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Investigation of Active Ingredients Within Internet-Delivered Cognitive Behavioral Therapy for Depression: A Randomized Optimization Trial

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Coaching to Support Mental Health Apps: Exploratory Narrative Review

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Characteristics of Mobile Health Platforms for Depression and Anxiety: Content Analysis Through a Systematic Review of the Literature and Systematic Search of Two App Stores

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Use of Mental Health Apps by Patients With Breast Cancer in the United States: Pilot Pre-Post Study

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Exploring the Perceptions of mHealth Interventions for the Prevention of Common Mental Disorders in University Students in Singapore: Qualitative Study

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Integration of Digital Tools Into Community Mental Health Care Settings That Serve Young People: Focus Group Study

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Effective Components of Collaborative Care for Depression in Primary Care

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Use of a Mobile Peer Support App Among Young People With Nonsuicidal Self-injury: Small-scale Randomized Controlled Trial

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Data-Driven Implications for Translating Evidence-Based Psychotherapies into Technology-Delivered Interventions

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The Perceived Utility of Smartphone and Wearable Sensor Data in Digital Self-tracking Technologies for Mental Health

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Virtual reality as a treatment for chronic musculoskeletal pain syndromes

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Promoting Engagement With Smartphone Apps for Suicidal Ideation in Young People: Development of an Adjunctive Strategy Using a Lived Experience Participatory Design Approach

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Rise of Clinical Studies in the Field of Machine Learning: A Review of Data Registered in ClinicalTrials.gov

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Can mental health apps be effective for depression, anxiety, and stress during a pandemic?

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Digital Therapeutics as a New Therapeutic Modality: A Review from the Perspective of Clinical Pharmacology

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Patient and Clinician Experiences with Sharing Data Visualizations Integrated into Mental Health Treatment

Chang, S. M., Gray, L., Alon, N., & Torous, J. B. (2023) · Social Sciences · doi:10.3390/socsci12120648 · Cited by 17 · see citing works

Feasibility, Acceptability, and Preliminary Efficacy of a Smartphone App–Led Cognitive Behavioral Therapy for Depression Under Therapist Supervision: Open Trial

Wilhelm, S., Bernstein, E. E., Bentley, K. H., Snorrason, Í., Hoeppner, S. S., Klare, D. L., Greenberg, J. L., Weingarden, H. M., McCoy, T. H., & Harrison, O. (2024) · JMIR Mental Health · doi:10.2196/53998 · Cited by 17 · see citing works

Insights Into Needs and Preferences for Mental Health Support on Social Media and Through Mobile Apps Among Black Male University Students: Exploratory Qualitative Study

Williams, K. D. A., Wijaya, C., Stamatis, C. A., Abbott, G., & Lattie, E. G. (2022) · JMIR Formative Research · doi:10.2196/38716 · Cited by 16 · see citing works

Promoting engagement with self‐guided digital therapeutics for mental health: Insights from a cross‐sectional survey of end‐users

Gan, D. Z. Q., McGillivray, L., Larsen, M. E., & Torok, M. H. (2023) · Journal of Clinical Psychology · doi:10.1002/jclp.23486 · Cited by 15 · see citing works

Developing the Workforce of the Digital Future: Leveraging Technology to Train Community-Based Mobile Mental Health Specialists

Buck, B., Kopelovich, S. L., Tauscher, J. S., Chwastiak, L., & Ben‐Zeev, D. (2022) · Journal of Technology in Behavioral Science · doi:10.1007/s41347-022-00270-6 · Cited by 15 · see citing works

Interprofessional Collaborative Management of Postconcussion Cognitive Symptoms

Mashima, P. A., Perrine, B. W., MacLennan, D., Sohlberg, M. M., Perla, L. Y., & Eapen, B. C. (2021) · American Journal of Speech-Language Pathology · doi:10.1044/2021_ajslp-20-00313 · Cited by 15 · see citing works

Digital Psychotherapies for Adults Experiencing Depressive Symptoms: Systematic Review and Meta-Analysis

Omylinska‐Thurston, J., Aithal, S., Liverpool, S., Clark, R. D., Moula, Z., Wood, J., Viliardos, L., Rodríguez-Dorans, E., Farish-Edwards, F., Parsons, A. S., et al. (2024) · JMIR Mental Health · doi:10.2196/55500 · Cited by 14 · see citing works

