Bibliographic record
Abstract
"This book addresses the major forms of Gender-Based Violence (GBV) in children’s sport, including sexual, physical, and psychological violence and neglect. It reviews the historical, sociocultural, and political influences on violence towards children, and sets out future agendas for research and practice to eliminate GBV in sport. The book argues that for GBV to occur and be sustained over time, it must be facilitated by a system that enables this violence, protects the perpetrator, disables bystanders, silences the victims, and/or fails to provide a structure by which to address victims’ or bystanders’ concerns. Drawing on empirical research from across a range of disciplines, including sport sociology, sport psychology, developmental psychology, and coaching, and examining real life case studies of GBV in sport at all levels, the book makes a powerful case for radical change in our current systems of sport governance, safeguarding, and athlete welfare. This is important reading for any student, researcher, policy-maker, coach, welfare officer or counsellor with an interest in sport, gender studies, safeguarding, criminology, or sociology."
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.
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 | 0.000 | 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) | 0.002 | 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".