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
Tables 2.1 Strategic dilemmas of protest banners 8.1 Behavior of the G20 police (Toronto, Canada) This book has its origins in an international conference at the University of Aberdeen in the spring of 2019.The conference gave the book its title, and featured many of the contributors.The editors are chiefly thankful to the British Sociological Association for funding the event, and also to the University of Aberdeen for hosting it.We are also grateful to the Leverhulme Trust, the University of York, and the School of Slavonic and East European Studies, University College London, for supporting our endeavors while the book took shape.We would like to express our gratitude to each of the contributors to this volume, who continued to develop their work despite the enormously challenging circumstances everyone faced through the COVID-19 pandemic.We would also like to extend special thanks to Chijioke Onuora of the University of Nigeria, for supplying excellent photographs of the
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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