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
Trade remedy measures includes anti-dumping,countervailing and safeguard measures.Trade remedy measures may exclude reasonable competition of foreign enterprises in the domestic market,and then reduce competition in the domestic market.There is an independent public interest investigation in Canadian trade remedy system.The issue of competition is important in the investigation of public interest.Since the Special Import Measures Act enacted at 1984,Canada has initiated 161 trade remedy investigations,of which only 13 cases involved the issue of competition,and less cases in which trade remedy tax be reduced or exempted eventually because of competition issue.In the trade remedy investigations against China,only one case in which a public interest investigation be applied,but in the beginning it was rejected by the Canadian International Trade Tribunal,failed to make substantive investigation.This result reflects the exceptions of the competition in the Canadian trade remedy 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 | 0.002 |
| 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) | 0.005 | 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