DETAILED ENERGY SIMULATIONS OF A NET ZERO ENERGY TRIPLEX IN MONTREAL
Bibliographic record
Abstract
This paper focuses on the energy simulations of a net zero energy triplex in Montréal. Simulations are performed using TRNSYS 16. Two sets of results are presented: a base case (R-2000 type triplex) and the current triplex design. The total electrical energy required in the current design (14103 kWh) is about 40 % of the total electrical energy required by the base case (35211 kWh). Net-zero energy consumption is achieved by using 73.2m2 (12.7 kW) of high-efficiency PV modules (η ~ 17.4 % at nominal conditions) inclined at 30º. Approximately 62 % of the energy requirements are for appliances and plug loads. The use of a superior envelope design, high-efficiency ground source heat pumps combined with a free cooling mode lead to relatively low electrical energy requirements for heating (899 kWh) and cooling (100 kWh).
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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 | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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".