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Examining the usage, citation, and diffusion patterns of bibliometric mapping software: A comparative study of three tools

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  • Pan, Xuelian
  • Yan, Erjia
  • Cui, Ming
  • Hua, Weina

Abstract

This study investigates the use, citation and diffusion of three bibliometric mapping software tools (CiteSpace, HistCite and VOSviewer) in scientific papers. We first conduct a content analysis of a sample of 481 English core journal papers—i.e., papers from journals deemed central to their respective disciplines—in which at least one of these tools is mentioned. This allows us to understand the predominant mention and citation practices surrounding these tools. We then employ several diffusion indicators to gain insight into the diffusion patterns of the three software tools. Overall, we find that researchers mention and cite the tools in diverse ways, many of which fall short of a traditional formal citation. Our results further indicate a clear upward trend in the use of all three tools, though VOSviewer is more frequently used than CiteSpace or HistCite. We also find that these three software tools have seen the fastest and most widespread adoption in library and information science research, where the tools originated. They have since been gradually adopted in other areas of study, initially at a lower diffusion speed but afterward at a rapidly growing rate.

Suggested Citation

  • Pan, Xuelian & Yan, Erjia & Cui, Ming & Hua, Weina, 2018. "Examining the usage, citation, and diffusion patterns of bibliometric mapping software: A comparative study of three tools," Journal of Informetrics, Elsevier, vol. 12(2), pages 481-493.
  • Handle: RePEc:eee:infome:v:12:y:2018:i:2:p:481-493
    DOI: 10.1016/j.joi.2018.03.005
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    1. Chaomei Chen, 2006. "CiteSpace II: Detecting and visualizing emerging trends and transient patterns in scientific literature," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 57(3), pages 359-377, February.
    2. onder Nomaler & Bart Verspagen, 2008. "Knowledge Flows, Patent Citations and the Impact of Science on Technology," Economic Systems Research, Taylor & Francis Journals, vol. 20(4), pages 339-366.
    3. Jürgen Harald Jacob & Siegfried Lehrl & Andreas Wolfram Henkel, 2007. "Early recognition of high quality researchers of the German psychiatry by worldwide accessible bibliometric indicators," Scientometrics, Springer;Akadémiai Kiadó, vol. 73(2), pages 117-130, November.
    4. M.J. Cobo & A.G. López-Herrera & E. Herrera-Viedma & F. Herrera, 2011. "Science mapping software tools: Review, analysis, and cooperative study among tools," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 62(7), pages 1382-1402, July.
    5. Ed J. Rinia & Thed. N. Van Leeuwen & Eppo E.W. Bruins & Hendrik G. Van Vuren & Anthony F.J. Van Raan, 2001. "Citation delay in interdisciplinary knowledge exchange," Scientometrics, Springer;Akadémiai Kiadó, vol. 51(1), pages 293-309, April.
    6. Pan, Xuelian & Yan, Erjia & Wang, Qianqian & Hua, Weina, 2015. "Assessing the impact of software on science: A bootstrapped learning of software entities in full-text papers," Journal of Informetrics, Elsevier, vol. 9(4), pages 860-871.
    7. Ricardo Cartes-Velásquez & Carlos Manterola Delgado, 2014. "Bibliometric analysis of articles published in ISI dental journals, 2007–2011," Scientometrics, Springer;Akadémiai Kiadó, vol. 98(3), pages 2223-2233, March.
    8. Grant Lewison & Isla Rippon & Steven Wooding, 2005. "Tracking knowledge diffusion through citations," Research Evaluation, Oxford University Press, vol. 14(1), pages 5-14, April.
    9. Garfield, Eugene, 2009. "From the science of science to Scientometrics visualizing the history of science with HistCite software," Journal of Informetrics, Elsevier, vol. 3(3), pages 173-179.
    10. Howard D. White, 2003. "Pathfinder networks and author cocitation analysis: A remapping of paradigmatic information scientists," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 54(5), pages 423-434, March.
