MétaCan
Menu
Back to cohort
Record W2081753177 · doi:10.7202/022765ar

Trois concepts-clés pour les modèles morphodynamiques de la ville

2005· article· fr· W2081753177 on OpenAlexaffvenue
Gaëtan Desmarais

Bibliographic record

VenueCahiers de géographie du Québec · 2005
Typearticle
Languagefr
FieldSocial Sciences
TopicFrench Urban and Social Studies
Canadian institutionsUniversité Laval
Fundersnot available
KeywordsHumanitiesPhysicsArt

Abstract

fetched live from OpenAlex

L’article examine trois concepts-clés indispensables à l’étude de la morphogenèse des villes. Il traite d’abord du centre organisateur des villes, c’est-à-dire de leur origine, de leur attractivité, de leur investissement de sens et de leur permanence dans la longue durée. Il dégage ensuite les schèmes d’interaction spatiale qu’il est pertinent de concevoir pour assurer le passage du niveau micro-géographique des acteurs et de leurs multiples actions au niveau méso-géographique des formes structurant l’organisation spatiale interne des villes. Il explicite enfin un modèle dynamique d’espace anisotrope. Ce modèle permet de reconstituer la façon dont des gradients morphogénétiques différencient l’espace interne des villes en des domaines qualitativement distincts. Des exemples tirés de la morphogenèse de Paris sont utilisés.

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)0.001
metaresearch head score (Gemma)0.003
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 score0.972
Threshold uncertainty score0.056

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0020.002
Science and technology studies0.0020.005
Scholarly communication0.0040.005
Open science0.0020.002
Research integrity0.0030.004
Insufficient payload (model declined to judge)0.0080.002

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 head0.013
GPT teacher head0.248
Teacher spread0.234 · 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

Citations9
Published2005
Admission routes2
Has abstractyes

Explore more

Same venueCahiers de géographie du QuébecSame topicFrench Urban and Social StudiesFrench-language works237,207