Supervision and guarantee of constitutional normativity in a legal system aimed at legal regulation
This study focuses on the monitoring and safeguarding constitutional normativity in the legal system, explores its empirical Analysis in environmental protection law and patent law, and emphasizes the importance of the legal named entity identification model and legal instrument element extraction....
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| Format: | Article |
| Language: | English |
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Sciendo
2024-01-01
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| Series: | Applied Mathematics and Nonlinear Sciences |
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| Online Access: | https://doi.org/10.2478/amns-2024-0560 |
| _version_ | 1797279106333671424 |
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| author | Xu Juan |
| author_facet | Xu Juan |
| author_sort | Xu Juan |
| collection | DOAJ |
| description | This study focuses on the monitoring and safeguarding constitutional normativity in the legal system, explores its empirical Analysis in environmental protection law and patent law, and emphasizes the importance of the legal named entity identification model and legal instrument element extraction. The study adopts the implicit Markov-based legal named entity identification model and the Bleem model oriented to extracting legal instrument elements. In environmental protection law, we explored the correlation between the content and manner of law enforcement through a quantitative analysis model. We found that the correlation between pollution prevention and source prevention was 0.575, showing a strong correlation. We analyzed the R&D investment data of 23 provincial-level administrative division units in patent law from 2009 to 2023. We found that in-house R&D expenditures increased from 65% to 78.5%, proving the significant incentive effect of the patent law reforms on enterprise R&D investment. Adequate supervision and guarantee of constitutional normativity play an essential role in the improvement and practical implementation of the legal system, especially in the fields of environmental protection and intellectual property rights. |
| first_indexed | 2024-03-07T16:20:30Z |
| format | Article |
| id | doaj.art-2b2c925872764c17af38a2c4b8685d26 |
| institution | Directory Open Access Journal |
| issn | 2444-8656 |
| language | English |
| last_indexed | 2024-03-07T16:20:30Z |
| publishDate | 2024-01-01 |
| publisher | Sciendo |
| record_format | Article |
| series | Applied Mathematics and Nonlinear Sciences |
| spelling | doaj.art-2b2c925872764c17af38a2c4b8685d262024-03-04T07:30:42ZengSciendoApplied Mathematics and Nonlinear Sciences2444-86562024-01-019110.2478/amns-2024-0560Supervision and guarantee of constitutional normativity in a legal system aimed at legal regulationXu Juan01Henan Technical Institute, Zhengzhou, Henan, 450042, China.This study focuses on the monitoring and safeguarding constitutional normativity in the legal system, explores its empirical Analysis in environmental protection law and patent law, and emphasizes the importance of the legal named entity identification model and legal instrument element extraction. The study adopts the implicit Markov-based legal named entity identification model and the Bleem model oriented to extracting legal instrument elements. In environmental protection law, we explored the correlation between the content and manner of law enforcement through a quantitative analysis model. We found that the correlation between pollution prevention and source prevention was 0.575, showing a strong correlation. We analyzed the R&D investment data of 23 provincial-level administrative division units in patent law from 2009 to 2023. We found that in-house R&D expenditures increased from 65% to 78.5%, proving the significant incentive effect of the patent law reforms on enterprise R&D investment. Adequate supervision and guarantee of constitutional normativity play an essential role in the improvement and practical implementation of the legal system, especially in the fields of environmental protection and intellectual property rights.https://doi.org/10.2478/amns-2024-0560constitutional normative supervisionlaw naming entity identificationenvironmental protection lawpatent law00a73 |
| spellingShingle | Xu Juan Supervision and guarantee of constitutional normativity in a legal system aimed at legal regulation Applied Mathematics and Nonlinear Sciences constitutional normative supervision law naming entity identification environmental protection law patent law 00a73 |
| title | Supervision and guarantee of constitutional normativity in a legal system aimed at legal regulation |
| title_full | Supervision and guarantee of constitutional normativity in a legal system aimed at legal regulation |
| title_fullStr | Supervision and guarantee of constitutional normativity in a legal system aimed at legal regulation |
| title_full_unstemmed | Supervision and guarantee of constitutional normativity in a legal system aimed at legal regulation |
| title_short | Supervision and guarantee of constitutional normativity in a legal system aimed at legal regulation |
| title_sort | supervision and guarantee of constitutional normativity in a legal system aimed at legal regulation |
| topic | constitutional normative supervision law naming entity identification environmental protection law patent law 00a73 |
| url | https://doi.org/10.2478/amns-2024-0560 |
| work_keys_str_mv | AT xujuan supervisionandguaranteeofconstitutionalnormativityinalegalsystemaimedatlegalregulation |