De la Seine au plateau : l’impact de la présence militaire sur l’urbanisme de Melun
Bibliographic record
Abstract
La présence de l’armée à Melun, préfecture du département de Seine-et-Marne, a eu une incidence non négligeable sur le développement de la ville au XIXe et au XXe siècle. En 1780, un quartier de cavalerie s’est en effet installé dans un ancien couvent, sur la rive gauche de la Seine, et a connu un développement ininterrompu jusqu’à la fin du XIXe siècle, avant d’être transféré au nord de la ville en 1905. L’espace ainsi dégagé en bordure du fleuve fut l’occasion pour la municipalité d’engager un important programme d’aménagement, tandis que la construction d’un vaste quartier militaire en périphérie de la ville entraînait l’urbanisation de nouveaux secteurs.
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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 | 0.000 | 0.001 |
| 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 | 0.003 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 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".