Current research and trends in the use of smartphone applications for mood disorders
Open accessAbstract
Background Smartphone applications for mental illnesses offer great potential, although the actual research base is still limited. Major depressive disorder and bipolar disorder are both common psychiatric illness for which smartphone application research has greatly expanded in the last two years. We review the literature on smartphone applications for major depressive and bipolar disoders in order to better understand the evidence base for their use, current research opportunities, and future clinical trends. Methods We conducted an English language review of the literature, on November 1st 2014, for smartphone applications for major depressive and bipolar disorders. Inclusion criteria included studies featuring modern smartphones running native applications with outcome data related to major depressive or bipolar disorders. Studies were organized by use of active or passive data collection and focus on diagnostic or therapeutic interventions. Results Our search identified 1065 studies. Ten studies on major depressive disorder and 4 on bipolar disorder were included. Nine out of 10 studies on depression related smartphone applications featured active data collection and all 4 studies on bipolar disorder featured passive data collection. Depression studies included both diagnostic and therapeutic smartphone applications, while bipolar disorder studies featured only diagnostics. No studies addressed physiological data. Conclusions While the research base for smartphone applications is limited, it is still informative. Numerous opportunities for further research exist, especially in the use of passive data for, major depressive disorder, validating passive data to detect mania in bipolar disorder, and exploring the use of physiological data. As interest in smartphones for psychiatry and mental health continues to expand, it is important that the research base expands to fill these gaps and provide clinically useful results.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
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 number of apps intended to help people cope with depression is increasing rapidly, especially in the commercial marketplace.
“The number of apps intended to help people cope with depression is increasing rapidly, especially in the commercial marketplace [14,15];”
From A Systematic Review of Cognitive Behavioral Therapy and Behavioral Activation Apps for Depression (2016) · cites this paper as [15]
Cites
Kessler, R. C., Chiu, W. T., Demler, O., & Walters, E. E. (2005) · Archives of General Psychiatry · doi:10.1001/archpsyc.62.6.617 · Cited by 12,052 · see citing works
Insel, T., Cuthbert, B., Garvey, M., Heinssen, R., Pine, D. S., Quinn, K., Sanislow, C., & Wang, P. (2010) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2010.09091379 · Cited by 7,067 · see citing works
Harnessing context sensing to develop a mobile intervention for depression
Burns, M. N., Begale, M., Duffecy, J., Gergle, D., Karr, C. J., Giangrande, E., & Mohr, D. C. (2011) · Journal of Medical Internet Research · doi:10.2196/jmir.1838 · Cited by 646 · cited 3× · see citing works
“We identified ten studies on the role of smartphone applications for major depressive disoder (Bush et al., 2013; Bindhim et al., 2015; Pelletier et al., 2013; Webb et al., 2013; Kauer et al., 2012; Hammonds et al., 2015; Schaffer et al., 2013; Ly et al., 2014; Watts et al., 2013; Burns et al., 2011).”
BackgroundMethodDepression Care in the United States: Too Little for Too Few
González, H. M., Vega, W. A., Williams, D. R., Tarraf, W., West, B. T., & Neighbors, H. W. (2010) · Archives of General Psychiatry · doi:10.1001/archgenpsychiatry.2009.168 · Cited by 418 · see citing works
