MétaCan
Menu
Back to cohort
Record W2153505540 · doi:10.4000/com.2993

 Quand l’agriculture redessine le territoire : à qui profite l’expansion des plantations de palmiers à huile au Sabah ?

2008· article· fr· W2153505540 on OpenAlexaff
Stéphane Bernard

Bibliographic record

VenueCahiers d Outre-Mer · 2008
Typearticle
Languagefr
FieldEnvironmental Science
TopicOil Palm Production and Sustainability
Canadian institutionsUniversité de MontréalCenter for Northern Studies
Fundersnot available
KeywordsPolitical scienceForestryGeographyHumanitiesArt

Abstract

fetched live from OpenAlex

L’État du Sabah en Malaysia connaît actuellement des transformations territoriales majeures causées par la poursuite de l’expansion rapide des plantations de palmier à huile. Dans ce contexte, nous proposons une analyse des implications socio-économiques du modèle de la plantation de palmier à huile qui domine l’économie agricole de cet État. La persistance de la logique coloniale dont l’objectif visait à repousser la frontière de l’exploitation des ressources naturelles guide l’analyse. L’argumentation soutient que l’expansion contemporaine de la culture du palmier à huile au Sabah répond en premier lieu à la logique des croissances capitalistes nationale et mondiale. Les objectifs sociaux ayant motivé d’autres projets de colonisation agricole depuis l’Indépendance de la Malaysia ont pour la plupart été délaissés. Les autorités locales voient prendre forme une économie dont l’importance des retombées pour les populations locales est discutable alors que les impacts environnementaux sont significatifs.

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)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.035
Threshold uncertainty score0.070

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.004
Scholarly communication0.0040.004
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0080.001

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 head0.016
GPT teacher head0.228
Teacher spread0.212 · 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 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

Citations6
Published2008
Admission routes1
Has abstractyes

Explore more

Same venueCahiers d Outre-MerSame topicOil Palm Production and SustainabilityFrench-language works237,207