随机对照试验的统计能力和最佳设计,用于调查调解效应的随机对照试验
Zuchao Shen1, Wei Li2, Walter Leite2
1Department of Educational Psychology, University of Georgia.
Psychological methods
|September 12, 2024
概括
这项研究为调查调解效应的随机对照试验 (RCT) 引入了新的统计功率公式. 这些方法优化了样本分配,以便进行高效和强大的干预研究.
科学领域:
- 统计学方法论 统计学方法论
- 生物统计学 生物统计学
- 心理学研究方法 心理学研究方法
背景情况:
- 随机对照试验 (RCT) 中的调解分析对于理解干预机制和改进治疗至关重要.
- 设计用于调解的RCT需要仔细考虑样本大小的统计能力和资源效率.
研究的目的:
- 为研究调解效应的RCT开发封闭形式的统计功率公式.
- 创建一个最佳的设计框架,用于调解研究中的样本分配,考虑到不平等的抽样成本.
主要方法:
- 在调解分析中,用于Sobel和联合显著性测试的衍生闭式统计功率公式.
- 开发了一个最佳的设计框架,以确定样本分配,以便在预算限制下最大限度地提高功率或最小化目标功率的资源.
- 评估共变量对调解效应大小和统计能力的影响.
主要成果:
- 拟议的功率公式允许精确计算RCT中介分析的统计功率.
- 最佳设计框架确定了与平等分配相比,产生更大的统计能力和效率的样本分配.
- 共变量可以影响调解效应的大小和研究的统计能力.
结论:
- 开发的统计功率公式和最佳设计框架提高了研究调解的RCT的效率和功率.
- 这些方法为研究人员设计干预研究提供了宝贵的工具,特别是当资源有限或不平等时.
- 在R包"odr"中的实施增加了这些先进的统计技术的可访问性和实际应用.
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