De la Seine au plateau : l’impact de la présence militaire sur l’urbanisme de Melun
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
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.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 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 it