Land-Use Planning Approaches to Near-Campus Neighborhoods and Student Housing Development Patterns in Ontario, Canada
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Student housing represents a contentious local policy issue in university cities in North America and beyond, related to both the conversion of existing housing to student rentals and the development of private purpose-built student accommodations. Yet little research has considered the variety of approaches municipalities across an urban system have adopted to address student housing issues through land-use planning and their subsequent influence on development patterns. Through an analysis of planning documents in all 15 Ontario urban areas with a primary campus of the province’s 20 public universities, we identify four broad approaches. These range from minimal intervention to covertly restricting student housing development, directing student housing away from established neighborhoods, and enabling high-density redevelopment of a residential district to accommodate students. Municipalities’ approaches reflect local context, notably their relationship to the province’s regional growth management plans. Case studies demonstrate how each approach has shaped purpose-built student accommodation development locally.
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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 | 0.002 | 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) | 0.000 | 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 it