Modeling and Predicting Real World Behavior Using Mobile Sensor Data on Patients With Major Depressive Disorder
1 other identifier
interventional
1,004
0 countries
N/A
Brief Summary
The purpose of this study is to validate the effectiveness of using an integrated mobile sensing platform to deliver large-scale data-driven interventions to patients with depression.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P75+ for not_applicable
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
Click on a node to explore related trials.
Study Timeline
Key milestones and dates
Study Start
First participant enrolled
December 1, 2014
CompletedPrimary Completion
Last participant's last visit for primary outcome
July 1, 2015
CompletedFirst Submitted
Initial submission to the registry
July 14, 2015
CompletedFirst Posted
Study publicly available on registry
July 15, 2015
CompletedJuly 15, 2015
July 1, 2015
7 months
July 14, 2015
July 14, 2015
Conditions
Outcome Measures
Primary Outcomes (1)
Change in depression symptom severity
Change in the 9-item Patient Health Questionnaire (PHQ-9) score from baseline
6 months
Secondary Outcomes (1)
Change in patient activation
6 months
Study Arms (3)
Intervention A- Heuristic based
EXPERIMENTALBehavioral-data driven support, both mobile phone application and phone-based, informed by their self-reported symptom assessment as well as simple heuristic-based behavioral measures
Intervention B- Machine Learning Based
EXPERIMENTALBehavioral-data driven support, both mobile phone application and phone-based, informed by their self-reported symptom assessment as well as machine learning model-based behavioral measures
Control
NO INTERVENTIONNo intervention
Interventions
Phone-based support (e.g. triaging of the situation, emotional support, and guidance on next steps for the patient) and in-app support (health education content based on cognitive behavioral therapies, mindfulness, and behavioral activation)
Eligibility Criteria
You may qualify if:
- Currently suffering from depression (as measured by a PHQ-9 score of 10 or more at the time of screening)
- Own an iPhone or Android smartphone with a mobile voice calling plan with a US carrier
- Fluency in English
You may not qualify if:
- Participants with visual or hearing impairment
- Recent history of pregnancy (currently pregnant or those who have given birth within the past four months at the time of screening)
- Recent loss of a loved one (within the past two months at the time of screening)
- Unable or unwilling to accept End User License Agreement, or to provide information regarding their demographic characteristics and mental health history
Contact the study team to confirm eligibility.
Sponsors & Collaborators
- Ginger.iolead
MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Study Design
- Study Type
- interventional
- Phase
- not applicable
- Allocation
- RANDOMIZED
- Masking
- DOUBLE
- Who Masked
- PARTICIPANT, OUTCOMES ASSESSOR
- Purpose
- SUPPORTIVE CARE
- Intervention Model
- PARALLEL
- Sponsor Type
- INDUSTRY
- Responsible Party
- PRINCIPAL INVESTIGATOR
- PI Title
- Data Scientist
Study Record Dates
First Submitted
July 14, 2015
First Posted
July 15, 2015
Study Start
December 1, 2014
Primary Completion
July 1, 2015
Last Updated
July 15, 2015
Record last verified: 2015-07