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Inheritance Patterns in Citation Networks Reveal Scientific Memes

Authors: Tobias Kuhn; Matjaz Perc; Dirk Helbing;

Inheritance Patterns in Citation Networks Reveal Scientific Memes

Abstract

Memes are the cultural equivalent of genes that spread across human culture by means of imitation. What makes a meme and what distinguishes it from other forms of information, however, is still poorly understood. Our analysis of memes in the scientific literature reveals that they are governed by a surprisingly simple relationship between frequency of occurrence and the degree to which they propagate along the citation graph. We propose a simple formalization of this pattern and we validate it with data from close to 50 million publication records from the Web of Science, PubMed Central, and the American Physical Society. Evaluations relying on human annotators, citation network randomizations, and comparisons with several alternative approaches confirm that our formula is accurate and effective, without a dependence on linguistic or ontological knowledge and without the application of arbitrary thresholds or filters.

8 two-column pages, 5 figures; accepted for publication in Physical Review X

Countries
Slovenia, Switzerland
Keywords

FOS: Computer and information sciences, Physics - Physics and Society, Complex systems, QC1-999, memes, FOS: Physical sciences, Physics and Society (physics.soc-ph), network science, inheritance, Digital Libraries (cs.DL), genes, complex systems, geni, Social and Information Networks (cs.SI), dedovanje, Physics, Statistical Physics, kompleksni sistemi, Computer Science - Social and Information Networks, Computer Science - Digital Libraries, teorija mrež, Complex systems; Interdisciplinary Physics; Statistical Physics, Interdisciplinary Physics, memi, info:eu-repo/classification/udc/53

  • BIP!
    Impact byBIP!
    citations
    The total number of citations received by all articles of the researcher of interest.
    39
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Top 10%
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Top 10%
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Top 10%
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citations
The total number of citations received by all articles of the researcher of interest.
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
39
Top 10%
Top 10%
Top 10%
Green
gold