Enhancing emerging technology discovery in nanomedicine by integrating innovative sentences using BERT and NLDA
Nanomedicine has significant potential to revolutionize biomedicine and healthcare through innovations in diagnostics, therapeutics, and regenerative medicine. This study aims to develop a novel framework that integrates advanced natural language processing, noise-free topic modeling, and multidimen...
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| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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Sciendo
2024-11-01
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| Series: | Journal of Data and Information Science |
| Subjects: | |
| Online Access: | https://doi.org/10.2478/jdis-2024-0031 |
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| _version_ | 1850063126237544448 |
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| author | Wang Yifan Liu Xiaoping Zhu Xiang-Li |
| author_facet | Wang Yifan Liu Xiaoping Zhu Xiang-Li |
| author_sort | Wang Yifan |
| collection | DOAJ |
| description | Nanomedicine has significant potential to revolutionize biomedicine and healthcare through innovations in diagnostics, therapeutics, and regenerative medicine. This study aims to develop a novel framework that integrates advanced natural language processing, noise-free topic modeling, and multidimensional bibliometrics to systematically identify emerging nanomedicine technology topics from scientific literature. |
| format | Article |
| id | doaj-art-8b058e0e100945dcab2f80a0343c9ff2 |
| institution | DOAJ |
| issn | 2543-683X |
| language | English |
| publishDate | 2024-11-01 |
| publisher | Sciendo |
| record_format | Article |
| series | Journal of Data and Information Science |
| spelling | doaj-art-8b058e0e100945dcab2f80a0343c9ff22025-08-20T02:49:46ZengSciendoJournal of Data and Information Science2543-683X2024-11-019415519510.2478/jdis-2024-0031Enhancing emerging technology discovery in nanomedicine by integrating innovative sentences using BERT and NLDAWang Yifan0Liu Xiaoping1Zhu Xiang-Li22Department of Information Resources Management, School of Economics and Management, University of Chinese Academy of Sciences, Beijing, 100190, P.R. China1National Science Library, Chinese Academy of Sciences, Beijing100190, P.R. China1National Science Library, Chinese Academy of Sciences, Beijing100190, P.R. ChinaNanomedicine has significant potential to revolutionize biomedicine and healthcare through innovations in diagnostics, therapeutics, and regenerative medicine. This study aims to develop a novel framework that integrates advanced natural language processing, noise-free topic modeling, and multidimensional bibliometrics to systematically identify emerging nanomedicine technology topics from scientific literature.https://doi.org/10.2478/jdis-2024-0031bibliometricsnanomedicineemerging technologiesberttopic modeling |
| spellingShingle | Wang Yifan Liu Xiaoping Zhu Xiang-Li Enhancing emerging technology discovery in nanomedicine by integrating innovative sentences using BERT and NLDA Journal of Data and Information Science bibliometrics nanomedicine emerging technologies bert topic modeling |
| title | Enhancing emerging technology discovery in nanomedicine by integrating innovative sentences using BERT and NLDA |
| title_full | Enhancing emerging technology discovery in nanomedicine by integrating innovative sentences using BERT and NLDA |
| title_fullStr | Enhancing emerging technology discovery in nanomedicine by integrating innovative sentences using BERT and NLDA |
| title_full_unstemmed | Enhancing emerging technology discovery in nanomedicine by integrating innovative sentences using BERT and NLDA |
| title_short | Enhancing emerging technology discovery in nanomedicine by integrating innovative sentences using BERT and NLDA |
| title_sort | enhancing emerging technology discovery in nanomedicine by integrating innovative sentences using bert and nlda |
| topic | bibliometrics nanomedicine emerging technologies bert topic modeling |
| url | https://doi.org/10.2478/jdis-2024-0031 |
| work_keys_str_mv | AT wangyifan enhancingemergingtechnologydiscoveryinnanomedicinebyintegratinginnovativesentencesusingbertandnlda AT liuxiaoping enhancingemergingtechnologydiscoveryinnanomedicinebyintegratinginnovativesentencesusingbertandnlda AT zhuxiangli enhancingemergingtechnologydiscoveryinnanomedicinebyintegratinginnovativesentencesusingbertandnlda |