Omnivorous Gentrification: Restaurant Reviews and Neighborhood Change in the Downtown Eastside of Vancouver
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
Through an analysis of restaurant reviews, this paper examines the production and consumption of food, as well as ideas and symbols about food, within a gentrifying neighborhood, the Downtown Eastside in Vancouver. In particular, it analyzes how reviewers frame culinary “authenticity” and attach symbolic value to a low–income area of the city, while often acknowledging an emerging civil discourse that sees gentrification as a problem. I explain the tensions and contradictions in the orientations of newcomer restaurateurs and the food writers who report on their activities with a concept drawn from the sociology of culture, omnivorousness. It refers to a broad shift in the consumption patterns of high–status groups in Western society from highbrow snobbery, to an eclecticism of tastes drawing from all levels of the cultural hierarchy. The analysis shows how the populist impulses of “foodie” discourse and “social preservationism” come into conflict with the drive to achieve status and distinction through omnivorous consumption practices. Gentrifiers try to resolve this tension through “ethical entrepreneurialism” which fails to address ongoing structural inequality in the neighborhood.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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