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Entity linking systems for literature reviews

Author

Listed:
  • Mauricio Marrone

    (Macquarie University)

  • Sascha Lemke

    (University of Goettingen)

  • Lutz M. Kolbe

    (University of Goettingen)

Abstract

Computer-assisted methods and tools can help researchers automate the coding process of literature reviews and accelerate the literature review process. However, existing approaches for coding textual data do not account for lexical ambiguity; that is, instances in which individual words have multiple meanings. To counter this, we developed a method to conduct rapid and comprehensive analyses of diverse literature types. Our method uses entity linking and keyword analysis and is embedded into a literature review framework. Next, we apply the framework to review the literature on digital disruption and digital transformation. We outline the method’s advantages and its applicability to any research topic.

Suggested Citation

  • Mauricio Marrone & Sascha Lemke & Lutz M. Kolbe, 2022. "Entity linking systems for literature reviews," Scientometrics, Springer;Akadémiai Kiadó, vol. 127(7), pages 3857-3878, July.
    • Handle: RePEc:spr:scient:v:127:y:2022:i:7:d:10.1007_s11192-022-04423-5
    DOI: 10.1007/s11192-022-04423-5
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    1. Nees Jan Eck & Ludo Waltman, 2017. "Citation-based clustering of publications using CitNetExplorer and VOSviewer," Scientometrics, Springer;Akadémiai Kiadó, vol. 111(2), pages 1053-1070, May.
    2. Aria, Massimo & Cuccurullo, Corrado, 2017. "bibliometrix: An R-tool for comprehensive science mapping analysis," Journal of Informetrics, Elsevier, vol. 11(4), pages 959-975.
    3. Andrea Bonaccorsi & Filippo Chiarello & Gualtiero Fantoni, 2021. "Impact for whom? Mapping the users of public research with lexicon-based text mining," Scientometrics, Springer;Akadémiai Kiadó, vol. 126(2), pages 1745-1774, February.
    4. Xu, Zeshui & Ge, Zijing & Wang, Xinxin & Skare, Marinko, 2021. "Bibliometric analysis of technology adoption literature published from 1997 to 2020," Technological Forecasting and Social Change, Elsevier, vol. 170(C).
    5. Gerardo Patriotta, 2020. "Writing Impactful Review Articles," Journal of Management Studies, Wiley Blackwell, vol. 57(6), pages 1272-1276, September.
    6. Xing Zhai & Zhihong Li & Kuo Gao & Youliang Huang & Lin Lin & Le Wang, 2015. "Research status and trend analysis of global biomedical text mining studies in recent 10 years," Scientometrics, Springer;Akadémiai Kiadó, vol. 105(1), pages 509-523, October.
    7. Snyder, Hannah, 2019. "Literature review as a research methodology: An overview and guidelines," Journal of Business Research, Elsevier, vol. 104(C), pages 333-339.
    8. Kalin D. Kolev & David B. Wangrow & Vincent L. Barker & Donald J. Schepker, 2019. "Board Committees in Corporate Governance: A Cross‐Disciplinary Review and Agenda for the Future," Journal of Management Studies, Wiley Blackwell, vol. 56(6), pages 1138-1193, September.
    9. González-Albo, Borja & Bordons, María, 2011. "Articles vs. proceedings papers: Do they differ in research relevance and impact? A case study in the Library and Information Science field," Journal of Informetrics, Elsevier, vol. 5(3), pages 369-381.
    10. Mauricio Marrone, 2020. "Application of entity linking to identify research fronts and trends," Scientometrics, Springer;Akadémiai Kiadó, vol. 122(1), pages 357-379, January.
    11. Sam Garrett-Jones & Tim Turpin & Kieren Diment, 2010. "Managing competition between individual and organizational goals in cross-sector research and development centres," The Journal of Technology Transfer, Springer, vol. 35(5), pages 527-546, October.
    12. Dyson, Robert G., 2004. "Strategic development and SWOT analysis at the University of Warwick," European Journal of Operational Research, Elsevier, vol. 152(3), pages 631-640, February.
    13. Cynthia W. Cai & Martina K. Linnenluecke & Mauricio Marrone & Abhay K. Singh, 2019. "Machine Learning and Expert Judgement: Analyzing Emerging Topics in Accounting and Finance Research in the Asia–Pacific," Abacus, Accounting Foundation, University of Sydney, vol. 55(4), pages 709-733, December.
    14. Christine A. Barry, 1998. "Choosing Qualitative Data Analysis Software: Atlas/ti and Nudist Compared," Sociological Research Online, , vol. 3(3), pages 16-28, September.
    15. Martina K Linnenluecke & Mauricio Marrone & Abhay K Singh, 2020. "Conducting systematic literature reviews and bibliometric analyses," Australian Journal of Management, Australian School of Business, vol. 45(2), pages 175-194, May.
    16. Eero Vaara & Janne Tienari & Ingmar Björkman, 2003. "Global capitalism meets national spirit : Discourses in media texts on a cross-border acquisition," Post-Print hal-02311661, HAL.
    17. Martin Kemp, 2009. "Dissecting The Two Cultures," Nature, Nature, vol. 459(7243), pages 32-33, May.
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    1. Mario Coccia & Saeed Roshani, 2024. "Evolution of topics and trends in emerging research fields: multiple analyses with entity linking, Mann–Kendall test and burst methods in cloud computing," Scientometrics, Springer;Akadémiai Kiadó, vol. 129(9), pages 5347-5371, September.

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