Sélection de vitrages de fenêtres de type résidentiel pour un rendement énergétique optimal; Détecteurs de fumée pour gaines: effets de divers facterus sur leur efficacité; Guide d'installation de systèmes de signalisation photoluminescente dans les cages d'escaliers de bâtiments; À ne pas manquer! Douzième conférence canadienne sur la science et la technologie du bâtiment à Montréal en mai 2009; Maisons à haute performance énergetique; Panneaux d'isolation sous vide à haut rendement thermique
Bibliographic record
Abstract
NRC-IRC publishes three new practices-oriented publications: Selecting Residential Window Glazing for Optimum Energy Performance, Duct Smoke Detectors: The Impact of Various Factors on Their Effectiveness and Guide for the Installation of Photoluminescent Exit Stairway Markings in Buildings. The 12th Building Science and Technology Conference will be held in Montreal in May 2009. The CMHC project of high-energy efficiency housing continues. NRC-IRC researchers study high energy performance vacuum insulated panels
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 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 | 0.003 | 0.001 |
| 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 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".