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 paper focuses on Canada’s Detailed Assessment of Observance—Basel Core Principles for Effective Banking Supervision report. Banking supervision in Canada is well-functioning and mature, overseeing a complex, concentrated and large banking system. Office of the Superintendent of Financial Institutions’ (OSFI) new supervisory framework is sound and fit for purpose, but supervision could be more intrusive through more frequent and deeper on-site reviews, notably on banks’ risk measurement models and on testing the effectiveness of banks’ risk management and internal control policies. The sanctioning framework for anti-money laundering and countering the financing of terrorism is a weak instrument to induce compliance and the supervisory framework suffers from severe resource constraints to supervising high-risk entities. Canada acknowledges the importance of rigorous, ongoing supervisory review work. OSFI will consider the IMF’s position that further increasing the frequency and intensity of prudential reviews would enhance supervisory outcomes, mindful of the resilience evident in the Canadian financial system.
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 | 0.001 |
| Science and technology studies | 0.001 | 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 | 0.000 |
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