Fisheries dependent communities: Propositions about ecological and social change
Bibliographic record
Abstract
Canada’s 1992 moratorium on fishing for Northern Cod marked the collapse of a resource that had shaped Newfoundland society for five hundred years. This collapse immediately affected some 40 000 workers, and undermined the traditional livelihoods of hundreds of coastal communities. Newfoundland’s cod crisis in fact comprised only one facet of widespread, fisheries-influenced ecological transformations taking place in the Northwest Atlantic. Cod fisheries off New England, Greenland, Nova Scotia and the Gulf of St. Lawrence also collapsed during the early 1990s. Northeastern Atlantic fisheries, including those of Iceland, Norway and the Faroe Islands, also experienced crises in groundfish resources during the late 1980s or early 1990s. Populations of other species—some targeted by commercial fisheries, and others taken unintentionally as bycatch—often declined steeply as well.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.010 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".