State of the Field of Mental Health Apps
Open accessAbstract
Mental health apps offer unique opportunities for self-management of mental health and well-being in mobile, cost-effective ways. There is an abundance of apps available to consumers, but selecting a useful one presents a challenge. Most available apps are not supported by empirical evidence and thus consumers have access to a range of unreviewed apps, the benefits of which are not known or supported. While user ratings exist, and are likely to be considered by consumers when selecting an app, they do not actually yield information on app suitability. A possible alternative way for consumers to choose an app would be to use an app review platform. A number of attempts have been made to construct such a platform, and this paper introduces PsyberGuide, which offers a step towards providing objective and actionable information for publicly available mental health apps.
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?
The time and resources required for planning and undertaking an RCT are not always appropriate for the assessment of dMH tools due to their rapid development and the accelerating time to the obsolescence of technological innovations.
“The time and resources required for planning and undertaking an RCT are not always appropriate for the assessment of dMH tools due to their rapid development and the accelerating time to the obsolescence of technological innovations [9,22,23].”
From Feasibility and Acceptability of the Aboriginal and Islander Mental Health Initiative for Youth App: Nonrandomized Pilot With First Nations Young People (2023) · cites this paper as [9]
In “Do They Really Work? High Availability But Low Evidence Base” (page unavailable), the paper says the time needed to conduct and publish an RCT does not align with apps’ rapid development cycle, supporting the central point. It does not address the resources required or say that the time to technological obsolescence is accelerating. (LLM, conf=0.82)
Experimental — accuracy not yet measuredIt is estimated that only about 3% to 4% of mental health apps are actually evidence based.
“There is currently somewhere between 10,000 and 20,000 mental health apps [23,24], but it is estimated that only about 3% to 4% are actually evidence based.”
From Mobile Apps for Mental Health Issues: Meta-Review of Meta-Analyses (2020) · cites this paper as [24]
There is currently somewhere between 10,000 and 20,000 mental health apps.
“There is currently somewhere between 10,000 and 20,000 mental health apps [23,24], but it is estimated that only about 3% to 4% are actually evidence based.”
From Mobile Apps for Mental Health Issues: Meta-Review of Meta-Analyses (2020) · cites this paper as [24]
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
Mobile app rating scale: a new tool for assessing the quality of health mobile apps
Stoyanov, S. R., Hides, L., Kavanagh, D. J., Zelenko, O., Tjondronegoro, D., & Mani, M. (2015) · JMIR mHealth and uHealth · doi:10.2196/mhealth.3422 · Cited by 2,233 · see citing works
Firth, J., Torous, J., Nicholas, J., Carney, R., Pratap, A., Rosenbaum, S., & Sarris, J. (2017) · World Psychiatry · doi:10.1002/wps.20472 · Cited by 1,097 · see citing works
Dennison, L., Morrison, L., Conway, G., & Yardley, L. (2013) · Journal of Medical Internet Research · doi:10.2196/jmir.2583 · Cited by 895 · see citing works
Firth, J., Torous, J., Nicholas, J., Carney, R., Rosenbaum, S., & Sarris, J. (2017) · Journal of Affective Disorders · doi:10.1016/j.jad.2017.04.046 · Cited by 675 · see citing works
Review and evaluation of mindfulness-based iPhone apps
Mani, M., Kavanagh, D. J., Hides, L., & Stoyanov, S. R. (2015) · JMIR mHealth and uHealth · doi:10.2196/mhealth.4328 · Cited by 495 · 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
The Use and Effectiveness of Mobile Apps for Depression: Results From a Fully Remote Clinical Trial
Arean, P. A., Hallgren, K. A., Jordan, J. T., Gazzaley, A., Atkins, D. C., Heagerty, P. J., & Anguera, J. A. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.6482 · Cited by 376 · see citing works
Powell, A. C., Landman, A., & Bates, D. W. (2014) · JAMA · doi:10.1001/jama.2014.2564 · Cited by 236 · see citing works
Anxiety: There is an app for that. A systematic review of anxiety apps: SUCALA et al.
