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
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.
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 | 0.000 | 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 | 0.000 | 0.000 |
| 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 it