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Automated Assessment Using Facial Coding (R44DA042640)

2022年4月25日 更新者: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.

調査の概要

詳細な説明

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.

研究の種類

介入

入学 (実際)

153

段階

  • 適用できない

連絡先と場所

このセクションには、調査を実施する担当者の連絡先の詳細と、この調査が実施されている場所に関する情報が記載されています。

研究場所

    • Massachusetts
      • Newton、Massachusetts、アメリカ、02459
        • Lisa Najavits

参加基準

研究者は、適格基準と呼ばれる特定の説明に適合する人を探します。これらの基準のいくつかの例は、人の一般的な健康状態または以前の治療です。

適格基準

就学可能な年齢

18年~26年 (大人)

健康ボランティアの受け入れ

いいえ

受講資格のある性別

全て

説明

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.

研究計画

このセクションでは、研究がどのように設計され、研究が何を測定しているかなど、研究計画の詳細を提供します。

研究はどのように設計されていますか?

デザインの詳細

  • 主な目的:処理
  • 割り当て:ランダム化
  • 介入モデル:並列代入
  • マスキング:ダブル

武器と介入

参加者グループ / アーム
介入・治療
実験的: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
アクティブコンパレータ: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

この研究は何を測定していますか?

主要な結果の測定

結果測定
メジャーの説明
時間枠
Change in emotion regulation
時間枠: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
時間枠:baseline and 6 weeks
Brief Addiction Monitor
baseline and 6 weeks

二次結果の測定

結果測定
メジャーの説明
時間枠
Change in psychiatric symptoms
時間枠:baseline and 6 weeks
Brief Symptom Inventory
baseline and 6 weeks
Change in coping
時間枠:baseline and 6 weeks
Coping Self-Efficacy Scale
baseline and 6 weeks
Change in stress
時間枠:baseline and 6 weeks
Perceived Stress Scale
baseline and 6 weeks
Change in distress tolerance
時間枠:baseline and 6 weeks
Distress Tolerance Scale
baseline and 6 weeks
Change in functioning
時間枠:baseline and 6 weeks
BASIS-32
baseline and 6 weeks

協力者と研究者

ここでは、この調査に関係する人々や組織を見つけることができます。

スポンサー

捜査官

  • 主任研究者:Lisa Najavits、Treatment Innovations

研究記録日

これらの日付は、ClinicalTrials.gov への研究記録と要約結果の提出の進捗状況を追跡します。研究記録と報告された結果は、国立医学図書館 (NLM) によって審査され、公開 Web サイトに掲載される前に、特定の品質管理基準を満たしていることが確認されます。

主要日程の研究

研究開始 (実際)

2020年10月1日

一次修了 (実際)

2022年3月1日

研究の完了 (実際)

2022年3月1日

試験登録日

最初に提出

2018年5月25日

QC基準を満たした最初の提出物

2018年6月7日

最初の投稿 (実際)

2018年6月11日

学習記録の更新

投稿された最後の更新 (実際)

2022年4月27日

QC基準を満たした最後の更新が送信されました

2022年4月25日

最終確認日

2022年4月1日

詳しくは

本研究に関する用語

その他の研究ID番号

  • 2R44DA042640-02 (米国 NIH グラント/契約)

医薬品およびデバイス情報、研究文書

米国FDA規制医薬品の研究

いいえ

米国FDA規制機器製品の研究

いいえ

この情報は、Web サイト clinicaltrials.gov から変更なしで直接取得したものです。研究の詳細を変更、削除、または更新するリクエストがある場合は、register@clinicaltrials.gov。 までご連絡ください。 clinicaltrials.gov に変更が加えられるとすぐに、ウェブサイトでも自動的に更新されます。

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