Feasibility, Acceptability, and Potential Efficacy of a Self-Guided Internet-Delivered Dialectical Behavior Therapy Intervention for Substance Use Disorders: Randomized Controlled Trial

Daros, A. R., Guimond, T. H., Yager, C., Palermo, E. H., Wilks, C. R., & Quilty, L. C. (2023) · JMIR Mental Health · doi:10.2196/50399 · Cited by 14 · see citing works

The Supportive Accountability Inventory: Psychometric properties of a measure of supportive accountability in coached digital interventions

Meyerhoff, J., Haldar, S., & Mohr, D. C. (2021) · Internet Interventions · doi:10.1016/j.invent.2021.100399 · Cited by 14 · see citing works

Developing a Mobile App for Young Adults with Nonsuicidal Self-Injury: A Prototype Feedback Study

Kruzan, K. P., Reddy, M. C., Washburn, J. J., & Mohr, D. C. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph192316163 · Cited by 14 · see citing works

Lessons Learned: Providing Supportive Accountability in an Online Anxiety Intervention

Werntz, A. J., Silverman, A. L., Behan, H. C., Patel, S. K., Beltzer, M., Boukhechba, M., Barnes, L. E., & Teachman, B. A. (2021) · Behavior Therapy · doi:10.1016/j.beth.2021.12.002 · Cited by 13 · see citing works

User experiences of college students using mental health applications to improve self-care: Implications for improving engagement

Nagar, R., Quirk, H. D., & Anderson, P. L. (2023) · Internet Interventions · doi:10.1016/j.invent.2023.100676 · Cited by 12 · see citing works

A framework for designing hybrid effectiveness-implementation trials for digital health interventions

Matson, T. E., Hermes, E. D. A., Lyon, A. R., Quanbeck, A., Schueller, S. M., Wilson, S. M., & Glass, J. E. (2025) · Annals of Epidemiology · doi:10.1016/j.annepidem.2025.02.007 · Cited by 11 · see citing works

Engagement and Clinical Improvement Among Older Adult Primary Care Patients Using a Mobile Intervention for Depression and Anxiety: Case Studies

Orr, L. C., Graham, A. K., Mohr, D. C., & Greene, C. J. (2020) · JMIR Mental Health · doi:10.2196/16341 · Cited by 11 · see citing works

Health Information Technology Resources to Support Measurement-Based Care

Torous, J. B., Powell, A. C., & Rodriguez-Villa, E. (2020) · Child and Adolescent Psychiatric Clinics of North America · doi:10.1016/j.chc.2020.06.011 · Cited by 11 · see citing works

Evaluating mobile health technologies: does the traditional randomized controlled trial serve our needs?

Gallagher, R. D., & Zhang, L. (2021) · European Journal of Cardiovascular Nursing · doi:10.1093/eurjcn/zvab053 · Cited by 11 · see citing works

Exploring the Safety of a General Digital Mental Health Intervention to Effect Symptom Reduction among Individuals with and without Suicidal Ideation: A Secondary Analysis

Meyerhoff, J., Kruzan, K. P., Kim, K. A., Orden, K. A. V., & Mohr, D. C. (2022) · Archives of Suicide Research · doi:10.1080/13811118.2022.2096520 · Cited by 10 · see citing works

Application of a Sociotechnical Framework to Uncover Factors That Influence Effective User Engagement With Digital Mental Health Tools in Clinical Care Contexts: Scoping Review

Lo, B., Durocher, K., Charow, R., Kimball, S., Phạm, Q., Sockalingam, S., Wiljer, D., & Strudwick, G. (2025) · Journal of Medical Internet Research · doi:10.2196/67820 · Cited by 10 · see citing works

Strengthening the Impact of Digital Cognitive Behavioral Interventions Through a Dual Intervention: Proficient Motivational Interviewing–Based Health Coaching Plus In-Application Techniques

Serio, C. D., Gabarda, A., Uyar-Morency, F., Silfee, V., Ludwig, J. M., Szigethy, E., & Butterworth, S. W. (2022) · JMIR Formative Research · doi:10.2196/34552 · Cited by 10 · see citing works

Assessing Digital Phenotyping for App Recommendations and Sustained Engagement: Cohort Study

Dwyer, B., Flathers, M., Burns, J., Mikkelson, J., Perlmutter, E., Chen, K., Ram, N., & Torous, J. B. (2024) · JMIR Formative Research · doi:10.2196/62725 · Cited by 9 · see citing works