Kauer, S. D., Reid, S. C., Crooke, A. H. D., Khor, A., Hearps, S. J. C., Jorm, A. F., Sanci, L., & Patton, G. (2012) · Journal of Medical Internet Research · doi:10.2196/jmir.1858 · Cited by 404 · see citing works
Smartphone-Based Recognition of States and State Changes in Bipolar Disorder Patients
Grunerbl, A., Muaremi, A., Osmani, V., Bahle, G., Ohler, S., Troster, G., Mayora, O., Haring, C., & Lukowicz, P. (2015) · IEEE Journal of Biomedical and Health Informatics · doi:10.1109/jbhi.2014.2343154 · Cited by 384 · see citing works
Consensus statement on defining and measuring negative effects of internet interventions
Rozental, A., Andersson, G., Boettcher, J., Ebert, D. D., Cuijpers, P., Knaevelsrud, C., Ljótsson, B., Kaldo, V., Titov, N., & Carlbring, P. (2014) · Internet Interventions · doi:10.1016/j.invent.2014.02.001 · Cited by 371 · see citing works
CBT for depression: a pilot RCT comparing mobile phone vs. computer
Watts, S., Mackenzie, A., Thomas, C., Griskaitis, A., Mewton, L., Williams, A., & Andrews, G. (2013) · BMC Psychiatry · doi:10.1186/1471-244x-13-49 · Cited by 329 · see citing works
Torous, J., Friedman, R., & Keshavan, M. (2014) · JMIR mHealth and uHealth · doi:10.2196/mhealth.2994 · Cited by 287 · see citing works
Self-citationLy, 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 · see citing works
Torous, J., Staples, P., Shanahan, M., Lin, C., Peck, P., Keshavan, M., & Onnela, J.-P. (2015) · JMIR Mental Health · doi:10.2196/mental.3889 · Cited by 258 · see citing works
Self-citationPowell, A. C., Landman, A., & Bates, D. W. (2014) · JAMA · doi:10.1001/jama.2014.2564 · Cited by 236 · 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
Self-citationSmartphone data as objective measures of bipolar disorder symptoms
Faurholt-Jepsen, M., Frost, M., Vinberg, M., Christensen, E. M., Bardram, J. E., & Kessing, L. V. (2014) · Psychiatry Research · doi:10.1016/j.psychres.2014.03.009 · Cited by 185 · see citing works
Retrospective recall of affect in clinically depressed individuals and controls
Ben-Zeev, D., Young, M. A., & Madsen, J. W. (2009) · Cognition & Emotion · doi:10.1080/02699930802607937 · Cited by 158 · see citing works
Depression screening via a smartphone app: cross-country user characteristics and feasibility
BinDhim, N. F., Shaman, A. M., Trevena, L. J., Basyouni, M. H., Pont, L., & Alhawassi, T. M. (2014) · Journal of the American Medical Informatics Association · doi:10.1136/amiajnl-2014-002840 · Cited by 153 · see citing works
Accuracy of Hospitalized Depressed Patients' and Healthy Controls' Retrospective Symptom Reports
Ben‐Zeev, D., & Young, M. A. (2010) · The Journal of Nervous and Mental Disease · doi:10.1097/nmd.0b013e3181d6141f · Cited by 109 · see citing works
Mobile Tele-Mental Health: Increasing Applications and a Move to Hybrid Models of Care
Chan, S., Torous, J., Hinton, L., & Yellowlees, P. (2014) · Healthcare · doi:10.3390/healthcare2020220 · Cited by 108 · see citing works
Self-citationGlenn, T., & Monteith, S. (2014) · Current Psychiatry Reports · doi:10.1007/s11920-014-0523-3 · Cited by 104 · see citing works
The MONARCA self-assessment system
Bardram, J. E., Frost, M. M., Szántó, K., & Marcu, G. M. (2012) · International Health Informatics Symposium · doi:10.1145/2110363.2110370 · Cited by 104 · see citing works
Behavioral Screening Measures Delivered With a Smartphone App
Bush, N. E., Skopp, N. A., Smolenski, D. J., Crumpton, R. M., & Fairall, J. M. (2013) · The Journal of Nervous and Mental Disease · doi:10.1097/nmd.0000000000000039 · Cited by 83 · see citing works
