L’expertise archéologique au sein des processus de gestion et d’affirmation territoriale du Grand Conseil de la Nation Waban-Aki
Bibliographic record
Abstract
Le Ndakinna est le territoire ancestral de la nation w8banaki. Les W8banakiak, « gens du pays de l’aube » ou « ceux qui vivent au levant », forment la Première Nation algonquienne la plus au sud du Québec. Depuis 2013, le Bureau du Ndakinna est mandaté par le Conseil des Abénakis d’Odanak et le Conseil des Abénakis de Wôlinak pour répondre aux consultations territoriales. Afin d’y parvenir, le Bureau utilise notamment l’archéologie dans divers projets de gestion et d’affirmation sur le territoire ancestral w8banaki. Que ce soit au sujet de la protection et de la gestion d’écosystèmes indispensables pour la nation w8banaki, de la documentation des schémas et des sites historiques w8banakiak d’occupation du territoire ou du rayonnement scientifique, l’archéologie au sein du Bureau du Ndakinna représente un puissant véhicule d’autodétermination pour la Nation w8banaki.
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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 | 0.008 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.017 | 0.022 |
| Scholarly communication | 0.009 | 0.007 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.013 | 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; 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".