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Automated Assessment Using Facial Coding (R44DA042640)

2022년 4월 25일 업데이트: Treatment Innovations
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.

연구 개요

상세 설명

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.

연구 유형

중재적

등록 (실제)

153

단계

  • 해당 없음

연락처 및 위치

이 섹션에서는 연구를 수행하는 사람들의 연락처 정보와 이 연구가 수행되는 장소에 대한 정보를 제공합니다.

연구 장소

    • Massachusetts
      • Newton, Massachusetts, 미국, 02459
        • Lisa Najavits

참여기준

연구원은 적격성 기준이라는 특정 설명에 맞는 사람을 찾습니다. 이러한 기준의 몇 가지 예는 개인의 일반적인 건강 상태 또는 이전 치료입니다.

자격 기준

공부할 수 있는 나이

18년 (성인)

건강한 자원 봉사자를 받아들입니다

아니

연구 대상 성별

모두

설명

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.

공부 계획

이 섹션에서는 연구 설계 방법과 연구가 측정하는 내용을 포함하여 연구 계획에 대한 세부 정보를 제공합니다.

연구는 어떻게 설계됩니까?

디자인 세부사항

  • 주 목적: 치료
  • 할당: 무작위
  • 중재 모델: 병렬 할당
  • 마스킹: 더블

무기와 개입

참가자 그룹 / 팔
개입 / 치료
실험적: Experimental app
This is the Advanced Emotion App that we initially developed in phase 1 and are now enhancing in phase 2.
The app is designed to help TAY better recognize their emotions using enhanced features
활성 비교기: Comparison app
This is the Basic Emotion App, which is an alternative intervention app that controls for time and attention.
The app is designed to help TAY better recognize their emotions using basic features

연구는 무엇을 측정합니까?

주요 결과 측정

결과 측정
측정값 설명
기간
Change in emotion regulation
기간: baseline and 6 weeks
Composite of the Toronto Alexithymia Scale and the Difficulties in Emotion Regulation Scale
baseline and 6 weeks
Change in substance use
기간: baseline and 6 weeks
Brief Addiction Monitor
baseline and 6 weeks

2차 결과 측정

결과 측정
측정값 설명
기간
Change in psychiatric symptoms
기간: baseline and 6 weeks
Brief Symptom Inventory
baseline and 6 weeks
Change in coping
기간: baseline and 6 weeks
Coping Self-Efficacy Scale
baseline and 6 weeks
Change in stress
기간: baseline and 6 weeks
Perceived Stress Scale
baseline and 6 weeks
Change in distress tolerance
기간: baseline and 6 weeks
Distress Tolerance Scale
baseline and 6 weeks
Change in functioning
기간: baseline and 6 weeks
BASIS-32
baseline and 6 weeks

공동 작업자 및 조사자

여기에서 이 연구와 관련된 사람과 조직을 찾을 수 있습니다.

수사관

  • 수석 연구원: Lisa Najavits, Treatment Innovations

연구 기록 날짜

이 날짜는 ClinicalTrials.gov에 대한 연구 기록 및 요약 결과 제출의 진행 상황을 추적합니다. 연구 기록 및 보고된 결과는 공개 웹사이트에 게시되기 전에 특정 품질 관리 기준을 충족하는지 확인하기 위해 국립 의학 도서관(NLM)에서 검토합니다.

연구 주요 날짜

연구 시작 (실제)

2020년 10월 1일

기본 완료 (실제)

2022년 3월 1일

연구 완료 (실제)

2022년 3월 1일

연구 등록 날짜

최초 제출

2018년 5월 25일

QC 기준을 충족하는 최초 제출

2018년 6월 7일

처음 게시됨 (실제)

2018년 6월 11일

연구 기록 업데이트

마지막 업데이트 게시됨 (실제)

2022년 4월 27일

QC 기준을 충족하는 마지막 업데이트 제출

2022년 4월 25일

마지막으로 확인됨

2022년 4월 1일

추가 정보

이 연구와 관련된 용어

기타 연구 ID 번호

  • 2R44DA042640-02 (미국 NIH 보조금/계약)

약물 및 장치 정보, 연구 문서

미국 FDA 규제 의약품 연구

아니

미국 FDA 규제 기기 제품 연구

아니

이 정보는 변경 없이 clinicaltrials.gov 웹사이트에서 직접 가져온 것입니다. 귀하의 연구 세부 정보를 변경, 제거 또는 업데이트하도록 요청하는 경우 register@clinicaltrials.gov. 문의하십시오. 변경 사항이 clinicaltrials.gov에 구현되는 즉시 저희 웹사이트에도 자동으로 업데이트됩니다. .

구독하다