PLEA 2011 : Architecture and Sustainable Development - volume 1 : 27th International Conference on Passive and Low Energy Architecture
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The 27th PLEA conference PLEA2011 - Architecture and Sustainable Development marks the 30th anniversary of PLEA. The topics of the conference tackle a broad range well beyond the subject of energy.\nFollowing from the last PLEA conference that was held in Quebec in 2009, we want this celebratory PLEA 2011 in Louvain-la-Neuve to provide a special meeting ground for architects, engineers and researchers to debate the theme of sustainable architecture and the different aspects of sustainable development that range from the scale of the city to those of materials and components.\nThis book of Proceedings presents the latest thinking and research in the rapidly evolving world of architecture and sustainable development through 255 papers which were selected out of more than 750 abstracts that were proposed by authors coming from over 60 countries.
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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 it