텍스트 마이닝을 활용한 최신 구강건강 기술 특허 동향 분석
Recent Trends in Oral Health Technology Patents: A Text Mining Analysis
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초록
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)
- 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]
- Moon KH, "An convergence analysis of patent toothbrush", J Korea Convergence Soc, 10(7), pp.55~62 (2019)[DOI]
- Gilbert G, "Satisfaction with chewing ability in a diverse sample of dentate adults", J Oral Rehabil, 25, pp.15~27 (1998)[DOI]
- 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]
- Kim BK, "Patent analysis-based technology level evaluation of dental implant", Korean J Dent Mater, 42(1), pp.35~43 (2015)[DOI]
- 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]
- 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]
- Lee KS, "Quantitative analysis of LTE essential patent", Jour of KoCon a, 12(12), pp.721~732 (2012)[DOI]
- Han JH, "A study on the healthcare technology trends through patent data analysis", J Digital Converg, 18(3), pp.179~187 (2020)[DOI]
- Ha JY, "Analysis of patent trends related to nursing", Jour of KoCon a, 23(2), pp.586~596 (2023)[DOI]
- 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]
- 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]
- Seo DM, "Intelligent web crawler for supporting big data analysis services", Jour of KoCon a, 13(12), pp.575~584 (2013)[DOI]
- 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]
- 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]
- 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]
- 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]
- Nah DB, "The global trends of the patents for the ocean energy", Economic and Environmental Geology, 42(4), pp.377~384 (2009)
- 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]
- 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]
- Miyazaki T, "A review of dental CAD", CAM : current status and future perspectives from 20 years of experience, 2009, pp.28(1), 44~56
- 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]
- Jang JS, "Design and development of clear aligner management system using QR code", Journal of Digital Convergence, 17(9), pp.185~192 (2019)[DOI]
- Hennessy J, "Clear aligners generations and orthodontic tooth movement", J Orthod, 43(1), pp.68~76 (2016)[DOI]
- 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]
- 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]
- 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]
- 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]
- Jung JW, "Patent trend analysis of magnetic-fluorescent composites for immunoassay", Journal of the Korean Magneitcs Society, 31(1), pp.16~25 (2021)[DOI]
- 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]
- 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]
- Park CS, "Using text network analysis for analyzing academic papers in nursing", Perspectives in Nursing Science, 16(1), pp.12~24 (2019)[DOI]
- 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]
- 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]
- 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]
- 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]
- 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]
- Cherian JM, "Dental patents in India : A decade long review", Contemp Clin Dent, 13(4), pp.331~336 (2022)[DOI]
- 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]
- 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]
