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

Development and Evaluation of Research Methods, Instruments and Tools (1323) mHealth for Data Collection and Research (1724) Depression and Mood Disorders; Suicide Prevention (2457) Wearable Devices and Sensors (1582) Evaluation and Research Methodology for mHealth (395) Formative Evaluation of Digital Health Interventions (5122) Digital Biomarkers and Digital Phenotyping (436) Ecological Momentary Assessment (EMA) (506)

Published on in Vol 10 (2026)

This is a member publication of HHU Dusseldorf

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/99204, first published .
Woman using smartphone, digital brain with heart, mental wellness

Individual-Level Modeling of Depressive Symptom Severity Using Smartphone and Wearable Data: Time-Aware 1-Year Study With Feature-Group Contributions

Individual-Level Modeling of Depressive Symptom Severity Using Smartphone and Wearable Data: Time-Aware 1-Year Study With Feature-Group Contributions

Authors of this article:

Simon Schreynemackers1, 2 Author Orcid Image ;   Johannes Leimhofer1, 2, 3 Author Orcid Image ;   Milica Petrovic1, 2 Author Orcid Image ;   Hanna Reich1, 2 Author Orcid Image ;   Sascha Ludwig4 Author Orcid Image ;   Andreas Dominik5 Author Orcid Image ;   Dominik Heider6 Author Orcid Image ;   Ulrich Hegerl1, 2, 7 Author Orcid Image ;   the MONDY Consortium8
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