There is an app for that! The current state of mobile applications (apps) for DSM-5 obsessive-compulsive disorder, posttraumatic stress disorder, anxiety and mood disorders: VAN AMERINGEN et al.
Open accessAbstract
Mental health apps are viewed as a promising modality to extend the reach of mental health care beyond the clinic. They do so by providing a means of assessment, tracking, and treatment through a smartphone. Given that nearly 2/3 of the American population owns a smartphone, mental health apps offer the possibility of overcoming treatment barriers such as geographic location or financial barriers. Unfortunately, the excitement surrounding mental health apps may be premature as the current supporting literature regarding their efficacy is limited. The app marketplace is littered with apps claiming to treat or assess symptoms, but even those created by reputable organizations or those incorporating components of evidence-based treatments have not yet been validated in terms of their efficacy. This review aims to provide a comprehensive review of the current state of the mental health app literature by examining published reports of apps designed for DSM-5 anxiety and mood disorders, OCD, and PTSD. The breadth of apps reviewed includes those oriented around assessment, symptom tracking, and treatment as well as "multipurpose" apps, which incorporate several of these components. This review will also present some of the most popular mental health apps which may have clinical utility and could be prescribed to clients. While we discuss many potential benefits of mental health apps, we focus on a number of issues that the current state of the app literature presents. Overall there is a significant disconnect between app developers, the scientific community and health care, leaving the utility of existing apps questionable.
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Ecological momentary assessment
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“Passive data recording through a smartphone app have also been utilized to monitor mood over time (Asselbergs et al., 2016; Canzian & Mirco, 2015; Hung et al., 2016; Saeb et al., 2015; Schwartz, Schultz, Reider, & Saunders, 2016).”
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“…SIMBA also show promise (Bardram et al., 2013; Faurholt-Jepsen et al., 2014; Faurholt-Jepsen, Vinberg et al., 2015; Faurholt-Jepsen, Frost et al., 2015; Faurholt-Jepsen, 2016;Beiwinkel et al., 2016) and further illuminate the benefits such apps offer to regular treatment (Grunerbl et al., 2015).”
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“Dagoo et al. (2014) evaluated a mobile adaptation of a 9-week internet-CBT program for SAD (Andersson et al., 2006).”
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mHealth 2.0: Experiences, Possibilities, and Perspectives
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“Presently, five mHealth apps account for 15% of all downloads in the health care category and over 50% of apps have less than 500 downloads (Becker et al., 2014).”
BackgroundMobile Sensing and Support for People With Depression: A Pilot Trial in the Wild
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“The Mobile Sensing and Support (MOSS) app is a context-sensitive intervention that constructs context based on time of day, location, smartphone usage, and physical/social behavior (Wahle et al., 2016).”
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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 · cited 1× · see citing works
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BackgroundDesigning mobile health technology for bipolar disorder
Bardram, J. E., Frost, M. M., Szántó, K., Faurholt‐Jepsen, M., Vinberg, M., & Kessing, L. V. (2013) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/2470654.2481364 · Cited by 304 · cited 5× · see citing works
“BD tracking apps such as MONARCA and SIMBA also show promise (Bardram et al., 2013; Faurholt-Jepsen et al., 2014; Faurholt-Jepsen, Vinberg et al., 2015; Faurholt-Jepsen, Frost et al., 2015; Faurholt-Jepsen, 2016;Beiwinkel et al., 2016) and further illuminate the benefits such apps offer to regular…”
BackgroundMethodInfluentialIntelliCare: 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 · cited 7× · see citing works
“, “Boost Me” based on behavioral activation; “Move Me” exercise for mood) (Mohr et al., 2017).”
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Wims, E., Titov, N., Andrews, G., & Choi, I. (2010) · Australian & New Zealand Journal of Psychiatry · doi:10.3109/00048671003614171 · Cited by 290 · see citing works
Preliminary Evaluation of PTSD Coach, a Smartphone App for Post-Traumatic Stress Symptoms
Kuhn, E. R., Greene, C. A., Hoffman, J. E., Nguyen, T., Wald, L., Schmidt, J. A., Ramsey, K. M., & Ruzek, J. I. (2014) · Military Medicine · doi:10.7205/milmed-d-13-00271 · Cited by 288 · cited 1× · see citing works
“Findings of a qualitative feasibility study described participants as very satisfied with the app and perceived it as moderately to very helpful with their PTSD symptoms (Kuhn et al., 2014;Miner et al., 2016).”
BackgroundFinding 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 · cited 3× · see citing works
“Over one-third of depression apps in the public domain are endorsed as therapeutic treatment interventions (Shen et al., 2015).”