Application of the Supportive Accountability Model in Digital Health Interventions: Scoping Review

Kwok, G., Cheung, S., Duffecy, J. L., & Devine, K. A. (2025) · Journal of Medical Internet Research · doi:10.2196/72639 · Cited by 8 · see citing works

Association between user engagement and clinical outcomes in smartphone apps for depression and anxiety: A systematic review and meta-analysis

Linardon, J., Torous, J. B., Messer, M., Liu, C., Bell, I. H., Nicholas, J. A., & Goldberg, S. B. (2025) · Psychiatry Research · doi:10.1016/j.psychres.2025.116864 · Cited by 8 · see citing works

Apps for mental health

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

Comparing the Efficacy of Electronically Delivered Cognitive Behavioral Therapy (e-CBT) to Weekly Online Mental Health Check-Ins for Generalized Anxiety Disorder—A Randomized Controlled Trial: Comparaison de l'efficacité de la thérapie cognitivo-comportementale délivrée par voie électronique (e-TCC) aux contrôles hebdomadaires en ligne de santé mentale pour le trouble d'anxiété généralisée - un essai randomisé contrôlé

Chermahini, M. B., Eadie, J., Agarwal, A., Stephenson, C., Malakouti, N., Nikjoo, N., Jagayat, J., Jarabana, V., Shirazi, A., Kumar, A., et al. (2024) · The Canadian Journal of Psychiatry · doi:10.1177/07067437241261933 · Cited by 7 · see citing works

Patterns of Uptake, Engagement, and Attrition in Randomized Controlled Trials of Digital Interventions for Eating Disorders: A Systematic Review and Meta‐Analysis

Liu, C., Anderson, C., Messer, M., McClure, Z., & Linardon, J. (2026) · International Journal of Eating Disorders · doi:10.1002/eat.70046 · Cited by 7 · see citing works

The use of coaching in smartphone app-based cognitive behavioral therapy for body dysmorphic disorder

Bernstein, E. E., Greenberg, J. L., Weingarden, H. M., Snorrason, Í., Summers, B. J., Williams, J., Quist, R. E., Curtiss, J. E., Harrison, O., & Wilhelm, S. (2024) · Internet Interventions · doi:10.1016/j.invent.2024.100743 · Cited by 7 · see citing works

Scalable Precision Psychiatry With an Objective Measure of Psychological Stress: Prospective Real-World Study

Wang, H. S., Farb, N. A. S., & Saab, B. J. (2025) · Journal of Medical Internet Research · doi:10.2196/56086 · Cited by 6 · see citing works

A scoping review of the characteristics, responsibilities, implementations and evaluations of digital navigators in healthcare

Shin, H. D., Kemp, J., Kassam, I., Pape, C., Goonasekera, S., Modha, V., Rodak, T., Torous, J. B., Kidd, S. A., & Strudwick, G. (2026) · npj Digital Medicine · doi:10.1038/s41746-026-02647-w · Cited by 5 · see citing works

Social media for psychological support of patients with chronic non-infectious diseases: a systematic review

Bert, F., Moro, G. L., Giacomini, G., Minutiello, E., & Siliquini, R. (2023) · Health Promotion International · doi:10.1093/heapro/daad006 · Cited by 5 · see citing works

How to maintain mental health in turbulent times: Can mobile applications be a part of the solution?

Mustač, F., Poturica, M., Alfirević, M., Bjedov, S., Bestulić, S., Matovinović, M., & Marčinko, D. (2021) · International Conference on Smart and Sustainable Technologies (SpliTech) · doi:10.23919/splitech52315.2021.9566350 · Cited by 5 · see citing works

Developing Mental or Behavioral Health Mobile Apps for Pilot Studies by Leveraging Survey Platforms: A Do-it-Yourself Process

Chow, P. I. (2020) · JMIR mhealth and uhealth · doi:10.2196/15561 · Cited by 5 · see citing works

Looking beyond depression: meta-analysis of digital interventions for depression on eleven secondary mental health and wellbeing outcomes

Linardon, J., Anderson, C., Messer, M., McClure, Z., & Liu, C. (2025) · Psychiatry Research · doi:10.1016/j.psychres.2025.116657 · Cited by 4 · see citing works

