La variation du français parlé au Gabon : transgression ou progression ?
Bibliographic record
Abstract
Par le prisme de la variation et de l’appropriation, la transgression des normes langagières prescrites dans les grammaires traditionnelles effectuée par le français parlé au Gabon, devient un processus généralisé et linguistique d’une construction identitaire et sociale. Il s’agit donc d’une progression, d’un développement continu du français parlé au Gabon. La variation engendre la cohésion à une langue et sa cohérence. Variation of French spoken in Gabon: transgression or progress? Abstract: By the prism of the variation and the appropriation, the transgression of the linguistic standards prescribed in the traditional grammars made by French spoken to the Gabon, becomes a generalized and linguistic process of an identity and social construction. It is thus about a progress, about a continuous development of French spoken to the Gabon. The variation engenders the cohesion in a language and its coherence.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.007 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".