Fisheries and Aboriginals: The Enclosing Paradigm
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 same attitudes, capitalist values and kinds of industrial technologies that are destroying the forests of Canada are also at work in the fishery, but the visible consequences have proceeded much further. The Northern Cod on the East Coast has been fished to commercial extinction. In July of 1992, a 2-year moratorium (since extended) was placed on this fishery. The above quotations, relating to the West Coast 1994 Fraser River sockeye runs, show the same commercial extinction paradigm unfolding. Canada pursues economics-driven conservation policies. Individual, commercially valuable fish species, are managed to their maximum human/corporate exploitation. Then, if environmental factors change or there are major errors in management or policy decisions, and if the rules are flouted or manipulated by participants in the commercial fishery, there is ecological and economic disaster."
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 | 0.005 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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