Document (#44410)

Author

Sjögårde, P.
Ahlgren, P.

Title

Seed-based information retrieval in networks of research publications : evaluation of direct citations, bibliographic coupling, co-citations, and PubMed-related article score

Source

Journal of the Association for Information Science and Technology. 75(2024) no.13, S.1453-1465

Year

2024

Abstract

In this contribution, we deal with seed-based information retrieval in networks of research publications. Using systematic reviews as a baseline, and publication data from the NIH Open Citation Collection, we compare the performance of the three citation-based approaches direct citation, co-citation, and bibliographic coupling with respect to recall and precision measures. In addition, we include the PubMed-related article score as well as combined approaches in the comparison. We also provide a fairly comprehensive review of earlier research in which citation relations have been used for information retrieval purposes. The results show an advantage for co-citation over bibliographic coupling and direct citation. However, combining the three approaches outperforms the exclusive use of co-citation in the study. The results further indicate, in line with previous research, that combining citation-based approaches with textual approaches enhances the performance of seed-based information retrieval. The results from the study may guide approaches combining citation-based and textual approaches in their choice of citation similarity measures. We suggest that future research use more structured approaches to evaluate methods for seed-based retrieval of publications, including comparative approaches as well as the elaboration of common data sets and baselines for evaluation.

Content

Vgl.: https://asistdl.onlinelibrary.wiley.com/doi/10.1002/asi.24951. Vgl.: https://doi.org/10.1002/asi.24951.

Theme

Informetrie
Citation indexing

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4. Jiang, X.; Liu, J.: Extracting the evolutionary backbone of scientific domains : the semantic main path network analysis approach based on citation context analysis (2023) 0.33

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5. White, H.D.: Citation analysis : history (2009) 0.29

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