Hammonds, T. L., Rickert, K., Goldstein, C. M., Gathright, E. C., Gilmore, S., Derflinger, B., Bennett, B. L., Sterns, A. A., Drew, B. L., & Hughes, J. W. (2014) · Journal of American College Health · doi:10.1080/07448481.2014.975716 · Cited by 72 · see citing works
Exploring the Focus and Experiences of Smartphone Applications for Addiction Recovery
Savic, M., Best, D. W., Rodda, S. N., & Lubman, D. I. (2013) · Journal of Addictive Diseases · doi:10.1080/10550887.2013.824331 · Cited by 53 · see citing works
Pelletier, J., Rowe, M., François, N., Bordeleau, J., & LUPIEN, S. J. (2013) · BMC Medical Informatics and Decision Making · doi:10.1186/1472-6947-13-78 · Cited by 48 · see citing works
Carras, M. C., Mojtabai, R., Furr-Holden, D., Eaton, W. W., & Cullen, B. (2014) · Journal of Psychiatric Practice · doi:10.1097/01.pra.0000445244.08307.84 · Cited by 45 · see citing works
Schaffer, A., Kreindler, D., Reis, C., & Levitt, A. J. (2013) · Journal of Clinical Psychopharmacology · doi:10.1097/jcp.0b013e31829e8359 · Cited by 22 · see citing works
Mynatt, E. D. (2011) · interactions · doi:10.1145/1962438.1962446 · Cited by 18 · see citing works
Webb, J., Webb, B. F., Schroeder, M. C., & North, C. S. (2013) · Annals of Clinical Psychiatry · doi:10.1177/104012371302500405 · Cited by 14 · see citing works
Kim, J., Nakamura, T., Kikuchi, H., Yoshiuchi, K., & Yamamoto, Y. (2014) · Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) · doi:10.1109/embc.2014.6945149 · Cited by 12 · see citing works
Gruenerbl, A., Bahle, G., Oehler, S., Banzer, R., Haring, C., & Lukowicz, P. (2014) · ACM International Symposium on Wearable Computers (ISWC) · doi:10.1145/2634317.2634332 · Cited by 6 · see citing works
Flagged first, then by citations
1 of the 31 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Digital biomarkers for Alzheimer’s disease: the mobile/wearable devices opportunity
Kourtis, L. C., Regele, O. B., Wright, J. M., & Jones, G. B. (2019) · npj Digital Medicine · doi:10.1038/s41746-019-0084-2 · Cited by 476 · 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
Firth, J., Cotter, J., Torous, J., Bucci, S., Firth, J. A., & Yung, A. R. (2016) · Schizophrenia Bulletin · doi:10.1093/schbul/sbv132 · Cited by 351 · see citing works
Self-citationIntelliCare: 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
A Systematic Review of Cognitive Behavioral Therapy and Behavioral Activation Apps for Depression
Huguet, A., Rao, S., McGrath, P. J., Wozney, L., Wheaton, M., Conrod, J., & Rozario, S. (2016) · PLOS ONE · doi:10.1371/journal.pone.0154248 · Cited by 328 · see citing works
Van Ameringen, M., Turna, J., Khalesi, Z., Pullia, K., & Patterson, B. (2017) · Depression and Anxiety · doi:10.1002/da.22657 · Cited by 234 · see citing works
“While the mHealth app literature is limited, several review papers have been published on the topic (Donker et al., 2013; Gee, Griffiths, & Gulliver, 2016; Huguet et al., 2016; Olff, 2015; Singh et al., 2016; Torous & Powell, 2015; Turvey & Roberts, 2015).”
BackgroundMethodInfluentialInternet-Based Cognitive-Behavioral Therapy for Depression: Current Progress and Future Directions
Webb, C. A., Rosso, I. M., & Rauch, S. L. (2017) · Harvard Review of Psychiatry · doi:10.1097/hrp.0000000000000139 · Cited by 217 · see citing works
Evidence-based apps? A review of mental health mobile applications in a psychotherapy context
Lui, J. H. L., Marcus, D. K., & Barry, C. T. (2017) · Professional Psychology Research and Practice · doi:10.1037/pro0000122 · Cited by 217 · see citing works
Domains of Chronic Low Back Pain and Assessing Treatment Effectiveness: A Clinical Perspective
Tagliaferri, S. D., Miller, C. T., Owen, P. J., Mitchell, U. H., Brisby, H., Fitzgibbon, B. M., Massé‐Alarie, H., Oosterwijck, J. V., & Belavý, D. L. (2019) · Pain Practice · doi:10.1111/papr.12846 · Cited by 223 · 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
