Maximising Impact Through Performance Simulation: The Work of Transsolar Klimaengineering
Bibliographic record
Abstract
This chapter discusses how Transsolar KlimaEngineering's approach to sustainable buildings is informed by its deep expertise in engineering principles, building physics, and thermodynamics. The office uses building performance simulation and computation to maximize locally specific site conditions and to enable the adoption of passive strategies, therefore minimizing required energy use. Transsolar has experience in simulating extreme environments at a range of scales. Recent projects include calculating and predicting outdoor comfort and performance at the urban scale, in the Masdar City masterplan and the Al Fayah Park, both in Abu Dhabi. Transsolar worked on the Manitoba Hydro building, designed by architects Kuwabara Payne McKenna Blumberg, and located in Winnipeg. Transsolar has collaborated on a number of naturally ventilated school projects that have little or no mechanical systems.
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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) | 0.020 | 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".