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Record W4412756388 · doi:10.7202/1118894ar

Les relations franco-libanaises : de l’héritage du mandat aux défis contemporains

2025· article· fr· W4412756388 on OpenAlexaffvenue
Sara Zoghbi

Bibliographic record

VenueEnjeux et société Approches transdisciplinaires · 2025
Typearticle
Languagefr
FieldSocial Sciences
TopicMiddle East Politics and Society
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsArtPolitical scienceHumanities

Abstract

fetched live from OpenAlex

Cette note de recherche explore les relations complexes entre le Liban et la France, depuis le mandat français de 1861 à 1943, jusqu’à aujourd’hui. Le mandat a profondément influencé les structures politiques, éducatives et culturelles libanaises, imposant la langue française. Cette influence a toutefois exacerbé les tensions entre les communautés religieuses du Liban. Depuis l’indépendance en 1943, les liens culturels et économiques franco-libanais ont persisté, malgré les crises actuelles. Le texte analyse comment le mandat français est perçu comme une forme de colonialisme persistant et examine l’impact de la langue et du système éducatif français sur l’identité libanaise. Basé sur des recherches d’archives, il offre une perspective nuancée sur les dynamiques de pouvoir et les tensions sociales, mettant en avant les défis d’émancipation identitaire et culturelle au Liban.

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)0.002
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.123
Threshold uncertainty score0.244

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0100.008
Scholarly communication0.0050.002
Open science0.0000.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0080.000

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 head0.044
GPT teacher head0.370
Teacher spread0.326 · 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

Citations1
Published2025
Admission routes2
Has abstractyes

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