ArticleMolecular psychiatry2017
Digital footprints: facilitating large-scale environmental psychiatric research in naturalistic settings through data from everyday technologies.
Article in Molecular psychiatry, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 27 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
27 citing papers in PubMed.
- Integrating digital solutions improves mental health management in cancer care.Communications medicine · 2026Review
- Healthism and Digital Self-Tracking: Reinventing the Individualistic Ethos in Chile.Sociology of health & illness · 2025Article
- Digital interventions in mental health: An overview and future perspectives.Internet interventions · 2025Review
- Longitudinal single-subject neuroimaging study reveals effects of daily environmental, physiological, and lifestyle factors on functional brain connectivity.PLoS biology · 2024Article
- Examining Human-Smartphone Interaction as a Proxy for Circadian Rhythm in Patients With Insomnia: Cross-Sectional Study.Journal of medical Internet research · 2023Article
- Digital footprints as a new translational approach for mental health care: a commentary.Discover mental health · 2023Article
- Issues and opportunities of digital phenotyping: ecological momentary assessment and behavioral sensing in protecting the young from suicide.Frontiers in psychology · 2023Article
- Development of Digital Biomarkers of Mental Illness via Mobile Apps for Personalized Treatment and Diagnosis.Journal of personalized medicine · 2022Review
- The Use of Social Media for Health Research Purposes: Scoping Review.Journal of medical Internet research · 2021Article
- Understanding Barriers to Novel Data Linkages: Topic Modeling of the Results of the LifeInfo Survey.Journal of medical Internet research · 2021Article
- Repeated Digitized Assessment of Risk and Symptom Profiles During Inpatient Treatment of Affective Disorder: Observational Study.JMIR mental health · 2020Article
- Social Media and Mental Health: Benefits, Risks, and Opportunities for Research and Practice.Journal of technology in behavioral science · 2020Article
- Clinician Perspectives and Design Implications in Using Patient-Generated Health Data to Improve Mental Health Practices: Mixed Methods Study.JMIR formative research · 2020Article
- Testing Suicide Risk Prediction Algorithms Using Phone Measurements With Patients in Acute Mental Health Settings: Feasibility Study.JMIR mHealth and uHealth · 2020Article
- Detecting Lung Cancer Trends by Leveraging Real-World and Internet-Based Data: Infodemiology Study.Journal of medical Internet research · 2020Article
- [Ambulatory monitoring and digital phenotyping in the diagnostics and treatment of bipolar disorders].Der Nervenarzt · 2019Review
- Using ambulatory assessment to measure dynamic risk processes in affective disorders.Journal of affective disorders · 2019Review
- Digital Innovations for Global Mental Health: Opportunities for Data Science, Task Sharing, and Early Intervention.Current treatment options in psychiatry · 2019Article
- Precision Medicine and Suicide: an Opportunity for Digital Health.Current psychiatry reports · 2019Review
- Association between social asymmetry and depression in older adults: A phone Call Detail Records analysis.Scientific reports · 2019Article
Corrections and comments
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Authors and funding
6 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Digital footprints, the automatically accumulated by-products of our technology-saturated lives, offer an exciting opportunity for psychiatric research. The commercial sector has already embraced the electronic trails of customers as an enabling tool for guiding consumer behaviour, and analogous efforts are ongoing to monitor and improve the mental health of psychiatric patients. The untargeted collection of digital footprints that may or may not be health orientated comprises a large untapped information resource for epidemiological scale research into psychiatric disorders. Real-time monitoring of mood, sleep and physical and social activity in a substantial portion of the affected population in a naturalistic setting is unprecedented in psychiatry. We propose that digital footprints can provide these measurements from real world setting unobtrusively and in a longitudinal fashion. In this perspective article, we outline the concept of digital footprints and the services and devices that create them, and present examples where digital footprints have been successfully used in research. We then critically discuss the opportunities and fundamental challenges associated digital footprints in psychiatric research, such as collecting data from different sources, analysis, ethical and research design challenges.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.