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Ly, K. H., Trüschel, A., Jarl, L., Magnusson, S., Windahl, T., Johansson, R., Carlbring, P., & Andersson, G. (2014) · BMJ Open · doi:10.1136/bmjopen-2013-003440 · Cited by 269 · cited 6× · see citing works
“There are five studies exploring the efficacy of a treatment-based smartphone app targeting MDD symptoms (Burns et al., 2011; Ly et al., 2014; Mohr et al., 2017; Wahle, Kowatsch, Fleisch, Rufer, & Weidt, 2016; Watts et al., 2013).”
BackgroundMethodInfluentialRoepke, A. M., Jaffee, S. R., Riffle, O. M., McGonigal, J., Broome, R., & Maxwell, B. (2015) · Games for Health Journal · doi:10.1089/g4h.2014.0046 · Cited by 265 · cited 2× · see citing works
“The algorithm was able to predict depressive states with 65–86% accuracy (Saeb et al., 2015).”
BackgroundMethodMobile mental health: a challenging research agenda
Olff, M. (2015) · European Journal of Psychotraumatology · doi:10.3402/ejpt.v6.27882 · Cited by 258 · cited 1× · 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).”
BackgroundTorous, 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 · cited 8× · see citing works
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BackgroundMethodInfluentialVoice analysis as an objective state marker in bipolar disorder
Faurholt‐Jepsen, M., Busk, J., Frost, M. M., Vinberg, M., Christensen, E. M., Winther, O., Bardram, J. E., & Kessing, L. V. (2016) · Translational Psychiatry · doi:10.1038/tp.2016.123 · Cited by 236 · see citing works
Clinician-Assisted Internet-Based Treatment is Effective for Depression: Randomized Controlled Trial
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“A relationship between self-reported social rhythm metric (SRM) data and passive data from smartphones has also been reported (Abdullah et al., 2016).”
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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 · cited 3× · see citing works
“These findings led to a more rigorous RCT where participants (n= 120)were instructed to use the app as desired 3months, the goal being to mimic real-life app use (Kuhn et al., 2017).”
BackgroundInfluentialNeurodevelopmental origin of cognitive impairment in schizophrenia
Bora, E. (2014) · Psychological Medicine · doi:10.1017/s0033291714001263 · Cited by 222 · see citing works
Faurholt-Jepsen, M., Frost, M., Ritz, C., Christensen, E. M., Jacoby, A. S., Mikkelsen, R. L., Knorr, U., Bardram, J. E., Vinberg, M., & Kessing, L. V. (2015) · Psychological Medicine · doi:10.1017/s0033291715000410 · Cited by 213 · see citing works
Many Mobile Health Apps Target High-Need, High-Cost Populations, But Gaps Remain
Singh, K., Drouin, K., Newmark, L. P., Lee, J., Faxvaag, A., Rozenblum, R., Pabo, E. A., Landman, A., Klinger, E., & Bates, D. W. (2016) · Health Affairs · doi:10.1377/hlthaff.2016.0578 · Cited by 201 · cited 1× · 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).”
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Asselbergs, J., Ruwaard, J., Ejdys, M., Schrader, N., Sijbrandij, M., & Riper, H. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.5505 · Cited by 192 · cited 1× · see citing works
“Passive data recording through a smartphone app have also been utilized to monitor mood over time (Asselbergs et al., 2016; Canzian & Mirco, 2015; Hung et al., 2016; Saeb et al., 2015; Schwartz, Schultz, Reider, & Saunders, 2016).”
MethodUsing Smartphones to Monitor Bipolar Disorder Symptoms: A Pilot Study
Beiwinkel, T., Kindermann, S., Maier, A., Kerl, C., Moock, J., Barbian, G., & Rössler, W. (2016) · JMIR Mental Health · doi:10.2196/mental.4560 · Cited by 191 · cited 5× · see citing works
“…SIMBA also show promise (Bardram et al., 2013; Faurholt-Jepsen et al., 2014; Faurholt-Jepsen, Vinberg et al., 2015; Faurholt-Jepsen, Frost et al., 2015; Faurholt-Jepsen, 2016;Beiwinkel et al., 2016) and further illuminate the benefits such apps offer to regular treatment (Grunerbl et al., 2015).”
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“In this RCT, participants performed a variant of dot-probe training with neutral or threatening based facial expressions three timesdaily, over a4-weekperiod (Enock et al., 2014).”
BackgroundMethodSmartphone 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 · cited 3× · see citing works
“BD tracking apps such as MONARCA and SIMBA also show promise (Bardram et al., 2013; Faurholt-Jepsen et al., 2014; Faurholt-Jepsen, Vinberg et al., 2015; Faurholt-Jepsen, Frost et al., 2015; Faurholt-Jepsen, 2016;Beiwinkel et al., 2016) and further illuminate the benefits such apps offer to regular…”
MethodInfluentialMiner, 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 · cited 6× · see citing works
“• Qualitative feasibility studies support participant satisfaction and perceive it as "moderately" to "very helpful" with symptoms (n= 45) (Kuhn et al., 2014; Miner et al., 2016).”
