MétaCan
Menu
Back to cohort
Record W4411263595 · doi:10.4000/144mr

La notion de potentiel agronomique en droit de l’urbanisme : une invisibilisation de la qualité des sols par les enjeux socio-spatiaux du foncier agricole

2025· article· fr· W4411263595 on OpenAlexaff
Julie Itey, Adrien Baysse-Lainé, Maylis Desrousseaux

Bibliographic record

VenueDéveloppement durable et territoires · 2025
Typearticle
Languagefr
FieldSocial Sciences
TopicFrench Urban and Social Studies
Canadian institutionsMinistère de l’Emploi et de la Solidarité Sociale (Québec)
Fundersnot available
KeywordsPolitical science

Abstract

fetched live from OpenAlex

Les dispositions juridiques fondées sur les caractéristiques des sols sont très rares. En France, l’une d’entre elles indique que le zonage agricole des documents d’urbanisme peut être attentif au « potentiel agronomique, économique et biologique » des parcelles. Cet article s’interroge sur la cohérence entre l’interprétation qui est faite, tant par le juge administratif que par d’autres acteurs, de ce critère et la définition scientifique de la qualité des sols entendue comme leur capacité à rendre des fonctions. Si certaines similitudes ont pu être observées, il apparaît que la qualité des sols est invisibilisée par les enjeux socio-spatiaux du foncier agricole.

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)0.004
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.297
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0020.002
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.030
GPT teacher head0.302
Teacher spread0.273 · 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 teacher head, not a consensus.

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

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

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