Backyard living: developing a strategy for Canadian municipalities to implement laneway housing programs through an evaluation of Western Canadian precedents
Bibliographic record
Abstract
The high cost of living in single-family neighbourhoods in major metropolitan cities throughout Canada is making single-family housing increasingly unaffordable. Due to the decreasing amount of developable land and the increasing urban population, the development of smaller housing forms including laneway housing are growing. Currently laneway housing is used throughout Western Canada to provide single-family living but at a more attainable price. Municipalities are realizing the benefits associated with laneway housing and its ability to maintain the character of single-family neighbourhoods and diversify municipal housing stocks. Utilising a mixed method approach of interviews and policy examination, an in-depth analysis of the City of North Vancouver, the District of North Vancouver, the District of West Vancouver and the City of Vancouver laneway housing programs uses a matrix to compare the liveability, compatibility with neighbours, suitability, effectiveness and administrative processes of each policy. Outcomes demonstrate that laneway housing is viable and that major barriers such as topography, patterns of subdivision and unequitable community engagement processes can be overcome by tailoring the policies criteria, design guidelines and administrative process.
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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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| 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".