Bibliographic record
Abstract
For generations, farming families on the Southwest Margaree River in Cape Breton have harvested gaspereau, the fish also known as alewife. The Margaree gaspereau is sold for lobster bait, or to buyers who export it to the Caribbean, mainly Haiti. In this article, narratives form the basis of understanding the natural, technological, regulatory and commercial processes involved in the gaspereau fishery on the Southwest Margaree River, in particular through storytelling and anecdotes. The gaspereau trap used on the Margaree is of particular interest because it was developed on the Margaree River by a Mi’kmaq fisher; it is now used by both native and non-native gaspereau fishers on Cape Breton Island. The sources for this study consist mainly of interviews with those directly involved in the fishery, and, to a lesser extent, discussions with government officials and the wider Margaree community. The result is a realization that the Margaree gaspereau fishery is important, not only as an income supplement, but also as a form of social cohesion in a particular community.
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 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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.006 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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; both teacher heads agree on what is shown here.
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".