Personalized, Transdiagnostic Approach to Preventative Mental Health
A Personalized, Transdiagnostic Approach to Preventative Mental Health Using Machine Learning
1 other identifier
interventional
50
1 country
1
Brief Summary
This study is investigating the self-report adherence and assessment completion rates when presented with a transdiagnostic, partial assessment multiple times a day when compared with a monotopic, complete assessment once a day. Specifically, the investigators are testing the hypothesis that the personalization of diagnostic assessment topics and timing will lead to improved self-report regiment adherence rates, assessment completion rates, and total assessments completed during the study period. The study does not test the efficacy of the personalized assessments as a diagnostic instrument, there is no clinical decision support provided to clinicians during this study, and there is no treatment provided during this study.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P25-P50 for not_applicable
Started May 2019
Shorter than P25 for not_applicable
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
Study Start
First participant enrolled
May 1, 2019
CompletedFirst Submitted
Initial submission to the registry
May 8, 2019
CompletedFirst Posted
Study publicly available on registry
May 10, 2019
CompletedPrimary Completion
Last participant's last visit for primary outcome
August 1, 2019
CompletedStudy Completion
Last participant's last visit for all outcomes
August 1, 2019
CompletedMay 14, 2019
May 1, 2019
3 months
May 8, 2019
May 10, 2019
Conditions
Keywords
Outcome Measures
Primary Outcomes (3)
Self-Report Adherence Rate
Frequency of individuals adhering to the regiment of daily self-assessments, segmented by arm
6 weeks
Completed Assessments Scored
Total number of self-assessments completed throughout the study time frame, not including partial assessments, segmented by arm
6 weeks
Assessment Questions Scored
Total number of individual questions completed throughout the study time frame, segmented by arm
6 weeks
Secondary Outcomes (3)
Time per Assessment Question
6 weeks
Response Time
6 weeks
Assessment Completion Rate
6 weeks
Study Arms (2)
Personalized, Transdiagnostic Assessments
EXPERIMENTALOne or more times per day, participants in the Experimental Arm will be presented with a variable-length assessment based on the personalization algorithm. The assessment will include a dynamic number of questions based on personalized relevancy, engagement level, and assessment completion metrics. Questions are scored immediately upon submission, regardless of how many questions are answered. As questions are scored, the personalization algorithm takes the previous responses and response times into consideration when determining what and when to ask additional questions.
Monotopic Assessments
ACTIVE COMPARATOROnce daily, participants in the Control Arm will be presented with the standard of care mental health surveillance assessments identified as relevant upon intake. The assessments will be scored in totality or not at all and have a fixed, predefined number of questions. No personalization of assessment will take place.
Interventions
Introspect Health is a software platform which has implemented both the monotopic and personalized, transdiagnostic assessment tools. The software is delivered via the internet using a mobile device or computer.
Eligibility Criteria
You may qualify if:
- Age 18 or older
- English fluency
- US citizen
- California resident
- Eligible to receive mental healthcare in the state of California
- Primary user of a smartphone device
- Daily access to Internet and email
- Meets a minimum level of 2.51 or higher on a self-rated technology use scale based on the average score of three Likert-style questions
- Willing to answer questions about themselves pertaining to physical and mental wellness throughout the Research Period
You may not qualify if:
- Undergoing care for condition requiring emergent treatment or hospitalization, including but not limited to: current or recent (within 3 months) acute manic or major depressive episode, clear and current suicidal risk, current or recent (within 3 months) history of substance abuse or drug dependence
- Undergoing active treatment for a condition wherein the additional burden of performing daily assessments may interfere with their pre-existing treatment regiment, cause undue anxiety, or risk inflammation of pre-existing issues
- Undergoing active treatment using a treatment modality that may adversely interact with research study participation such as psychopharmaceuticals affecting memory and cognition, therapeutic digital detox, or similar treatments
- Has ever participated in a Research Study testing the efficacy of transdiagnostic assessments, transdiagnostic interventions, or Internet-based CBT
- Additionally, patients on psychotropic medications are only eligible to be included while they maintain a stable dosage of their medication; if their medication dosage needs to change for any reason during the course of the Research Study, they would be required to withdraw from the study.
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
California Institute of Integral Studies
San Francisco, California, 94103, United States
MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Study Officials
- STUDY DIRECTOR
Anne M Huffman, PhD
California Institute of Integral Studies
- PRINCIPAL INVESTIGATOR
Michael K Owens
Introspect Health
Central Study Contacts
Study Design
- Study Type
- interventional
- Phase
- not applicable
- Allocation
- RANDOMIZED
- Masking
- QUADRUPLE
- Who Masked
- PARTICIPANT, CARE PROVIDER, INVESTIGATOR, OUTCOMES ASSESSOR
- Masking Details
- All relevant participant research data is stored separate from protected health information and potentially identifiable information, including into which study arm the participant has been randomized.
- Purpose
- HEALTH SERVICES RESEARCH
- Intervention Model
- PARALLEL
- Sponsor Type
- INDUSTRY
- Responsible Party
- SPONSOR
Study Record Dates
First Submitted
May 8, 2019
First Posted
May 10, 2019
Study Start
May 1, 2019
Primary Completion
August 1, 2019
Study Completion
August 1, 2019
Last Updated
May 14, 2019
Record last verified: 2019-05
Data Sharing
- IPD Sharing
- Will not share
No IPD will be released. Statistical analysis of masked participant data will be published alongside one or more reports.