了解科学期刊上的学者轨迹
Yangliu Fan1, Anders Blok2,3, Sune Lehmann2,4
1Copenhagen Center for Social Data Science, University of Copenhagen, Copenhagen, Denmark. yangliu.fan@weizenbaum-insitut.de.
Scientific reports
|March 4, 2024
概括
成功的学者发表在狭窄的期刊范围,表明作者在出版场所的流动性与引用数量有负相关性. 这项研究使用出版物数据追踪学术生涯.
科学领域:
- 图书统计学 图书统计学
- 科学测量公司的科学测量.
- 网络科学 网络科学
背景情况:
- 了解作者出版轨迹至关重要,尽管出版量不断增加,但仍然有限.
- 现有的方法不能完全捕捉到学术出版的顺序性质.
研究的目的:
- 开发一个基于嵌入的框架来跟踪作者出版轨迹.
- 通过检查科学期刊上的学者运动来分析学术成功.
主要方法:
- 利用了大约3万名社交媒体研究人员的出版历史.
- 开发了一个利用出版序列 (场地) 的几何空间.
- 应用了人类移动性的"旋转半径"来描述学者轨迹.
主要成果:
- 构建了一个反映科学期刊和跨学科结构的知识空间.
- 发现作者跨期刊的流动性和引用数量之间存在负相关性.
- 表明成功的学者倾向于在近距离的场所范围内发表.
结论:
- 拟议的框架有效地揭示了大规模顺序发布数据中的结构.
- 提供了探索学术流动性和轨迹模式的新方法.
- 表明有针对性的出版策略可能与更高的学术影响有关.
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