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Record W4401756803 · doi:10.7202/1112467ar

Circuits courts de proximité

2022· article· fr· W4401756803 on OpenAlexvenueno aff
Nathalie Corade, Marie Lemarié-Boutry, Stéphanie Pérès, Andy Smith

Bibliographic record

VenueCahiers de géographie du Québec · 2022
Typearticle
Languagefr
FieldSocial Sciences
TopicSocial Sciences and Governance
Canadian institutionsnot available
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

Dans un contexte de développement des circuits courts de proximité (CCP), nous nous interrogeons ici sur la capacité des filières agroalimentaires à relocaliser leur activité par l’intégration de CCP dans leur fonctionnement. L’analyse économique et politique de cinquante-huit entretiens avec des acteurs locaux participant à la régulation de quatre filières en Nouvelle-Aquitaine nous permet de déterminer si (et si oui, comment) les acteurs de filière se saisissent de la logique des CCP pour faire évoluer les pratiques et règles existantes de circuits de distribution. Le résultat est double : (1) Les transformations induites par les CCP se traduisent peu par une redéfinition institutionnalisée des règles et normes des filières, qui restent dominées par une logique de circuit long. (2) À défaut de restructurer ces filières, les CCP proposent plutôt de nouvelles formes organisationnelles au sein des territoires qu’on ne peut qualifier de « filières » puisque ne s’appuyant pas sur des institutions suffisamment fortes pour porter de nouvelles normes et de nouvelles règles. En cela, les CCP sont une proposition de pluralisme économique et politique au sein des sphères agricoles et alimentaires locales.

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)0.002
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.989
Threshold uncertainty score0.109

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0030.005
Scholarly communication0.0080.007
Open science0.0010.005
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0330.003

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 head0.012
GPT teacher head0.234
Teacher spread0.222 · 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 designObservational
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
Published2022
Admission routes1
Has abstractyes

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