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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
Smartphone data as an electronic biomarker of illness activity in bipolar disorder
Faurholt‐Jepsen, M., Vinberg, M., Frost, M., Christensen, E. M., Bardram, J. E., & Kessing, L. V. (2015) · Bipolar Disorders · doi:10.1111/bdi.12332 · Cited by 169 · see citing works
Faurholt‐Jepsen, M., Munkholm, K., Frost, M. M., Bardram, J. E., & Kessing, L. V. (2016) · BMC Psychiatry · doi:10.1186/s12888-016-0713-0 · Cited by 169 · see citing works
Possemato, K., Kuhn, E., Johnson, E., Hoffman, J. E., Owen, J. E., Kanuri, N., De Stefano, L., & Brooks, E. (2016) · General Hospital Psychiatry · doi:10.1016/j.genhosppsych.2015.09.005 · Cited by 167 · cited 3× · see citing works
“The between-groups difference was not statistically significant, leaving the possibility that the app may be useful as self-help or adjunct to regular therapy (Possemato et al., 2016).”
BackgroundMethodInfluentialDepression 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 · cited 4× · see citing works
“For instance, the mobile PHQ-9 is one of few validated assessment apps (Bush et al., 2013) that has been shown to effectively screen for depression (BinDhim et al., 2015) and motivate treatment-seeking behavior (BinDhim et al., 2016).”
BackgroundMethodInfluentialFann, J. R., Berry, D. L., Wolpin, S. E., Austin‐Seymour, M., Bush, N. E., Halpenny, B., Lober, W. B., & McCorkle, R. C. (2008) · Psycho-Oncology · doi:10.1002/pon.1368 · Cited by 142 · cited 1× · see citing works
“ThePatientHealthQuestionnaire (PHQ-9), a validatedpaper and computer measure, is one of few assessment tools that have been validated as a smartphone app (Fann et al., 2009).”
BackgroundTheory of mind and neurocognition in early psychosis: a quasi-experimental study
Langdon, R. A., Connors, M. H., Still, M., Ward, P. B., & Catts, S. V. (2014) · BMC Psychiatry · doi:10.1186/s12888-014-0316-6 · Cited by 130 · see citing works
Current research and trends in the use of smartphone applications for mood disorders
Torous, J., & Powell, A. C. (2015) · Internet Interventions · doi:10.1016/j.invent.2015.03.002 · Cited by 121 · cited 4× · 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).”
BackgroundMethodInfluentialDagöö, J., Asplund, R. P., Bsenko, H. A., Hjerling, S., Holmberg, A., Westh, S., Öberg, L., Ljótsson, B., Carlbring, P., Furmark, T., et al. (2014) · Journal of Anxiety Disorders · doi:10.1016/j.janxdis.2014.02.003 · Cited by 121 · cited 4× · see citing works
“Dagoo et al. (2014) evaluated a mobile adaptation of a 9-week internet-CBT program for SAD (Andersson et al., 2006).”
BackgroundMethodInfluentialHidalgo-Mazzei, D., Mateu, A., Reinares, M., Murru, A., del Mar Bonnín, C., Varo, C., Valentí, M., Undurraga, J., Strejilevich, S., Sánchez-Moreno, J., et al. (2016) · Journal of Affective Disorders · doi:10.1016/j.jad.2016.04.042 · Cited by 121 · cited 2× · see citing works
“acceptability of the app, with 74% of users continuing use 3 months later (Hidalgo-Mazzei et al., 2016).”
BackgroundMethodPham, Q., Khatib, Y., Stansfeld, S., Fox, S., & Green, T. (2016) · Games for Health Journal · doi:10.1089/g4h.2015.0033 · Cited by 104 · cited 3× · see citing works
“The authors reported that the true effects of “Flowy” on clinical symptomatology may not have been demonstrated as a result of the low sample size and the limited 4-week time frame for treatment (Pham et al., 2016).”
BackgroundMethodErbes, C. R., Stinson, R. D., Kuhn, E. R., Polusny, M. A., Urban, J., Hoffman, J. E., Ruzek, J. I., Stepnowsky, C. J., & Thorp, S. R. (2014) · Military Medicine · doi:10.7205/milmed-d-14-00014 · Cited by 100 · cited 1× · see citing works
“Psychiatric outpatient populations have expressed interest in using apps to track and treat symptoms (Torous et al., 2015; Erbes et al., 2014); however, despite the interest, mHealth apps are underutilized.”