Sucala, M., Cuijpers, P., Muench, F., Cardoș, R., Soflau, R., Dobrean, A., Achimas-Cadariu, P., & David, D. (2017) · Depression and Anxiety · doi:10.1002/da.22654 · Cited by 232 · see citing works
Torous, J., Chan, S. R., Yee-Marie Tan, S., Behrens, J., Mathew, I., Conrad, E. J., Hinton, L., Yellowlees, P., & Keshavan, M. (2014) · JMIR Mental Health · doi:10.2196/mental.4004 · Cited by 228 · see citing works
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 · see citing works
Baumel, A., Faber, K., Mathur, N., Kane, J. M., & Muench, F. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.7270 · Cited by 206 · cited 1× · see citing works
“Recently, the Enlight rating guidelines were developed through a comprehensive systematic review of existing app rating methods (Baumel, Faber, Mathur, Kane, & Muench, 2017).”
MethodMiner, A., Kuhn, E., Hoffman, J. E., Owen, J. E., Ruzek, J. I., & Taylor, C. B. (2016) · Psychological Trauma: Theory, Research, Practice, and Policy · doi:10.1037/tra0000092 · Cited by 185 · see citing works
Anguera, J. A., Jordan, J. T., Castaneda, D., Gazzaley, A., & Areán, P. A. (2016) · BMJ Innovations · doi:10.1136/bmjinnov-2015-000098 · Cited by 172 · see citing works
A Systematic Review of Quality Assessment Methods for Smartphone Health Apps
BinDhim, N. F., Hawkey, A., & Trevena, L. (2015) · Telemedicine and e-Health · doi:10.1089/tmj.2014.0088 · Cited by 142 · see citing works
App-based psychological interventions: friend or foe?
Leigh, S., & Flatt, S. (2015) · Evidence Based Mental Health · doi:10.1136/eb-2015-102203 · Cited by 140 · see citing works
Proudfoot, J. (2013) · Australian & New Zealand Journal of Psychiatry · doi:10.1177/0004867412471441 · Cited by 126 · see citing works
Exploring mental health providers' interest in using web and mobile-based tools in their practices
Schueller, S. M., Washburn, J. J., & Price, M. (2016) · Internet Interventions · doi:10.1016/j.invent.2016.06.004 · Cited by 98 · see citing works
Self-citationSchueller, S. M., Tomasino, K. N., & Mohr, D. C. (2017) · Clinical Psychology: Science and Practice · doi:10.1037/h0101740 · Cited by 70 · see citing works
Self-citationBidargaddi, N. P., Musiat, P., Winsall, M., Vogl, G., Blake, V., Quinn, S. J., Orlowski, S., Antezana, G., & Schrader, G. D. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.6775 · Cited by 61 · see citing works
A Review of Free iPhone Applications Designed to Target Anxiety and Worry
Kertz, S. J., MacLaren Kelly, J., Stevens, K. T., Schrock, M., & Danitz, S. B. (2017) · Journal of Technology in Behavioral Science · doi:10.1007/s41347-016-0006-y · Cited by 56 · see citing works
Christensen, H. M., Murray, K., Calear, A. L., Bennett, K., Bennett, A., & Griffiths, K. M. (2010) · The Medical Journal of Australia · doi:10.5694/j.1326-5377.2010.tb03692.x · Cited by 44 · see citing works
Possemato, K., Kuhn, E. R., Johnson, E. M., Hoffman, J. E., & Brooks, E. (2016) · Translational Behavioral Medicine · doi:10.1007/s13142-016-0393-9 · Cited by 44 · see citing works
Possemato, K., Kuhn, E. R., Johnson, E. M., Hoffman, J. E., & Brooks, E. (2016) · Translational Behavioral Medicine · doi:10.1007/s13142-016-0415-7 · Cited by 21 · see citing works
Flagged first, then by citations
1 of the 25 references couldn’t be matched to a known paper.
Research works printed but not linked: 2
- Ben-Zeev D, Brian RM, Jonathan G, Razzano L, Pashka N, Carpenter-Song EA, Drake RE, & Schrer EA (in press). Randomized controlled trial of mHealth vs. clinic-based interventions for serious mental illness: Patient engagement, satisfaction, and clinical outcomes. Schizophrenia Bulletin.
- Rathner E (2017). Implementation of the mobile health app database (mHAD). Workshop presented at the 9th International for Society for Research on Internet Interventions Scientific Meeting, Berlin, Germany.