Pramanik, P. K. D., Sinhababu, N., Mukherjee, B., Padmanaban, S., Maity, A., Upadhyaya, B. K., Holm‐Nielsen, J. B., & Choudhury, P. (2019) · IEEE Access · doi:10.1109/access.2019.2958684 · Cited by 201 · see citing works
The digital placebo effect: mobile mental health meets clinical psychiatry
Torous, J., & Firth, J. (2016) · The Lancet Psychiatry · doi:10.1016/s2215-0366(15)00565-9 · Cited by 200 · see citing works
Self-citationIvanova, E., Lindner, P., Ly, K. H., Dahlin, M., Vernmark, K., Andersson, G., & Carlbring, P. (2016) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2016.09.012 · Cited by 165 · see citing works
Digital biomarkers of mood disorders and symptom change
Jacobson, N. C., Weingarden, H., & Wilhelm, S. (2019) · npj Digital Medicine · doi:10.1038/s41746-019-0078-0 · Cited by 160 · see citing works
Jacobson, N. C., & Chung, Y. J. (2020) · Sensors · doi:10.3390/s20123572 · Cited by 139 · see citing works
Parker, L., Halter, V., Karliychuk, T., & Grundy, Q. (2019) · International Journal of Law and Psychiatry · doi:10.1016/j.ijlp.2019.04.002 · Cited by 129 · see citing works
Dubad, M., Winsper, C., Meyer, C., Livanou, M., & Marwaha, S. (2017) · Psychological Medicine · doi:10.1017/s0033291717001659 · Cited by 120 · see citing works
The 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
Innovative approaches to bipolar disorder and its treatment
Harrison, P. J., Cipriani, A., Harmer, C. J., Nobre, A. C., Saunders, K. E. A., Goodwin, G. M., & Geddes, J. R. (2016) · Annals of the New York Academy of Sciences · doi:10.1111/nyas.13048 · Cited by 114 · see citing works
Uptake and usage of IntelliCare: A publicly available suite of mental health and well-being apps
Lattie, E. G., Schueller, S. M., Sargent, E., Stiles-Shields, C., Tomasino, K. N., Corden, M. E., Begale, M., Karr, C. J., & Mohr, D. C. (2016) · Internet Interventions · doi:10.1016/j.invent.2016.06.003 · Cited by 113 · 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
Nebeker, C., Harlow, J., Giacinto, R. E., Linares-Orozco, R., Bloss, C. S., & Weibel, N. (2017) · AJOB Empirical Bioethics · doi:10.1080/23294515.2017.1403980 · Cited by 107 · see citing works
Throuvala, M. A., Griffiths, M. D., Rennoldson, M., & Kuss, D. J. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17134842 · Cited by 113 · see citing works
Powell, A. C., Torous, J. B., Chan, S. R., Raynor, G., Shwarts, E., Shanahan, M. E., & Landman, A. (2016) · JMIR mhealth and uhealth · doi:10.2196/mhealth.5176 · Cited by 103 · see citing works
Self-citationMarshall, J. M., Dunstan, D. A., & Bartik, W. (2020) · JMIR Mental Health · doi:10.2196/16525 · Cited by 83 · see citing works
“People with mental illness are attracted to the possibility of utilizing apps to manage their mental health [7]; however, there is doubt in this population about how apps manage confidential information [8].”
BackgroundHur, J.-W., Kim, B., Park, D., & Choi, S.-W. (2018) · Telemedicine and e-Health · doi:10.1089/tmj.2017.0214 · Cited by 82 · see citing works
The challenger app for social anxiety disorder: New advances in mobile psychological treatment
Miloff, A., Marklund, A., & Carlbring, P. (2015) · Internet Interventions · doi:10.1016/j.invent.2015.08.001 · Cited by 88 · see citing works
Yellowlees, P., Chan, S. R., & Parish, M. B. (2015) · International Review of Psychiatry · doi:10.3109/09540261.2015.1082987 · Cited by 76 · 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
Gamifying CBT to deliver emotional health treatment to young people on smartphones
Christie, G. I., Shepherd, M., Merry, S. N., Hopkins, S., Knightly, S., & Stasiak, K. (2019) · Internet Interventions · doi:10.1016/j.invent.2019.100286 · Cited by 81 · see citing works
