Sanitizing Public Space in Olympic Host Cities: The Spatial Experiences of Marginalized Youth in 2010 Vancouver and 2012 London
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
This article is based on a cross-national qualitative study of homeless and street-involved youth living within Olympic host cities. Synthesizing a Lefebvrian spatial analysis with Debord’s concept of ‘the spectacle’, the article analyses the spatial experiences of homeless young people in Vancouver (host to the 2010 Winter Olympics) and draws some comparisons to London (host to the 2012 Summer Olympics). Tracing encounters with police, gentrification and Olympic infrastructure, the article assesses the experiences of homeless youth in light of claims made by Olympic proponents that the Games will ‘benefit the young’. By contrast, the authors argue that positive Olympic legacies for homeless and street-involved young people living within host cities are questionable.
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 | 0.001 | 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 | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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