Sustainability-As-Density and the Return of the Social: The Case of Vancouver, British Columbia
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
Urban planning policy in North America is increasingly dominated by the ideal of "sustainability-as-density"—the promotion of walkable neighborhoods containing high-density housing in proximity to transit and daily amenities. Although this planning approach is increasingly scrutinized due to its links to gentrification and rising regional housing costs, there are few examples of analysis of neighborhood-level effects, especially social impacts. This study extends a political ecology perspective to combine quantitative, cultural, and critical policy analysis methods to analyze neighborhood densification initiatives in the city of Vancouver, Canada. Densification was found to be entangled with socioeconomic neighborhood composition as well as cultural and lifestyle characteristics of gentrification. Increased public concern over tensions between the promotion of densification and housing affordability is also a factor, despite some limited efforts by the City of Vancouver to address social concerns. This suggests a need to rethink the roles of both densification and "the social" more generally in urban sustainability policy.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.003 |
| 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