Smartphone-Based Psychotherapeutic Micro-Interventions to Improve Mood in a Real-World Setting
Meinlschmidt, G., Lee, J.-H., Stalujanis, E., Belardi, A., Oh, M., Jung, E. K., Kim, H.-C., Alfano, J., Yoo, S.-S., & Tegethoff, M. (2016) · Frontiers in Psychology · doi:10.3389/fpsyg.2016.01112 · Cited by 68 · see citing works
Ashford, R. D., Lynch, K. G., & Curtis, B. L. (2018) · Journal of Medical Internet Research · doi:10.2196/jmir.9172 · Cited by 69 · see citing works
Innovation process of mHealth: An overview of FDA-approved mobile medical applications
Onodera, R., & Sengoku, S. (2018) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2018.07.004 · Cited by 64 · see citing works
Kornfield, R., Zhang, R., Nicholas, J., Schueller, S. M., Cambo, S. A., Mohr, D. C., & Reddy, M. (2020) · Proceedings of the 2020 CHI Conference on Human Factors in Computing Systems · doi:10.1145/3313831.3376309 · Cited by 64 · see citing works
Menon, V., Rajan, T. M., & Sarkar, S. (2017) · Indian Journal of Psychological Medicine · doi:10.4103/0253-7176.198956 · Cited by 63 · 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
Self-citationPenton‐Voak, I. S., Munafo, M. R., & Looi, C. Y. (2017) · Current Directions in Psychological Science · doi:10.1177/0963721417704405 · Cited by 60 · see citing works
New tests, new tools: mobile and connected technologies in advancing psychiatric diagnosis
Roberts, L. W., Chan, S. R., & Torous, J. B. (2017) · npj Digital Medicine · doi:10.1038/s41746-017-0006-0 · Cited by 57 · see citing works
Self-citationDigital Phenotyping and Feature Extraction on Smartphone Data for Depression Detection
Yang, M., Ngai, E. C. ‐., Hu, X., Hu, B., Liu, J., Erol Gelenbe, A., & Leung, V. C. M. (2024) · Proceedings of the IEEE · doi:10.1109/jproc.2025.3542324 · Cited by 54 · see citing works
Lagan, S., Ramakrishnan, A., Lamont, E., Ramakrishnan, A., Frye, M., & Torous, J. (2020) · International Journal of Bipolar Disorders · doi:10.1186/s40345-020-00202-4 · Cited by 50 · see citing works
Self-citationZhang, H., Song, C., Rathore, A. S., Huang, M.-C., Zhang, Y., & Xu, W. (2020) · IEEE Reviews in Biomedical Engineering · doi:10.1109/rbme.2020.2991813 · Cited by 48 · see citing works
Hung, S., Li, M.-S., Chen, Y.-L., Chiang, J.-H., Chen, Y.-Y., & Hung, G. C.-L. (2016) · Asian Journal of Psychiatry · doi:10.1016/j.ajp.2016.08.003 · Cited by 46 · 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
Leonard, N. R., Casarjian, B., Fletcher, R., Prata, C., Sherpa, D., Kelemen, A., Rajan, S., Salaam, R., Cleland, C. M., & Gwadz, M. V. (2018) · JMIR Pediatrics and Parenting · doi:10.2196/pediatrics.9037 · Cited by 44 · see citing works
Recent Advances in Smart Phone-Based Biosensors for Various Applications
Xing, E., Chen, H., Xin, X., Cui, H., Dou, Y., & Song, S. (2025) · Chemosensors · doi:10.3390/chemosensors13070221 · Cited by 45 · see citing works
User Perspectives of Mood-Monitoring Apps Available to Young People: Qualitative Content Analysis
Widnall, E., Grant, C., Wang, T., Cross, L., Velupillai, S. U., Roberts, A., Stewart, R. J., Simonoff, E. A., & Downs, J. M. (2020) · JMIR mhealth and uhealth · doi:10.2196/18140 · Cited by 43 · see citing works
Achtyes, E. D., Ben-Zeev, D., Luo, Z., Mayle, H., Burke, B., Rotondi, A. J., Gottlieb, J. D., Brunette, M. F., Mueser, K. T., Gingerich, S., et al. (2019) · Schizophrenia Research · doi:10.1016/j.schres.2018.11.026 · Cited by 35 · see citing works
Baumel, A., & Schueller, S. M. (2016) · JMIR Mental Health · doi:10.2196/mental.5335 · Cited by 41 · see citing works
“Despite the large number of apps available, very few have empirical support [25,26], and many health apps lack basis in empirically supported principles [27,28].”
