Plotting “Nowhere”: Towards a Theory of Urban Folklore on Vancouver’s Gentrifying Frontier
Bibliographic record
Abstract
This article mobilizes a theory of urban folklore, that is, of structured narratives and “stories” that represent the beliefs, traditions, and ritualistic tendencies of various urban peoples and groups, to examine how policy actors and the ownership class along the Hastings Street Corridor in Vancouver have utilized a pseudo-grassroots urban folklore to make gentrification generalized and to strengthen their gentrification agendas, while an urban folklore from the perspective of extant residents continues to have the possibility of performing resistance. In this context, the ambiguity of gentrification as a process—who moves into an area and who gets pushed out—problematically persists. Here, along cultural lines, urban folklore readily engages the popular media that has shaped the Hastings Corridor as a gentrifying frontier with the fiction, poetry, and performances that represent a potential resistance.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.004 |
| Science and technology studies | 0.028 | 0.050 |
| Scholarly communication | 0.017 | 0.005 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.002 | 0.003 |
| 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 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".