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 In preparing the Canadian financial services industry for globalization, the Canadian government chose to combine industry deregulation with ongoing political and parliamentary oversight of subsequent policy choices, strengthening federal authority over the industry. Participants in financial services policy-making have come to accept a high level of parliamentary involvement in making key decisions about the sector. By collapsing the banking, insurance, and securities policy subsystems into a single national financial services policy sector, and by expanding the responsibility of Parliament, the government ensured that future regulatory decisions—like the potential abandonment of the ‘big shall not buy big’ rule against bank mergers—would be subject to wide political scrutiny. This illustrates what McConnell (2010) characterizes a policy success, a policy that has generated considerably legitimacy for federal government goals in the sector and arguably helped Canada avoid some of the worst consequences of deregulated global finance encountered in other states.
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) | 0.001 | 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) | 0.015 | 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