Fostering engagement using a wearable for self-tracking assisted psychotherapy with refugees diagnosed with complex PTSD: a feasibility pilot study

Riisager, L. G., Huniche, L., Larsen, J. E., Christiansen, T. B., Kring, L. D., Palić, S., & Møeller, S. B. (2025) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2025.1250552 · Cited by 4 · see citing works

Determinants and outcome correlates of engagement with a mobile mental health intervention for depression and anxiety in middle‐aged and older adults

Alfaro, A. J., Wielgosz, J., Kuhn, E. R., Carlson, C., & Gould, C. E. (2023) · Journal of Clinical Psychology · doi:10.1002/jclp.23636 · Cited by 4 · see citing works

mHealth Early Intervention to Reduce Posttraumatic Stress and Alcohol Use After Sexual Assault (THRIVE): Feasibility and Acceptability Results From a Pilot Trial

Dworkin, E. R., Schallert, M., Lee, C. M., & Kaysen, D. L. (2023) · JMIR Formative Research · doi:10.2196/44400 · Cited by 4 · see citing works

Review: Preventing Psychopathology in the Digital Age: Leveraging Technology to Target Coping and Emotion Regulation in Adolescents

Henry, L. M., & Compas, B. (2023) · JAACAP Open · doi:10.1016/j.jaacop.2023.09.006 · Cited by 4 · see citing works

Acceptability, engagement, outcomes, and dose–response associations of a mindfulness-based meditation app in individuals waiting for psychological services

Daros, A. R., Patel, A., Otevwe, O., Sotelo, S., Saab, B. J., & Quilty, L. C. (2025) · BMC Digital Health · doi:10.1186/s44247-025-00155-7 · Cited by 3 · see citing works

A qualitative exploration of college students’ experiences using mobile apps to improve self-care during the COVID-19 pandemic

Quirk, H. D., Nagar, R., & Anderson, P. L. (2023) · Journal of American College Health · doi:10.1080/07448481.2023.2198033 · Cited by 3 · see citing works

Enhancing outpatient anxiety treatment with mobile technology: A quality improvement study

Solomon, M. J., Handrup, C. T., & Snyder, M. (2024) · Archives of Psychiatric Nursing · doi:10.1016/j.apnu.2024.03.017 · Cited by 3 · see citing works

Second wave of scalable digital therapeutics: Mental health and addiction treatment apps for direct-to-consumer standalone care

Areán, P. A., & Allred, R. (2022) · Elsevier eBooks · doi:10.1016/b978-0-323-90045-4.00011-3 · Cited by 3 · see citing works

Banbury Forum Consensus Statement on the Path Forward for Digital Mental Health Treatment

Mohr, D. C., Azocar, F., Bertagnolli, A., Choudhury, T., Chrisp, P., Frank, R. G., Harbin, H. T., Histon, T., Kaysen, D. L., Nebeker, C., et al. (2025) · FOCUS The Journal of Lifelong Learning in Psychiatry · doi:10.1176/appi.focus.25023021 · Cited by 2 · see citing works

Improving Mood Through Community Connection and Resources Using an Interactive Digital Platform: Development and Usability Study

Ortiz, R., Southwick, L., Schneider, R., Klinger, E. V., Pelullo, A., Guntuku, S. C., Merchant, R. M., & Agarwal, A. K. (2021) · JMIR Mental Health · doi:10.2196/25834 · Cited by 2 · see citing works

Comparing the Efficacy of an Electronically Delivered Cognitive Behavioral Therapy Program to a Mental Health Check-In Program for Generalized Anxiety Disorder: Protocol for a Randomized Trial

Stephenson, C., Kumar, A., Malakouti, N., Nikjoo, N., Jagayat, J., Gizzarelli, T., Patel, C. B., Gutiérrez, G., Shirazi, A., Yang, M., et al. (2023) · JMIR Research Protocols · doi:10.2196/48899 · Cited by 1 · see citing works

Skill Enactment Among University Students Using a Brief Video-Based Mental Health Intervention: Mixed Methods Study Within a Randomized Controlled Trial

Jackson, H. M., Batterham, P. J., Calear, A. L., Ohan, J. L., & Farrer, L. M. (2024) · JMIR Mental Health · doi:10.2196/53794 · Cited by 1 · see citing works

Advancing Scalable Psychological Interventions for Non‐Underweight Eating Disorders: An Overview of Key Delivery Formats, Their Evidence Base, and Research Priorities

