La place de la charpente de bois lamellée dans les expositions universelles et internationales depuis 1990
Bibliographic record
Abstract
L’étude de la charpente des pavillons des Expositions universelles et internationales révèle que cette dernière a constitué une source de renouvellement de l’architecture. Lieux de recherche architecturale, les expositions permettent le développement du matériau. À travers ces pavillons naît une corrélation entre les formes architecturales et les techniques de charpente, en particulier le lamellé-collé. Grâce aux capacités techniques et esthétiques qui lui sont propres, cette technique signe le renouveau de la construction en bois, de la charpente et de sa visibilité au cours des XXe et XXIe siècles. La charpente lamellée-collée constitue une source principale pour l’étude des pavillons des Expositions universelles et internationales.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.008 | 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".