“Every city is allowed one”? Creating waterfront suburbias in the Vancouver region
Bibliographic record
Abstract
Waterfront redevelopment in the Vancouver region, Canada, is occurring rapidly. While downtown waterfront redevelopments have long offered planning examples for global audiences, they also set reference points for post-industrial redevelopment regionally. Currently, competing land uses are generating an extremely contentious regional urban development setting. This paper uses a novel narrative approach and uniquely joins insights from suburban and waterfront studies to consider narratives that fuel ongoing regional suburban waterfront redevelopment. The paper first contextualizes suburban waterfront change in the Vancouver region, then analyzes a recent case, identifying four narratives that help justify waterfront transformation. The paper demonstrates how a few strategic plot lines can become powerful in generating waterfront development, thereby threatening stated planning goals for sustainability and affordability, among others. Such narratives also showcase signs of short-term thinking, as suburban cities appear to be “allowed one” waterfront development, a trajectory which can override planning commitments for sustainable urban futures.
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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 | 0.009 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.004 |
| Insufficient payload (model declined to judge) | 0.006 | 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".