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
This book offers the most thorough, detailed inside story of the preparation, negotiation, performance, and achievements of G20 gatherings from their start at the finance level in 1999 through their rise to become leader-level summits in response to the great global financial crisis in 2008. Follow the moves of America’s George Bush and Barack Obama, Britain’s Gordon Brown and David Cameron, Canada’s Stephen Harper, Germany’s Angela Merkel, and other key leaders as they struggle to contain the worst global recession since the Great Depression of the 1930s. This book provides a full chapter-long account of each of the first four G20 summits from Washington to Toronto with summaries of the ensuing summits. It uses international relations theory to build and apply a model of systemic hub governance to back its central claim to show convincingly that G20 performance has grown to successfully govern an increasingly interconnected, complex, crisis-ridden, globalized twenty-first century world.
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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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