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Towards a More Realistic Citation Model: The Key Role of Research Team Sizes

We propose a new citation model which builds on the existing models that explicitly or implicitly include “direct” and “indirect” (learning about a cited paper’s existence from references in another paper) citation mechanisms. Our model departs from the usual, unrealistic assumption of uniform proba...

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Detalles Bibliográficos
Autor principal: Milojević, Staša
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7517479/
https://www.ncbi.nlm.nih.gov/pubmed/33286646
http://dx.doi.org/10.3390/e22080875
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author Milojević, Staša
author_facet Milojević, Staša
author_sort Milojević, Staša
collection PubMed
description We propose a new citation model which builds on the existing models that explicitly or implicitly include “direct” and “indirect” (learning about a cited paper’s existence from references in another paper) citation mechanisms. Our model departs from the usual, unrealistic assumption of uniform probability of direct citation, in which initial differences in citation arise purely randomly. Instead, we demonstrate that a two-mechanism model in which the probability of direct citation is proportional to the number of authors on a paper (team size) is able to reproduce the empirical citation distributions of articles published in the field of astronomy remarkably well, and at different points in time. Interpretation of our model is that the intrinsic citation capacity, and hence the initial visibility of a paper, will be enhanced when more people are intimately familiar with some work, favoring papers from larger teams. While the intrinsic citation capacity cannot depend only on the team size, our model demonstrates that it must be to some degree correlated with it, and distributed in a similar way, i.e., having a power-law tail. Consequently, our team-size model qualitatively explains the existence of a correlation between the number of citations and the number of authors on a paper.
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spelling pubmed-75174792020-11-09 Towards a More Realistic Citation Model: The Key Role of Research Team Sizes Milojević, Staša Entropy (Basel) Article We propose a new citation model which builds on the existing models that explicitly or implicitly include “direct” and “indirect” (learning about a cited paper’s existence from references in another paper) citation mechanisms. Our model departs from the usual, unrealistic assumption of uniform probability of direct citation, in which initial differences in citation arise purely randomly. Instead, we demonstrate that a two-mechanism model in which the probability of direct citation is proportional to the number of authors on a paper (team size) is able to reproduce the empirical citation distributions of articles published in the field of astronomy remarkably well, and at different points in time. Interpretation of our model is that the intrinsic citation capacity, and hence the initial visibility of a paper, will be enhanced when more people are intimately familiar with some work, favoring papers from larger teams. While the intrinsic citation capacity cannot depend only on the team size, our model demonstrates that it must be to some degree correlated with it, and distributed in a similar way, i.e., having a power-law tail. Consequently, our team-size model qualitatively explains the existence of a correlation between the number of citations and the number of authors on a paper. MDPI 2020-08-10 /pmc/articles/PMC7517479/ /pubmed/33286646 http://dx.doi.org/10.3390/e22080875 Text en © 2020 by the author. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Milojević, Staša
Towards a More Realistic Citation Model: The Key Role of Research Team Sizes
title Towards a More Realistic Citation Model: The Key Role of Research Team Sizes
title_full Towards a More Realistic Citation Model: The Key Role of Research Team Sizes
title_fullStr Towards a More Realistic Citation Model: The Key Role of Research Team Sizes
title_full_unstemmed Towards a More Realistic Citation Model: The Key Role of Research Team Sizes
title_short Towards a More Realistic Citation Model: The Key Role of Research Team Sizes
title_sort towards a more realistic citation model: the key role of research team sizes
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7517479/
https://www.ncbi.nlm.nih.gov/pubmed/33286646
http://dx.doi.org/10.3390/e22080875
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