衡量社会科学中的透明度:政治学和国际关系
Bermond Scoggins1,2, Matthew P Robertson1,3
1School of Politics and International Relations, Australian National University, Canberra, Australia.
Royal Society open science
|July 30, 2024
概括
透明的研究实践,如开放数据和预先注册,对于科学可信度至关重要. 一项研究发现,政治学的采用率很低,只有21%的论文具有开放数据,5%的论文预先注册.
科学领域:
- 社会科学 社会科学 社会科学
- 政治科学 政治科学是指政治学.
- 国际关系 国际关系
背景情况:
- 科学方法依赖于透明度,但采用透明的研究实践是缓慢的.
- 复制危机突出了诸如错误,数据操纵和伪造在已发表的研究结果中的问题.
- 开放数据和预先注册正在获得引力,以提高研究可信度.
研究的目的:
- 评估在政治学和国际关系中采用透明的研究实践 (开放数据,预先注册).
- 引入计算方法,在规模上分析研究透明度.
- 确定目前在顶级期刊中开放数据和预先注册的范围.
主要方法:
- 大规模的文本分析和机器学习分类器被用来确定透明度指标.
- 分析涵盖了来自160个政治学和国际关系期刊 (2010-2021) 的93,931篇文章.
- 专注于识别具有开放数据和预注册实验的论文.
主要成果:
- 在分析的期刊中,大约有21%的统计推理论文提供了开放数据.
- 在所有实验中,只有5%的实验被预先注册.
- 采用率表明,透明的研究实践存在重大差距.
结论:
- 尽管采用速度缓慢,但透明的研究实践是可行的,可以迅速实施.
- 政治学和国际关系领域的领先期刊表明,改变是可以实现的.
- 需要进一步努力,以增加跨学科的开放数据和预先注册的采用.
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