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Using Citation Context to Improve the Retrieval of Research Article from Cancer Research Journals

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TLDR
Journal ranking system can be considered as a well-organized tool for ranking the cancer research scientific journal based on citation content and citation counting.
Abstract
Objective: In recent years, citation analysis tools provide many devices for finding or computing the citation score or impact factor for journals. It is important for the researchers to identify good journals for collecting research ideas discussed. A journal with a good impact factor value is preferably referred to by many researchers. In this research work, the author proposes a system for ranking journals on the basis of ideas and results cited in other papers. Methods: The work involves the cited content extractor for extracting the descriptive features mentioned about the cited paper. The cited content refers to the content in the article written by a citing paper and relating to the cited paper. The ranking system uses a citation score estimator for computing the overall weight of the descriptive cited content relating to a specific paper in the citing papers. The journal ranking system performs classification of the citation content with the evaluation of a citation score. The work that involves the citation content is classified under different categories as positively cited, negatively cited or neutral and unrelated. Results: Then the computed citation score is used for ranking the dealing with research on cancer research journals. The results of the ranking journals indicate that the particular ranked journal has been cited in the literature of many journals with a good descriptive content. Journal ranking system can be considered as a well-organized tool for ranking the cancer research scientific journal based on citation content and citation counting. Conclusion: This experimental cancer journal ranking method increases accuracy and effectiveness by using the citation content when compared with PageRank and HITS.

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What Do Citation Counts Measure? An Updated Review of Studies on Citations in Scientific Documents Published between 2006 and 2018.

TL;DR: It is demonstrated that a paper may be cited for very different scientific and non-scientific reasons and a variety of features should be analyzed, primarily the citation context, the semantics and linguistic patterns in citations, citation locations within the citing document, and citation polarity.
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What do citation counts measure? An updated review of studies on citations in scientific documents published between 2006 and 2018

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Citation recommendation using semantic representation of cited papers’ relations and content

TL;DR: In this article , Xu et al. designed and extracted four forms of citation context as cited papers' content considering citation motivations, as well as co-citation relationships are extracted as cited articles' relations.
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Citation recommendation using semantic representation of cited papers’ relations and content

TL;DR: In this article, Xu et al. studied citation recommendation from the perspective of semantic representation of cited papers' relations and content, and designed a quantitative evaluation method based on link prediction to find the most appropriate form of citation content and the optimal method.
References
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Proceedings ArticleDOI

Current state and future trends: a citation network analysis of the learning analytics field

TL;DR: An evaluation of the current state of the field of learning analytics through analysis of articles and citations occurring in the LAK conferences and identified special issue journals suggests that there is some fragmentation in the major disciplines regarding conference and journal representation.
Journal ArticleDOI

Bringing PageRank to the citation analysis

TL;DR: The paper attempts to provide an alternative method for measuring the importance of scientific papers based on the Google's PageRank, a meaningful extension of the common integer counting of citations and is experimented for bringing PageRank to the citation analysis in a large citation network.
Journal ArticleDOI

Content-based author co-citation analysis

TL;DR: This study proposes a new method for measuring the similarity between co-cited authors by considering author's citation content, and finds that this approach, while displaying a similar intellectual structure for the information science domain as the other baseline methods, also provides more details about the sub-disciplines in the domain than with traditional ACA.
Journal ArticleDOI

Citation analysis: A social and dynamic approach to knowledge organization

TL;DR: Bibliometric maps cannot be expected ever to be fully equivalent to scholarly taxonomies, but they are valuable tools for assisting users’ to orient themselves to the information ecology.
Journal ArticleDOI

Ranking national research systems by citation indicators. A comparative analysis using whole and fractionalised counting methods

TL;DR: There are strong arguments in favour of using fractionalised counts to calculate relative citation indexes at the national level, rather than using whole counts, which is the most common practice today.
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How do you cite a clinical and diagnostic research journal?

Journal ranking system can be considered as a well-organized tool for ranking the cancer research scientific journal based on citation content and citation counting.