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Record W4412837280 · doi:10.4000/14gf0

Pollution agricole de l’eau : référentiels et politiques publiques au Québec

2025· article· fr· W4412837280 on OpenAlexaffabout
Marie-Ève Gaboury-Bonhomme

Bibliographic record

VenueÉconomie rurale · 2025
Typearticle
Languagefr
FieldSocial Sciences
TopicFrench Urban and Social Studies
Canadian institutionsUniversité Laval
Fundersnot available
KeywordsPolitical sciencePollutionEnvironmental scienceForestryGeographyEcologyBiology

Abstract

fetched live from OpenAlex

Cet article explique l’évolution des politiques du Québec (Canada) pour réduire la pollution des cours d’eau causée par les fertilisants agricoles. Cette problématique n’était pas une priorité pour le secteur agricole jusqu’aux années 1990. Au début des années 2000, la préservation de la qualité des cours d’eau devient une préoccupation majeure dans la société québécoise. S’ensuit une période marquée par des tensions entre deux référentiels (le global, axé sur la protection de l’eau, et le sectoriel, centré sur la croissance agricole) ainsi que par l’apprentissage des acteurs et le développement des connaissances sur la pollution agricole de l’eau. En conséquence, des réglementations ont été mises en place, notamment celle d’obliger tous les élevages à déposer un bilan phosphore à l’équilibre, ainsi que des aides financières pour appuyer l’adaptation des entreprises.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.716
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.027
GPT teacher head0.288
Teacher spread0.260 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreOther

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".

Quick stats

Citations0
Published2025
Admission routes2
Has abstractyes

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