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
The United States is Canada's most important trading partner.NAFTA deepens the economic dependence of Canada on the United States.When the economy of the United States shows a trend of steady increase,NAFTA bring about the interest of the import prosperity,investment promotion and economic increase.However,while the economy of the United States encounters the recession NAFTA enlarges the economic risks of Canada.Simultaneously,NAFTA also has led to the intensification of social unfairness,the excessive dependence on the U.S.economy,survival deterioration of the environment of small business and the reduction of ordinary people's income.As for Canada,NAFTA will possibly damage the economic and social development of Canada without the enormous reform of system and policy.Consequently,the government of Canada should reconsider the NAFTA and undertake the necessary policy adjustment and system innovation in the field of economy and society in order to maintain the economic interest of Canada.
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 | 0.000 |
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