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

Methods and New Tools in Mental Health Research (926) Natural Language Processing (1317) Depression and Mood Disorders; Suicide Prevention (2505) Anxiety and Stress Disorders (1640) Diagnostic Tools in Mental Health (450) Development and Evaluation of Research Methods, Instruments and Tools (1379)

Published on in Vol 13 (2026)

This is a member publication of Bibsam Consortium

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/105460, first published .
Man on bench using laptop with mental health support app on screen

Assessing the Need for Mental Health Support From Free-Text Responses: Development and Validation of Language-Based Assessments in Adults With Internalizing Symptoms

Assessing the Need for Mental Health Support From Free-Text Responses: Development and Validation of Language-Based Assessments in Adults With Internalizing Symptoms

Authors of this article:

Clara Wiebel1, 2 Author Orcid Image ;   Veerle C Eijsbroek1 Author Orcid Image ;   Vasudha Varadarajan3 Author Orcid Image ;   Katarina Kjell1 Author Orcid Image ;   H Andrew Schwartz4 Author Orcid Image ;   Oscar Kjell1, 4 Author Orcid Image
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Clara Wiebel   1, 2 * , MSc ;   Veerle C Eijsbroek   1 * , MSc ;   Vasudha Varadarajan   3 , PhD ;   Katarina Kjell   1 , MSc ;   H Andrew Schwartz   4 , PhD ;   Oscar Kjell   1, 4 , PhD

1 Department of Psychology, Lund University, Lund, Skåne, Sweden

2 School of Management, Technical University of Munich, Heilbronn, Baden-Württemberg, Germany

3 Language Technologies Institute, Carnegie Mellon University, Pittsburgh, PA, United States

4 College of Connected Computing, Vanderbilt University, Nashville, TN, United States

*these authors contributed equally

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