited by 51 · see citing works
Boettcher, J., Magnusson, K., Marklund, A., Berglund, E., Blomdahl, R., Braun, U., Delin, L., Lundén, C., Sjöblom, K., Sommer, D., et al. (2018) · Computers in Human Behavior · doi:10.1016/j.chb.2018.04.052 · Cited by 47 · see citing works
Domhardt, M., Messner, E.-M., Eder, A.-S., Engler, S., Sander, L. B., Baumeister, H., & Terhorst, Y. (2021) · Child and Adolescent Psychiatry and Mental Health · doi:10.1186/s13034-021-00401-6 · Cited by 43 · see citing works
Understanding users’ perspectives on mobile apps for anxiety management
Balaskas, A., Schueller, S. M., Cox, A. L., & Doherty, G. J. (2022) · Frontiers in Digital Health · doi:10.3389/fdgth.2022.854263 · Cited by 49 · see citing works
Jacob, C., Lindeque, J. P., Klein, A., Ivory, C. J., Heuss, S., & Peter, M. K. (2023) · JMIR Human Factors · doi:10.2196/45143 · Cited by 43 · see citing works
Recent developments in the use of smartphone interventions for mental health
Mehrotra, S., & Tripathi, R. (2018) · Current Opinion in Psychiatry · doi:10.1097/yco.0000000000000439 · Cited by 45 · see citing works
Changing Behavior Using Self-Determination Theory
Hagger, M. S., Hankonen, N. E., Chatzisarantis, N. L. D., & Ryan, R. M. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.008 · Cited by 49 · see citing works
Newbold, A., Warren, F. C., Taylor, R. S., Hulme, C. T., Burnett, S., Aas, B., Botella, C., Burkhardt, F., Ehring, T. W., Fontaine, J. R. J., et al. (2020) · BMC Psychiatry · doi:10.1186/s12888-020-02857-w · Cited by 42 · see citing works
Systematic evaluation of content and quality of English and German pain apps in European app stores
Terhorst, Y., Meßner, E.-M., Schultchen, D., Paganini, S., Portenhauser, A. A., Eder, A.-S., Bauer, M., Papenhoff, M. C., Baumeister, H., & Sander, L. (2021) · Internet Interventions · doi:10.1016/j.invent.2021.100376 · Cited by 42 · see citing works
Campbell, B. R., Ingersoll, K. S., Flickinger, T., & Dillingham, R. (2019) · Expert Review of Anti-infective Therapy · doi:10.1080/14787210.2019.1578649 · Cited by 42 · see citing works
Baumel, A., Torous, J. B., Edan, S., & Kane, J. M. (2020) · Journal of Affective Disorders · doi:10.1016/j.jad.2020.05.011 · Cited by 40 · see citing works
Sarubbi, S., Rogante, E., Erbuto, D., Cifrodelli, M., Sarli, G., Polidori, L., Lester, D., Berardelli, I., & Pompili, M. (2022) · Journal of Clinical Medicine · doi:10.3390/jcm11195616 · Cited by 40 · see citing works
Planning and Implementation Intention Interventions
Rhodes, R. E., Grant, S. J., & de Bruijn, G. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.039 · Cited by 41 · see citing works
Attitudes and Persuasive Communication Interventions
Hamilton, K., & Johnson, B. T. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.031 · Cited by 40 · see citing works
Changing Behavior Using Habit Theory
Orbell, S., & Verplanken, B. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.013 · Cited by 39 · see citing works
Changing Behavior: A Theory- and Evidence-Based Approach
Hagger, M. S., Cameron, L. D., Hamilton, K., Hankonen, N. E., & Lintunen, T. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.001 · Cited by 39 · see citing works
Lyngs, U., Lukoff, K., Csuka, L., Slovák, P., Kleek, M. G. V., & Shadbolt, N. (2022) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2022.102869 · Cited by 38 · see citing works
Tarrant, M., Haslam, C., Carter, M., Calitri, R., & Haslam, S. A. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.044 · Cited by 37 · see citing works
Changing Behavior Using Integrated Theories
Hagger, M. S., & Hamilton, K. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.015 · Cited by 39 · see citing works
Kolenik, T. (2022) · Internet of things · doi:10.1007/978-3-030-91181-2_7 · Cited by 34 · see citing works
Ha, S. W., & Kim, J. (2020) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2020.1750792 · Cited by 32 · see citing works
Kladnitski, N., Smith, J., Allen, A., Andrews, G., & Newby, J. M. (2018) · Internet Interventions · doi:10.1016/j.invent.2018.06.003 · Cited by 31 · see citing works
“Numerous self-help online courses and mobile phone applications are becoming available, which are said to reduce stress and anxiety, and improve mood (e.g., Sucala et al., 2017), yet have not been evaluated in controlled trials.”
