Digital Mental Health Service for Non-Treatment Seeking Young Adults
试验速览
- 阶段
- 不适用
- 状态
- 已完成
- 入组人数
- 120
- 试验地点
- 1
- 主要终点
- Kessler Psychological Distress Scale
研究概览
简要总结
This is a feasibility trial of a personalized 8-week text messaging intervention aimed at young adults (ages 18-25) with depression and anxiety who are not interested in -- or experience barriers to -- receiving traditional face-to-face psychological treatments.
The trial will consist of a pilot test of (1) an 8-week adaptive (personalized) messaging intervention relative to (2) a non-personalized digital mental health intervention, or (3) an active control which will send weekly psychoeducation information by way of Uniform Resource Locators (URLs). The adaptive intervention will uses machine learning to tailor Short Message Service (SMS) messages to an individual's needs and preferences, and URL links to provide access to psychoeducational content to contextualize messages, when the length of that content exceeds the limitations of messages.
The primary goals of the project are to conduct a feasibility trial using a sequential multiple assignment randomized treatment (SMART) design, which will evaluate (a) the effectiveness of an adaptive, personalized messaging intervention in reducing engagement relative to a non-personalized version; and (b) whether human coaching results in greater symptom reduction and engagement, relative an unguided implementation.
详细描述
The primary purpose of this trial is to test the feasibility of conducting a randomized controlled trial of digital mental health intervention (DMHI) for non-treatment seeking young adults with symptoms of depression or anxiety, comparing an 8-week adaptive (personalized) messaging intervention, an 8-week non-personalized digital mental health intervention, or an active control which will deliver psychoeducational content via clickable URLs. The adaptive intervention will be powered by reinforcement learning to deliver tailored SMS messages based on user profiles and the ways in which a user interacts with the intervention system, along with links to longer psychoeducational content. The non-personalized intervention arm will not personalize the messages, but will still be an active treatment. This study will examine the adaptive intervention's ability to engage users and effectiveness in decreasing psychological distress relative to a non-personalized intervention. Participants who become disengaged (5 continuous days of not clicking on content URL links, responding to messages, or message ratings) from the adaptive or static intervention arms at any point in the first two weeks of treatment will be randomized to receive low-intensity human coaching or continue without coaching for the remainder of the intervention period.
Recruitment will take place via Mental Health America's (MHA) website. MHA is a large mental health advocacy organization that hosts online screeners and has large number of visitors the majority of whom meet clinical cutoffs for depressive or anxiety disorder symptoms. This study will enroll individuals who have completed a depression or anxiety disorder screener on MHA's website, and meet clinical cut-offs on the Patient Health Questionnaire - 9 (PHQ-9) or Generalized Anxiety Disorder - 7 (GAD-7).
Initial randomization will be generated in permuted blocks of 5 using a computer program. To prevent allocation bias, randomization will be conducted by the biostatistician, who will not inform the study team of the treatment arms until the baseline assessment has been completed and the patient has been enrolled. Second randomization of disengaged participants will occur as disengagement is detected during the first two weeks. Half (50%) of disengaged individuals will be randomized to receive additional human coaching throughout the remainder of the study while remaining in either the adaptive or non-personalized treatment arms. The disengaged participants not randomized to receive additional human coaching will continue to receive either the non-personalized or adaptive automated treatment the participants were randomized to initially.
Coaching will consist of providing users with support and accountability via positive reinforcement, goal and expectation setting, and monitoring. Coaching outreach will focus on adherence to the treatment but will not provide treatment advice. Coaches will provide a brief (15-minute phone call or equivalent depending on the medium) engagement session over the phone, SMS, or email, depending user preference. Thereafter, coaches will check in with participants via messaging, phone call, or email, twice per week and respond to patient texts.
Participants will be assessed using self-report measures at baseline, weeks 4, 8, 12, and 16 weeks.
