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Record W2740584534

Stratégie du plan de développement durable du Québec. (Mémoire déposé dans le cadre de la consultation publique sur le plan de développement durable du Québec). (2005).

2005· article· fr· W2740584534 on OpenAlexaboutno aff
René Coignaud, Maïka Tardif

Bibliographic record

Venuenot available
Typearticle
Languagefr
FieldSocial Sciences
TopicSocial Sciences and Governance
Canadian institutionsnot available
Fundersnot available
KeywordsPolitical scienceHumanitiesForestryGeographyArt
DOInot available

Abstract

fetched live from OpenAlex

Ce document produit par Environnement Jeunesse, en collaboration avec le gouvernement du Quebec, vise a entreprendre des actions qui soient en lien et en collaboration avec l’environnement et le developpement durable. Il donne premierement une definition et fait une reflexion sur le developpement durable, pour ensuite le mettre en lien avec l’education, l’etat actuel de la situation et des connaissances, l’economie, la creation d’un Fond vert. Par la suite, les cinq conditions pour mener a l’atteinte des objectifs sont mentionnees, ainsi que les themes d’actions prioritaires, soient les perturbations climatiques (dont le fait d’encourager le transport en commun, le transport actif, les energies renouvelables), la toxicite (diminuer les substances toxiques, les pesticides), le cycle de vie de nos produits (analyse de sa conception jusqu’a sa disposition), la foresterie, l’eau, les matieres residuelles (gestion ecologique des dechets, recyclage), et le niveau social (engagement du gouvernement).

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.931
Threshold uncertainty score0.501

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.005
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.003
Science and technology studies0.0050.001
Scholarly communication0.0050.002
Open science0.0010.002
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.0260.002

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 head0.025
GPT teacher head0.273
Teacher spread0.248 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
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
Published2005
Admission routes1
Has abstractyes

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