Canada's Oceans Policy Framework: An Overview
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The myth of national ocean policymaking is that there is a single path, structure, or instrument within which ocean policy is considered, adopted, implemented, and, where necessary, enforced. The reality is that a State and its citizens interact with the oceans in a multitude of different manners that defy and undermine an easy definition of national ocean policymaking as an explanation of that relationship. Within this premise, this article focuses on four matters respecting the framework of Canada's oceans policymaking: (a) where is Canada's oceans space in the Arctic, Atlantic, and Pacific Oceans and the extent of jurisdiction that Canada can exercise over its adjacent ocean areas; (b) what is the constitutional context for oceans policymaking in Canada; (c) how are fisheries, hydrocarbons, and shipping legislatively and administratively managed; and (d) the 1996 Oceans Act and integrated ocean management.
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it