BackgroundChanging Behavior Using the Transtheoretical Model
DiClemente, C. C., & Graydon, M. M. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.010 · Cited by 31 · see citing works
Balaskas, A., Schueller, S. M., Cox, A. L., & Doherty, G. J. (2021) · JMIR mhealth and uhealth · doi:10.2196/26712 · Cited by 31 · see citing works
Changing Behavior Using the Health Belief Model and Protection Motivation Theory
Orbell, S., Zahid, H., & Henderson, C. J. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.004 · Cited by 32 · see citing works
oVRcome – Self-guided virtual reality for specific phobias: A randomised controlled trial
Lacey, C. J., Frampton, C. M., & Beaglehole, B. (2022) · Australian & New Zealand Journal of Psychiatry · doi:10.1177/00048674221110779 · Cited by 29 · see citing works
Cho, J., & Kim, S. (2019) · Telematics and Informatics · doi:10.1016/j.tele.2019.101301 · Cited by 28 · see citing works
Changing Behavior by Changing Environments
Marteau, T. M., Fletcher, P. C., Hollands, G. J., & Munafo, M. R. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.014 · Cited by 27 · see citing works
An Introduction to Core Competencies for the Use of Mobile Apps in Cognitive and Behavioral Practice
Schueller, S. M., Armstrong, C. M., Neary, M., & Ciulla, R. (2020) · Cognitive and Behavioral Practice · doi:10.1016/j.cbpra.2020.11.002 · Cited by 27 · see citing works
Ebenfeld, L., Lehr, D., Ebert, D. D., Stegemann, S. K., Riper, H. M., Funk, B., & Berking, M. (2021) · Journal of Medical Internet Research · doi:10.2196/20829 · Cited by 28 · see citing works
ThriveNYC: Delivering on Mental Health
Belkin, G. S., & McCray, C. I. (2019) · American Journal of Public Health · doi:10.2105/ajph.2019.305040 · Cited by 28 · see citing works
Evans, K., Donelan, J. F., Rennick‐Egglestone, S., Cox, S., & Kuipers, Y. (2021) · Journal of Medical Internet Research · doi:10.2196/31831 · Cited by 30 · see citing works
Experiences and implications of smartphone apps for depression and anxiety
Crosby, L., & Bonnington, O. (2020) · Sociology of Health & Illness · doi:10.1111/1467-9566.13076 · Cited by 27 · see citing works
Mobile App Tools for Identifying and Managing Mental Health Disorders in Primary Care
Magee, J. C., Adut, S., Brazill, K., & Warnick, S. (2018) · Current Treatment Options in Psychiatry · doi:10.1007/s40501-018-0154-0 · Cited by 25 · see citing works
Design, Implementation, and Evaluation of Behavior Change Interventions: A Ten-Task Guide
Abraham, C., & Denford, S. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.019 · Cited by 26 · see citing works
Changing Behavior Using the Reflective-Impulsive Model
Deutsch, R., & Strack, F. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.012 · Cited by 28 · see citing works
Smartphone technology facilitates point-of-care nucleic acid diagnosis: a beginner’s guide
Rajendran, V. K., Bakthavathsalam, P., Bergquist, P. L., & Sunna, A. (2020) · Critical Reviews in Clinical Laboratory Sciences · doi:10.1080/10408363.2020.1781779 · Cited by 25 · see citing works
Sander, L., Lemor, M.-L., der Sloot, R. J. A. V., Jaegere, E. D., Büscher, R., Meßner, E.-M., Baumeister, H., & Terhorst, Y. (2021) · Frontiers in Digital Health · doi:10.3389/fdgth.2021.689692 · Cited by 24 · see citing works
Trottier, C. F., Lieffers, J. R. L., Johnson, S. T., Mota, J. F., Gill, R. K., & Prado, C. M. (2021) · JMIR Research Protocols · doi:10.2196/24534 · Cited by 24 · see citing works
Dyadic Behavior Change Interventions
Scholz, U., Berli, C., Lüscher, J., & Knoll, N. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.043 · Cited by 23 · see citing works
Traila, A., Dima, D. M., Achimaș-Cădariu, P., & Micu, R. (2018) · Cancer Management and Research · doi:10.2147/cmar.s154819 · Cited by 24 · see citing works
