The Legal Geography of Water Exports: A Case Study of the Transboundary Municipal Water Supplies Between Stanstead (Québec) and Derby Line (Vermont)
Bibliographic record
Abstract
Au cours des dernieres annees, les gouvernements federal et provinciaux ont adopte des mesures legislatives afin de restreindre et d'empecher l'exportation d'eau a l'exterieur du Canada en reponse aux protestations formulees par la societe civile et les milieux academiques. Bien que la litterature scientifique portant sur ce theme soit volumineuse, aucun article n'a jusqu'a ce jour aborde les approvisionnements transfrontaliers entre municipalites situees le long de la frontiere canado-americaine. L'objectif premier de la recherche est de mettre en valeur l'un de ces echanges a partir d'une etude de cas de la dyade Stanstead (Quebec) et Derby Line (Vermont). L'article debute avec une revue de la litterature portant sur l'interface geo-legale, suivi d'un survol du contexte socio-politique dans lequel s'insere ces echanges transfrontaliers. L'analyse porte ensuite sur les strategies geo-legales mises en place par ces communautes en ce qui a trait au partage de la ressource hydrique. En conclusion, il est so...
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.005 |
| Science and technology studies | 0.008 | 0.005 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| 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".