评估复制成功的对应措施
Peter M Steiner1, Patrick Sheehan1, Vivian C Wong2
1University of Maryland, College Park.
Psychological methods
|July 27, 2023
概括
在社会科学中,复制成功的措施各不相同,影响研究结论. 这项研究比较了常见的方法,并引入了一个新的对应性测试,以更好地评估复制概率.
科学领域:
- 社会和行为科学 社会和行为科学
- 心理学 心理学 心理学
- 研究方法研究方法论.
背景情况:
- 社会和行为科学中的可复制性危机需要强大的方法来评估复制成功.
- 目前用于比较跨研究的影响估计的措施缺乏广泛的共识.
- 复制成功的结论对所选择的对应度量很敏感.
研究的目的:
- 正式描述和比较用于评估复制成功的常用措施.
- 根据它们的复制概率来评估不同指标的性能.
- 引入一种新的"对应性测试"来确定复制成功.
主要方法:
- 基于结论和基于距离的复制措施的正式描述.
- 通过使用复制概率,在各种研究环境中比较措施的表现.
- 开发用于功率计算的闭式公式,以帮助规划复制研究.
- 测量对现实世界复制数据集的应用 (开放科学协作,2015年).
主要成果:
- 证明复制成功的结论取决于所使用的特定对应度量.
- 不同措施的性能因研究特定设置而有所不同.
- 拟议的对应性测试整合了差异和等价性测试.
结论:
- 选择复制测量方法显著影响复制成功的解释.
- 研究人员需要仔细选择适当的措施来评估复制.
- 该研究为规划更可靠的复制努力提供了工具和见解.
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