Labelliser le patrimoine du XXe siècle : stratégies et méthodes à travers l’exemple des Drac Île-de-France et Occitanie (Languedoc Roussillon et Midi-Pyrénées)
Bibliographic record
Abstract
Le Label « Patrimoine du XXe siècle » créé en 1999 par le ministère de la Culture et de la Communication a pour but de faire connaître l’architecture de cette période. La comparaison des labellisations réalisées par les DRAC d’Île-de-France et d’Occitanie (ex Languedoc-Roussillon et de Midi-Pyrénées) montre la variété des méthodes employées pour rendre compte soit de l’importance numérique des édifices remarquables soit de la difficulté à établir ce corpus et de la nécessité de s’appuyer sur les inventaires ou études thématiques ou monographiques. Si l’attribution du label, désormais appelé "Architecture contemporaine remarquable" s’est faite depuis vingt ans de façon très diverse selon les régions, elle est toujours l’occasion de mettre en lumière et de porter à la connaissance du public des œuvres architecturales remarquables, notamment via une augmentation impressionnante des publications de qualité sur l'architecture du XXe siècle.
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 | 0.009 | 0.017 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.007 | 0.007 |
| Science and technology studies | 0.004 | 0.004 |
| Scholarly communication | 0.008 | 0.005 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.013 | 0.004 |
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".