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Record W4416573488 · doi:10.7202/1121801ar

Le 3 <sup>e</sup>  lien à Québec : vers une nouvelle ère de mobilité ? Analyse des impacts potentiels à partir d’une simulation multi-agent

2025· article· en· W4416573488 on OpenAlexaffvenueabout
Sara Gharavi, Jean Dubé, Francesco Ciari

Bibliographic record

VenueCanadian Journal of Regional Science · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicTransportation Planning and Optimization
Canadian institutionsPolytechnique MontréalUniversité Laval
Fundersnot available
KeywordsLienESPACEWork (physics)Limiting

Abstract

fetched live from OpenAlex

L’opinion publique est majoritairement favorable au développement d’un nouveau lien autoroutier entre Québec et Lévis. Plusieurs croient que l’ajout de voies autoroutières s’avère une façon efficace de régler le problème de congestion. Or, en pratique, la littérature suggère que cette solution n’atteint que rarement son objectif. Pour le moment, peu d’études ont tenté de chiffrer l’impact d’un possible 3 e lien sur la circulation et les choix modaux. Cette étude tente d’apporter certains éléments de réponse à partir d’un modèle multi-agents, MATSim. Les scénarios retenus indiquent des changements globaux marginaux dans les parts modales. Les variations sont toutefois plus importantes pour les agents qui traversent quotidiennement le Fleuve. Les économies de temps liés au trajet, estimées en moyenne entre 2 et 3 minutes, et la réduction des kilomètres parcourus dans les scénarios de simulation suggèrent, dans le scénario le plus positif, un bénéfice annuel d’environ 40 millions de dollars, un montant très éloigné de l’investissement nécessaire pour construire l’infrastructure.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.716
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0020.001
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 head0.024
GPT teacher head0.290
Teacher spread0.266 · 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 designSimulation or modeling
Domainnot available
GenreEmpirical

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

Citations1
Published2025
Admission routes3
Has abstractyes

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