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注意控制数据收集:有效重复使用数据的资源
Julia M Haaf1, Madlen Hoffstadt2, Sven Lesche3
1University of Potsdam, Karl-Liebknecht-Str. 24/25, 14476, Potsdam, Germany. julia.haaf@uni-potsdam.de.
Behavior research methods
|June 24, 2025
概括
开放数据收集提高了研究可重复性和数据重复使用. 注意控制数据收集 (ACDC) 数据库提供了对注意控制实验数据的容易访问,有助于元分析和方法创新.
科学领域:
- 认知心理学 认知心理学
- 神经科学是一个神经科学.
- 数据科学数据科学数据科学
背景情况:
- 公共可用的数据对于评估研究可重复性和促进有效的数据重复使用至关重要.
- 目前的数据共享倡议充分支持可重复性,但不能重复使用数据.
- 结构化的开放数据收集可以提高研究人员对特定领域数据的访问.
研究的目的:
- 介绍注意力控制数据收集 (ACDC),用于注意力控制实验的SQL数据库.
- 证明结构化开放数据收集对研究的有用性.
- 分析ACDC内部的数据,以评估个体差异的可靠性.
主要方法:
- 为注意力控制实验开发一个SQL数据库 (ACDC).
- 创建一个Shiny应用程序和一个R包,以便轻松访问数据库.
- 在ACDC中分析了64个数据集,以评估个体差异的可靠性.
主要成果:
- ACDC数据库提供了对注意力控制实验数据的结构化访问.
- 在注意力控制中的个人差异的可靠性通常很低.
- 低可靠性表明需要增加每个参与者和条件的试验 (例如,至少400).
结论:
- 像ACDC这样的开放数据收集促进了元分析努力和方法创新.
- ACDC数据库支持有效的数据重复使用,并增强对注意力控制的理解.
- 研究结果为设计未来认知心理学研究提供了实际建议.
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