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

Digital Mental Health Interventions, e-Mental Health and Cyberpsychology (2205) Natural Language Processing (937) Anxiety and Stress Disorders (1354) Text-messaging (SMS, WeChat etc)-Based Interventions (765)

Published on in Vol 24, No 11 (2022): November

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/38911, first published .
Text Topics and Treatment Response in Internet-Delivered Cognitive Behavioral Therapy for Generalized Anxiety Disorder: Text Mining Study

Text Topics and Treatment Response in Internet-Delivered Cognitive Behavioral Therapy for Generalized Anxiety Disorder: Text Mining Study

Text Topics and Treatment Response in Internet-Delivered Cognitive Behavioral Therapy for Generalized Anxiety Disorder: Text Mining Study

Authors of this article:

Sanna Mylläri1 Author Orcid Image ;   Suoma Eeva Saarni2 Author Orcid Image ;   Ville Ritola2 Author Orcid Image ;   Grigori Joffe2 Author Orcid Image ;   Jan-Henry Stenberg2 Author Orcid Image ;   Ole André Solbakken3 Author Orcid Image ;   Nikolai Olavi Czajkowski3, 4 Author Orcid Image ;   Tom Rosenström1 Author Orcid Image
Article Authors Cited by (8) Tweetations (6) Metrics

Journals

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  2. Balcıoğlu Y. Anxiety management strategies on TikTok: a discourse analysis of collective coping mechanisms. Journal of Mental Health 2024;33(5):619 View
  3. Linardon J. Navigating the Future of Psychiatry: A Review of Research on Opportunities, Applications, and Challenges of Artificial Intelligence. Current Treatment Options in Psychiatry 2025;12(1) View
  4. Mylläri S, Saarni S, Joffe G, Ritola V, Stenberg J, Rosenström T. Machine learned text topics improve drop-out risk prediction but not symptom prediction in online psychotherapies for depression and anxiety. Psychotherapy Research 2026;36(2):387 View
  5. Linardon J, Torous J. Integrating Artificial Intelligence and Smartphone Technology to Enhance Personalized Assessment and Treatment for Eating Disorders. International Journal of Eating Disorders 2025;58(8):1415 View
  6. Seittu H, Falk T, Bhatnagar K, Saarni S. Therapists’ Role in Patient Adherence to Internet-Based Cognitive Behavioral Therapy: Qualitative Study. Journal of Medical Internet Research 2025;27:e71852 View
  7. Wang Z. “Searching on the internet guarantees you a cancer diagnosis”: An analysis of Chinese anxiety forum discourse. Language & Communication 2025;105:106 View
  8. Mashuk M, Lu Y, Lai L, Shardlow M, Saha S, Williams A, Lee A, Lloyd S, Mohanraj R, Di Basilio D. Using natural language processing to explore differences in healthcare professionals’ language on Functional Neurological Disorder: a comparative topic and sentiment analysis study. Frontiers in Digital Health 2026;7 View