This paper is in the following e-collection/theme issue:

Reviews in Digital Mental Health (289) Natural Language Processing (917) Transdiagnostic Mental Health Interventions (207) Depression and Mood Disorders; Suicide Prevention (1691) Anxiety and Stress Disorders (1330) mHealth for Wellness, Behavior Change and Prevention (3315) Digital Mental Health Interventions, e-Mental Health and Cyberpsychology (2111) Artificial Intelligence (2129)

Published on in Vol 11 (2024)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/59560, first published .
Self-Administered Interventions Based on Natural Language Processing Models for Reducing Depressive and Anxiety Symptoms: Systematic Review and Meta-Analysis

Self-Administered Interventions Based on Natural Language Processing Models for Reducing Depressive and Anxiety Symptoms: Systematic Review and Meta-Analysis

Self-Administered Interventions Based on Natural Language Processing Models for Reducing Depressive and Anxiety Symptoms: Systematic Review and Meta-Analysis

Authors of this article:

David Villarreal-Zegarra1, 2 Author Orcid Image ;   C Mahony Reategui-Rivera2 Author Orcid Image ;   Jackeline García-Serna1 Author Orcid Image ;   Gleni Quispe-Callo1 Author Orcid Image ;   Gabriel Lázaro-Cruz1 Author Orcid Image ;   Gianfranco Centeno-Terrazas1 Author Orcid Image ;   Ricardo Galvez-Arevalo3 Author Orcid Image ;   Stefan Escobar-Agreda4 Author Orcid Image ;   Alejandro Dominguez-Rodriguez5 Author Orcid Image ;   Joseph Finkelstein2 Author Orcid Image
Article Authors Cited by (13) Tweetations Metrics

Journals

  1. Gonçalves Leite Rocco P, Reategui-Rivera C, Finkelstein J. Exercise Interventions in the Management of Postural Orthostatic Tachycardia Syndrome: A Scoping Review. Journal of Multidisciplinary Healthcare 2024;Volume 17:5867 View
  2. Smiley A, Finkelstein J. Home Automated Telemanagement System for Individualized Exercise Programs: Design and Usability Evaluation. JMIR Biomedical Engineering 2024;9:e65734 View
  3. Rony M, Das D, Khatun M, Ferdousi S, Akter M, Khatun M, Begum M, Khalil M, Parvin M, Alrazeeni D, Akter F. Artificial intelligence in psychiatry: A systematic review and meta-analysis of diagnostic and therapeutic efficacy. DIGITAL HEALTH 2025;11 View
  4. Kazdin A. Perceived need for treatment for mental disorders: A review and critical evaluation. Clinical Psychology Review 2025;119:102591 View
  5. Zhang W, Zhang Q, Wang P, Zhou X, Wu Y. The application of Generative Artificial Intelligence in mental health care: A bibliometric and visualized analysis. Asian Journal of Psychiatry 2025;110:104596 View
  6. Gonçalves Leite Rocco P, Reategui-Rivera C, Finkelstein J. Telemedicine-Supported Exercise Interventions in Hematopoietic Stem Cell Transplantation: A Scoping Review. International Journal of General Medicine 2025;Volume 18:4251 View
  7. Wang Y, Tian L. Synergising Artificial Intelligence With Augmented Reality: Future Directions for Personalised Stroke Rehabilitation. Journal of Clinical Nursing 2025 View
  8. Du Q, Ren Y, Meng Z, He H, Meng S. The Efficacy of Rule-based Versus LLM-based Chatbots in Alleviating Symptoms of Depression and Anxiety: A Systematic Review and Meta-Analysis (Preprint). Journal of Medical Internet Research 2025 View
  9. So M, Sekizawa Y, Hashimoto S, Kashimura M, Yamakage H, Watanabe N. Effect of Artificial Intelligence-Based Natural Language Feedback on Engagement and Clinical Outcomes in Fully Self-Guided Internet-Based Cognitive Behavioral Therapy for Depression: Three-Arm Randomized Controlled Trial (Preprint). Journal of Medical Internet Research 2025 View
  10. Liu L, Franklin R, Cheong J, Cong T, Byun J, Oh A, Torous J. H3-MOSAIC: multimodal generative AI for semantic place detection from high-frequency GPS on H3 grids in mental health geomatics. International Journal of Health Geographics 2025;24(1) View

Books/Policy Documents

  1. Narwaria M, Mishra R, Jaiswal S, Dwivedi V, Upadhyay P, Yadav S. Demystifying the Role of Natural Language Processing (NLP) in Mental Health. View
  2. Sanna L, Bolpagni M, Fietta V, Gavioli G, Franzin M, Dragoni M, Gabrielli S. Artificial Intelligence in Medicine. View

Conference Proceedings

  1. Shah-Mohammadi F, Finkelstein J. 2024 IEEE 15th Annual Information Technology, Electronics and Mobile Communication Conference (IEMCON). Comparative Analysis of Rule-Based and Large Language Model-Based Approaches in Addressing Variability in Clinical Outcome Reporting View