Jurislinguistics at the epicenter of western science: problems and prospects
Bibliographic record
Abstract
The article presents a retrospective analysis of jurislinguistic knowledge in the context of Western science. The basic principles of legal linguistics as a neophilological direction of modern humanities are determined, the ideas of new scientific concepts that are dominant in the Western world are actualized, the key principles of jurisliguistics as a prospective field are determined. There were comprehensively analyzed the papers on jurislinguistics, linguoexpertology, linguoconflictology, which are authoritative in modern science. Emphasis is made, in particular, on the Canadian, American and Western European (French, German, Polish, Czech, etc.) schools of jurisliguistics as fundamental in the formation of neodirection. Thus, the American school is associated with the name of P. Tiersma, who introduced the concept of 'legal linguistics' into scientific area; for the Canadian school, the key aspect of the analysis was in the connection between social linguistics and law, which was realized in the works of J. Tori, D. Heller, etc.; in France at the initiative of progressive linguists A. Martin, J. Ray and others the International Society for Functional Linguistics was established, and it is also associated with legal linguistics development. In the Slavic world, jurislinguistics was especially actualized in Poland (J. Brzezki, A. Malinowski, etc.) and in Czech Republic (W. Knapp). Nowadays, jurislinguistics is actively developing in local fields – legal stylistics, forensic examination, legal translation, legal terminology, history of legal language, legal linguomethodology, etc. The authors analyze various studies and the publications of the most influential schools in this interdisciplinary field. The main achievements and prospects of development of linguistic approaches in connection with the needs of justice in the globalized world are discussed. Particular attention is paid to scientific problems that have not yet been considered in the modern jurislinguistics literature.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.007 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.005 | 0.008 |
| Science and technology studies | 0.006 | 0.030 |
| Scholarly communication | 0.012 | 0.014 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".