Neoliberal Power Politics and the Controversial Siting of the Australian Grand Prix Motorsport Event in an Urban Park
Bibliographic record
Abstract
International motorsport events evoke the discourses and imagery of internationalism, while serving as occasions for the promotion of the host city as a “world-class” place. From a boosterist perspective, these spectacles are seen as markers of civic progress and triumph over adversity in the postindustrial era. This paper explores some of the tensions that follow from this, through a case study of the controversial siting of the Australian Formula One Grand Prix event at Albert Park near the downtown core of Melbourne, Australia. This case raises a number of issues about the process of securing and hosting international sporting events in major urban public places. Since the state government first secured the rights to the franchise in 1993, local residents, protesters, sporting clubs, park users and the broader community have had their legal rights abrogated by activity, legislation and policing associated with the Grand Prix at Albert Park.
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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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.024 | 0.029 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.006 | 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".