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
Abstract This book examines ambush marketing by defining it as any attempt to create an unauthorised or false association with an event, thereby infringing the contractual rights of official sponsors. It analyses traditional intellectual property rights—trade marks, copyright, and designs—as they apply to sporting events in the United Kingdom and European Union. The book scrutinises event-specific legislation, including the Olympic and Commonwealth Games frameworks, and incorporates recent reforms such as the Birmingham Commonwealth Games Act 2020. It considers intrusion-based controls against fly-posting, street trading, billboards, and aerial advertising to prevent unauthorised promotion. Finally, it compares detailed laws in Australia’s three new major-events statutes, Canada’s overhaul of trade mark, design, and copyright law, New Zealand’s and South Africa’s legal regimes, and United States regulations to provide comprehensive, practitioner-focused guidance with a global perspective.
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 | 0.001 | 0.001 |
| 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) | 0.006 | 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 it