Accessibility settings

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

Wearable Devices and Sensors (1241) Depression and Mood Disorders; Suicide Prevention (1796) Sleep Monitoring, Sleep Quality, Sleep Disorders (289) Ecological Momentary Assessment (EMA) (444) Sleep Medicine (47)

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 (1) Tweetations Metrics

Journals

  1. Ikäheimonen A, Luong N, Baryshnikov I, John T, Martikkala A, Isometsä E, Aledavood T. Variability in self-reported depression symptomology and associated behavioral markers in digital phenotyping. Scientific Reports 2026 View