Une difficile prise en compte des changements sociaux en milieu minier nordique : le cas de Malartic (Québec)
Bibliographic record
Abstract
En 2011, l’ouverture d’une mine d’or à ciel ouvert dans la municipalité de Malartic, en Abitibi-Témiscamingue, a suscité un éventail de changements sociaux. Le présent article décrit les impacts subis par les Malarticois entre 2006 et 2013, à partir des résultats d’un projet de recherche d’approche ethnographique au cours duquel des entretiens semi-dirigés ont été réalisés avec 93 acteurs du dossier. S’appuyant sur l’écologie politique et l’économie politique, l’analyse expose les principales limites des politiques publiques destinées à prendre en compte les impacts révélés par le cas de Malartic, et montre comment ces politiques s’inscrivent dans une logique néolibérale.
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 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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".