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Nano language and distribution of article title terms according to power laws

Author

Listed:
  • Tomaz Bartol

    (University of Ljubljana)

  • Karmen Stopar

    (University of Ljubljana)

Abstract

Scientometric evaluation of nanoscience/nanotechnology requires complex search strategies and lengthy queries which retrieve massive amount of information. In order to offer some insight based on the most frequently occurring terms our research focused on a limited amount of data, collected on uniform principles. The prefix nano comes about in many different compound words thus offering a possibility for such assessment. The aim is to identify the scatter of nanoconcepts, among and within journals, as well as more generally, in the Web of Science (WOS). Ten principal journals were identified along with all unique nanoterms in article titles. Such terms occur on average in half of all titles. Terms were thoroughly investigated and mapped by lemmatization or stemming to the appropriate roots—nanoconcepts. The scatter of concepts follows the characteristics of power laws, especially Zipf’s law, exhibiting clear inversely proportional relationship between rank and frequency. The same three nanoconcepts are most frequently occurring in as many as seven journals. Two concepts occupy the first and the second rank in six journals. The same six concepts are the most frequently occurring in ten journals as well as full WOS database, representing almost two thirds of all nanotitled articles, in both instances. Subject categories don’t play a decisive role. Frequency falls progressively, quickly producing a long tail of rare concepts. Drop is almost linear on the log scale. The existence of hundreds of different closed-form compound nanoterms has consequences for the retrieval on the Internet search engines (e.g. Google Scholar) which do not permit truncation.

Suggested Citation

  • Tomaz Bartol & Karmen Stopar, 2015. "Nano language and distribution of article title terms according to power laws," Scientometrics, Springer;Akadémiai Kiadó, vol. 103(2), pages 435-451, May.
  • Handle: RePEc:spr:scient:v:103:y:2015:i:2:d:10.1007_s11192-015-1546-1
    DOI: 10.1007/s11192-015-1546-1
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    References listed on IDEAS

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    1. Strotmann, Andreas & Zhao, Dangzhi, 2010. "Combining commercial citation indexes and open-access bibliographic databases to delimit highly interdisciplinary research fields for citation analysis," Journal of Informetrics, Elsevier, vol. 4(2), pages 194-200.
    2. Mogoutov, Andrei & Cambrosio, Alberto & Keating, Peter & Mustar, Philippe, 2008. "Biomedical innovation at the laboratory, clinical and commercial interface: A new method for mapping research projects, publications and patents in the field of microarrays," Journal of Informetrics, Elsevier, vol. 2(4), pages 341-353.
    3. Clara Calero & Renald Buter & Cecilia Cabello Valdés & Ed Noyons, 2006. "How to identify research groups using publication analysis: an example in the field of nanotechnology," Scientometrics, Springer;Akadémiai Kiadó, vol. 66(2), pages 365-376, February.
    4. Dora Marinova & Michael McAleer, 2003. "Environmental Technology Strengths: International Rankings Based on US Patent Data," CIRJE F-Series CIRJE-F-204, CIRJE, Faculty of Economics, University of Tokyo.
    5. Morteza Maghrebi & Ali Abbasi & Saeid Amiri & Reza Monsefi & Ahad Harati, 2011. "A collective and abridged lexical query for delineation of nanotechnology publications," Scientometrics, Springer;Akadémiai Kiadó, vol. 86(1), pages 15-25, January.
    6. Mogoutov, Andrei & Kahane, Bernard, 2007. "Data search strategy for science and technology emergence: A scalable and evolutionary query for nanotechnology tracking," Research Policy, Elsevier, vol. 36(6), pages 893-903, July.
    7. Thomas Heinze & Philip Shapira & Jacqueline Senker & Stefan Kuhlmann, 2007. "Identifying creative research accomplishments: Methodology and results for nanotechnology and human genetics," Scientometrics, Springer;Akadémiai Kiadó, vol. 70(1), pages 125-152, January.
    8. Lili Wang & Ad Notten & Alexandru Surpatean, 2013. "Interdisciplinarity of nano research fields: a keyword mining approach," Scientometrics, Springer;Akadémiai Kiadó, vol. 94(3), pages 877-892, March.
    9. Bar-Ilan, Judit, 2008. "Informetrics at the beginning of the 21st century—A review," Journal of Informetrics, Elsevier, vol. 2(1), pages 1-52.
    10. Wen Zhang & Taketoshi Yoshida & Xijin Tang, 2009. "Distribution Of Multi-Words In Chinese And English Documents," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 8(02), pages 249-265.
    11. Guan, Jiancheng & Ma, Nan, 2007. "China's emerging presence in nanoscience and nanotechnology: A comparative bibliometric study of several nanoscience `giants'," Research Policy, Elsevier, vol. 36(6), pages 880-886, July.
    12. Tom Magerman & Bart Looy & Xiaoyan Song, 2010. "Exploring the feasibility and accuracy of Latent Semantic Analysis based text mining techniques to detect similarity between patent documents and scientific publications," Scientometrics, Springer;Akadémiai Kiadó, vol. 82(2), pages 289-306, February.
    13. Can Huang & Ad Notten & Nico Rasters, 2011. "Nanoscience and technology publications and patents: a review of social science studies and search strategies," The Journal of Technology Transfer, Springer, vol. 36(2), pages 145-172, April.
    14. Loet Leydesdorff & Ping Zhou, 2007. "Nanotechnology as a field of science: Its delineation in terms of journals and patents," Scientometrics, Springer;Akadémiai Kiadó, vol. 70(3), pages 693-713, March.
    15. Henry Small, 2011. "Interpreting maps of science using citation context sentiments: a preliminary investigation," Scientometrics, Springer;Akadémiai Kiadó, vol. 87(2), pages 373-388, May.
    16. Elise Bassecoulard & Alain Lelu & Michel Zitt, 2007. "Mapping nanosciences by citation flows: A preliminary analysis," Scientometrics, Springer;Akadémiai Kiadó, vol. 70(3), pages 859-880, March.
    17. Tomaz Bartol & Gordana Budimir & Doris Dekleva-Smrekar & Miro Pusnik & Primoz Juznic, 2014. "Assessment of research fields in Scopus and Web of Science in the view of national research evaluation in Slovenia," Scientometrics, Springer;Akadémiai Kiadó, vol. 98(2), pages 1491-1504, February.
    18. Mike Thelwall & Liz Price, 2006. "Language evolution and the spread of ideas on the Web: A procedure for identifying emergent hybrid word family members," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 57(10), pages 1326-1337, August.
    19. Staša Milojević, 2010. "Power law distributions in information science: Making the case for logarithmic binning," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 61(12), pages 2417-2425, December.
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    5. Karmen Stopar & Damjana Drobne & Klemen Eler & Tomaz Bartol, 2016. "Citation analysis and mapping of nanoscience and nanotechnology: identifying the scope and interdisciplinarity of research," Scientometrics, Springer;Akadémiai Kiadó, vol. 106(2), pages 563-581, February.

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