Châtenay, Saint-Siméon-de-Bressieux, Sardieu : RD 519, Aménagement de sécurité entre le carrefour du Rival et le carrefour des Marcilloles
Bibliographic record
Abstract
L’intervention archéologique préventive réalisée du 22 au 24 mars 2023 se rapporte au projet d’aménagements de sécurité menés par le Département de l’Isère le long de l’actuelle RD 519. Répartis sur 4,6 km entre le carrefour du Rival et le carrefour de Marcilloles, ces travaux impactent trois communes situées au sud-est de La Côte-Saint- André (secteur du Bas-Dauphiné) : Châtenay (lieu-dit les Crés), Saint-Siméon-de-Bressieux (lieux-dits Champ Laval, les Essards) et Sardieu (lieux-dits le G...
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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 | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.122 | 0.014 |
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".