Nouveaux éléments sur la Porte des Allemands à Metz
Bibliographic record
Abstract
La porte des Allemands figure parmi les derniers vestiges encore en élévation de la fortification médiévale de la ville de Metz. Construite au XIIIe s., sa forme actuelle résulte de transformations et d’ajouts datés principalement des XVe s et XVIe s. Deux opérations archéologiques ont été menées en 2013 durant la réhabilitation de trois salles édifiées entre 1526 et 1531. Les résultats permettent d’affiner notre connaissance de l’ouvrage et de proposer de nouvelles étapes dans l’évolution du monument et de l’enceinte urbaine. La fouille porte à notre connaissance des vestiges inédits de murs qui pourraient appartenir à une première fausse-braie. La mise au jour de nouveaux murs permet de dresser un plan différent du passage voûté ouest aménagé au XVIe s. Des latrines modernes, dont le tracé n’était pas signalé par les plans anciens, ont été mises en évidence.
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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 | 0.005 | 0.006 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.015 | 0.001 |
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".