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
Although the contributions made by public inquiries to the Canadian political process have been widely recognized, they have also received substantial criticism. In this paper, the author and, second, that they risk infringing the rights of inquiry witness who subsequently face criminal charges. Both of these criticisms relate to the exercise of coercive power by inquiries. The first criticism asserts that the elaborate procedures that accompany the exercise of coercive powers by an inquiry have become so extensive and ‘court-like’ as to make inquiries unwieldy. In response to the first criticism, the author argues that public inquiries have a continuing role to play in the Canadian political process. This is because an inquiry can deliver a level of thoroughness and independence that other public investigative processes cannot. The exercise of coercive powers, in particular, is an integral part of an inquiry’s capacity for credible fact-finding and forceful recommendations. This does not mean that an inquiry should be established whenever there is a political controversy. On the contrary, inquiries should be reserved for matters of grave public concern about an event that has had tragic or scandalous consequences.
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 | 0.004 | 0.008 |
| 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 | 0.002 |
| 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