Cited by
Sorted by citations
Six Human-Centered Artificial Intelligence Grand Challenges
Ozmen Garibay, O., Winslow, B., Andolina, S., Antona, M., Bodenschatz, A., Coursaris, C., Falco, G., Fiore, S. M., Garibay, I., Grieman, K., et al. (2023) · International Journal of Human–Computer Interaction · doi:10.1080/10447318.2022.2153320 · Cited by 501 · see citing works
Mobile Apps for Mental Health Issues: Meta-Review of Meta-Analyses
Lecomte, T., Potvin, S., Corbière, M., Guay, S., Samson, C., Cloutier, B., Francoeur, A., Pennou, A., & Khazaal, Y. (2020) · JMIR mHealth and uHealth · doi:10.2196/17458 · Cited by 336 · see citing works
Perceptions and opinions of patients about mental health chatbots: scoping review
Abd-Alrazaq, A. A., Alajlani, M., Ali, N., Denecke, K., Bewick, B. M., & Househ, M. (2021) · Journal of Medical Internet Research · doi:10.2196/17828 · Cited by 301 · see citing works
From promise to practice: towards the realisation of AI-informed mental health care
Koutsouleris, N., Hauser, T. U., Skvortsova, V., & De Choudhury, M. (2022) · The Lancet Digital Health · doi:10.1016/s2589-7500(22)00153-4 · Cited by 251 · see citing works
Reviewing the data security and privacy policies of mobile apps for depression
O'Loughlin, K., Neary, M., Adkins, E. C., & Schueller, S. M. (2019) · Internet Interventions · doi:10.1016/j.invent.2018.12.001 · Cited by 179 · see citing works
Self-citationLau, N., O'Daffer, A., Colt, S., Yi-Frazier, J. P., Palermo, T. M., McCauley, E., & Rosenberg, A. R. (2020) · JMIR mhealth and uhealth · doi:10.2196/17798 · Cited by 174 · see citing works
Schueller, S. M., Neary, M., O'Loughlin, K., & Adkins, E. C. (2018) · Journal of Medical Internet Research · doi:10.2196/10141 · Cited by 167 · see citing works
Self-citationBy the numbers: ratings and utilization of behavioral health mobile applications
Carlo, A. D., Hosseini Ghomi, R., Renn, B. N., & Areán, P. A. (2019) · npj Digital Medicine · doi:10.1038/s41746-019-0129-6 · Cited by 164 · 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
Wasil, A. R., Venturo-Conerly, K. E., Shingleton, R. M., & Weisz, J. R. (2019) · Behaviour Research and Therapy · doi:10.1016/j.brat.2019.103498 · Cited by 160 · see citing works
Ramos, G., & Chavira, D. A. (2022) · Cognitive and Behavioral Practice · doi:10.1016/j.cbpra.2019.10.004 · Cited by 143 · 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
Kopelovich, S. L., Monroe‐DeVita, M., Buck, B., Brenner, C. J., Moser, L. L., Jarskog, L. F., Harker, S., & Chwastiak, L. (2020) · Community Mental Health Journal · doi:10.1007/s10597-020-00662-z · Cited by 130 · 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
Ramos, G., Ponting, C., Labao, J. P., & Sobowale, K. (2021) · Behaviour Research and Therapy · doi:10.1016/j.brat.2021.103990 · Cited by 122 · see citing works
Digital apothecaries: a vision for making health care interventions accessible worldwide
Muñoz, R. F., Chavira, D. A., Himle, J. A., Koerner, K., Muroff, J. R., Reynolds, J., Rose, R. D., Ruzek, J. I., Teachman, B. A., & Schueller, S. M. (2018) · mHealth · doi:10.21037/mhealth.2018.05.04 · Cited by 117 · see citing works
Self-citationThe Digital Psychiatrist: In Search of Evidence-Based Apps for Anxiety and Depression
Marshall, J. M., Dunstan, D. A., & Bartik, W. (2019) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2019.00831 · Cited by 107 · see citing works
From Treatment to Healing:Envisioning a Decolonial Digital Mental Health
Pendse, S. R., Nkemelu, D., Bidwell, N. J., Jadhav, S., Pathare, S., De Choudhury, M., & Kumar, N. (2022) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3491102.3501982 · Cited by 115 · see citing works
Sorkin, D. H., Janio, E. A., Eikey, E. V., Schneider, M., Davis, K., Schueller, S. M., Stadnick, N. A., Zheng, K., Neary, M., Safani, D., et al. (2021) · Journal of Medical Internet Research · doi:10.2196/26994 · Cited by 108 · see citing works
Self-citationThrouvala, M. A., Griffiths, M., Rennoldson, M., & Kuss, D. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17134842 · Cited by 105 · see citing works
AI-Based and Digital Mental Health Apps: Balancing Need and Risk
Hamdoun, S., Monteleone, R., Bookman, T., & Michael, K. (2023) · IEEE Technology and Society Magazine · doi:10.1109/mts.2023.3241309 · Cited by 104 · 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
Self-citationSix, S. G., Byrne, K. A., Tibbett, T. P., & Pericot-Valverde, I. (2021) · JMIR Mental Health · doi:10.2196/32199 · Cited by 95 · see citing works
“To mitigate these challenges, companies have created technology-based mental health apps, with the goal of alleviating symptoms of various mental disorders [8,9].”