BackgroundExploring 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 · cited 2× · see citing works
“In order for apps to achieve the level of utility that is expected of them, more resources need to be put toward researching existing apps for their proposed uses (Schueller et al., 2016).”
BackgroundLoo Gee, B., Griffiths, K. M., & Gulliver, A. (2016) · Journal of the American Medical Informatics Association · doi:10.1093/jamia/ocv043 · Cited by 92 · cited 1× · see citing works
“These interventions aim to deliver interactive tools, when an immediate need (such as decreased mood or increased anxiety) is identified in real-time resultant of passive data collection (reviewed in Gee et al., 2016).”
BackgroundSchwartz, S., Schultz, S., Reider, A., & Saunders, E. F. H. (2015) · Journal of Affective Disorders · doi:10.1016/j.jad.2015.11.013 · Cited by 90 · cited 1× · see citing works
“Studies using active data collection methods are less represented in the literature, however, this modality appears feasible with up to 95% completion rates (Schwartz et al., 2016).”
MethodThe Relationship between Clinical, Momentary, and Sensor-based Assessment of Depression
Saeb, S., Zhang, M., Kwasny, M., Karr, C., Kording, K., & Mohr, D. (2015) · Proceedings of the 9th International Conference on Pervasive Computing Technologies for Healthcare · doi:10.4108/icst.pervasivehealth.2015.259034 · Cited by 89 · 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 · cited 5× · see citing works
“For instance, the mobile PHQ-9 is one of few validated assessment apps (Bush et al., 2013) that has been shown to effectively screen for depression (BinDhim et al.”
BackgroundMethodInfluentialGaynes, B. N., DeVeaugh-Geiss, J., Weir, S., Gu, H., MacPherson, C., Schulberg, H. C., Culpepper, L., & Rubinow, D. R. (2010) · The Annals of Family Medicine · doi:10.1370/afm.1092 · Cited by 78 · cited 3× · see citing works
“Further, WhatsMyM3 is a paper-based screening tool developed to screen for major depressive disorder (MDD), bipolar disorder, posttraumatic stress disorder (PTSD), and anxiety disorders (Gaynes et al., 2010).”
MethodInfluentialAdams, Z. W., McClure, E. A., Gray, K. M., Danielson, C. K., Treiber, F. A., & Ruggiero, K. J. (2016) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2016.10.019 · Cited by 78 · see citing works
BinDhim, N. F., Alanazi, E. M., Aljadhey, H. S., Basyouni, M. H., Kowalski, S. R., Pont, L., Shaman, A. M., Trevena, L. J., & Alhawassi, T. M. (2016) · Journal of Medical Internet Research · doi:10.2196/jmir.5726 · Cited by 61 · cited 2× · see citing works
“For instance, the mobile PHQ-9 is one of few validated assessment apps (Bush et al., 2013) that has been shown to effectively screen for depression (BinDhim et al., 2015) and motivate treatment-seeking behavior (BinDhim et al., 2016).”
Background(2023) · doi:10.2196/jmir · Cited by 61 · see citing works
Case Examples of Enhancing Pediatric OCD Treatment With a Smartphone Application
Whiteside, S. P. H., Ale, C. M., Douglas, K. V., Tiede, M. S., & Dammann, J. E. (2013) · Clinical Case Studies · doi:10.1177/1534650113504822 · Cited by 53 · cited 1× · see citing works
“(Whiteside et al., 2014) Offers assessment, tracking, psychoeducation and treatment Features: • Self-test to assess severity of fears andworries.”
BackgroundHung, 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 · cited 4× · see citing works
“023) demonstrating validity as an assessment app for Chinese participants (Hung et al., 2016).”
BackgroundMethodInfluentialCarras, 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
Reger, G. M., Skopp, N. A., Edwards‐Stewart, A., & Lemus, E. L. (2015) · Military Psychology · doi:10.1037/mil0000083 · Cited by 40 · see citing works
Turvey, C., & Roberts, L. J. (2015) · International Review of Psychiatry · doi:10.3109/09540261.2015.1087975 · Cited by 31 · cited 1× · 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).”
BackgroundSchaffer, A., Kreindler, D., Reis, C., & Levitt, A. J. (2013) · Journal of Clinical Psychopharmacology · doi:10.1097/jcp.0b013e31829e8359 · Cited by 22 · cited 2× · see citing works
“This self-report data permitted earlier detection of improvement in depressive symptoms at day 7 compared to clinical evaluation, and early detection was predictive of responder status at week 6 (P = .03) (Schaffer et al., 2013).”