McCashin, D., Coyle, D., & O’Reilly, G. (2019) · Journal of Medical Internet Research · doi:10.2196/13540 · Cited by 37 · see citing works
Parker, L. M., Bero, L. A., Gillies, D. M., Raven, M. K., & Grundy, Q. (2018) · International Journal of Health Policy and Management · doi:10.15171/ijhpm.2018.117 · Cited by 37 · see citing works
Betthauser, L. M., Stearns‐Yoder, K. A., McGarity, S., Smith, V., Place, S. S., & Brenner, L. A. (2020) · Journal of Medical Internet Research · doi:10.2196/15506 · Cited by 34 · see citing works
Karcher, N. R., & Presser, N. R. (2016) · Ethics & Behavior · doi:10.1080/10508422.2016.1229187 · Cited by 32 · see citing works
Exploring user learnability and learning performance in an app for depression: usability study
Stiles-Shields, C., Montague, E., Lattie, E. G., Schueller, S. M., Kwasny, M. J., & Mohr, D. C. (2017) · JMIR Human Factors · doi:10.2196/humanfactors.7951 · Cited by 29 · see citing works
Yang, J.-S., Shin, J., Choi, S., & Jung, H. (2016) · Sensors and Actuators B Chemical · doi:10.1016/j.snb.2016.10.052 · Cited by 28 · 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
Dominiak, M., Kaczmarek‐Majer, K., Antosik-Wójcińska, A. Z., Opara, K. R., Olwert, A., Radziszewska, W., Hryniewicz, O., Święcicki, Ł., Wojnar, M., & Mierzejewski, P. (2021) · Journal of Medical Internet Research · doi:10.2196/28647 · Cited by 26 · see citing works
Negative Information Measurement at AI Edge: A New Perspective for Mental Health Monitoring
Chen, M., Shen, K., Wang, R., Miao, Y., Jiang, Y., Hwang, K., Hao, Y., Tao, G., Hu, L., & Liu, Z. (2022) · ACM Transactions on Internet Technology · doi:10.1145/3471902 · Cited by 28 · see citing works
Ramos, R. M., Cheng, P. G. F., & Jonas, S. (2019) · JMIR mhealth and uhealth · doi:10.2196/12051 · Cited by 24 · see citing works
Powell, A. C., Chen, M., & Thammachart, C. (2016) · Child and Adolescent Psychiatric Clinics of North America · doi:10.1016/j.chc.2016.07.013 · Cited by 24 · see citing works
Schuster, R., Schreyer, M. L., Kaiser, T., Berger, T., Klein, J. P., Moritz, S., Laireiter, A.-R., & Trutschnig, W. (2020) · Internet Interventions · doi:10.1016/j.invent.2020.100313 · Cited by 21 · see citing works
Nogueira-Leite, D., Diniz, J. M., & Cruz-Correia, R. J. (2023) · JMIR Human Factors · doi:10.2196/45949 · Cited by 21 · see citing works
Attitudes of Austrian Psychotherapists Towards Process and Outcome Monitoring
Kaiser, T., Schmutzhart, L., & Laireiter, A. (2018) · Administration and Policy in Mental Health and Mental Health Services Research · doi:10.1007/s10488-018-0862-1 · Cited by 19 · see citing works
Daytime midpoint as a digital biomarker for chronotype in bipolar disorder
Kaufmann, C. N., Gershon, A., Depp, C. A., Miller, S., Zeitzer, J. M., & Ketter, T. A. (2018) · Journal of Affective Disorders · doi:10.1016/j.jad.2018.08.032 · Cited by 18 · 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
Acoustic and prosodic information for home monitoring of bipolar disorder
Farrús, M., Codina, J., & Escudero, J. (2021) · Health Informatics Journal · doi:10.1177/1460458220972755 · Cited by 18 · see citing works
Whelan, M., Velardo, C., Rutter, H., Tarassenko, L., & Farmer, A. A. (2019) · JMIR mhealth and uhealth · doi:10.2196/14946 · Cited by 15 · see citing works
Monitoring Mental Health Using Smart Devices with Text Analytical Tool
Alghamdi, N. S. (2019) · International Conference on Control, Decision and Information Technologies (CoDIT) · doi:10.1109/codit.2019.8820381 · 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 17 · see citing works
Smartphone keyboard dynamics predict affect in suicidal ideation
Knol, L., Nagpal, A., Leaning, I. E., Idda, E., Hussain, F., Ning, E., Eisenlohr-Moul, T. A., Beckmann, C. F., Marquand, A. F., & Leow, A. (2024) · npj Digital Medicine · doi:10.1038/s41746-024-01048-1 · Cited by 15 · see citing works