研究设计
- 研究类型
- Interventional
- 分配方式
- Randomized
- 干预模型
- Sequential
- 主要目的
- Treatment
- 盲法
- None
入排标准
- 年龄范围
- 18 Years 至 25 Years(Adult)
- 性别
- All
- 接受健康志愿者
- 否
入选标准
- •Ages 18 to 25 *The age to provide consent in Nebraska is
- •Individuals recruited from the state of Nebraska must be 19 or older.
- •A positive screen on an MHA screen for depression (Patient Health Questionnaire - 9 [PHQ-9]) or anxiety (Generalized Anxiety Disorder - 7 [GAD-7]);
- •Resident of the United States.
- •Owns a smartphone
排除标准
- •Current treatment with psychotherapy or psychiatric medication management;
- •Seeking or plans to seek traditional mental health treatment (psychotherapy or psychiatric medication management) in next 8 weeks;
- •Serious mental illness for which intervention would be contraindicated (e.g., psychotic disorder, manic episode, etc.)
- •Severe suicidality (i.e., experiencing suicidal ideation with a plan and intent to act);
- •English insufficient to engage in design activities.
研究组 & 干预措施
Adaptive digital mental health intervention without coaching
The adaptive intervention will consist of SMS messages, symptom tracking, and psychological content that centers on evidence-based psychological strategies. Psychoeducational content will be delivered via a URL in an SMS message. Machine learning will be used to tailor messages and timing to meet participant preferences.
干预措施: Adaptive messaging intervention (Behavioral)
Non-personalized digital Mental Health intervention without coaching
The non-personalized intervention will consist of SMS messages, symptom tracking, and psychological content that centers on evidence-based psychological strategies. Messages and content will not be tailored based on participants profile or usage.
干预措施: Non-personalized messaging intervention (Behavioral)
Adaptive digital mental health intervention with coaching
The adaptive intervention will consist of SMS messages, symptom tracking, and psychological content that centers on evidence-based psychological strategies. Psychoeducational content will be delivered via a URL in an SMS message. Machine learning will be used to tailor messages and timing to meet participant preferences. Coaching will be provided to support engagement and intervention use via medium of participants choice (texts, calls, or emails).
干预措施: Adaptive messaging intervention (Behavioral)
Adaptive digital mental health intervention with coaching
The adaptive intervention will consist of SMS messages, symptom tracking, and psychological content that centers on evidence-based psychological strategies. Psychoeducational content will be delivered via a URL in an SMS message. Machine learning will be used to tailor messages and timing to meet participant preferences. Coaching will be provided to support engagement and intervention use via medium of participants choice (texts, calls, or emails).
干预措施: Coaching (Behavioral)
Non-personalized digital Mental Health intervention with coaching
The non-personalized intervention will consist of SMS messages, symptom tracking, and psychological content that centers on evidence-based psychological strategies. Messages and content will not be tailored based on participants profile or usage. Coaching will be provided to support engagement and intervention use via medium of participants choice (texts, calls, or emails).
干预措施: Non-personalized messaging intervention (Behavioral)
Non-personalized digital Mental Health intervention with coaching
The non-personalized intervention will consist of SMS messages, symptom tracking, and psychological content that centers on evidence-based psychological strategies. Messages and content will not be tailored based on participants profile or usage. Coaching will be provided to support engagement and intervention use via medium of participants choice (texts, calls, or emails).
干预措施: Coaching (Behavioral)
Active control
The active control condition will provide brief text messages that include a URL link to psychoeducational content, but will not include the interactive messaging component described in experimental arms.
干预措施: Psychoeducational links (Behavioral)
结局指标
主要结局
Kessler Psychological Distress Scale
时间窗: 16 weeks
10-item self-report measure of transdiagnostic distress, used as outcome measure across diagnostic categories. Higher scores mean greater distress. Minimum score: 10; maximum score: 50
Engagement Length
时间窗: 62 days
Last message/content rating or click on content URL link received from participant. This measure can include select individuals who exceed 56 days of interaction due to user's ability to temporarily pause receipt of messages, resulting in messages extending beyond 8 weeks (56 days).
次要结局
- Generalized Anxiety Disorder-7(16 weeks)
- Patient Health Questionnaire-9(16 weeks)
研究者
David Mohr
Professor
Northwestern University
