New urbanism in practice: an analysis of The Village, Niagara-on-the-Lake
Bibliographic record
Abstract
New urbanism has played an increasingly influential role in Canadian planning and development. Its recent popularity has demonstrated a propensity towards compact, mixed-use, diverse, pedestrian-oriented, and walkable communities, which provide a high standard of architectural design and a focus on the public realm. The Village presents a case study of a growing historic and rural small town which has turned to new urbanism to guide its new development. The traditional design features have proven ideal for a mixed commercial-residential neighbourhood which carefully selected strategies of implementation to protect its local heritage and character in a modern development. This research presents a discussion of the new urbanism, analyzes a typology put forth by Dan Trudeau that helps inform many choice features of The Village as characteristic of Hybrid Urbanism, and explores the extent to which the principles of the movement have been carried out successfully in this case study community. Key words: new urbanism; mixed-use development; Niagara-on-the-Lake; traditional neighbourhood development.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.008 | 0.009 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".