IDEAS home Printed from https://ideas.repec.org/a/spr/scient/v129y2024i11d10.1007_s11192-024-05150-9.html
   My bibliography  Save this article

An integrated indicator for evaluating scientific papers: considering academic impact and novelty

Author

Listed:
  • Zhaoping Yan

    (Nanjing University)

  • Kaiyu Fan

    (The Chinese University of Hong Kong - Shenzhen)

Abstract

The assessment of scientific papers has long been a challenging issue. Although numerous studies have proposed quantitative indicators for assessing scientific papers, these studies overlooked the citation characteristics and the novelty of scientific knowledge implied in the textual information of papers. Therefore, this paper constructs an integrated indicator to evaluate scientific papers from both citation and semantic perspectives. Firstly, we propose weighted citations to measure the academic impact of scientific papers, which takes time heterogeneity and citation sentiment factors into consideration. Secondly, we capture the novelty of scientific papers from a semantic perspective, utilizing FastText to represent papers as text embeddings and applying the local outlier factor to calculate it. To validate the performance of our approach, the bullwhip effect domain and the ACL Anthology corpus are used for case studies. The results demonstrate that our indicator can effectively identify outstanding papers, thus providing a more comprehensive evaluation method for evaluating academic research.

Suggested Citation

  • Zhaoping Yan & Kaiyu Fan, 2024. "An integrated indicator for evaluating scientific papers: considering academic impact and novelty," Scientometrics, Springer;Akadémiai Kiadó, vol. 129(11), pages 6909-6929, November.
    • Handle: RePEc:spr:scient:v:129:y:2024:i:11:d:10.1007_s11192-024-05150-9
    DOI: 10.1007/s11192-024-05150-9
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s11192-024-05150-9
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.
    File URL: https://libkey.io/10.1007/s11192-024-05150-9?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:scient:v:129:y:2024:i:11:d:10.1007_s11192-024-05150-9. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    We have no bibliographic references for this item. You can help adding them by using this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.