Noisiel : l’architecte, l’ingénieur, l’entrepreneur et l’usine
Bibliographic record
Abstract
L’ancienne chocolaterie Menier de Noisiel est reconnue de longue date comme un site emblématique de l’architecture industrielle de la seconde moitié du xixe siècle et du début du xxe siècle. Cet ensemble majeur du patrimoine francilien était déjà très documenté et valorisé du temps de son fonctionnement. À l’aune des recherches récentes menées dans les archives de l’entreprise conservées sur le site industriel par Nestlé comme dans celles de la ville de Noisiel, un nouvel éclairage peut être apporté sur notre connaissance du site. L’objectif de cet article n’est pas de réécrire l’histoire de la chocolaterie Menier, mais de tenter de mieux cerner comment industriels, architectes et ingénieurs ont travaillé ensemble pour bâtir cet ensemble exceptionnel.
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.
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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.007 | 0.015 |
| Scholarly communication | 0.010 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.009 | 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".