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

Precision Medicine (431) Digital Mental Health Interventions, e-Mental Health and Cyberpsychology (3151) Clinical Information and Decision Making (3633) Decision Support for Health Professionals (2183) Depression and Mood Disorders; Suicide Prevention (2430) Anxiety and Stress Disorders (1599) Machine Learning (3117) Artificial Intelligence (4658)

Published on in Vol 28 (2026)

This is a member publication of Bibsam Consortium

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/100162, first published .
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Prediction of Clinically Meaningful Improvement After Internet-Delivered Cognitive Behavioral Therapy for Depression and Anxiety Disorders: Machine Learning–Based Predictive Model Development and Temporal Validation Study

Prediction of Clinically Meaningful Improvement After Internet-Delivered Cognitive Behavioral Therapy for Depression and Anxiety Disorders: Machine Learning–Based Predictive Model Development and Temporal Validation Study

Authors of this article:

Olly Kravchenko1 Author Orcid Image ;   Matthew Halvorsen1, 2 Author Orcid Image ;   Julia Bäckman1 Author Orcid Image ;   Viktor Kaldo1, 3 Author Orcid Image ;   James J Crowley1, 2 Author Orcid Image ;   Ralf Kuja-Halkola4 Author Orcid Image ;   Christian Rück1 Author Orcid Image ;   John Wallert1, 4 Author Orcid Image
Article Authors Cited by Tweetations Metrics

Olly Kravchenko   1 , MS ;   Matthew Halvorsen   1, 2 , PhD ;   Julia Bäckman   1 , PhD ;   Viktor Kaldo   1, 3 , PhD ;   James J Crowley   1, 2 , PhD ;   Ralf Kuja-Halkola   4 , PhD ;   Christian Rück   1 , PhD ;   John Wallert   1, 4 , PhD

1 Centre for Psychiatry Research, Department of Clinical Neuroscience, Karolinska Institutet, & Stockholm Health Care Services, Stockholm, Sweden

2 Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States

3 Department of Psychology, Faculty of Health and Life Sciences, Linnaeus University, Växjö, Sweden

4 Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden

Corresponding Author:

  • Olly Kravchenko, MS
  • Centre for Psychiatry Research, Department of Clinical Neuroscience
  • Karolinska Institutet, & Stockholm Health Care Services
  • M48, Karolinska Universitetssjukhuset Huddinge, Region Stockholm
  • Stockholm 14186
  • Sweden
  • Phone: 46 709604983
  • Email: olly.kravchenko@ki.se