在行为研究方法中评估计算可重现性
David A Ellis1, John Towse2, Olivia Brown3
1School of Management, University of Bath, Bath, UK. dae30@bath.ac.uk.
Behavior research methods
|September 25, 2024
概括
行为研究方法 (BRM) 期刊的政策变化提高了研究资产的完整性和可重复使用性,提高了计算可重复性,并延长了科学产品的寿命.
科学领域:
- 心理学科学 心理学科学
- 行为研究方法 行为研究方法
- 计算可重复性计算可重复性
背景情况:
- 心理学科学通过新的方法和创新实践取得了进步.
- 像行为研究方法 (BRM) 这样的期刊传播研究资产 (数据,软件,代码).
- 研究资产往往缺乏计算可重复性,阻碍了重复使用.
研究的目的:
- 探索BRM作者和结构如何影响功能性研究资产.
- 评估方法/技术的重复使用和发展的速度.
- 确定BRM政策变化是否改善了功能和可重复性.
主要方法:
- 随机抽取的204篇BRM论文.政策变化前后.
- 研究人员评估了资产的运行状态,完整性和可重复使用性.
- 分析了政策变化对随着时间的推移对可复制性的影响.
主要成果:
- 在所有资产功能指标中观察到的改善.
- 在政策变化后,资产完整性的显著增加 (d = .37).
- 来自调查/实验的数据集在完整性和可重复使用性方面显示出最大的收益.
结论:
- BRM政策变化对研究资产的完整性和可重复使用性产生了积极的影响.
- 政策变化似乎延长了研究产品的寿命.
- 未来的研究和政策应该进一步支持科学中的计算可重现性.
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