BackgroundMethodOlbrich, H., Stengler, K., & Olbrich, S. (2016) · Journal of Obsessive-Compulsive and Related Disorders · doi:10.1016/j.jocrd.2016.01.001 · Cited by 16 · cited 1× · see citing works
“However, the patient stated that the impact of the application was not on the voice recording but rather that he did not want to attract attention of individuals in his proximity (Olbrich et al., 2016).”
BackgroundUse of a smartphone application to screen for bipolar spectrum disorder in a community sample
Woo, Y. S., Bahk, W., Hong, J., Yoon, B.-H., Hwang, T.-Y., Kim, M.-D., & Jon, D. (2015) · Health Informatics Journal · doi:10.1177/1460458215589601 · Cited by 7 · see citing works
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“In practice, apps have been used to help people living with various health conditions and problems, including mental health [10,11], heart failure [12], and smoking cessation [13,14].”
Bakker, D., & Rickard, N. (2018) · Journal of Affective Disorders · doi:10.1016/j.jad.2017.11.016 · Cited by 231 · 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
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
“The vast majority of DMHIs available to consumers are “self-guided” in that they include no human support and are intended mostly for self-help purposes (van Ameringen et al., 2017).”
BackgroundWu, A. M. S., Chen, J. H., Tong, K. K., Yu, S. M., & Lau, J. T. F. (2018) · Journal of Behavioral Addictions · doi:10.1556/2006.7.2018.12 · Cited by 170 · see citing works
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Jungmann, S. M., Klan, T., Kuhn, S., & Jungmann, F. (2019) · JMIR Formative Research · doi:10.2196/13863 · Cited by 127 · see citing works
“There are countless health apps that assess subjective data, such as apps used for assessments (eg, Web-based questionnaires) or tracking (eg, monitoring mood or medication via diaries) [23].”
BackgroundMethodStawarz, K., Preist, C., & Coyle, D. (2019) · JMIR Mental Health · doi:10.2196/12546 · Cited by 107 · see citing works
Chan, A. H. Y., & Honey, M. L. L. (2021) · Journal of Psychiatric and Mental Health Nursing · doi:10.1111/jpm.12744 · Cited by 113 · see citing works
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Excess medical comorbidity and mortality across the lifespan in schizophrenia.
Brink, M., Green, A., Bojesen, A. B., Lamberti, J. S., Conwell, Y., & Andersen, K. (2018) · Schizophrenia Research · doi:10.1016/j.schres.2018.10.020 · Cited by 103 · see citing works
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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
“Previous literature in clinical medical research is sober in its claims about the prospect of pointing to “an app for that” [29] as a silver bullet solution for addressing mental health concerns.”
BackgroundMaaß, L., Freye, M., Pan, C.-C., Dassow, H.-H., Niess, J., & Jahnel, T. (2022) · JMIR mhealth and uhealth · doi:10.2196/37980 · Cited by 97 · see citing works
“Mobile apps are defined as software programs that run on smartphones or tablet platforms [6].”
BackgroundThe revolution of personalized psychiatry: will technology make it happen sooner?
Perna, G., Grassi, M., Caldirola, D., & Nemeroff, C. B. (2017) · Psychological Medicine · doi:10.1017/s0033291717002859 · Cited by 99 · see citing works
“…they provide a bridge to make wearable devices always connected to the Internet, but they also directly permit the collection of relevant data (Van Ameringen et al. 2017), through apps that allow users to insert information, as well as automatically collecting data via sensors that smartphones…”
BackgroundNew Directions in the Cognitive-Behavioral Treatment of OCD: Theory, Research, and Practice
Abramowitz, J. S., Blakey, S. M., Reuman, L., & Buchholz, J. L. (2018) · Behavior Therapy · doi:10.1016/j.beth.2017.09.002 · Cited by 98 · 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
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
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Attention-deficit/ hyperactivity disorder mobile apps: a systematic review
Păsărelu, C. R., Andersson, G., & Dobrean, A. (2020) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2020.104133 · Cited by 74 · 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
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Kuhn, E. R., van der Meer, C. A. I., Owen, J. E., Hoffman, J. E., Cash, R., Carrese, P., Olff, M., Bakker, A., Schellong, J., Lorenz, P., et al. (2018) · mHealth · doi:10.21037/mhealth.2018.05.01 · Cited by 67 · see citing works
Perception of generative AI use in UK higher education
Arowosegbe, A., Alqahtani, J. S., & Oyelade, T. (2024) · Frontiers in Education · doi:10.3389/feduc.2024.1463208 · Cited by 110 · see citing works
Cheung, K., Ling, W., Karr, C. J., Weingardt, K. R., Schueller, S. M., & Mohr, D. C. (2018) · Journal of the American Medical Informatics Association · doi:10.1093/jamia/ocy023 · Cited by 61 · see citing works
Newton, A. S., Bagnell, A. L., Rosychuk, R. J., Duguay, J., Wozney, L., Huguet, A., Henderson, J. L., & Curran, J. (2020) · JMIR mhealth and uhealth · doi:10.2196/18439 · Cited by 60 · see citing works
“…of mobile health (mHealth) apps have identified several CBT-based apps that adolescents with anxiety can use independently to practice exposure, relaxation, and coping strategies [5,6], one app, SmartCAT, has been specifically designed as an EMI app for patient and therapist use during CBT [7].”
