Proceedings Chapter Reference Rafraîchissement par collecteur souterrain à eau, bâtiment Perret à
Bibliographic record
Abstract
Depuis quelques années, des systèmes dits « puits canadiens » (collecteurs de chaleur terrestres horizontaux à air) sont posés en Suisse et dans le reste de l’Europe Centrale, soit pour le préchauffage de l'air neuf, soit pour le rafraîchissement estival du bâtiment. Ils ont pour principal désavantage l’éventuelle inondation des tubes collecteurs suite à des inétanchéités, et les risques sanitaires qui s’en suivent. La solution réalisée par Ecoconfort pour le siège administratif de la société Perret (Fig. 1), situé à Satigny (Genève) tente de répondre à ce problème en utilisant, à la place des tubes, des collecteurs à eau horizontaux tels que ceux utilisés habituellement pour les pompes à chaleur, couplés sur la ventilation via un échangeur air/eau.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.128 | 0.041 |
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".