Bibliographic record
Abstract
Contents: Linda K. Fuller: Introduction - Michael Atkinson: It's Still Part of the Game: Violence and Masculinity in Canadian Ice Hockey - Margery Holman/Victoria Paraschak/Patricia Weir/Richard Moriarty: Representations of Sport Violence and Spousal Abuse - Michael A. Robidoux/Jochen G. Bocksnick: Playing beyond the Glass: How Parents Support Violence in Minor Hockey - Ellen J. Staurowsky: Reflections on Sport, Masculinity, and Nationalism in the Aftermath of 9/11 - David Turbo Thompson: Hot Wheels and High Heels: Gender Roles in Stock Car Racing - John Mark Dempsey: All-skates, Witch Wool, and a Blouse Full of Lungs: Dan Jenkins' Use of Masculine Sexual Language - Anne E. Price: Football Hooliganism: A Rhetoric of Frustration and Honor - Robert Sirabian: Gender, Cross-dressing, and Sport in Lewis Nordan's All-Girl Football Team - Gina Daddario: Media, Masculinity, and World's Strongest Man: Exploring Postmodern Sports Programming - Joy Crissey Honea: Xclusion at the Winter X Games: Marginalization of Women Athletes in Alternative Sport - Maureen Margaret Smith: Jim Rome Show and Negotiations of Manhood: Surviving in The Jungle - Megan Chawansky: Put Me in, Ms. Coach: Sexual Rhetoric in the Locker Room - Linda K. Fuller: Foul Language: A Feminist Perspective on (American) Football Film Rhetoric - C. Richard King: Hail to the Chiefs: Race, Gender, and Native American Sports Mascots - Debra Merskin: Powerful or Pornographic? Photographs of Female Bodybuilders in Muscle & Fitness Magazine - John P. Elia/Jon B. Martin/Gust A. Yep: Off His Rocker: Masculinity and the Rhetoric of Violence in America's Favorite Pastime - Shura Alexandra Gat: Wham! Bam! Thank You, Ma'am!: Rhetoric Surrounding Female Professional Boxers - Jessica Hudson: Women Playing Rugby: Rejection of The Girly by Girls - Erin Reilly: All Bust and No Balls: Gender, Language, and Pool - Theresa A. Walton: Media Grappling with Female Success on the Mat: Tricia Saunders, Multiple-World Freestyle Wrestling Champion.
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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 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.008 | 0.010 |
| Science and technology studies | 0.017 | 0.015 |
| Scholarly communication | 0.017 | 0.010 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.016 | 0.002 |
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".