Section for Science of Complex Systems, CeMSIIS, Medical University of Vienna, Spitalgasse, Austria.
Complexity Science Hub Vienna, Josefstädter Strasse, Vienna, Austria.
PLoS One. 2020 Apr 2;15(4):e0230325. doi: 10.1371/journal.pone.0230325. eCollection 2020.
Is it possible to tell how interdisciplinary and out-of-the-box scientific papers are, or which papers are mainstream? Here we use the bibliographic coupling network, derived from all physics papers that were published in the Physical Review journals in the past century, to try to identify them as mainstream, out-of-the-box, or interdisciplinary. We show that the network clusters into scientific fields. The position of individual papers with respect to these clusters allows us to estimate their degree of mainstreamness or interdisciplinarity. We show that over the past decades the fraction of mainstream papers increases, the fraction of out-of-the-box decreases, and the fraction of interdisciplinary papers remains constant. Studying the rewards of papers, we find that in terms of absolute citations, both, mainstream and interdisciplinary papers are rewarded. In the long run, mainstream papers perform less than interdisciplinary ones in terms of citation rates. We conclude that to avoid a unilateral trend towards mainstreamness a new incentive scheme is necessary.
是否可以判断科学论文的跨学科性和创新性,或者哪些论文是主流的?在这里,我们使用从过去一个世纪中在《物理评论》期刊上发表的所有物理论文中得出的文献耦合网络,尝试将它们识别为主流、创新或跨学科。我们表明,网络会聚类成不同的科学领域。根据这些聚类,我们可以估计单个论文的主流程度或跨学科程度。我们表明,在过去几十年中,主流论文的比例增加,创新论文的比例减少,而跨学科论文的比例保持不变。研究论文的奖励,我们发现就绝对引用量而言,主流和跨学科论文都得到了奖励。从长期来看,主流论文在引用率方面的表现不如跨学科论文。我们的结论是,为了避免单向主流化趋势,需要一个新的激励方案。