Department of Sociology, Queens College, City University of New York, New York, NY, USA.
Department of Sociology, University of California, Los Angeles, CA, USA.
Nat Hum Behav. 2022 Jul;6(7):919-929. doi: 10.1038/s41562-022-01351-5. Epub 2022 May 30.
Citations and text analysis are both used to study the distribution and flow of ideas between researchers, fields and countries, but the resulting flows are rarely equal. We argue that the differences in these two flows capture a growing global inequality in the production of scientific knowledge. We offer a framework called 'citational lensing' to identify where citations should appear between countries but are absent given that what is embedded in their published abstract texts is highly similar. This framework also identifies where citations are overabundant given lower similarity. Our data come from nearly 20 million papers across nearly 35 years and 150 fields from the Microsoft Academic Graph. We find that scientific communities increasingly centre research from highly active countries while overlooking work from peripheral countries. This inequality is likely to pose substantial challenges to the growth of novel ideas.
引文分析和文本分析都被用来研究研究人员、领域和国家之间思想的分布和流动,但产生的流动很少是平等的。我们认为,这两种流动的差异反映了科学知识生产中日益扩大的全球不平等。我们提出了一个称为“引文聚焦”的框架,用于识别在国家之间应该出现引文的地方,但由于其发表的摘要文本中嵌入的内容非常相似,因此这些地方没有出现引文。该框架还确定了在相似性较低的情况下引文过多的地方。我们的数据来自微软学术图谱中近 35 年来来自 150 个领域的近 2000 万篇论文。我们发现,科学共同体越来越关注来自高度活跃国家的研究,而忽略了来自边缘国家的工作。这种不平等可能对新思想的发展构成重大挑战。