Chen, M., Wu, T., Lv, M., Chen, C., Fang, Z., Zeng, Z., Qian, J., Jiang, S., Chen, W., & Zhang, J. (2021) · JMIR mhealth and uhealth · doi:10.2196/26095 · Cited by 61 · see citing works
“Moreover, mHealth has been used in many aspects of people’s lives to help them adapt to various health conditions and problems, including those related to mental health [12,13], heart failure [14], and smoking cessation [15,16].”
BackgroundTeepe, 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
Ferreri, F., Bourla, A., Peretti, C.-S., Segawa, T., Jaafari, N., & Mouchabac, S. (2019) · JMIR Mental Health · doi:10.2196/11643 · Cited by 53 · see citing works
“Several apps are available or under development, but no study has so far validated assessment apps for OCD, and the use of Y-BOCS apps is not yet supported by research evidence [15].”
Roncero, M., Belloch, A., & Doron, G. (2019) · JMIR mHealth and uHealth · doi:10.2196/11443 · Cited by 45 · see citing works
Problematic phone use, depression, and technology interference among mothers.
Newsham, G., Drouin, M. A., & McDaniel, B. T. (2018) · Psychology of Popular Media · doi:10.1037/ppm0000220 · Cited by 52 · see citing works
Cerea, S., Ghisi, M., Bottesi, G., Carraro, E., Broggio, D., & Doron, G. (2020) · Journal of Affective Disorders · doi:10.1016/j.jad.2020.07.043 · Cited by 52 · see citing works
Ogłodek, E. A., & Just, M. J. (2018) · Pharmacological Reports · doi:10.1016/j.pharep.2018.06.001 · Cited by 49 · see citing works
Shidhaye, R. R. (2023) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2023.101661 · Cited by 53 · see citing works
Zhang, M. W., Ying, J., Song, G., Fung, D. S. S., & Smith, H. E. (2018) · JMIR mhealth and uhealth · doi:10.2196/10034 · Cited by 49 · see citing works
“In psychiatric practice, both eHealth and mHealth technologies have been adopted for the delivery of psychological interventions for conditions such as depression and bipolar disorders to monitor patients’ mood state [13] and to reduce drinking among individuals with alcohol use disorder [14].”
Huffman, J. C., Adams, C. N., & Celano, C. M. (2017) · Psychosomatics · doi:10.1016/j.psym.2017.09.003 · Cited by 48 · see citing works
“assess the impact of specific programs on mood and health behaviors (81-83), and evidence-”
Burger, F., Neerincx, M. A., & Brinkman, W. (2019) · Journal of Medical Internet Research · doi:10.2196/12599 · Cited by 45 · see citing works
“A later review (2017) found that only 5 apps for depression treatment had been empirically evaluated in effectiveness trials [54].”
BackgroundPote, H. L., Rees, A., Holloway-Biddle, C., & Griffith, E. (2021) · Digital Health · doi:10.1177/2055207620985396 · Cited by 46 · see citing works
“reviewed mental health app efficacy and found that generally, treatment effects of apps are much smaller than for other types of digital intervention.(10) There is some concern that the rate of development of digital interventions has recently outstripped their research validation, particularly in relation to apps.”
BackgroundSmartphone and mobile health apps for tinnitus: Systematic identification, analysis, and assessment
Mehdi, M., Stach, M., Riha, C., Neff, P., Dode, A., Pryss, R., Schlee, W., Reichert, M., & Hauck, F. J. (2020) · JMIR mHealth and uHealth · doi:10.2196/21767 · Cited by 40 · 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
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
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
Patient and physician perspectives of a smartphone application for depression: a qualitative study
Patoz, M.-C., Hidalgo‐Mazzei, D., Blanc, O., Verdolini, N., Pacchiarotti, I., Murru, A., Zukerwar, L., Vieta, E., Llorca, P., & Samalin, L. (2021) · BMC Psychiatry · doi:10.1186/s12888-021-03064-x · Cited by 36 · see citing works
“Conversely, most of the scientifically validated apps are not available in apps stores [16, 19, 20].”
