Representing the Female Pugilist: Narratives of Race, Gender, and Disability in Million Dollar Baby
Bibliographic record
Abstract
Clint Eastwood’s Million Dollar Baby won five Academy Awards but also came under attack from female boxers and disability activists. Ostensibly a drama about a tenacious woman’s quest to become a professional fighter and the male coach who assists her, Million Dollar Baby appears to insert a radical portrayal of femininity, female athleticism, and power into the male-dominated genre of boxing films and, more generally, a media that has been largely hostile to female boxing. We explore the extent to which the female lead can be viewed as a transgressive figure along with the discourses of containment that reduce her threat to longstanding cultural myths about boxing as a male preserve. Our analyses of the film’s racial, gender, class, and disability politics contend that its focus is not women’s boxing, disability, or the right to die; rather, like boxing, this film is about the male struggle to protect masculinity in a sporting world deeply shaken by the increasing presence of women.
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How this classification was reachedexpand
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 | 0.004 | 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 | 0.001 | 0.005 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".