Towards Development of a 1980’s Greater Hamilton Area Single Detached Residential Housing Archetype: Retrofitting to the Performance Levels of Net Zero Energy Ready
Bibliographic record
Abstract
<p>This research defined attributes of existing residential housing in the Greater Hamilton Area for the development of an archetype model that would represent a two-storey single detached house to investigate the potential of the existing housing stock to achieve Net Zero Energy Ready performance. Energy modelling displayed significant alteration of the building enclosure was required to accomplish Net Zero Energy Ready performance. A hygrothermal analysis of the above grade wall assemblies concluded caution should be applied when implementing a double stud wall assembly and consideration should be given to the permeability of the exterior insulation when a low permeance interior membrane is present. The findings of this research supported the development of the first archetype model to represent the Greater Hamilton Area that identified retrofit strategies that can reduce the energy consumption of the existing single detached housing stock, while acknowledging solutions that ensured durability was preserved. </p>
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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".