Linking Trade, Environment, and Social Cohesion: NAFTA Experiences, Global Challenges
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
Forging the trade-environment-social cohesion link - global challenges, North American experiences, John J. Kirton and Virginia W. MacLaren. Linking Trade, Environment, and Social Values - The Global and NAFTA Experiences: From trade liberalization to sustainable development - the challenges of integrated global governance, Pierre Marc Johnson The new interface agenda among trade, environment, and social cohesion, William A. Dymond Embedded ecologism and institutional inequality - linking trade, environment, and social cohesion in the G8, John J. Kirton Winning together - the NAFTA trade-environment record, John J. Kirton. Investor Protection - Evaluating the NAFTA Chapter II Model: The masked ball of NAFTA chapter II - foreign investors, local environmentalists, government officials, and disguised motives, Sanford E. Gaines Environmental expropriation under NAFTA chapter II - the phantom menace, Julie Soloway Investment and the environment - multilateral and North American perspectives, Konrad von Moltke. Environmental Protection - Evaluating the NAFTA Commission for Environmental Co-operation Model: Stormy weather - the recent history of the citizen submission process of the North American agreement on environmental co-operation, Christopher Tollefson Public participation within NAFTA's environmental agreement - the Mexican experience, Gustavo Alan s Ortega Articles 14 and 15 of the North American agreement on the environmental co-operation - intent of the founders, Serena Wilson. Worker Protection - Evaluating the NAFTA Commission for Labour Co-operation Model: Civil society and the North American agreement on labour co-operation, Kevin Banks Giving teeth to NAFTA's labour side agreement, Jonathan Graubart Understanding the environmental effects of trade - some lessons from NAFTA, Scott Vaughan Sustainability assessments of trade agreements - global approaches, Sarah Richardson Concern for the environmental effects of trade in Canadian communities - evidence from local indicator reports, Virginia W. MacLaren Using indicators to engage the community in sustainability debates, Noel Keough Development and usability of a system for environment and health indicators - a case study, David L. Buckeridge and Carl G. Amrhein. Concluding Reflections: Fix it or nix it? - will the NAFTA model survive?, Sylvia Ostry Conclusions, Virginia W. Maclaren and John J. Kirton.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 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 it