MétaCan
Menu
Back to cohort

L’évolution des paysages de référence, un angle mort dans la gouvernance des paysages ?

2019· article· fr· W2956176211 on OpenAlexaff
Clémence Moreau, Cécile Barnaud, Raphaël Mathevet

Bibliographic record

VenueDéveloppement durable et territoires · 2019
Typearticle
Languagefr
FieldSocial Sciences
TopicFrench Urban and Social Studies
Canadian institutionsMinistère des Ressources naturelles et des Forêts (Québec)
Fundersnot available
KeywordsHumanitiesPolitical scienceArt

Abstract

fetched live from OpenAlex

Les paysages de référence participent de la gouvernance des paysages. Ainsi, sur le mont Lozère, face à la fermeture des paysages, les institutions en place visent à préserver les paysages ouverts qui sont considérés comme des paysages de référence. Dans cet article, nous analysons la façon dont l’évolution des paysages ouverts, sous l’effet de l’évolution des pratiques agricoles, modifie les jeux d’acteurs et fragilise la gouvernance territoriale. Nos résultats montrent que l’évolution des paysages de référence reste un angle mort dans la gouvernance des paysages : mobilisés en tant qu’élément fédérateur, les paysages de référence sont présentés comme consensuels et immuables, ce qui tend à masquer la diversité des représentations dont ils font l’objet, ainsi que leur caractère dynamique. Ce cas d’étude invite à considérer les états de référence comme un objet de débat.

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 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 categoriesMeta-epidemiology (narrow), Science and technology studies
Consensus categoriesScience and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.285
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0020.003
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.024
GPT teacher head0.276
Teacher spread0.252 · 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; both teacher heads agree on what is shown here.

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

Citations3
Published2019
Admission routes1
Has abstractyes

Explore more

Same venueDéveloppement durable et territoiresSame topicFrench Urban and Social StudiesFrench-language works237,207