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Charting mobility patterns in the scientific knowledge landscape

delete2024-02-20
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OA
AI
C
Chakresh Kumar Singh
L
Liubov Tupikina
F
Fabrice Lécuyer
M
Michele Starnini
M
Marc Santolini *
DOI:10.1140/epjds/s13688-024-00451-8delete
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摘要

摘要

En 中文
From small steps to great leaps, metaphors of spatial mobility abound to describe discovery processes. Here, we ground these ideas in formal terms by systematically studying mobility patterns in the scientific knowledge landscape. We use low-dimensional embedding techniques to create a knowledge space made up of 1.5 million articles from the fields of physics, computer science, and mathematics. By analyzing the publication histories of individual researchers, we discover patterns of scientific mobility that closely resemble physical mobility. In aggregate, the trajectories form mobility flows that can be described by a gravity model, with jumps more likely to occur in areas of high density and less likely to occur over longer distances. We identify two types of researchers from their individual mobility patterns: interdisciplinary explorers who pioneer new fields, and exploiters who are more likely to stay within their specific areas of expertise. Our results suggest that spatial mobility analysis is a valuable tool for understanding the evolution of science.
Keyword:
Science of science
Human mobility
Social dynamics
Knowledge exploration

期刊

EPJ Data Science 封面图
EPJ Data Science
IF:
2.5
论文数:
704
被引数:
1.6K

机构

C
centre national de la recherche scientifique (cnrs)
学者数:
24.5W
论文数: 18.2W
被引数: 279
U
Universite Paris Cite
学者数:
8.9W
论文数: 6.3W
被引数: 604
I
institut national de la sante et de la recherche medicale (inserm)
学者数:
11.5W
论文数: 7.5W
被引数: 117
S
Sorbonne Universite
学者数:
6.2W
论文数: 4.5W
被引数: 605
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