R44DA042640: Automated Assessment Using Facial Coding
Study Details
Study Description
Brief Summary
Transition-age youth (TAY) from ages 18-26 are vulnerable to substance substance use disorder (SUD). This developmental period, termed "emerging adulthood" includes leaving home, entering college or working for the first time; and for some, aging out of foster care or state custody, which end at age 18. The emerging-adulthood period is prime for experimentation with substances and the development of SUD, and associated problems. A major challenge for TAY is the capacity to regulate their emotions, given the hormone changes and emotional intensity of this stage of life. Indeed, substance use can be a short-term way to regulate emotion. The importance of ER is identified as a core skill that is critical to the successful transition to adulthood. The initial component of ER, accurate identification of emotion, is itself a major challenge. In the phase 1 project a mobile app was developed that uses automated emotion detection to help TAY better recognize their emotions in relation to SUD. We found positive results in our phase 1 study. Phase 2 will see the continuation of the development of the app features. Phase 2 also includes a randomized controlled trial to evaluate the app among TAY with SUD in their natural environment, such as home, and we will conduct pre- and post-evaluation to compare outcomes between the app condition and a control-app condition. The primary outcomes are substance use and emotion regulation. User satisfaction, feedback at the end of phase 2 and app metrics will also be explored. The app can potentially have major public health and clinical impact. It could help improve TAY's ability to become more aware of emotions and understand them in relation to SUD via emotion-focused technoloy. If the product is successful it could be expanded to other populations.
| Condition or Disease | Intervention/Treatment | Phase |
|---|---|---|
|
N/A |
Detailed Description
Transition-age youth (TAY) from ages 18-26 are especially vulnerable to substance use, misuse, and substance use disorder (SUD). This developmental period, termed the "age of instability" and "emerging adulthood" includes tasks such as leaving home, entering college; identifying vocational goals; working for the first time; body and sexuality changes; coalescing with a peer group; and for some, aging out of foster care or state custody, which end at age 18. The emerging-adulthood period is prime for experimentation with substances and the development of SUD, and associated problems such as binge drinking, driving under the influence, accidents, fighting and violence, HIV, gang involvement, suicide and self-harm, and vulnerability to date-rape and other sexual assault. A major challenge for TAY is the capacity to regulate their emotions, given the hormone changes and emotional intensity of this stage of life. Indeed, substance use is often described as a short-term way to regulate emotion and there is a long-standing literature documenting the association between emotion regulation (ER) problems and SUD. The importance of ER is also grounded in the developmental literature in which ER is identified as a core skill that is critical to the successful transition to adulthood. The initial component of ER, accurate identification of emotion, is itself a major challenge, especially for people with SUD as they are often not aware of their feelings or confused about them due to the nature of the disorder as well as mental health disorders that often co-occur with SUD. The phase 1 project developed and evaluated a mobile app that uses exciting new technology (automated emotion detection) to help TAY better recognize their emotions in relation to SUD variables. Highly positive results were found in the phase 1 feasibility / pilot study and are now proposing a phase 2 project to continue this work. In phase 2 the app will continue to be developed based on user experience based on end-user feedback and an expert consultant team. Phase 2 also includes a randomized controlled trial to evaluate the app among TAY with SUD. They will have six weeks to use the app in their natural environment, such as home, and will complete pre- and post-evaluation using validated instrumts to compare outcomes between two conditions: the app condition and a control-app condition. The primary outcomes are substance use and emotion regulation. End-user satisfaction with the app will also be obtained as well as app metrics. The app product could have major public health and clinical impact. It could help improve TAY's ability to become more aware of their emotions and understand them in relation to SUD via an exciting emotion-focused technology innovation. If the product is successful it could also be expanded to other populations. The collaborative team includes experts in SUD, TAY, clinical innovations, technology, and app development.
Study Design
Arms and Interventions
| Arm | Intervention/Treatment |
|---|---|
| Experimental: Experimental app This is the Advanced Emotion App that we initially developed in phase 1 and are now enhancing in phase 2. |
Behavioral: Advanced Emotion App
The app is designed to help TAY better recognize their emotions using enhanced features
|
| Active Comparator: Comparison app This is the Basic Emotion App, which is an alternative intervention app that controls for time and attention. |
Behavioral: Basic Emotion App
The app is designed to help TAY better recognize their emotions using basic features
|
Outcome Measures
Primary Outcome Measures
- Change in emotion regulation [baseline and 6 weeks]
Composite of the Toronto Alexithymia Scale and the Difficulties in Emotion Regulation Scale
- Change in substance use [baseline and 6 weeks]
Brief Addiction Monitor
Secondary Outcome Measures
- Change in psychiatric symptoms [baseline and 6 weeks]
Brief Symptom Inventory
- Change in coping [baseline and 6 weeks]
Coping Self-Efficacy Scale
- Change in stress [baseline and 6 weeks]
Perceived Stress Scale
- Change in distress tolerance [baseline and 6 weeks]
Distress Tolerance Scale
- Change in functioning [baseline and 6 weeks]
BASIS-32
Eligibility Criteria
Criteria
Inclusion Criteria: ages 18-26; outpatient; meets criteria for current SUD based on either verification from a professional or via assessment by our team using DSM-5 criteria; has an iPhone; and is not in an environment that restricts substance use (so that our SUD outcomes will be naturalistic).
Exclusion Criteria:
current uncontrolled psychotic or bipolar disorder as the priority for such clients would be to stabilize them on medication; currently suicidal or violent with intent and/or plan; and/or SUD so severe that detoxification is needed, with any of these criteria reported by the TAY and/or a clinical treater. We will not restrict any treatments, self-help or other care of the TAY.
Contacts and Locations
Locations
| Site | City | State | Country | Postal Code | |
|---|---|---|---|---|---|
| 1 | Lisa Najavits | Newton | Massachusetts | United States | 02459 |
Sponsors and Collaborators
- Treatment Innovations
Investigators
- Principal Investigator: Lisa Najavits, Treatment Innovations
Study Documents (Full-Text)
None provided.More Information
Publications
None provided.- 2R44DA042640-02