Aboriginal Title and Oceans Policy in Canada
Bibliographic record
Abstract
The Oceans Act of Canada sets out a broad framework for the unified management of Canada’s oceans based on an ecosystem approach. In particular, the Oceans Act calls on the Minister of Fisheries and Oceans to lead and facilitate the development of a national strategy to guide the management of Canada’s estuarine, coastal and marine ecosystems. The Oceans Act also reflects awareness that aboriginal rights may affect the development or implementation of policy surrounding oceans management. For example, s. 2(1) of the Act states that “. . . nothing in this Act shall be construed so as to abrogate or derogate from any existing aboriginal and treaty rights of the aboriginal peoples under section 35 of the Constitution Act, 1982.” The Oceans Act also provides for collaboration with aboriginal organizations in the development and implementation of a national strategy and plans for integrated management of all activities affecting estuarine, coastal and marine waters, and provides for the possibility of aboriginal participation on certain advisory or management bodies, thus creating an opportunity for aboriginal input into Canada’s ocean policy in the future.
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 | 0.005 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.037 | 0.009 |
| Scholarly communication | 0.010 | 0.002 |
| Open science | 0.003 | 0.006 |
| Research integrity | 0.007 | 0.006 |
| Insufficient payload (model declined to judge) | 0.017 | 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".