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
Fishing for a Solution provides a detailed, policy-based account of the development of Canada’s fisheries relations with the European Union. It covers over 35 years of this contentious international relationship, from the extension of Canada’s fisheries jurisdiction to 200 miles in 1977 and the creation of the Northwest Atlantic Fisheries Organization (NAFO) two years later, to the development of a proposed new NAFO Convention in 2007, which awaits formal approval. Based on the experience of participants from inside the deliberations and negotiations, the book explores the impact of Canada’s internal politics on international fisheries negotiations. For anyone interested in the workings of Canadian foreign policy, resource policy or in the complexities of managing international relations, it offers a unique account of the development of Canada-EU fisheries relations, blending the academic perspective of a long-time student of those relations with the insights of two former senior public servants who led the international affairs directorate of Canada’s Department of Fisheries and Oceans.
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 | 0.001 |
| 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