article Open AccessTop 1% cited
Mobile Phone Sensor Correlates of Depressive Symptom Severity in Daily-Life Behavior: An Exploratory Study
Journal of Medical Internet Research · 2015 · Vol. 17(7) · pp. e175–e175
Sohrab Saeb(Northwestern University)Mi Zhang(Michigan State University)Chris Karr(Northwestern University)Stephen M. Schueller(Northwestern University)Marya E. Corden(Northwestern University)Konrad P. Körding(Northwestern University)David C. Mohr✉(Northwestern University)
Abstract
Features extracted from mobile phone sensor data, including GPS and phone usage, provided behavioral markers that were strongly related to depressive symptom severity. While these findings must be replicated in a larger study among participants with confirmed clinical symptoms, they suggest that phone sensors offer numerous clinical opportunities, including continuous monitoring of at-risk populations with little patient burden and interventions that can provide just-in-time outreach.
Digital Mental Health InterventionsMental Health Research TopicsCOVID-19 and Mental HealthGlobal Positioning SystemmHealthPatient Health QuestionnaireMobile phoneTelemedicinePsychologyDepression (economics)Major depressive disorderComputer scienceMedicine
MeSH terms
AdultDepressionExploratory BehaviorFemaleHumansMaleMiddle AgedQuality of LifeSurveys and QuestionnairesCluster AnalysisTelemedicineGeographic Information SystemsCell PhoneSelf Report
Funding
- National Institute of Mental Health
Citations
808
FWCI
60.01
field-weighted impact
References
34
Percentile
100%
vs. same field & year
Citations per year
Cited by
Three Problems With Current Digital Mental Health Research . . . and Three Things We Can Do About Them
Psychiatric Services · 2017 · 381 citations
References
The dark side of smartphone usage: Psychological traits, compulsive behavior and technostress
Computers in Human Behavior · 2013 · 1,005 citations
Mobile phone use and stress, sleep disturbances, and symptoms of depression among young adults - a prospective cohort study
BMC Public Health · 2011 · 1,260 citations
Lifetime Prevalence and Age-of-Onset Distributions of DSM-IV Disorders in the National Comorbidity Survey Replication
Archives of General Psychiatry · 2005 · 20,272 citations
Regularization and Variable Selection Via the Elastic Net
Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2005 · 20,431 citations
The PHQ-9
Journal of General Internal Medicine · 2001 · 42,829 citations
The Epidemiology of Major Depressive Disorder
JAMA · 2003 · 7,949 citations
Harnessing Context Sensing to Develop a Mobile Intervention for Depression
Journal of Medical Internet Research · 2011 · 673 citations
Lifetime and 12-Month Prevalence of DSM-III-R Psychiatric Disorders in the United States
Archives of General Psychiatry · 1994 · 12,511 citations
Citation Network
How this paper connects to the literature. Drag to explore, click any node to open that paper.
