La nouvelle catégorie d’aire protégée d’initiative autochtone au Québec : une ouverture aux conceptions autochtones de la conservation ?
Bibliographic record
Abstract
Dans cette publication, nous explorons dans quelle mesure la Loi sur la conservation du patrimoine naturel (LCPN), avant et après le processus de réforme de 2021 à l’Assemblée nationale du Québec, offre une réelle prise en compte des conceptions autochtones de la conservation. Lors des consultations particulières relatives à la réforme de cette loi, plusieurs acteurs autochtones ont mis en avant leurs relations au territoire, leurs visions de la conservation, ainsi que les embûches causées par les apories entre ces dernières et les conceptions étatiques. Nous nous pencherons sur les possibilités et les écueils exposés lors de ces interventions, ainsi que ceux découlant du nouveau statut d’aire protégée d’initiative autochtone qui fut ajouté à la LCPN à la suite de cette réforme.
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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 | 0.005 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.010 | 0.015 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.005 | 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".