Kinori, S. G. F., Carot-Sans, G., Cuartero, A., Valero-Bover, D., Piera-Jiménez, J., Monfa, R. R., Garcia-Ribatallada, E., Sust, P. P., Blanch-Andreu, J., & Ramos‐Quiroga, J. A. (2022) · JMIR Formative Research · doi:10.2196/27402 · Cited by 14 · see citing works
David, D., & David, D. (2019) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2019.00201 · Cited by 13 · see citing works
Lee, H., Jung, Y., Law, H. Y., Bae, S., & Lee, U. (2024) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3613904.3642815 · Cited by 11 · see citing works
Helweg-Jørgensen, S., Lichtenstein, M. B., Fruzzetti, A. E., Dahl, C. M., & Pedersen, S. S. (2020) · JMIR Research Protocols · doi:10.2196/17737 · Cited by 11 · see citing works
Control charts based on fuzzy costs for monitoring short autocorrelated time series
Hryniewicz, O., Kaczmarek‐Majer, K., & Opara, K. R. (2019) · International Journal of Approximate Reasoning · doi:10.1016/j.ijar.2019.08.013 · Cited by 11 · see citing works
Sangha, N., Lyall, L. M., Wyse, C. A., Cullen, B., Whalley, H. C., & Smıth, D. J. (2022) · Bipolar Disorders · doi:10.1111/bdi.13237 · Cited by 11 · see citing works
Amo, V., Prentice, M., & Lieder, F. (2023) · JMIR Formative Research · doi:10.2196/44429 · Cited by 9 · see citing works
“This includes the use of mobile apps for psychotherapy targeting clinical patients [5,6] and mental well-being apps directed to the general public, with mindfulness apps being the most common [7].”
MethodTorous, J. B., Powell, A. C., & Knable, M. B. (2016) · Psychiatric Annals · doi:10.3928/00485713-20160908-02 · Cited by 10 · see citing works
Self-citationAnton, M. T., Greenberger, H. M., Andreopoulos, E., & Pande, R. L. (2021) · JMIR Formative Research · doi:10.2196/27570 · Cited by 9 · see citing works
Disaster psychiatry in Asia: The potential of smartphones, mobile, and connected technologies
Sobowale, K., & Torous, J. B. (2016) · Asian Journal of Psychiatry · doi:10.1016/j.ajp.2016.03.004 · Cited by 8 · see citing works
Self-citationPark, H., & Lee, S. (2019) · Nursing Administration Quarterly · doi:10.1097/naq.0000000000000366 · Cited by 6 · see citing works
Strauss, J., Zhang, J., Jarrett, M. L., Patterson, B. A., & Ameringen, M. V. (2021) · Elsevier eBooks · doi:10.1016/b978-0-12-822201-0.00006-x · Cited by 8 · see citing works
Art therapy utilizing smartphones as a therapeutic stimulus to promote self-expression
Kim, J. H. (2022) · The Arts in Psychotherapy · doi:10.1016/j.aip.2022.101970 · Cited by 6 · see citing works
Nason, E. E., Blankenship, A. S., Benevides, E., & Stump, K. (2023) · Social Work in Public Health · doi:10.1080/19371918.2022.2093305 · Cited by 5 · see citing works
Jung, Y., Law, H. Y., Lee, H. S., Lee, J., Lee, B., & Lee, U. (2025) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3706598.3713314 · Cited by 5 · see citing works
Smartphone Application Usage Prediction Using Cellular Network Traffic
Mizumura, N., Nkurikiyeyezu, K. N., Ishizuka, H., Lopez, G. F., & Tobe, Y. (2018) · IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops) · doi:10.1109/percomw.2018.8480254 · Cited by 5 · see citing works
Mobile eHealth Platform for Home Monitoring of Bipolar Disorder
Codina, J., Escalera, S., Escudero, J., Antens, C., Buch-Cardona, P., & Farrús, M. (2021) · Lecture notes in computer science · doi:10.1007/978-3-030-67835-7_28 · Cited by 5 · see citing works
Castell, E. (2017) · Aloma: revista de psicologia, ciències de l'educació i de l'esport Blanquerna · doi:10.51698/aloma.2017.35.2.23-37 · Cited by 5 · see citing works
Suñol, J., María Panisello, J., Castell, E., Juan Tárraga López, P., Sánchez, C., & Pérez, V. (2017) · Universal Journal of Public Health · doi:10.13189/ujph.2017.050305 · Cited by 4 · see citing works
