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
Beyond official rhetoric from Canadian and Mexican authorities who insist on prioritizing above all the two countries' economic relations, the truth is that in recent years, the bilateralism that existed after the North American Free Trade Agreement (nafta) came into effect has declined.This has mainly been because of the actions of Canada's Conservative government, which gained control of Parliament in early 2006, the year in which the second National Action Party administration began in Mexico (2006-2012). 1 This contraction in bilateral relations has been part responsibility of the Mexican government due to its limited ca pacity for positioning its interests in the region.It has combined with a new strategy emanating from Washington, which seeks to put the priority on bilateralism with its two next-door neighbors, Mexico and Canada, to increase its own security after the 9/11 attacks.This has led to a reconfiguration of the dynamics in North America given that bilateral security issues
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) | 0.110 | 0.582 |
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