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 chapter examines the demand for global financial governance in the wake of the massive financial crisis of 2007–9. The global financial meltdown acted as a catalyst for a dramatic boosting of the International Monetary Fund's (IMF) resources and the creation of the Financial Stability Board (FSB), both which took place at the G20 leaders’ second summit in April 2009. These initiatives appeared to signal a heightened demand for global-level institutions in the areas of liquidity provision and financial regulation emerging from the crisis experience. But the limitations of that demand also quickly became clear as these global institutions found themselves working with and alongside strengthened regional, plurilateral and national authorities in complex ways. The result is neither a strengthening nor weakening of the demand for global governance, but rather a change in the content of the demand. A new kind of “cooperative decentralization” in global financial governance is emerging, driven by the preferences of both dominant powers and Southern countries.
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 | 0.001 |
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