    11. James Howison & Julia Bullard, 2016. "Software in the scientific literature: Problems with seeing, finding, and using software mentioned in the biology literature," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 67(9), pages 2137-2155, September.
    12. Erjia Yan, 2016. "Disciplinary knowledge production and diffusion in science," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 67(9), pages 2223-2245, September.
    13. Milojević, Staša & Sugimoto, Cassidy R. & Larivière, Vincent & Thelwall, Mike & Ding, Ying, 2014. "The role of handbooks in knowledge creation and diffusion: A case of science and technology studies," Journal of Informetrics, Elsevier, vol. 8(3), pages 693-709.
    14. Nees Jan Eck & Ludo Waltman, 2010. "Software survey: VOSviewer, a computer program for bibliometric mapping," Scientometrics, Springer;Akadémiai Kiadó, vol. 84(2), pages 523-538, August.
    15. Ying Ding & Guo Zhang & Tamy Chambers & Min Song & Xiaolong Wang & Chengxiang Zhai, 2014. "Content-based citation analysis: The next generation of citation analysis," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 65(9), pages 1820-1833, September.
    16. Yuxian Liu & Ronald Rousseau, 2010. "Knowledge diffusion through publications and citations: A case study using ESI-fields as unit of diffusion," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 61(2), pages 340-351, February.
    17. Xuelian Pan & Erjia Yan & Weina Hua, 2016. "Disciplinary differences of software use and impact in scientific literature," Scientometrics, Springer;Akadémiai Kiadó, vol. 109(3), pages 1593-1610, December.
    18. Wu, Chaojiang & Yan, Erjia & Hill, Chelsey, 2017. "Disciplinary knowledge diffusion in business research," Journal of Informetrics, Elsevier, vol. 11(2), pages 655-668.
    19. Heather Piwowar, 2013. "Value all research products," Nature, Nature, vol. 493(7431), pages 159-159, January.
    20. Eugene Garfield & A. I. Pudovkin & V. S. Istomin, 2003. "Why do we need algorithmic historiography?," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 54(5), pages 400-412, March.
    21. Hui-Zhen Fu & Yuh-Shan Ho, 2013. "Comparison of independent research of China’s top universities using bibliometric indicators," Scientometrics, Springer;Akadémiai Kiadó, vol. 96(1), pages 259-276, July.
    22. Giovanni Abramo & Ciriaco Andrea D’Angelo & Flavia Di Costa, 2011. "National research assessment exercises: a comparison of peer review and bibliometrics rankings," Scientometrics, Springer;Akadémiai Kiadó, vol. 89(3), pages 929-941, December.
    23. Katy Börner & Shashikant Penumarthy & Mark Meiss & Weimao Ke, 2006. "Mapping the diffusion of scholarly knowledge among major U.S. research institutions," Scientometrics, Springer;Akadémiai Kiadó, vol. 68(3), pages 415-426, September.
    24. Christine L. Borgman & Ronald E. Rice, 1992. "The convergence of information science and communication: A bibliometric analysis," Journal of the American Society for Information Science, Association for Information Science & Technology, vol. 43(6), pages 397-411, July.
    25. Li, Kai & Yan, Erjia & Feng, Yuanyuan, 2017. "How is R cited in research outputs? Structure, impacts, and citation standard," Journal of Informetrics, Elsevier, vol. 11(4), pages 989-1002.
    26. Yu, Qi & Ding, Ying & Song, Min & Song, Sungjeon & Liu, Jianhua & Zhang, Bin, 2015. "Tracing database usage: Detecting main paths in database link networks," Journal of Informetrics, Elsevier, vol. 9(1), pages 1-15.
    27. Yuxian Liu & Ronald Rousseau, 2010. "Knowledge diffusion through publications and citations: A case study using ESI‐fields as unit of diffusion," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 61(2), pages 340-351, February.
    28. Thed van Leeuwen & Robert Tijssen, 2000. "Interdisciplinary dynamics of modern science: analysis of cross-disciplinary citation flows," Research Evaluation, Oxford University Press, vol. 9(3), pages 183-187, December.
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