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Record W2473204776 · doi:10.7202/1036207ar

Le champ des sustainability transitions : origines, analyses et pratiques de recherche

2016· article· fr· W2473204776 on OpenAlexvenueno aff
René Audet

Bibliographic record

VenueCahiers de recherche sociologique · 2016
Typearticle
Languagefr
FieldSocial Sciences
TopicFrench Urban and Social Studies
Canadian institutionsnot available
Fundersnot available
KeywordsHumanitiesPolitical scienceSociologyPhilosophy

Abstract

fetched live from OpenAlex

Le champ des sustainability transitions est peu connu dans les cercles universitaires francophones, demeurant surtout, à ce jour, une affaire européenne. L’objectif de cet article est donc avant tout d’introduire ce champ au monde francophone : il s’agit de présenter les sustainability transitions , ses principales écoles, leurs problématiques théoriques et empiriques, leurs pratiques méthodologiques et leurs critiques. L’article est organisé autour des trois problématiques centrales du champ, soit : les problèmes de l’incertitude, de la complexité et de la réflexivité dans la gouvernance du développement durable, le fort degré de verrouillage des principaux systèmes sociotechniques empêchant leur « transition vers la durabilité », et le défi plus méthodologique du pilotage du changement et des transitions. L’article présente ces trois problématiques en montrant leurs ancrages dans différentes filiations théoriques des sciences sociales et des sciences de l’environnement, et en propose finalement une critique épistémologique et politique qui invite à réfléchir davantage aux conséquences des sustainability transitions sur les transformations actuelles des sociétés dans le contexte des crises écologique et climatique.

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)0.033
metaresearch head score (Gemma)0.035
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.993
Threshold uncertainty score0.199

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0330.035
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.009
Science and technology studies0.0070.026
Scholarly communication0.0160.017
Open science0.0020.006
Research integrity0.0040.005
Insufficient payload (model declined to judge)0.0070.001

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 head0.406
GPT teacher head0.479
Teacher spread0.073 · 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.

Study designQualitative
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

Citations46
Published2016
Admission routes1
Has abstractyes

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