Secteur 9 (Mayenne) – Bonchamp-lès-Laval, Changé, Louverné (phase 1, étape 1 et phase 3)
Bibliographic record
Abstract
La section 9 est située à l’est de Laval, sur les communes de Bonchamp-lès-Laval, Changé et Louverné. Elle a fait l’objet d’un découpage en plusieurs étapes. Celle traitée est l’étape 1 qui concerne la partie la plus occidentale. La base de travaux prévue se situe sur la commune de Louverné en bordure de la section courante. Ces deux opérations ont été jumelées à la suite de la découverte d’un site du haut Moyen Âge sur la section courante, immédiatement au sud de la base de travaux projetée....
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.001 | 0.005 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.318 | 0.036 |
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; both teacher heads agree on what is shown here.
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".