Bibliographic record
Abstract
In the late twentieth century, environmental policy swept the world, and among its primary instruments were processes for evaluating the adverse impacts of proposed actions. In all countries these processes quickly came into conflict with established bureaucracies, none more powerful and resistant to change than those in charge of water resources development. They also conflicted, in many cases, with established ideas of governance, right down to principles of federalism, judicial review, and the separation of powers. So it was in Canada, where in the late l980s three water resources development schemes, each one more enormous, initiated the commonwealth’s approach to environmental impact assessment and challenged the ability of the national government to protect environmental values at all. The litigation was heavy and prolonged. In the end, federal environmental authority gained a significant foothold, but one insufficient to protect the natural and human resources at stake. The litigation also illustrated, as has been the experience in the United States, the critical importance of citizen enforcement actions and judicial review in securing the objectives of environmental law.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.042 | 0.013 |
| Scholarly communication | 0.012 | 0.004 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.012 | 0.013 |
| 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".