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Record W4283716073 · doi:10.4000/vertigo.35880

Du champ à l’archipel des études énergétiques : quelles frontières pour les recherches francophones et anglophones ?

2022· article· fr· W4283716073 on OpenAlexaffvenue
Bastien Fond

Bibliographic record

VenueVertigO · 2022
Typearticle
Languagefr
FieldAgricultural and Biological Sciences
TopicBioeconomy and Sustainability Development
Canadian institutionsUniversité du Québec à Montréal
Fundersnot available
KeywordsHumanitiesPolitical sciencePhilosophy

Abstract

fetched live from OpenAlex

Qui sont les tenants actuels des études énergétiques à l’échelle française et à l’échelle mondiale ? Entre tendances nationales et internationales, comment interpréter les dynamiques de la recherche contemporaine dans le domaine des sciences humaines et sociales de l’énergie ? Pour répondre à ces questions, cette contribution met en miroir deux ouvrages collectifs récents qui constituent respectivement des références incontournables pour les aires scientifiques anglophone et francophone : The Oxford Handbook of Energy and Society (OUP, 2018) et Repenser la transition énergétique (PUR, 2019). Au-delà des contenus eux-mêmes des ouvrages, il sera question de s’intéresser à leur représentativité en tant qu’entreprises éditoriales de formalisation des études énergétiques. Dans cette perspective, une attention particulière sera portée au cadrage des deux ouvrages, qui permet notamment de constater la marginalité de l’analyse de discours et des sciences de l’information et de la communication au sein des études énergétiques contemporaines. En présence de représentations plurielles et mouvantes du « champ », l’hypothèse d’une articulation multipolaire des études énergétiques, sous forme d’archipel, sera finalement avancée. Par son approche, cette contribution pourra alors servir à la fois d’introduction aux études énergétiques pour les néophytes et de réflexion sur leurs frontières pour les spécialistes.

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)0.013
metaresearch head score (Gemma)0.018
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.118
Threshold uncertainty score0.235

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0130.018
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0040.005
Science and technology studies0.0090.024
Scholarly communication0.0160.015
Open science0.0010.004
Research integrity0.0030.005
Insufficient payload (model declined to judge)0.0090.001

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 head0.043
GPT teacher head0.253
Teacher spread0.210 · 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 designTheoretical or conceptual
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

Citations0
Published2022
Admission routes2
Has abstractyes

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