The security and prosperity partnership in North America challenges for a successful agenda
Bibliographic record
Abstract
The economic integration of North America has deepened in the last 25 years as never before. NAFTA, despite its inadequacies, cemented a pro cess that goes beyond traditional economic trade models by including other social, political, environmental and cultural elements. Now, after 9/11, the emerging policies of U.S. homeland security will require important adjustments in the interaction of the United States with Mex ico and Canada. Security policies have shifted a paradigm on the format of interaction among the three countries including logistics, transportation, persons crossing borders, biohazard threats, food safety and the synchronization of industries in more integrated ways. The challenges, especially along the border, illustrate that the relationship between the U.S. and Mexico and Canada is entering a new stage of complex interdependence. To ensure proper implemen tation, the three countries will need to make sig ni ficant structural adjustments focusing on a) col lective prosperity, b) the inclusion of actors at the local level, and c) strengthening public opinion.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.010 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.021 | 0.009 |
| Scholarly communication | 0.016 | 0.008 |
| Open science | 0.002 | 0.013 |
| Research integrity | 0.015 | 0.014 |
| Insufficient payload (model declined to judge) | 0.011 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".