MétaCan
Menu
Back to cohort
Record W1997814029 · doi:10.7202/042568ar

Le rôle de l'État dans l'élaboration des choix énergétiques et le rôle plus spécifique des différentes institutions publiques en France

2005· article· en· W1997814029 on OpenAlexvenueno aff
Dominique Turpin

Bibliographic record

VenueLes Cahiers de droit · 2005
Typearticle
Languageen
FieldSocial Sciences
TopicFrench Urban and Social Studies
Canadian institutionsnot available
Fundersnot available
KeywordsParliamentDemocratizationPolitical scienceHumanitiesWelfare economicsCabinet (room)Energy policyPublic administrationDemocracyEconomicsLawEngineeringPoliticsArtRenewable energy

Abstract

fetched live from OpenAlex

This paper surveys the role of the key governmental institutions in the making of energy policy in France. It shows that in spite of fairly extensive debate of the issues in both chambers of the French National Assembly since the mid-1970s, members of parliament have so far failed to make a significant impact on decision-making in the field of energy. Part of this is due to the strength of the Cabinet's influence over the National Assembly, and to its constitutional position as policy-maker. Moreover, in spite of a vast array of departmental branches and associated agencies directly under ministerial authority, the government's power may have been more formal than real. Much of the actual decision-making is made by experts employed by the large State or privately-owned corporations. This extensive network of closely connected energy-producing corporations appears to have been, and to remain, the real seat of power, in spite of recurrent hopes for, and attempts at, democratization.

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)0.010
metaresearch head score (Gemma)0.012
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.080
Threshold uncertainty score0.158

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.012
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0050.004
Science and technology studies0.0050.006
Scholarly communication0.0120.007
Open science0.0010.002
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.0080.001

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 head0.018
GPT teacher head0.269
Teacher spread0.251 · 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
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

Citations2
Published2005
Admission routes1
Has abstractyes

Explore more

Same venueLes Cahiers de droitSame topicFrench Urban and Social StudiesFrench-language works237,207