Setting digital psychiatry in motion: towards dynamic digital markers for digital phenotyping

Digital phenotyping uses data from smartphones and wearables to extract behavioural and biosocial markers of psychopathology in situ. Traditional entropy-based measures capture static system properties that neglect temporal dependencies critical to psychiatric phenomena. We propose a "dynamic" approach to the modelling of digital data capturing the time-varying aspects of processes of mental disorders. We defend that the resulting dynamic digital markers better capture variability in regulatory mechanisms of psychopathology.

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Publication Details

Journal
NPP—Digital Psychiatry and Neuroscience
Published
2026-03-12
DOI
https://doi.org/10.1038/s44277-026-00059-y
Primary Topic
Digital Mental Health Interventions
Type
article
Field-Weighted Citation Impact
0.00

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article

Setting digital psychiatry in motion: towards dynamic digital markers for digital phenotyping

Lena Palaniyappan, Axel Constant, C. Emre Koksal
NPP—Digital Psychiatry and Neuroscience
Digital Mental Health Interventions
article

Setting digital psychiatry in motion: towards dynamic digital markers for digital phenotyping

Lena Palaniyappan, Axel Constant, C. Emre Koksal
article en

Abstract

Digital phenotyping uses data from smartphones and wearables to extract behavioural and biosocial markers of psychopathology in situ. Traditional entropy-based measures capture static system properties that neglect temporal dependencies critical to psychiatric phenomena. We propose a "dynamic" approach to the modelling of digital data capturing the time-varying aspects of processes of mental disorders. We defend that the resulting dynamic digital markers better capture variability in regulatory mechanisms of psychopathology.

NPP—Digital Psychiatry and NeuroscienceVol. 4(1)
University of Sussex (GB), Douglas Mental Health University Institute (CA), McGill University (CA), The Ohio State University (US)
Fonds de Recherche du Québec - Santé
Openalex Percentile: Top 28%
Digital Mental Health Interventions
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