Bibliographic record
Abstract
Net-zero energy use, net-zero construction waste, net-zero carbon footprint, and net-zero cost differential to comparable housing were the target goals. Zero House is an innovative housing solution that uses prefabrication and an all-organic palette of structural, insulation and interior cladding materials to address affordability and sustainability. Using black flexible membrane ‘peel and stick’ BIPV (building-integrated photovoltaics), it discretely provides energy for itself and the unit below in a stacked townhouse design. The BIPV from BIPVco in the UK integrates into a prefinished aluminum standing seam roof and exterior wall panels. The design holistically addresses sustainable housing as an ‘infill’ housing design that can integrate into existing urban neighbourhoods as walk-up apartments over commercial on existing east-west arterial streets. These ‘through unit, two storey stacked townhouses are designed to optimize daylighting and natural ventilation- providing three solar orientations with their indented south-facing terraces. The design can vary to suit various tenants and sites, and the version shown accommodates a second bedroom added to the loft. Passive house construction principles, triple glazed fibreglass framed windows, breathable air barriers allow for an energy-efficient and healthy building envelope. Students of the Endeavour Centre did the entire construction ( www.endeavour centre.org) off-site in a temporary tent ‘factory’ over three months using only four solar panels to power all power tools and equipment. This 1100 square foot ( 102m2) single unit prototype was exhibited at the EDITdx design and technology expo (www.editdx.com) in Toronto for ten days in October 2017 and was erected in just seven days. The custom prefabricated structural insulated panels were craned into place in a single day and clad over the rest of the week. The building is insulated to withstand Canadian winters using a combination of straw bale and blown-in cellulose insulation for walls and roof and wood fibre exterior insulation. Organic insulation materials store 25 metric tons of carbon versus the 45 metric tons typically added to the atmosphere by conventional construction materials and methods. By removing carbon, greenhouse gas emissions are reduced. At the end of construction, only 18 pounds of non recyclable waste were produced. The unit interior is clad with FSC certified maple veneer plywood panels by Columbia Forest Products. The solid ash flooring is salvaged from the ash beetle infestation currently damaging Southern Ontario forests. The architectural design was led by Cheryl Atkinson, Architect a Ryerson faculty member with Ryerson University Architectural Science students. The prefabrication research, design and construction were led by Chris Magwood of the Endeavour Centre, a school that teaches sustainable design and construction in Peterborough, Ontario.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.792 | 0.584 |
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 source (direct Gemma or distilled Codex), 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".