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| Content Provider | frontiers |
|---|---|
| Author | Atanassova, Iana Bertin, Marc Mayr, Philipp |
| Abstract | INTRODUCTIONThe Research Topic on ”NLP-enhanced Bibliometrics” aims to promote interdisciplinary research inbibliometrics, Natural Language Processing (NLP) and computational linguistics in order to enhance the waysbibliometrics can benefit from large-scale text analytics and sense mining of papers. The objectives of suchresearch are to provide insights into scientific writing and bring new perspectives to the understanding ofboth the nature of citations and the nature of scientific papers and their internal structures. The possibilityto enrich metadata by the full-text processing of papers offers a new field of investigation, where themajor problems arise around the organization and structure of text, the extraction of information and itsrepresentation at the level of metadata.Recently, the ever growing availability of datasets and papers in full text and in machine-readable formatshas made possible a change in perspective in the field of bibliometrics. From preprint databases to the OpenAccess and the Open Science movements, the development of online platforms such as ArXiv, CiteSeer orPLoS and so forth, largely contribute to facilitating the experimentation with datasets of articles, making itpossible to perform bibliometric studies not only considering the metadata of papers but also their full textcontent.The field of NLP offers methodological frameworks and tools for the full text processing of papers thatcan enlighten bibliometric studies. Some of the open source to... |
| ISSN | 25040537 |
| DOI | 10.3389/frma.2019.00002 |
| Volume Number | 4 |
| Journal | Frontiers in Research Metrics and Analytics |
| Language | English |
| Publisher Date | 2019-04-30 |
| Access Restriction | Open |
| Subject Keyword | Scientific papers Citation content analysis Academic search Text mining Natural language processing (NLP) Scientometrics Computational linguistics |
| Content Type | Text |
| Resource Type | Article |
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