BackgroundA randomized controlled trial of a smartphone-based application for the treatment of anxiety
Newman, M. G., Jacobson, N. C., Rackoff, G. N., Bell, M. J., & Taylor, C. B. (2021) · Psychotherapy Research · doi:10.1080/10503307.2020.1790688 · Cited by 37 · see citing works
Callan, J. A., Jacob, J. D., Siegle, G. J., Dey, A. K., Thase, M. E., Dabbs, A. D., Kazantzis, N., Rotondi, A. J., Tamres, L. K., Slyke, A. V., et al. (2020) · Cognitive Therapy and Research · doi:10.1007/s10608-020-10159-4 · Cited by 38 · see citing works
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Tokgöz, P., Hrynyschyn, R., Hafner, J., Schönfeld, S., & Dockweiler, C. (2021) · JMIR Mental Health · doi:10.2196/26268 · Cited by 36 · see citing works
d'Halluin, A., Costa, M., Morgiève, M., & Sebbane, D. (2023) · Journal of Medical Internet Research · doi:10.2196/43102 · Cited by 34 · see citing works
Contemporary Review of Smartphone Apps for Tinnitus Management and Treatment
Mehdi, M., Dode, A., Pryss, R. C., Schlee, W., Reichert, M., & Hauck, F. J. (2020) · Brain Sciences · doi:10.3390/brainsci10110867 · Cited by 34 · see citing works
Spors, V., Wagner, H. G., Flintham, M., Brundell, P., & Murphy, D. (2021) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3411764.3445500 · Cited by 34 · see citing works
“From a healthcare perspective, the embeddedness of smartphones into people’s everyday lives — and apps by proxy — is seen as a way to allow people more agency regarding their own (mental) health by being discreet and private [197], eliminating the need for dedicated expensive hardware while potentially making it easie…”
BackgroundMobile Mental Health Apps in China: Systematic App Store Search
Yin, H., Wardenaar, K. J., Wang, Y., Wang, N., Chen, W., Zhang, Y., Xu, G., & Schoevers, R. A. (2020) · Journal of Medical Internet Research · doi:10.2196/14915 · Cited by 33 · see citing works
Potential of Mobile Technology to Relieve the Urgent Mental Health Needs in China: Web-Based Survey
Tan, Y., Teng, Z., Qiu, Y., Tang, H., Xiang, H., & Chen, J. (2020) · JMIR mhealth and uhealth · doi:10.2196/16215 · Cited by 32 · see citing works
‘Digital First’: homelessness and data use in an online service environment
Humphry, J. (2019) · Communication Research and Practice · doi:10.1080/22041451.2019.1601418 · Cited by 29 · see citing works
McCall, T., Ali, M. O., Yu, F., Fontelo, P. A., & Khairat, S. (2021) · JMIR Formative Research · doi:10.2196/24393 · 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
“Previous research has shown that most apps are inconsistent with evidence-based treatments [30-32].”
BackgroundInfluentialHugh‐Jones, S., Pert, K., Kendal, S., Eltringham, S., Skelton, C., Yaziji, N., & West, R. (2022) · Mental Health & Prevention · doi:10.1016/j.mhp.2022.200241 · Cited by 31 · see citing works
Manole, A., Cârciumaru, R., Brînzaș, R., & Manole, F. (2024) · Information · doi:10.3390/info16010011 · Cited by 34 · see citing works
Holtz, B., McCarroll, A. M., & Mitchell, K. M. (2020) · JMIR Formative Research · doi:10.2196/18347 · Cited by 31 · see citing works
McIntyre, R. S., Lee, Y. L., Rong, C., Rosenblat, J. D., Brietzke, E. M., Pan, Z., Park, C., Subramaniapillai, M., Ragguett, R., Mansur, R. B., et al. (2021) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2021.01.012 · Cited by 32 · see citing works
Akın-Sarı, B., İnözü, M., Hacıömeroğlu, A. B., Cekci, B. C., Üzümcü, E., & Doron, G. (2022) · Behavior Therapy · doi:10.1016/j.beth.2021.12.008 · Cited by 29 · see citing works
Hair pulling antecedents in trichotillomania: Their relationship with experiential avoidance
Wetterneck, C. T., Singh, R. S., & Woods, D. W. (2020) · Bulletin of the Menninger Clinic · doi:10.1521/bumc_2020_84_01 · Cited by 28 · see citing works
Cho, J., & Kim, S. (2019) · Telematics and Informatics · doi:10.1016/j.tele.2019.101301 · Cited by 28 · see citing works
Liu, J., Xu, K.-K., Zhu, G.-L., Zhang, Q.-Q., & Li, X. (2020) · World Journal of Psychiatry · doi:10.5498/wjp.v10.i11.272 · Cited by 28 · see citing works
A review of detection techniques for depression and bipolar disorder
Highland, D., & Zhou, G. (2022) · Smart Health · doi:10.1016/j.smhl.2022.100282 · Cited by 28 · see citing works
Webelhorst, C., Jepsen, L., & Rummel‐Kluge, C. (2020) · PLoS ONE · doi:10.1371/journal.pone.0231373 · Cited by 27 · see citing works
Gershkovich, M., Middleton, R., Hezel, D. M., Grimaldi, S. J., Renna, M. E., Basaraba, C. N., Patel, S. R., & Simpson, H. B. (2020) · Behavior Therapy · doi:10.1016/j.beth.2020.05.001 · Cited by 27 · 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
“health apps in the last several years [104] has led to considerable work investigating their functionalities and user experience.”
