Symbolic violence and the Olympic Games: low-income youth, social legacy commitments, and urban exclusion in Olympic host cities
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
Drawing on a five-year qualitative study on the impacts of the Olympic Games on homeless and marginally housed youth in two host cities (Vancouver 2010 and London 2012), this paper explores the instances of ‘symbolic violence’ perpetuated by the institutional infrastructure associated with the Olympics. Following Pierre Bourdieu’s use of the term, symbolic violence refers to the manner in which the young people turned dominant notions of what the desirable Olympic city looks and feels like into a sense of their own non-belonging and/or inadequacy, experienced bodily and emotionally. Feeling pressured to vie for elusive Olympic jobs and volunteer positions, and to be less visible to the thousands of tourist-spectators for the Games, youth in both cities reported a defiant mix of frustrated indignation and resigned acceptance that they did not ‘fit’ the image of the global Olympic city that organizers were trying to convey. The paper argues that this social harm, difficult to measure yet real nonetheless, is an important though unintended legacy of the Olympic Games for homeless and marginally housed youth living in its shadows. The paper also calls for a more sustained engagement with Bourdieu’s concept of symbolic violence in youth studies as a discipline.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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