Bibliographic record
Abstract
Book Description\nCanadian environmental law is a dynamic and exciting area that is playing an increasingly important role in furthering sustainable development policy. Environmental law has distinctive relevant principles, operating procedures, implications, and importance in comparison with other areas of law, and these distinctions must be appreciated both within the legal community and by all those who are concerned with the way that courts handle environmental cases.\nEnvironment in the Courtroom provides extensive insight into Canadian environmental law. Covering key environmental concepts and the unique nature of environmental damage, environmental prosecutions, sentencing and environmental offences, evidentiary issues in environmental processes and hearings, issues associated with site inspections, investigations, and enforcement, and more, this collection has the potential to make a significant difference at the level of understanding and practice.\nContaining perspective and insight from experienced and prominence Canadian legal practitioners and scholars, Environment in the Courtroom addresses the Canadian provinces and territories and provides context by comparison to the United States and Australia. No other collection covers these topics so comprehensively. This is an essential reference for all those interested in Canadian environmental law.\nChapter Introduction\nInternational law has been a major force in the development of environmental law in the last half-century, as global solutions are sought for common problems, and treaty regimes are used to promote domestic implementation of international standards. Canada has been an active participant in this process and has implemented numerous agreements in legislation, but the direct application of international environmental law in Canadian courts has at times been hesitant and confusing. This chapter provides a brief overview of the use of this body of law in the courts and an assessment of the prospects and challenges facing its application in the future.
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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 | 0.002 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.004 | 0.008 |
| Science and technology studies | 0.021 | 0.011 |
| Scholarly communication | 0.021 | 0.004 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.004 | 0.005 |
| Insufficient payload (model declined to judge) | 0.020 | 0.002 |
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".