Forty years of sport and social change, 1968-2008 : "to remember is to resist"
Bibliographic record
Abstract
Foreword: 1968 and All That: Social Change and the Social Sciences of Sport Peter Donnelly 1. 'To Remember is to Resist': An Introduction Russell Field Section 1: Remembering 2. The Conservative Vision of the Amateur Ideal and its Paradoxical Whitening Power: The Story of Valerie Jerome in 1950s and 1960s Canadian Track and Field Valerie Jerome and Stuart Parker 3. The Athlete as Sisyphus: Reflections of an Athlete Advocate Ann Peel 4. Tony Suze's Reflections on the Importance of Sport in the Struggle to End Apartheid Chuck Korr 5. The Untold Story of Robben Island: Sports and the Anti-apartheid movement Anthony Suze Section 2: Resisting 6. 'In Good Conscience': Andy Flower, Henry Olonga and the death of democracy in Zimbabwe Callie Batts 7. Social Change and Popular Culture: Seminal Developments at the Interface of Race, Sport and Society Harry Edwards 8. Anti-Apartheid Boycotts and the Affective Economies of Struggle: The Case of Aotearoa New Zealand Malcolm MacLean 9. It's Not Just Sport: Delhi and the Olympic Torch Relay Boria Majumdar and Nalin Mehta 10. Between Small Everyday Practices and Glorious Symbolic Acts: Sport-based Resistance Against the Communist Regime in Czechoslovakia Dino Numerato Section 3: Continuing contemporary Struggles 11. The Ambiguities of Development: Implications for 'Development Through Sport' David R. Black 12. One Day, One Goal? PUMA, Corporate Philanthropy and the Cultural Politics of Brand 'Africa' Michael D. Giardina 13. 'No Olympics on Stolen Native Land': Contesting Olympic Narratives and Asserting Indigenous Rights within the Discourse of the 2010 Vancouver Games Christine M. O'Bonsawin 14. Epilogue: The Struggles Must Continue Bruce Kidd
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.007 | 0.012 |
| Scholarly communication | 0.010 | 0.007 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.004 | 0.006 |
| Insufficient payload (model declined to judge) | 0.014 | 0.003 |
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".