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Record W1987045701 · doi:10.7202/012127ar

Allocution présidentielle, 44e Congrès annuel de la Société Canadienne de Science Économique (SCSE), Québec, le 5 mai 2004 : où en sommes-nous avec les coûts sociaux du transport?

2006· article· fr· W1987045701 on OpenAlexaffvenueabout
Robert M. Gagné

Bibliographic record

VenueL Actualité économique · 2006
Typearticle
Languagefr
FieldSocial Sciences
TopicCanadian Policy and Governance
Canadian institutionsHEC Montréal
Fundersnot available
KeywordsPolitical science

Abstract

fetched live from OpenAlex

Le secteur des transports se caractérise notamment par des écarts significatifs entre les coûts privés et les coûts sociaux. Ces écarts entraînent des distorsions qui sont source d’inefficacités économiques pouvant, en principe, se corriger à l’aide des outils économiques traditionnels que sont la tarification et la taxation. Nous examinons les raisons pouvant expliquer pourquoi on observe très peu de cas de taxation ou de tarification dans le secteur des transports. Nous discutons également de l’efficacité de ces outils et de leur pertinence dans un contexte où l’utilisation de ces outils relève des décideurs publics. Enfin, nous discutons d’avenues alternatives et complémentaires à la tarification et la taxation.

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)0.006
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: Commentary · Consensus signal: Commentary
Teacher disagreement score0.925
Threshold uncertainty score0.545

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.006
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0080.002
Scholarly communication0.0050.001
Open science0.0010.001
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.0360.003

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 head0.016
GPT teacher head0.258
Teacher spread0.242 · 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
GenreCommentary

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
Published2006
Admission routes3
Has abstractyes

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