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Record W7084095867 · doi:10.4000/14u0y

Dynamique d’intensification, production cotonnière et transition agroécologique au sud-Bénin : des contradictions insurmontables ?

2025· article· fr· W7084095867 on OpenAlexvenueno aff

Bibliographic record

VenueVertigO · 2025
Typearticle
Languagefr
FieldComputer Science
TopicGeochemistry and Geologic Mapping
Canadian institutionsnot available
Fundersnot available
KeywordsDecentralizationWestern europeRegional studiesContext (archaeology)

Abstract

fetched live from OpenAlex

Dans la région étudiée dans le cadre de cet article, au centre de la commune d’Aplahoué (sud-Bénin), la longue saison des pluies permet d’envisager deux saisons de culture par an. Au terme d’un processus historique d’intensification en travail, les agriculteurs mettent en place de complexes associations et successions de culture où le cotonnier occupe souvent une place de choix en deuxième saison de culture. Toutefois, cette dynamique s’est récemment accompagnée d’un recours massif aux intrants de synthèse, en particulier les herbicides et les insecticides, affectant la durabilité environnementale et la santé des populations. En mobilisant des enquêtes de terrain approfondies conduites auprès d’une centaine d’agriculteurs de la région de Lonkly au centre de la commune d’Aplahoué, nous mettons en évidence la tension entre l’intensification chimique et la préservation des pratiques agroécologiques traditionnelles. L’analyse critique du programme national de transition agroécologique (TAZCO) révèle ses limites méthodologiques et conceptuelles, notamment son approche techniciste et descendante, peu ancrée dans les réalités paysannes.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.110
Threshold uncertainty score0.218

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.003
Science and technology studies0.0020.004
Scholarly communication0.0040.002
Open science0.0010.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.021
GPT teacher head0.243
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 designNot applicable
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

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Same venueVertigOSame topicGeochemistry and Geologic MappingFrench-language works237,207