MétaCan
Menu
Back to cohort
Record W1544578987

MAKING SUSTAINABLE TRANSPORT POLITICALLY AND PUBLICLY ACCEPTABLE: LESSONS FROM THE EU, USA AND CANADA

2007· article· en· W1544578987 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueOxford University Research Archive (ORA) (University of Oxford) · 2007
Typearticle
Languageen
FieldEnergy
TopicEnergy, Environment, and Transportation Policies
Canadian institutionsUniversité Laval
Fundersnot available
KeywordsEuropean unionPolitical sciencePoliticsAction (physics)Public administrationSustainable energyEconomic growthInternational tradeBusinessEconomicsEngineeringRenewable energyLaw
DOInot available

Abstract

fetched live from OpenAlex

This is a book chapter from <em>Institutions and sustainable transport : regulatory reform in advanced economies</em>: This unique book examines the role of institutions in transport regulation within a sustainability and comparative Trans-Atlantic framework. With contributions from leading experts in the field, three areas of analysis are provided: barriers to implementation of reforms, regulatory issues and Public-Private Partnerships (PPP). The discussion on barriers focuses on political and public acceptance, as well as equity and environmental justice. Regulatory reform analyses include comparative discussions of railroad and airline deregulation in North America and Europe which are complimented with analyses of EU integration and transport regulation for sustainability, transport pricing and inter country competition. Finally, infrastructure finance and evaluation frameworks for PPP form the topical focus for a comprehensive assessment of PPP within the transport sector. Scholars and advanced students in engineering, public policy, planning, policy and international business will find "Institutions and Sustainable Transport" of great interest, as will national and sub-national transport senior planners and policy advisors in Europe and North America, and analysts and strategic planners for logistics organizations.

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.

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 categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.786
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 science0.0010.000
Research integrity0.0000.001
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 head0.258
Teacher spread0.231 · 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