Innovations in the delivery of exposure and response prevention for obsessive-compulsive disorder
Patel, S. R., Comer, J., & Simpson, H. B. (2021) · Current Topics in Behavioral Neurosciences · doi:10.1007/7854_2020_202 · Cited by 24 · see citing works
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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
Andersson, C., Bergsten, K. L., Lilliengren, P., Norbäck, K., Rask, K., Einhorn, S., & Osika, W. (2020) · Journal of Clinical Psychology · doi:10.1002/jclp.23092 · Cited by 27 · see citing works
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Bringing digital mental health to where it is needed most
Ben‐Zeev, D., & Atkins, D. C. (2017) · Nature Human Behaviour · doi:10.1038/s41562-017-0232-0 · Cited by 24 · see citing works
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Ramos, R. M., Cheng, P. G. F., & Jonas, S. (2019) · JMIR mhealth and uhealth · doi:10.2196/12051 · Cited by 24 · see citing works
“In addition, mobile phone–captured data might be more sensitive than paper-and-pencil–collected data [51].”
Schellong, J., Lorenz, P., & Weidner, K. (2019) · European Journal of Psychotraumatology · doi:10.1080/20008198.2019.1611090 · Cited by 23 · see citing works
“…are to be part of the app, they have to be re-examined for their efficacy when used digitally and then converted into a form compatible with mobile phone screens (Marcano Belisario et al., 2015; Price, Kuhn, Hoffman, Ruzek, & Acierno, 2015; Van Ameringen et al., 2017; van der Meer et al., 2017).”
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“Many studies have examined the effect of smart-phone apps for mental disorders, including depression, anxiety disorder, post-traumatic stress disorder (PTSD), addictive disorders (alcoholism and tobacco addiction), and developmental disorders [19–22].”
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“The lack of empirical evidence about the use of smartphone apps for enhancing mental healthcare has recently been criticized (Van Ameringen et al., 2017).”
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E-tools for hospital management: An overview of smartphone applications for health professionals
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Gamification of eHealth Interventions to Increase User Engagement and Reduce Attrition
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Quality evaluation of stress, anxiety and depression apps for COVID-19
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“Stress, anxiety and depression apps have the potential to provide assessment, monitor symptoms and provide treatment, such as cognitive-behavioural therapy (Van Ameringen et al., 2017).”
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Developing a Digitally Informed Curriculum in Psychiatry Education and Clinical Practice
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Proportionate methods for evaluating a simple digital mental health tool
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- Authors
- Van Ameringen, M., Turna, J., Khalesi, Z., Pullia, K., & Patterson, B.
- Affiliations
- Department of Psychiatry and Behavioural Neurosciences; McMaster University; Hamilton ON Canada
- McMaster University (CA)
- Venue
- Depression and Anxiety
- Publisher
- Wiley
- Published
- 2017-06
- Volume
- 34
- Issue
- 6
- Pages
- 526-539
- ISSN
- 1091-4269 (ISSN-L)
- OpenAlex
- W2620863547
- Cited by
- 234
- References
- 73
- Citations by year
- 2026: 11 · 2025: 11 · 2024: 27 · 2023: 22 · 2022: 26 · 2021: 36 · 2020: 35 · 2019: 28 · 2018: 31 · 2017: 6
- FWCI
- 3.18
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Depression and Anxiety (publishedVersion, public-domain)
- PubMed (publishedVersion)
- 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
- mental health apps, mobile application, obsessive-compulsive disorder, post-traumatic stress disorder, anxiety disorders, mood disorders, DSM-5, symptom monitoring, mental health assessment, app efficacy, evidence-based treatment, digital mental health
- MeSH terms
- Anxiety Disorders, Humans, Medical Informatics Applications, Obsessive-Compulsive Disorder, Stress Disorders, Post-Traumatic, Therapy, Computer-Assisted, Mood Disorders, Mobile Applications
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