Worth the Wait and Hype? Gentrification, Anxiety, and the Hipster Geographies of Boutique Ice Cream
Bibliographic record
Abstract
In the opening decades of the twenty-first century, gentrification continues to upscale city fabrics, including their retail landscapes, beyond recognition. The ongoing expansion of boutique shops and aestheticized commerce displacing longtime stores and ordinary services increasingly signals new geographies of hipster retailing dominating the marketplace of local shopping streets in old inner-city areas. The qualitative analysis of this Master’s thesis traces the socio-spatial articulation of new hipster geographies within retail gentrification processes by offering a cultural critique of an ice-cream boutique located on Ossington Avenue in downtown Toronto, attending to material and digital dynamics of urban production and consumption. \nAt the same time, this Master’s thesis locates the presence of anxiety within contemporary urban change. Shedding light on the phenomenon of 'queuing' outside of the independent ice-cream shop, my research reveals how anxiety underpins popular identity performances on Instagram and animates the experience of actors on the gentrifying street.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.006 | 0.021 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 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".