Retrofit strategies for a high-rise wall system and analyses of their hygrothermal effects
Bibliographic record
Abstract
An analytical approach to quantify and assess the effect of building envelope retrofit strategies on the long-term hygrothermal performance of masonry wall assemblies in high-rise buildings is presented in this paper. This approach has resulted from an on-going research project that has the main objective to predicteffects of adding supplementary insulation and air-sealing retrofit options on several types of wall assemblies, used in both commercial and residential high-rise buildings throughout different geographical locations in the country (Canada). A set of three hygrothermal indicators are defined and used to compare between the relative moisture performance of different retrofit strategies. These hygrothermalindicators predict the degree and potential for moisture related damage due to frost, chemical or biochemical attacks as well as efflorescence-subflorescence and swelling of the masonry envelope components. The impact of indoor environment and type of ventilation, the outdoor weather are also addressed by using thesehygrothermal indicators.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".