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Record W1763472673 · doi:10.7202/1028940ar

Agadir et ses espaces ruraux sous influence urbaine : stratégies d’acteurs et nouveaux lieux mondialisés

2015· article· fr· W1763472673 on OpenAlexvenueno aff
Mohamed Ben Attou, Bouziane Semmoud

Bibliographic record

VenueCahiers de géographie du Québec · 2015
Typearticle
Languagefr
FieldSocial Sciences
TopicFrench Urban and Social Studies
Canadian institutionsnot available
Fundersnot available
KeywordsPolitical scienceHumanitiesArt

Abstract

fetched live from OpenAlex

Les espaces ruraux sous influence urbaine d’Agadir vivent des mutations profondes en rapport avec une dynamique économique et urbaine mondialisée. Le regard croisé ville-campagne / campagne-ville passe par l’analyse des jeux d’acteurs économiques et sociopolitiques autour d’enjeux majeurs : l’agro-industrie exportatrice, le tourisme international et un enjeu foncier de taille induit par la croissance métropolitaine d’Agadir. Ces stratégies varient selon le poids, l’ancrage territorial des acteurs et leur capacité d’alterner alliances et concurrence. Les acteurs économiques majeurs, transnationaux pour la plupart, impliqués ou non dans la vie politique locale ou nationale, mobilisent simultanément ressources urbaines et rurales. La concentration capitaliste ne laisse aux petits acteurs que des marges de manoeuvre réduites. L’intégration excessive et subordonnée à l’économie mondiale produit certes une réussite économique remarquable, mais aggrave une vulnérabilité socioéconomique et environnementale préjudiciable à tout développement durable.

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)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.106
Threshold uncertainty score0.211

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0090.006
Scholarly communication0.0050.002
Open science0.0010.005
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0110.002

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 head0.018
GPT teacher head0.247
Teacher spread0.229 · 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 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

Citations0
Published2015
Admission routes1
Has abstractyes

Explore more

Same venueCahiers de géographie du Québec→Same topicFrench Urban and Social Studies→French-language works237,207→