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

Formative Evaluation of Digital Health Interventions (5388) Depression and Mood Disorders; Suicide Prevention (2523) Diagnostic Tools in Mental Health (457) Mental Health Issues in Adolescence (797) Generative Language Models Including ChatGPT (1644) Applications of AI (1098)

Published on in Vol 10 (2026)

This is a member publication of JISC

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/71614, first published .
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Assisting Screening of Adolescent Depression With Large Language Models as Symptom Detectors: Algorithm Development and Validation

Assisting Screening of Adolescent Depression With Large Language Models as Symptom Detectors: Algorithm Development and Validation

Authors of this article:

Mariia Ignashina1 Author Orcid Image ;   Paulina Bondaronek2 Author Orcid Image ;   Parand Shams3, 4 Author Orcid Image ;   Joanne Osuchukwu3, 4 Author Orcid Image ;   Daniel Santel3 Author Orcid Image ;   John Pestian3 Author Orcid Image ;   Julia Ive2 Author Orcid Image
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Mariia Ignashina   1 * , MSc ;   Paulina Bondaronek   2 , PhD ;   Parand Shams   3, 4 ;   Joanne Osuchukwu   3, 4 ;   Daniel Santel   3 ;   John Pestian   3 , MD ;   Julia Ive   2 * , PhD

1 Queen Mary University of London, London, United Kingdom

2 University College London, London, United Kingdom

3 Division of Biomedical Informatics, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, United States

4 Department of Biostatistics, Health Informatics and Data Sciences, University of Cincinnati, College of Medicine, Cincinnati, OH, United States

*these authors contributed equally

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