Conservation Controversy: Sparrow, Marshall, and the Mikmaq of Esgeno??petitj
Bibliographic record
Abstract
"This paper explores the interplay between the Sparrow and Marshall decisions of the Supreme Court of Canada, and the sovereigntist and traditionalist convictions of the Mikmaq of the Esgeno??petitj/Burnt Church First Nation, as expressed in the conservationist language of the Draft for the Esgenoopotitj First Nations (EFN) Fishery Act (Fisheries Policy). With the Supreme Court of Canada's decision in Sparrow, conservation became an important justification available to the Canadian government to support its regulatory infringement on aboriginal and treaty rights. Ten years later, in Marshall, the Court recognized the treaty rights of the Mikmaq to a limited commercial fishery. The EFN Fishery Act, written to govern the controversial post-Marshall fishery in Esgeno??petitj (also known as the Burnt Church First Nation) demonstrates that for the Mikmaq, scientific management, traditional knowledge, sovereignty and spirituality are understood in a holistic philosophy. The focus placed on conservation by the courts, and the management focused approach taken by the government at Esgeno??petitj have led to government policy which treats conservation simply as a resource access and management problem. Conservation, which the Court deems 'uncontroversial' in Sparrow, is a politically loaded ideal in post-Marshall Burnt Church."
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.020 | 0.015 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.007 | 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 source (direct Gemma or distilled Codex), 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".