Developing Behavior Change Interventions
Hankonen, N. E., & Hardeman, W. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.021 · Cited by 26 · see citing works
Chapman, C., Champion, K. E., Birrell, L., Deen, H., Brierley, M., Stapinski, L. A., KAY‐LAMBKIN, F. J., Newton, N. C., & Teesson, M. (2018) · JMIR mhealth and uhealth · doi:10.2196/10442 · Cited by 22 · see citing works
Alhuwail, D., Albaj, R., Ahmad, F., & Aldakheel, K. (2019) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2019.104056 · Cited by 23 · see citing works
Rothman, A. J., Klein, W. M. P., & Sheeran, P. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.020 · Cited by 25 · see citing works
Gómez-de-Regil, L., Avila-Nava, A., Gutierrez-Solis, A. L., & Lugo, R. (2020) · Journal of Healthcare Engineering · doi:10.1155/2020/9317179 · Cited by 20 · see citing works
Ebenfeld, L., Kleine Stegemann, S., Lehr, D., Ebert, D. D., Funk, B., Riper, H., & Berking, M. (2020) · Internet Interventions · doi:10.1016/j.invent.2019.100296 · Cited by 20 · see citing works
Mayer, G., Hummel, S., Oetjen, N., Gronewold, N., Bubolz, S., Blankenhagel, K. J., Slawik, M., Zarnekow, R., Hilbel, T., & Schultz, J. (2022) · Digital Health · doi:10.1177/20552076221091353 · Cited by 22 · see citing works
Imagery, Visualization, and Mental Simulation Interventions
Hagger, M. S., & Conroy, D. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.033 · Cited by 22 · see citing works
Changing Behavior Using the Common-Sense Model of Self-Regulation
Cameron, L. D., Fleszar‐Pavlović, S. E., & Khachikian, T. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.005 · Cited by 23 · see citing works
Engagement of Stakeholders in the Design, Evaluation, and Implementation of Complex Interventions
Hudson, J. L., Moon, Z., Hughes, L. D., & Moss-Morris, R. E. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.024 · Cited by 20 · see citing works
Uri Gneezy, B., Kajackaite, A., & Meier, S. (2020) · Cambridge University Press eBooks · doi:10.1017/9781108677318.036 · Cited by 20 · see citing works
Church, D., Stapleton, P., & Sabot, D. (2020) · JMIR mhealth and uhealth · doi:10.2196/18545 · Cited by 20 · see citing works
Nardi, W. R., Roy, A., DUNSIGER, S. I., & Brewer, J. A. (2022) · Journal of Medical Internet Research · doi:10.2196/33696 · Cited by 20 · see citing works
- Authors
- Sucala, M., Cuijpers, P., Muench, F., Cardoș, R., Soflau, R., Dobrean, A., Achimas-Cadariu, P., & David, D.
- Affiliations
- Babeș-Bolyai University (RO)
- Vrije Universiteit Amsterdam (NL)
- Northwell Health (US)
- Babeș-Bolyai University; Department of Clinical Psychology and Psychotherapy; Cluj-Napoca Romania
- Iuliu Hațieganu University of Medicine and Pharmacy; Department of Surgery; Cluj-Napoca Romania
- Corresponding author
- Sucala, Madalina
- Venue
- Depression and Anxiety
- Publisher
- Wiley
- Published
- 2017-05-15
- Volume
- 34
- Issue
- 6
- Pages
- 518-525
- ISSN
- 1091-4269 (ISSN-L)
- OpenAlex
- W2615858497
- Cited by
- 232
- References
- 62
- Citations by year
- 2026: 2 · 2025: 11 · 2024: 17 · 2023: 17 · 2022: 31 · 2021: 33 · 2020: 79 · 2019: 21 · 2018: 19 · 2017: 2
- FWCI
- 3.83
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Depression and Anxiety (publishedVersion)
- PubMed (publishedVersion)
- VU Research Portal (publishedVersion, other-oa)
- Data Archiving and Networked Services (DANS) (submittedVersion)
- Funders
- Romanian National Authority for Scientific Research (PN-II-RU-TE- 2014-4-0490)
- 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, mobile application, anxiety reduction, psychological techniques, app quality, access to mental health care
- MeSH terms
- Anxiety, Humans, Mobile Applications
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