A Personalized, Transdiagnostic Approach to Preventative Mental Health Using Machine Learning
试验速览
- 阶段
- 不适用
- 发起方
- 入组人数
- 50
- 试验地点
- 2
- 主要终点
- Self-Report Adherence Rate
研究概览
简要总结
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.
详细描述
Broadly, the goal of Introspect Health is to shift clinical practice from reactively treating psychiatric disorders and mental health issues once manifested to a preventative care model for integrative mental health in a way that is cost-effective and scalable. One of the principal areas of struggle in preventative mental health is self-report adherence and the ability for primary care physicians and non-psychiatrists to perform mental health surveillance with their patients. This study specifically examines the relationship between individuals and a novel self-report assessment tool. To do this, the investigators are performing a randomized controlled trial with two classes of users (the general public and patients undergoing treatment for mental health issues) for a six week trial comparing the novel self-report assessment tool to the standard of care assessment tools available to clinicians. Participants will be randomized to one of the two daily assessment regiments within the internet-delivered assessment tool: one that is representative of standard of care monitoring and one that is personalized both in terms of content and timing based on the participant's intake as well as ongoing participation. Neither the participants nor researcher will be aware of which arm the individual is randomized. After using the software for six weeks, the data will be analyzed specifically targeting self-adherence and assessment completion metrics to evaluate the potential benefits of a transdiagnostic assessment system over the standard-of-care monotopic assessment system. Assessment scoring is handled by an automated scoring engine, using the rules set forth by the standards in the assessment protocols. 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.
研究设计
- 研究类型
- Interventional
- 分配方式
- Randomized
- 干预模型
- Parallel
- 主要目的
- Health Services Research
- 盲法
- Quadruple (Participant, Care Provider, Investigator, Outcomes Assessor)
盲法说明
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.
入排标准
- 年龄范围
- 18 Years 至 —（Adult, Older Adult）
- 性别
- All
- 接受健康志愿者
- 是
入选标准
- •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
排除标准
- •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.
研究组 & 干预措施
Personalized, Transdiagnostic Assessments
One 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.
干预措施: Introspect Health (Diagnostic Test)
Monotopic Assessments
Once 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.
干预措施: Introspect Health (Diagnostic Test)
结局指标
主要结局
Self-Report Adherence Rate
时间窗: 6 weeks
Frequency of individuals adhering to the regiment of daily self-assessments, segmented by arm
Completed Assessments Scored
时间窗: 6 weeks
Total number of self-assessments completed throughout the study time frame, not including partial assessments, segmented by arm
Assessment Questions Scored
时间窗: 6 weeks
Total number of individual questions completed throughout the study time frame, segmented by arm
次要结局
- Time per Assessment Question(6 weeks)
- Response Time(6 weeks)
- Assessment Completion Rate(6 weeks)