BackgroundForbes, A., Keleher, M. R., Venditto, M., & DiBiasi, F. (2023) · Journal of Medical Internet Research · doi:10.2196/43727 · Cited by 94 · see citing works
Wasil, A. R., Gillespie, S., Patel, R., Petre, A., Venturo-Conerly, K. E., Shingleton, R. M., Weisz, J. R., & DeRubeis, R. J. (2020) · Journal of Consulting and Clinical Psychology · doi:10.1037/ccp0000604 · Cited by 89 · see citing works
Howe, E. S., Suh, J., Morshed, M. B., McDuff, D., Rowan, K., Hernandez, J., Abdin, M., Ramos, G., Tran, T., & Czerwinski, M. P. (2022) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3491102.3502027 · Cited by 89 · see citing works
Marshall, J. M., Dunstan, D. A., & Bartik, W. J. (2019) · Australian & New Zealand Journal of Psychiatry · doi:10.1177/0004867419876700 · Cited by 84 · see citing works
Dahne, J., Lejuez, C. W., Diaz, V. A., Player, M. S., Kustanowitz, J., Felton, J. W., & Carpenter, M. J. (2019) · Behavior Therapy · doi:10.1016/j.beth.2018.12.003 · Cited by 78 · 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
Huberty, J., Puzia, M., Green, J., Vlisides‐Henry, R. D., Larkey, L., Irwin, M. R., & Vranceanu, A. (2021) · General Hospital Psychiatry · doi:10.1016/j.genhosppsych.2021.09.004 · Cited by 73 · see citing works
Mobile Apps for Older Adults: Systematic Search and Evaluation Within Online Stores
Portenhauser, A. A., Terhorst, Y., Schultchen, D., Sander, L., Denkinger, M. D., Stach, M., Waldherr, N., Dallmeier, D., Baumeister, H., & Meßner, E.-M. (2021) · JMIR Aging · doi:10.2196/23313 · Cited by 77 · see citing works
Is There an App for That? A Review of Popular Apps for Depression, Anxiety, and Well-Being
Wasil, A. R., Palermo, E. H., Lorenzo‐Luaces, L., & DeRubeis, R. J. (2021) · Cognitive and Behavioral Practice · doi:10.1016/j.cbpra.2021.07.001 · Cited by 80 · see citing works
Uptake and effectiveness of a self-guided mobile app platform for college student mental health
Lattie, E. G., Cohen, K. A., Hersch, E., Williams, K. D. A., Kruzan, K. P., MacIver, C., Hermes, J., Maddi, K. L., Kwasny, M., & Mohr, D. C. (2021) · Internet Interventions · doi:10.1016/j.invent.2021.100493 · Cited by 73 · 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
Connolly, S. L., Miller, C. J., Koenig, C. J., Zamora, K. A., Wright, P. B., Stanley, R. L., & Pyne, J. M. (2018) · JMIR mHealth and uHealth · doi:10.2196/10748 · Cited by 63 · see citing works
Dahne, J., Collado, A., Lejuez, C. W., Risco, C. M., Diaz, V. A., Coles, L., Kustanowitz, J., Zvolensky, M. J., & Carpenter, M. J. (2019) · Journal of Affective Disorders · doi:10.1016/j.jad.2019.03.009 · Cited by 62 · see citing works
Marciniak, M. A., Shanahan, L., Rohde, J., Schulz, A., Wackerhagen, C., Kobylińska, D., Tuescher, O., Binder, H., Walter, H., Kalisch, R., et al. (2020) · JMIR mhealth and uhealth · doi:10.2196/19836 · Cited by 59 · see citing works
Floryan, M., Chow, P. I., Schueller, S. M., & Ritterband, L. M. (2020) · Journal of Medical Internet Research · doi:10.2196/16506 · Cited by 62 · see citing works