Tsang, W. N., Lee, J. J., Yang, S. C., Poon, J. C. Y., & Lau, E. Y. Y. (2024) · Psychology Health & Medicine · doi:10.1080/13548506.2024.2332925 · Cited by 4 · see citing works
Lee, C., Bazan, M., Wong, J., Yoshida, T., Jantarabenjakul, W., Lin, S., & Papatheodorou, S. (2024) · Journal of Telemedicine and Telecare · doi:10.1177/1357633x241273032 · Cited by 4 · see citing works
Health Psychology in Australia
Dorrian, J., Thorsteinsson, E., Benedetto, M. D., Lane‐Krebs, K., Day, M. A., Hutchinson, A. D., & Sherman, K. A. (2017) · Cambridge University Press eBooks · doi:10.1017/9781316779156 · Cited by 4 · see citing works
The Future of Psychotherapy in Turkey
Yorulmaz, O., Yurtsever, S. S., Gökdağ, C., Kaçar‐Başaran, S., Yorulmaz, E. G., Yalçın, M., Arıtürk, S., Yıldırım, Z. E., Kaval, N. O., & Akçay, N. S. G. (2018) · The Journal of Nervous and Mental Disease · doi:10.1097/nmd.0000000000000797 · Cited by 4 · see citing works
Universitas Amikom Yogyakarta, I., & Setyanto, A. (2019) · International Journal of Advanced Trends in Computer Science and Engineering · doi:10.30534/ijatcse/2019/109862019 · Cited by 4 · see citing works
Association Between Smartphone Use and Depressive Symptoms Among Chinese Older Adults
Zhang, X., Xie, Y., Bai, C., Zeng, Y., Wang, Z., Min, H., & Sun, X. (2025) · Cyberpsychology Behavior and Social Networking · doi:10.1177/21522715251383346 · Cited by 3 · see citing works
CAN INTERNET-BASED INTERVENTIONS BE AN ALTERNATIVE DURING THE COVID-19 OUTBREAK?
Ulusoy, S., & Çelik, Z. (2020) · Journal of Cognitive-Behavioral Psychotherapy and Research · doi:10.5455/jcbpr.106343 · Cited by 3 · see citing works
Smartphone apps based psychotherapy in India: Potential benefits and pitfalls
Parmar, A., & Sharma, P. (2016) · Asian Journal of Psychiatry · doi:10.1016/j.ajp.2016.02.008 · Cited by 3 · see citing works
Digital twin technology in forensic mental health
Olawade, J. O., Ebo, T. O., Alabi, J. O., Makanjuola, B. D., Egbon, E., & Olawade, D. B. (2026) · Journal of Forensic and Legal Medicine · doi:10.1016/j.jflm.2026.103137 · Cited by 2 · see citing works
Yüce, Z., & Şimşek, N. (2023) · Psikiyatride Guncel Yaklasimlar - Current Approaches in Psychiatry · doi:10.18863/pgy.1079919 · Cited by 2 · see citing works
Mental Health Mobile Apps to Empower Psychotherapy: A Narrative Review
Diano, F., Ponticorvo, M., & Sica, L. S. (2022) · IEEE International Conference on Metrology for eXtended Reality, Artificial Intelligence and Neural Engineering (MetroXRAINE) · doi:10.1109/metroxraine54828.2022.9967663 · Cited by 2 · see citing works
Kim, J., Shin, C., Han, K., Lee, M., Jeong, H., Pae, C., Patkar, A. A., Masand, P. M., & Han, C. (2023) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2023.1034246 · Cited by 3 · see citing works
- Authors
- Torous, J., & Powell, A. C.
- Affiliations
- Brigham and Women's Hospital (US)
- Corresponding author
- Torous, John
- Venue
- Internet Interventions
- Publisher
- Elsevier BV
- Published
- 2015-05
- Volume
- 2
- Issue
- 2
- Pages
- 169-173
- ISSN
- 2214-7829 (ISSN-L)
- OpenAlex
- W2078482898
- Cited by
- 121
- References
- 31
- Citations by year
- 2026: 3 · 2025: 4 · 2024: 6 · 2023: 5 · 2022: 10 · 2021: 10 · 2020: 14 · 2019: 20 · 2018: 11 · 2017: 16 · 2016: 18 · 2015: 4
- FWCI
- 26.47
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Internet Interventions (publishedVersion, cc-by-nc-nd)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- 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 › Mental Health Research Topics
- Keywords
- mobile application, mood disorders, major depressive disorder, bipolar disorder, passive data collection, physiological signals, digital mental health interventions, smartphone-based diagnostics
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