Re: Comments on the Gahcho Kue Panel Terms of Reference
Bibliographic record
Abstract
Thank you for the opportunity to review and comment on the Draft Terms of Reference (TOR) for the Gahcho Kue Environmental Impact Review Panel. The North Slave Metis Alliance (NSMA) has the mandate to assert and defend Métis Aboriginal rights protected under section 35 of the Constitution of Canada. The Canadian Constitution recognizes Métis people as one of the three groups of Aboriginal Peoples of Canada, distinct from all other First Nation people, Inuit or non-aboriginal people. The indigenous North Slave Métis People have their own history, culture, traditions, language and heritage. There have also been, and continue to be, significant differences in the way Canada has treated and does treat Métis, as compared to Dene First Nations, under the Indian Act, which has resulted in significantly different socioeconomic and cultural baseline conditions. It is extremely important that the baseline information on the North Slave Métis People be analyzed separately from other aboriginal or non-aboriginal inhabitants of the various communities. NSMA notes that page 7 of the Terms of Reference requires consideration of impacts on Dene Water Rights and spiritual concerns, but does not include impacts to Métis
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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 | 0.022 | 0.148 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.003 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.009 | 0.003 |
| Scholarly communication | 0.009 | 0.006 |
| Open science | 0.005 | 0.004 |
| Research integrity | 0.036 | 0.028 |
| Insufficient payload (model declined to judge) | 0.073 | 0.055 |
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".