Self-citationPendse, S. R., Sharma, A., Vashistha, A., Choudhury, M. D., & Kumar, N. (2021) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3411764.3445410 · Cited by 59 · see citing works
Digital Overload among College Students: Implications for Mental Health App Use
Smith, A. C., Fowler, L. A., Graham, A. K., Jaworski, B. K., Firebaugh, M., Monterubio, G. E., Vázquez, M. M., DePietro, B., Sadeh‐Sharvit, S., Balantekin, K. N., et al. (2021) · Social Sciences · doi:10.3390/socsci10080279 · Cited by 52 · see citing works
Silang, K. A., Sohal, P. R., Bright, K. S., Leason, J., Roos, L., Lebel, C., Giesbrecht, G. F., & Tomfohr-Madsen, L. M. (2022) · JMIR Mental Health · doi:10.2196/31116 · Cited by 50 · 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
Self-citationmHealth applications: potentials, limitations, current quality and future directions
Messner, E.-M., Probst, T., O’Rourke, T., Stoyanov, S., & Baumeister, H. (2019) · Studies in neuroscience, psychology and behavioral economics · doi:10.1007/978-3-030-31620-4_15 · Cited by 49 · see citing works
Psihogios, A. M., Stiles‐Shields, C., & Neary, M. (2020) · Journal of Pediatric Psychology · doi:10.1093/jpepsy/jsaa094 · Cited by 44 · see citing works
Self-citationEis, S., Solà-Morales, O., Duarte‐Díaz, A., Vidal‐Alaball, J., Perestelo‐Pérez, L., Robles, N., & Carrión, C. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19042186 · Cited by 42 · see citing works
Equity in Digital Mental Health Interventions in the United States: Where to Next?
Robinson, A. H., Flom, M., Forman‐Hoffman, V. L., Histon, T., Levy, M., Darcy, A. M., Ajayi, T., Mohr, D. C., Wicks, P. J., Greene, C. J., et al. (2024) · Journal of Medical Internet Research · doi:10.2196/59939 · Cited by 41 · see citing works
Wasil, A. R., Patel, R., Cho, J. Y., Shingleton, R. M., Weisz, J. R., & DeRubeis, R. J. (2021) · International Journal of Eating Disorders · doi:10.1002/eat.23478 · Cited by 40 · see citing works
Hunkin, H., King, D. L., & Zajac, I. T. (2019) · Clinical Psychology Science and Practice · doi:10.1111/cpsp.12290 · Cited by 37 · see citing works
Tuerk, P. W., Schaeffer, C. M., Mcguire, J. F., Larsen, M. A., Capobianco, N. B., & Piacentini, J. C. (2019) · Current Psychiatry Reports · doi:10.1007/s11920-019-1092-2 · Cited by 34 · see citing works
Richardson, C. G., Slemon, A., Gadermann, A., McAuliffe, C., Thomson, K., Daly, Z., Salway, T. J., Currie, L. M., David, A., & Jenkins, E. (2020) · Journal of Medical Internet Research · doi:10.2196/24868 · Cited by 33 · see citing works
Poudyal, A., van Heerden, A. C., Hagaman, A. K., Maharjan, S. M., Byanjankar, P., Subba, P., & Kohrt, B. A. (2019) · JMIR Research Protocols · doi:10.2196/14734 · Cited by 28 · see citing works
A Review on Strategies for Data Collection, Reflection, and Communication in Eating Disorder Apps
Devakumar, A., Modh, J., Saket, B., Baumer, E. P. S., & Choudhury, M. D. (2021) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3411764.3445670 · Cited by 28 · see citing works
