一个随机对照试验使用预测算法来适应社区大学学生的心理护理水平:STAND分类和适应护理水平的研究协议
Alainna Wen1, Kate Wolitzky-Taylor1, Robert D Gibbons2
1Department of Psychiatry and Biobehavioral Sciences, University of California - Los Angeles, 760 Westwood Plaza, Suite 28-216, CA, 90024, Los Angeles, USA.
Trials
|August 8, 2023
概括
使用多变量算法的新型个性化心理健康护理方法显示,与传统的基于症状的方法相比,它有望改善治疗坚持和治疗结果. 这项研究旨在提高心理健康治疗的疗效.
科学领域:
- 心理健康研究 心理健康研究
- 个性化医疗是个性化的医疗.
- 数字健康数字健康
背景情况:
- 越来越多的人对个性化心理健康护理对抑郁症和焦虑症的兴趣,以提高参与度和有效性.
- 传统的治疗方法依赖于症状的严重程度来做出治疗决定.
- 新的多变量算法结合了更广泛的患者数据,以提供更为定制的护理.
研究的目的:
- 将一种新的多变量决策算法与精神卫生保健分拣和适应的传统症状严重性算法进行比较.
- 评估多变量算法是否改善了治疗坚持,症状减少和功能恢复.
- 评估个性化心理健康护理策略的有效性.
主要方法:
- 随机对照试验与1000名参与者超过5年在洛杉矶.
- 从多元化的社区大学学生群体中招募.
- 症状严重程度与多变量算法的比较,用于初始分拣和持续的治疗适应.
- 通过计算机评估和自我报告问卷收集数据长达40周.
主要成果:
- 该研究将比较两种算法方法之间的治疗坚持,症状改善和功能恢复.
- 分析将确定多变量算法在个性化心理健康护理中的有效性.
- 将结果与传统的基于症状的决策进行比较.
结论:
- 调查结果将为心理健康护理分拣和适应的实践提供信息.
- 开发的多变量算法可以作为其他机构的模板.
- 结果将推动个性化心理健康护理的更广泛应用.
相关概念视频
Treatment Strategies for Psychological Disorders
171
Treatment approaches for psychological disorders fall into three main categories: psychological, biological, and sociocultural. Each approach targets different aspects of mental health, requiring varying levels of education and training.
Psychological therapies focus on modifying emotions, thoughts, and behaviors through talking, interpreting, listening, rewarding, challenging, and modeling. Clinical psychologists, counselors, and social workers commonly practice psychotherapy. Clinical...
Psychological therapies focus on modifying emotions, thoughts, and behaviors through talking, interpreting, listening, rewarding, challenging, and modeling. Clinical psychologists, counselors, and social workers commonly practice psychotherapy. Clinical...
171
Community Based Intervention
65
Community-based interventions in mental health represent a paradigm shift from institution-centered care to treatments embedded within the fabric of local communities. By prioritizing inclusion and leveraging existing societal structures, this approach fosters a supportive environment conducive to addressing mental health challenges while promoting individual dignity and agency.
Foundations of Community Mental Health Programs
Central to the success of community-based interventions is the...
Foundations of Community Mental Health Programs
Central to the success of community-based interventions is the...
65
Group Design
9.0K
The most basic experimental design involves two groups: the experimental group and the control group. The two groups are designed to be the same except for one difference— experimental manipulation. The experimental group gets the experimental manipulation—that is, the treatment or variable being tested—and the control group does not. Since experimental manipulation is the only difference between the experimental and control groups, we can be sure that any differences between...
9.0K
Randomized Experiments
7.0K
The randomization process involves assigning study participants randomly to experimental or control groups based on their probability of being equally assigned. Randomization is meant to eliminate selection bias and balance known and unknown confounding factors so that the control group is similar to the treatment group as much as possible. A computer program and a random number generator can be used to assign participants to groups in a way that minimizes bias.
Simple randomization
Simple...
Simple randomization
Simple...
7.0K
The Scientific Method
59.5K
Research is what makes the difference between facts and opinions. Facts are observable realities, and opinions are personal judgments, conclusions, or attitudes that may or may not be accurate. In the scientific community, facts can be established only using evidence collected through empirical research.
59.5K
Coping Strategies: Problem Focused
96
Coping strategies are methods people use to manage, tolerate, or reduce the effects of stressors. These strategies involve both behavioral and psychological actions to handle stressful situations. One common approach is problem-focused coping, which aims to change or eliminate the source of stress rather than merely addressing its consequences. This method involves taking direct action to resolve the issue causing stress.
For example, consider a student who struggles to understand their...
For example, consider a student who struggles to understand their...
96


