Water Law as a Watershed Endeavour: Federal Inactivity as an Opportunity for Local Initiative
Bibliographic record
Abstract
While the federal government has steadily lightened its regulatory role over aspects of federal jurisdiction that influence provincial water management, this jurisdictional space has provided opportunities for sub-national arrangements that address environmental protection. First Nations, provincial and local governments are creating collaborative ecosystem-based management regulations and initiatives that respond to the ecological governance imperatives of planning at a watershed scale, protecting environmental flows, linking decisions about land and water, and adaptive management. Ecological monitoring, watershed-scale planning, decision-making resulting from treaties, protection of riparian areas and watersheds, and water law reform in the west all feature prominently in these sub-national approaches. Any federal action in the future that affects water will be challenged to support these appropriately scaled regulations and decision-making.
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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 | 0.027 | 0.022 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.021 | 0.044 |
| Scholarly communication | 0.029 | 0.018 |
| Open science | 0.002 | 0.018 |
| Research integrity | 0.011 | 0.015 |
| Insufficient payload (model declined to judge) | 0.010 | 0.001 |
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".