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September 17, 2025

A Scoping Review of Smartphone-Based Digital Phenotyping (Preprint)

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Authors

ADArlen DumasJHJoanne HokayemGGGeorgia R. Goodman

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Overview

Scoping review synthesizes mobile sensing research, highlighting mental health impacts and methodological gaps.

Key Points

  • Smartphone-based digital phenotyping captures behavioral data, significantly targeting mental health conditions.
  • Of 111 articles reviewed, 65 met criteria, with 43 focusing on symptom monitoring and 41 using validated scales.
  • Research primarily utilized smartphone sensors like GPS, accelerometer, and screen state for health assessments.
  • Gaps in reporting standards and data quality were noted, indicating a need for improved rigor and shared datasets.

Cite This Study

Dumas et al. (2025) studied this question.

synapsesocial.com/papers/68d42f69713b0b5dfea70f9ehttps://doi.org/10.2196/preprints.84146
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Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1Digital Phenotyping in Mental Health - What can it mean for the future of Psychiatry?2025
  2. 2Using smartphone-tracked behavioural markers to recognize depression and anxiety symptoms: Digital phenotyping in the Netherlands Study of Depression and Anxiety (Preprint)2025
  3. 3Digital Phenotyping of Individuals with Suicide Attempts: Comparison and Classification with Healthy Controls Using passive-sensing Smartphone Data (Preprint)2025
  4. 4Recommendations for digital phenotyping using consumer grade wearable devices among people with severe mental illness: lessons from a systematic review of the literature2025
  5. 5Context-Aware Digital Phenotyping of Youth Mental Health Using Mobile Ecological Prospective Assessments of Smartphone Use2025