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合作数据库:机器可读科学加速研究综合

The Cooperation Databank: Machine-Readable Science Accelerates Research Synthesis.

机构信息

Department of Experimental and Applied Psychology, Vrije Universiteit Amsterdam.

Institute for Brain and Behavior Amsterdam (IBBA), Vrije Universiteit Amsterdam.

出版信息

Perspect Psychol Sci. 2022 Sep;17(5):1472-1489. doi: 10.1177/17456916211053319. Epub 2022 May 17.

DOI:10.1177/17456916211053319
PMID:35580271
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9442633/
Abstract

Publishing studies using standardized, machine-readable formats will enable machines to perform meta-analyses on demand. To build a semantically enhanced technology that embodies these functions, we developed the Cooperation Databank (CoDa)-a databank that contains 2,636 studies on human cooperation (1958-2017) conducted in 78 societies involving 356,283 participants. Experts annotated these studies along 312 variables, including the quantitative results (13,959 effects). We designed an ontology that defines and relates concepts in cooperation research and that can represent the relationships between results of correlational and experimental studies. We have created a research platform that, given the data set, enables users to retrieve studies that test the relation of variables with cooperation, visualize these study results, and perform (a) meta-analyses, (b) metaregressions, (c) estimates of publication bias, and (d) statistical power analyses for future studies. We leveraged the data set with visualization tools that allow users to explore the ontology of concepts in cooperation research and to plot a citation network of the history of studies. CoDa offers a vision of how publishing studies in a machine-readable format can establish institutions and tools that improve scientific practices and knowledge.

摘要

发表使用标准化、机器可读格式的研究将使机器能够按需进行元分析。为了构建一个具有这些功能的语义增强技术,我们开发了合作数据库(CoDa)-一个包含 2636 项关于人类合作的研究(1958-2017)的数据库,这些研究在 78 个社会中进行,涉及 356283 名参与者。专家们沿着 312 个变量对这些研究进行了注释,包括定量结果(13959 个效应)。我们设计了一个本体,定义和关联合作研究中的概念,并能够表示相关和实验研究结果之间的关系。我们创建了一个研究平台,用户可以在给定数据集的情况下检索测试变量与合作关系的研究,可视化这些研究结果,并执行(a)元分析,(b)元回归,(c)出版偏差估计,以及(d)未来研究的统计功效分析。我们利用可视化工具利用数据集,使用户能够探索合作研究中的概念本体,并绘制研究历史的引文网络。CoDa 提供了一个关于如何以机器可读格式发布研究的愿景,可以建立改善科学实践和知识的机构和工具。

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