Bernstein, E. E., Bentley, K. H., Nock, M. K., Stein, M. B., Beck, S., & Kleiman, E. M. (2021) · Behavior Therapy · doi:10.1016/j.beth.2021.09.001 · Cited by 29 · see citing works
Tong, A. C. Y., Wong, K. T. Y., Chung, W. W. T., & Mak, W. W. S. (2025) · Journal of Medical Internet Research · doi:10.2196/70436 · Cited by 28 · see citing works
Sien, S.-W., Mohan, S., & McGrenere, J. (2022) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3491102.3517710 · Cited by 27 · see citing works
Bizzotto, N., Marciano, L., de Bruijn, G., & Schulz, P. J. (2022) · Journal of Medical Internet Research · doi:10.2196/36964 · Cited by 29 · see citing works
Hall, C. L., Bergin, A., & Rennick‐Egglestone, S. (2024) · Journal of Medical Internet Research · doi:10.2196/58939 · Cited by 35 · see citing works
A process for reviewing mental health apps: Using the One Mind PsyberGuide Credibility Rating System
Neary, M., Bunyi, J., Palomares, K., Mohr, D. C., Powell, A. C., Ruzek, J. I., Williams, L. M., Wykes, T., & Schueller, S. M. (2021) · Digital Health · doi:10.1177/20552076211053690 · Cited by 26 · see citing works
Self-citationIdentifying Moments of Change from Longitudinal User Text
Tsakalidis, A., Nanni, F., Hills, A., Chim, J., Song, J., & Liakata, M. (2022) · Proceedings of the conference - Association for Computational Linguistics. Meeting · doi:10.18653/v1/2022.acl-long.318 · Cited by 29 · see citing works
Smartphone psychology: New approaches towards safe and efficacious mobile mental health apps.
Marshall, J. M., Dunstan, D. A., & Bartik, W. (2020) · Professional Psychology: Research and Practice · doi:10.1037/pro0000278 · Cited by 25 · see citing works
Suh, J., Howe, E. S., Lewis, R., Hernandez, J., Saha, K., Althoff, T., & Czerwinski, M. P. (2024) · JMIR Mental Health · doi:10.2196/48974 · Cited by 26 · see citing works
Laird, B., Puzia, M., Larkey, L., Ehlers, D. K., & Huberty, J. (2021) · JMIR Formative Research · doi:10.2196/30294 · Cited by 24 · see citing works
Three questions to consider before developing a mental health app
Wasil, A. R., Weisz, J. R., & DeRubeis, R. J. (2020) · World Psychiatry · doi:10.1002/wps.20757 · Cited by 24 · see citing works
Meditation and mental health apps: relaxation, yoga, and meditation apps
Gál, É. (2023) · Elsevier eBooks · doi:10.1016/b978-0-323-99271-8.00013-9 · Cited by 23 · see citing works
Holtz, B., Kanthawala, S., Martin, K., Nelson, V. M., & Parrott, S. (2023) · Journal of American College Health · doi:10.1080/07448481.2023.2227727 · Cited by 23 · see citing works
Digital Technology to Enhance Clinical Care of Early Psychosis
Bell, I. H., & Álvarez‐Jiménez, M. (2019) · Current Treatment Options in Psychiatry · doi:10.1007/s40501-019-00182-y · Cited by 23 · see citing works
Dingwall, K. M., Povey, J., Sweet, M., Friel, J., Shand, F., Titov, N., Wormer, J., Mirza, T., & Nagel, T. (2023) · JMIR Human Factors · doi:10.2196/40111 · Cited by 21 · see citing works
“Overwhelmingly, playing the games (P5, 9, 22, 23, 24, 25, 26, 29, 31,32, 33, 35, 38) was mentioned as a favorite part of the app, as was watching the videos (P9, 11, 22, 24, 26,27, 29, 38).”