Linardon, J. (2025) · International Journal of Eating Disorders · doi:10.1002/eat.70015 · Cited by 1 · see citing works

Randomized evidence on AI-enabled personalized treatment planning for adults with depressive–anxiety Spectrum disorders: A systematic review and Meta-analysis

Yıldız, E., & Yıldız, E. (2026) · Journal of Affective Disorders · doi:10.1016/j.jad.2026.121190 · Cited by 1 · see citing works

Intentional Strategies for Changing Character Traits

Ratchford, J. L., Schueller, S. M., & Jayawickreme, E. (2026) · Cambridge University Press eBooks · doi:10.1017/9781009707060 · Cited by 1 · see citing works

Implementing a mental health app library in primary care: A feasibility study

Lane, J., Manceau, L. M., de Chantal, P., Chagnon, A., Cardinal, M., Lauzier‐Jobin, F., & Lanoue, S. (2024) · Evaluation and Program Planning · doi:10.1016/j.evalprogplan.2024.102413 · Cited by 1 · see citing works

Development and Usability Testing of the Mobile Childhood Asthma Management Program (mCHAMP) App: Sequential Mixed Methods Study

Lucero, R. J., Shear, K., Fidler, A. L., Fedele, D. A., Xia, Y., & Janicke, D. M. (2025) · JMIR Pediatrics and Parenting · doi:10.2196/71681 · Cited by 1 · see citing works

Platform trial of smartphone-based cognitive–behavioural therapy (CBT) for depressive symptoms among people with no or subthreshold depression: a protocol for the Best, Efficient and Affordable Training in Resilience in Constant Evolution (BEATRICE) platform trial

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Digital Interventions for Nonsuicidal Self-Injury

Kruzan, K. P., & Whitlock, J. L. (2023) · Oxford University Press eBooks · doi:10.1093/oxfordhb/9780197611272.013.50 · Cited by 1 · see citing works

Characteristic Latent Features for Analyzing Digital Mental Health Interaction and Improved ExplainabilityPreprint

Theilig, M.-M., Knapp, A. A., Nicholas, J., Zarnekow, R., & Mohr, D. C. (2020) · Research Square · doi:10.21203/rs.3.rs-68076/v1 · Cited by 1 · see citing works

Characteristic Latent Features for Analyzing Digital Mental Health Interaction and Improved ExplainabilityPreprint

Theilig, M.-M., Knapp, A. A., Nicholas, J., Zarnekow, R., & Mohr, D. C. (2020) · Research Square · doi:10.21203/rs.3.rs-68076/v2 · Cited by 1 · see citing works

Characteristic Latent Features for Analyzing Digital Mental Health Interaction and Improved Explainability (Preprint)Preprint

Theilig, M.-M., Knapp, A. A., Nicholas, J., Zarnekow, R., & Mohr, D. C. (2021) · doi:10.2196/preprints.28014

Information Technology's Role in Global Healthcare Systems

Wiesner, M., & Schreiweis, B. (2022) · MDPI eBooks · doi:10.3390/books978-3-0365-4679-7

Exploring the Use of Multiple Mental Health Apps Within a Platform: Secondary Analysis of the IntelliCare Field Trial

Kwasny, M., Schueller, S. M., Lattie, E. G., Gray, E., & Mohr, D. C. (2018) · JMIR Mental Health · doi:10.2196/11572 · Cited by 37 · see citing works

IntelliCare: An Eclectic, Skills-Based App Suite for the Treatment of Depression and Anxiety

Mohr, D. C., Tomasino, K. N., Lattie, E. G., Palac, H. L., Kwasny, M. J., Weingardt, K., Karr, C. J., Kaiser, S. M., Rossom, R. C., Bardsley, L. R., et al. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.6645 · Cited by 301 · see citing works

Multi-App Package Provides Tailored Behavioral Care

Zagorski, N. (2020) · Psychiatric News · doi:10.1176/appi.pn.2020.7a17

Coached Mobile App Platform for the Treatment of Depression and Anxiety Among Primary Care Patients: A Randomized Clinical Trial

Graham, A. K., Greene, C. J., Kwasny, M. J., Kaiser, S. M., Lieponis, P., Powell, T., & Mohr, D. C. (2020) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2020.1011 · Cited by 162 · 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