Les relations franco-libanaises : de l’héritage du mandat aux défis contemporains
Bibliographic record
Abstract
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.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.010 | 0.008 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.008 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".