Reyes, A. T. (2022) · Issues in Mental Health Nursing · doi:10.1080/01612840.2021.1953652 · Cited by 21 · see citing works
mHealth in affective disorders: hype or hope? A focused narrative review
Hidalgo‐Mazzei, D., Llach, C.-D., & Vieta, E. (2020) · International Clinical Psychopharmacology · doi:10.1097/yic.0000000000000302 · Cited by 22 · see citing works
Mobile applications for mental health self-care: A scoping review
Ahmed, A., Ali, N., Giannicchi, A., Abd-Alrazaq, A. A., Ahmed, M. A., Aziz, S., & Househ, M. S. (2021) · Computer Methods and Programs in Biomedicine Update · doi:10.1016/j.cmpbup.2021.100041 · Cited by 22 · see citing works
Efficacy, Safety, and Evaluation Criteria of mHealth Interventions for Depression: Systematic Review
Duarte‐Díaz, A., Perestelo‐Pérez, L., Gelabert, E., Robles, N., Pérez-Navarro, A., Vidal‐Alaball, J., Solà-Morales, O., Sales-Masnou, A., & Carrión, C. (2023) · JMIR Mental Health · doi:10.2196/46877 · Cited by 25 · see citing works
Dinkel, D. M., Caspari, J. H., Fok, L., Notice, M. R., Johnson, D. J., Watanabe‐Galloway, S., & Emerson, M. R. (2021) · Translational Behavioral Medicine · doi:10.1093/tbm/ibab075 · Cited by 21 · see citing works
Rohde, J., Marciniak, M. A., Henninger, M., Homan, S., Ries, A., Paersch, C., Friedman, O. B., Brown, A. D., & Kleim, B. (2024) · PLoS ONE · doi:10.1371/journal.pone.0305103 · Cited by 20 · see citing works
Understanding and Supporting Self-Tracking App Selection
Lee, J. H., Schroeder, J., & Epstein, D. A. (2021) · Proceedings of the ACM on Interactive Mobile Wearable and Ubiquitous Technologies · doi:10.1145/3494980 · Cited by 20 · see citing works
Lahutina, S., Frankova, I., Gruen, M., Vermetten, E. H. G. J. M., Zohar, J., Spitschan, M., & Bajbouj, M. (2024) · Neuroscience Applied · doi:10.1016/j.nsa.2024.104089 · Cited by 20 · see citing works
Rismawan, W., Marchira, C. R., & Rahmat, I. (2020) · Journal of Psychosocial Nursing and Mental Health Services · doi:10.3928/02793695-20201104-02 · Cited by 20 · see citing works
Karlsen, I., Svendsen, P. A., & Abildgaard, J. S. (2022) · BMC Public Health · doi:10.1186/s12889-022-13821-6 · Cited by 21 · see citing works
Jacob, C., Lindeque, J. P., Müller, R., Klein, A., Metcalfe, T., Connolly, S. L., Koerber, F., Maguire, R., Denis, F., Heuss, S., et al. (2023) · npj Digital Medicine · doi:10.1038/s41746-023-00982-w · Cited by 19 · see citing works
Comparing Professional and Consumer Ratings of Mental Health Apps: Mixed Methods Study
Hudson, G., Negbenose, E., Neary, M., Jansli, S. M., Schueller, S. M., Wykes, T., & Jilka, S. (2022) · JMIR Formative Research · doi:10.2196/39813 · Cited by 18 · see citing works
Self-citationSocial media interventions to improve well-being
Skeggs, A., & Orben, A. C. (2025) · Nature Human Behaviour · doi:10.1038/s41562-025-02167-9 · Cited by 18 · see citing works
Chow, P. I., Showalter, S. L., Gerber, M. S., Kennedy, E. M., Brenin, D. R., Schroen, A. T., Mohr, D. C., Lattie, E. G., & Cohn, W. F. (2018) · JMIR Research Protocols · doi:10.2196/11452 · Cited by 16 · see citing works
Jagemann, I., Stegemann, M., von Brachel, R., & Hirschfeld, G. H. F. (2024) · BMC Psychiatry · doi:10.1186/s12888-024-06134-y · Cited by 15 · see citing works
Eagle, T., Mehrotra, A., Sharma, A., Zuniga, A., & Whittaker, S. (2022) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3555155 · Cited by 16 · see citing works
Empower Psychotherapy with mHealth Apps: The Design of “Safer”, an Emotion Regulation Application
Diano, F., Sica, L. S., & Ponticorvo, M. (2023) · Information · doi:10.3390/info14060308 · Cited by 15 · see citing works
Insights From Longitudinal Evaluation of Moodie Mental Health App
Alslaity, A., Chan, G., Orji, R., & Wilson, R. (2022) · CHI Conference Extended Abstracts on Human Factors in Computing Systems (CHI EA) · doi:10.1145/3491101.3519851 · Cited by 14 · see citing works
Examining young adults daily perspectives on usage of anxiety apps: A user study
