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

Wearable Devices and Sensors (1139) Sleep Medicine (41) Sleep Monitoring, Sleep Quality, Sleep Disorders (271) Depression and Mood Disorders; Suicide Prevention (1695) Ecological Momentary Assessment (EMA) (407)

Published on in Vol 13 (2025)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/82465, first published .
Multimodal Sleep Measurement and Alignment Analysis in Outpatients With Major Depressive Episode: Observational Study

Multimodal Sleep Measurement and Alignment Analysis in Outpatients With Major Depressive Episode: Observational Study

Multimodal Sleep Measurement and Alignment Analysis in Outpatients With Major Depressive Episode: Observational Study

Authors of this article:

Afrooz Mahir1 Author Orcid Image ;   Nguyen Luong1 Author Orcid Image ;   Ilya Baryshnikov2, 3 Author Orcid Image ;   Annasofia Martikkala2, 3 Author Orcid Image ;   Erkki Isometsä2, 3 Author Orcid Image ;   Talayeh Aledavood1 Author Orcid Image
Article Authors Cited by Tweetations Metrics

Afrooz Mahir   1 , BSc ;   Nguyen Luong   1 , MSc ;   Ilya Baryshnikov   2, 3 , MD, PhD ;   Annasofia Martikkala   2, 3 , MD ;   Erkki Isometsä   2, 3 , MD, PhD ;   Talayeh Aledavood   1 , PhD

1 Department of Computer Science, Aalto University, Espoo, Finland

2 Department of Psychiatry, University of Helsinki, Helsinki, Finland

3 Helsinki and Uusimaa Hospital District, Helsinki, Finland

Corresponding Author: