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텍스트 마이닝을 활용한 최신 구강건강 기술 특허 동향 분석

Recent Trends in Oral Health Technology Patents: A Text Mining Analysis

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Objectives: This study analyzed technological trends by examining patents related to oral health and dentistry, and discussed patent utilization and research directions. Methods: The patent data (n=6,865) related to oral health and dentistry were collected from KIPRIS on July 31, 2023. The collected data were analyzed by text mining using Python 3.10. Results: Among the keywords (n=37,155) extracted from the invention titles, ‘device’ showed the highest frequency. In the time series frequency analysis, keywords such as ‘recording’, ‘3-dimensional’, ‘scanner’, and ‘image’ were absent from 2003 to 2007. However, the frequency of these keywords has been steadily increasing since 2008. Furthermore, ‘implant’, ‘orthodontics’, and ‘3-dimensional’ demonstrated relatively high influence in the network analysis (Degree centrality) relating to clinical aspects. Conclusion: In this study, the keyword, ‘method’ was the most influential. Technologies related to ‘orthodontics’ and ‘implants’ have also been consistently researched. Since 2008, ‘3-dimensional’ has been increasing in importance. The emergence of new technological terms highlights the increasing importance of digitization and visualization. The oral health and dentistry-related technological trends identified in the study are expected to serve as valuable foundational data for future patent analysis in Korea.

Abstract

Objectives: This study analyzed technological trends by examining patents related to oral health and dentistry, and discussed patent utilization and research directions. Methods: The patent data (n=6,865) related to oral health and dentistry were collected from KIPRIS on July 31, 2023. The collected data were analyzed by text mining using Python 3.10. Results: Among the keywords (n=37,155) extracted from the invention titles, ‘device’ showed the highest frequency. In the time series frequency analysis, keywords such as ‘recording’, ‘3-dimensional’, ‘scanner’, and ‘image’ were absent from 2003 to 2007. However, the frequency of these keywords has been steadily increasing since 2008. Furthermore, ‘implant’, ‘orthodontics’, and ‘3-dimensional’ demonstrated relatively high influence in the network analysis (Degree centrality) relating to clinical aspects. Conclusion: In this study, the keyword, ‘method’ was the most influential. Technologies related to ‘orthodontics’ and ‘implants’ have also been consistently researched. Since 2008, ‘3-dimensional’ has been increasing in importance. The emergence of new technological terms highlights the increasing importance of digitization and visualization. The oral health and dentistry-related technological trends identified in the study are expected to serve as valuable foundational data for future patent analysis in Korea.

참고문헌 (40)

  1. Choi YJ, "Effects of subjective oral health on the relationship between oral health beliefs and total body health", J Converg Inf Technol, 10(1), pp.211~218 (2020)[DOI]
  2. Moon KH, "An convergence analysis of patent toothbrush", J Korea Convergence Soc, 10(7), pp.55~62 (2019)[DOI]
  3. Gilbert G, "Satisfaction with chewing ability in a diverse sample of dentate adults", J Oral Rehabil, 25, pp.15~27 (1998)[DOI]
  4. Jeong HJ, "The effect of general health status, oral health behavior and status on quality of life in Korea adults", J Korean Acad Oral Health, 44(3), pp.158~165 (2020)[DOI]
  5. Kim BK, "Patent analysis-based technology level evaluation of dental implant", Korean J Dent Mater, 42(1), pp.35~43 (2015)[DOI]
  6. Shin SY, "Analysis of geographical patterns of intellectual property applications by region", Journal of the Korean Regional Science Association, 39(2), pp.31~46 (2023)[DOI]
  7. Lee JG, "Natural product-based products for sleep improvement : Analysis of patent status in Korea", J Orient Neuropsychiatry, 33(3), pp.287~299 (2022)[DOI]
  8. Lee KS, "Quantitative analysis of LTE essential patent", Jour of KoCon a, 12(12), pp.721~732 (2012)[DOI]
  9. Han JH, "A study on the healthcare technology trends through patent data analysis", J Digital Converg, 18(3), pp.179~187 (2020)[DOI]
  10. Ha JY, "Analysis of patent trends related to nursing", Jour of KoCon a, 23(2), pp.586~596 (2023)[DOI]
  11. Kang YJ, "Analysis of journal of dental hygiene science research trends using keyword network analysis", J Dent Hyg Sci, 18(6), pp.380~388 (2018)[DOI]
  12. Lee JW, "Sports virtual reality technology monitoring through patent big data analysis : LDA algorithm-based topic modeling", Korean Journal of Convergence Science, 11(11), pp.185~202 (2022)[DOI]
  13. Seo DM, "Intelligent web crawler for supporting big data analysis services", Jour of KoCon a, 13(12), pp.575~584 (2013)[DOI]
  14. Kim NG, "Investigations on techniques and applications of text analytics", The Journal of Korean Institute of Communications and Information Sciences, 42(2), pp.471~492 (2017)[DOI]
  15. Kim SY, "Analysis of trade newspapers related to dental hygienists as healthcare professionals using language analysis technique : using R program", J Korean Soc Dent Hyg, 17(5), pp.921~930 (2017)[DOI]
  16. Kim JH, "A study on trend analysis in convergence research applying word cloud in Korea", Journal of Digital Convergence, 19(2), pp.33~38 (2021)[DOI]
  17. Yoo SY, "Analysis of news agenda using text mining and semantic network analysis : focused on COVID-19 emotions", Journal of Intelligence and Information Systems, 27(1), pp.47~64 (2021)[DOI]
  18. Nah DB, "The global trends of the patents for the ocean energy", Economic and Environmental Geology, 42(4), pp.377~384 (2009)
  19. Kim JK, "Analysis of tourism technology trends in Korea and the U. S. using patent information : based on topic modeling", Journal of Tourism Sciences, 43(1), pp.249~267 (2019)[DOI]
  20. Park SY, "Studies related to dental implant research published in Korea : A 20-year retrospective study using Korean citation index platform", The Journal of the Korean Dental Association, 60(8), pp.515~528 (2022)[DOI]
  21. Miyazaki T, "A review of dental CAD", CAM : current status and future perspectives from 20 years of experience, 2009, pp.28(1), 44~56
  22. Oh YJ, "Evaluation of physical properties of titanium specimen fabricated by 3D printing technique", Kor J Dent Mater, 43(1), pp.29~42 (2016)[DOI]
  23. Jang JS, "Design and development of clear aligner management system using QR code", Journal of Digital Convergence, 17(9), pp.185~192 (2019)[DOI]
  24. Hennessy J, "Clear aligners generations and orthodontic tooth movement", J Orthod, 43(1), pp.68~76 (2016)[DOI]
  25. Galan-Lopez L, "A systematic review of the accuracy and efficiency of dental movements with Invisalign®", Korean J Orthod, 49(3), pp.140~149 (2019)[DOI]
  26. Hwang DH, "Knowledge and self care behaviors of orthodontic patients using clear aligner", J Korean Soc Dent Hyg, 14(4), pp.539~545 (2014)[DOI]
  27. Kim KM, "Antimicrobial effect of edible pullulan film containing natural antimicrobial material on cariogenic bacteria", J Korean Soc Food Sci Nutr, 38(10), pp.1466~1470 (2009)[DOI]
  28. Park JJ, "Trend analysis of the Gwangju citizens on utilization of oral health behavior and dentifrice containing hinoki cypress(chamaecyparis obtusa)extract", J Korea Contents Associa, 12(12), pp.321~328 (2012)[DOI]
  29. Jung JW, "Patent trend analysis of magnetic-fluorescent composites for immunoassay", Journal of the Korean Magneitcs Society, 31(1), pp.16~25 (2021)[DOI]
  30. Min KB, "A study on the patent trend of"smart farm"in domestic through network analysis", Journal of Korea Institute of Information, Electronics, and Communication Technology, 15(5), pp.413~422 (2022)[DOI]
  31. Du SJ, "Exploring the development trend for home training after the pandemic : utilizing big data", The Korean Society of Sports Science, 32(3), pp.501~511 (2023)[DOI]
  32. Park CS, "Using text network analysis for analyzing academic papers in nursing", Perspectives in Nursing Science, 16(1), pp.12~24 (2019)[DOI]
  33. Park JH, "The analysis of patent trends and radiation convergence technology", Journal of the Korean Society of Radiology, 13(5), pp.785~790 (2019)[DOI]
  34. Koo MS, "Analysis of patent trends of electric vehicle in Korea using network analysis", Journal of Korea Academia-Industrial cooperation Society, 24(3), pp.13~23 (2023)[DOI]
  35. Jin HJ, "Patent trend report about oriental medicine : The Korea institute of oriental medicine-oriented", Jour of KoCon a, 12(6), pp.223~229 (2012)[DOI]
  36. Lee JG, "Natural product-based products for sleep improvement : Analysis of patent status in Korea", J of Oriental Neuropsychiatry, 33(3), pp.287~299 (2022)[DOI]
  37. Kim JH, "The research trends and keywords modeling of shoulder rehabilitation using the text-mining technique", J Korean Soc Phys Med, 16(2), pp.91~100 (2021)[DOI]
  38. Cherian JM, "Dental patents in India : A decade long review", Contemp Clin Dent, 13(4), pp.331~336 (2022)[DOI]
  39. Kim JS, "Analysis on the research trends of KOHS journal papers using topic modeling", J Korean Oral Health Sci, 9(3), pp.9~17 (2021)[DOI]
  40. Kim JH, "A critical review on dental justice : Based on big data analysis of news comments", J Korean Dent Assoc, 61(3), pp.210~228 (2023)[DOI]

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