Balaskas, A., Schueller, S. M., Cox, A. L., Rashleigh, C., & Doherty, G. J. (2023) · PLOS Digital Health · doi:10.1371/journal.pdig.0000185 · Cited by 14 · see citing works
Self-citationA systematic review of features and content quality of Arabic mental mHealth apps
Alnaghaimshi, N. I. S., Awadalla, M. S., Clark, S. R., & Baumert, M. (2024) · Frontiers in Digital Health · doi:10.3389/fdgth.2024.1472251 · Cited by 15 · see citing works
Trusting the bot: Addressing the ethical challenges of consumer digital mental health therapy
Martinez‐Martin, N. (2020) · Developments in neuroethics and bioethics · doi:10.1016/bs.dnb.2020.03.003 · Cited by 14 · see citing works
Stiles‐Shields, C., Reyes, K. M., Archer, J., Lennan, N., Zhang, J., Julion, W. A., & Karnik, N. S. (2022) · Journal of Technology in Behavioral Science · doi:10.1007/s41347-022-00278-y · Cited by 14 · see citing works
Goldkind, L., & Wolf, L. (2021) · Families in Society The Journal of Contemporary Social Services · doi:10.1177/1044389421997796 · Cited by 14 · see citing works
Eve, Z., Turner, M., Di Basilio, D., Harkin, B., Yates, A., Persson, S., Henry, J., Williams, A., Walton, G., Jones, M. V., et al. (2024) · Clinical Psychology & Psychotherapy · doi:10.1002/cpp.2938 · Cited by 14 · see citing works
Trauma apps and the making of the ‘smart’ refugee
Abdelrahman, M. (2023) · Environment and Planning D Society and Space · doi:10.1177/02637758231173416 · Cited by 13 · see citing works
Shvetcov, A., Kupper, J. F., Zheng, W. Y., Slade, A., Han, J., Whitton, A. E., Spoelma, M. J., Hoon, L., Mouzakis, K., Vasa, R., et al. (2024) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2024.1422027 · Cited by 14 · see citing works
Smartphone-Based Therapeutic Exercises for Men Affected by Premature Ejaculation: A Pilot Study
Optale, G., Burigat, S., Chittaro, L., & Riva, G. (2020) · Sexual Medicine · doi:10.1016/j.esxm.2020.05.003 · Cited by 13 · see citing works
Expanding, improving, and understanding behaviour research and therapy through digital mental health
Cohen, Z. D., & Schueller, S. M. (2023) · Behaviour Research and Therapy · doi:10.1016/j.brat.2023.104358 · Cited by 10 · see citing works
Self-citationEisenstadt, M., Liverpool, S., Metaxa, A.-M., Ciuvat, R. M., & Carlsson, C. (2021) · JMIR Formative Research · doi:10.2196/31064 · Cited by 12 · see citing works
Taylor, G., Bylund, C. L., Kastrinos, A. L., Alpert, J. M., Puig, A., Krajewski, J., Sharma, B., & Fisher, C. L. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19052619 · Cited by 12 · see citing works
Miller, E., & Thabrew, H. (2024) · Digital Health · doi:10.1177/20552076241302204 · Cited by 11 · see citing works
RetractedSuicide Prevention Mobile Apps for Indian Users: An Overview
Sudarshan, S., & Mehrotra, S. (2021) · Cureus · doi:10.7759/cureus.16770 · Cited by 11 · see citing works
- Authors
- Neary, M., & Schueller, S. M.
- Affiliations
- Northwestern University (US)
- Corresponding author
- Schueller, Stephen M.
- Venue
- Cognitive and Behavioral Practice
- Publisher
- Elsevier BV
- Published
- 2018-11
- Volume
- 25
- Issue
- 4
- Pages
- 531-537
- ISSN
- 1077-7229 (ISSN-L)
- PMC
- PMC7584258
- OpenAlex
- W2789479890
- Cited by
- 247
- References
- 25
- Citations by year
- 2026: 19 · 2025: 30 · 2024: 28 · 2023: 44 · 2022: 39 · 2021: 37 · 2020: 24 · 2019: 18 · 2018: 7
- FWCI
- 26.89
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Cognitive and Behavioral Practice (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- Funders
- National Institute of Mental Health (K08MH102336)
- Topics
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Health Sciences › Health Professions › General Health Professions › Mobile Health and mHealth Applications
- Health Sciences › Health Professions › Health Information Management › Health, Technology, Consumer Behavior
- Keywords
- mental health apps, app selection, user ratings, mobile mental health
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