Bibliographic record
Abstract
The 2009 Passive and Low Energy Architecture Conference (PLEA), held in Québec City, Canada, was themed ‘Architecture, Energy and the Occupant's Perspective’, with the ambition of positioning building inhabitants as key ‘active’ determinants of energy performance in ‘passive’ design through adaptive opportunities. Conference delegates committed to a Manifesto that embodied both the key longstanding priorities of PLEA and explicitly conveyed the priorities of the conference hosts. The Manifesto is examined in terms of how it captures and represents a shift in thinking that has occurred over the past few years, away from technological and technocratic solutions to comfort provisioning and towards reframing building energy consumption as a social and ethical challenge in which comfort plays a key role. La Conférence 2009 sur l'Architecture Passive et Basse Energie (PLEA), qui s'est tenue à Québec, au Canada, avait pour thème « Architecture, Energie et la Perspective de l'Occupant », avec pour ambition de positionner les habitants d'immeubles comme principaux déterminants « actifs » de la performance énergétique dans un design « passif » par des opportunités d'adaptation. Les délégués de la conférence se sont engagés en faveur d'un Manifeste qui, tout à la fois, incarne les principales priorités qui sont depuis longtemps celles des Conférences PLEA et traduit explicitement les priorités des hôtes de la conférence. Cet article examine le Manifeste quant à la manière dont il appréhende et reflète le changement intervenu au cours de ces dernières années dans la manière de voir les choses, consistant à se détourner d'un confort fourni par des solutions technologiques et technocratiques et à aller dans le sens d'un recadrage de la consommation énergétique des immeubles considérée comme un défi social et éthique dans lequel le confort joue un rôle clé. Mots clés: comportement adaptatif, agence, confort, fourniture du confort, qualité environnementale intérieure, habitants, manifeste, Conférence sur l'Architecture Passive et Basse Energie (PLEA)
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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 | 0.021 | 0.015 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.018 | 0.039 |
| Scholarly communication | 0.026 | 0.009 |
| Open science | 0.002 | 0.009 |
| Research integrity | 0.006 | 0.012 |
| Insufficient payload (model declined to judge) | 0.010 | 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".