Content‐based and algorithmic classifications of journals: Perspectives on the dynamics of scientific communication and indexer effects
Ismael Rafols and
Loet Leydesdorff
Journal of the American Society for Information Science and Technology, 2009, vol. 60, issue 9, 1823-1835
Abstract:
The aggregated journal‐journal citation matrix—based on the Journal Citation Reports (JCR) of the Science Citation Index—can be decomposed by indexers or algorithmically. In this study, we test the results of two recently available algorithms for the decomposition of large matrices against two content‐based classifications of journals: the ISI Subject Categories and the field/subfield classification of Glänzel and Schubert (2003). The content‐based schemes allow for the attribution of more than a single category to a journal, whereas the algorithms maximize the ratio of within‐category citations over between‐category citations in the aggregated category‐category citation matrix. By adding categories, indexers generate between‐category citations, which may enrich the database, for example, in the case of inter‐disciplinary developments. Algorithmic decompositions, on the other hand, are more heavily skewed towards a relatively small number of categories, while this is deliberately counter‐acted upon in the case of content‐based classifications. Because of the indexer effects, science policy studies and the sociology of science should be careful when using content‐based classifications, which are made for bibliographic disclosure, and not for the purpose of analyzing latent structures in scientific communications. Despite the large differences among them, the four classification schemes enable us to generate surprisingly similar maps of science at the global level. Erroneous classifications are cancelled as noise at the aggregate level, but may disturb the evaluation locally.
Date: 2009
References: Add references at CitEc
Citations: View citations in EconPapers (59)
Downloads: (external link)
https://doi.org/10.1002/asi.21086
Related works:
This item may be available elsewhere in EconPapers: Search for items with the same title.
Export reference: BibTeX
RIS (EndNote, ProCite, RefMan)
HTML/Text
Persistent link: https://EconPapers.repec.org/RePEc:bla:jamist:v:60:y:2009:i:9:p:1823-1835
Ordering information: This journal article can be ordered from
https://doi.org/10.1002/(ISSN)1532-2890
Access Statistics for this article
More articles in Journal of the American Society for Information Science and Technology from Association for Information Science & Technology
Bibliographic data for series maintained by Wiley Content Delivery ().