Restricting the Public in Public Space: The London 2012 Olympic Games, Hyper-Securitization and Marginalized Youth
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
In contrast to Olympic organizers’ claims about the London 2012 Games as a celebration for all, we recount the experiences of low-income and marginally housed young people as experiencing exclusion from the benefits of the Games being held in their neighbourhood. Drawing on qualitative methods with young people living in the ethnically diverse and economically deprived Olympic host borough of Newham, we focus on public space and its limitations in the context of the 2012 Games. The article discusses the sense conveyed by young people of their neighbourhood being made beautiful for visitors, but of themselves being overly policed and subject to Olympic-related dispersal orders. We conclude by querying for whom is public space made available during the Olympic Games, suggesting that the benefactors are not economically marginalized young people living in the shadow of the Games.
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 | 0.008 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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