China - Trade or Human Rights: Which Comes First - The Canadian Model
Bibliographic record
Abstract
The question of whether trade and human rights are naturally at odds has been the subject of numerous articles, commentary, political discussion and debate.'The issue was much discussed in 1974 when Senator Henry "Scoop" Jackson (D-Wash) and Congressman Charles Vanik (R-Ohio) introduced the so-called "Jackson-Vanik" Amendment, which denied normal trade relations to countries with non-market economies and emigration restrictions.More specifically, it addressed then Soviet Premier Leonid Brezhnev's implementation of a tax that effectively prevented individuals studying in the USSR from emigrating, even if it prevented them from returning to their families.The legislation's significance was clear: the human rights policies of a potential trading partner may dictate the extent to which trade will occur.But such policies are not always affected through legislation.The recent "globalization" of the international community has resulted in more nations making policy statements intended to cajole other states into improving their human rights stance.Canada's recent dealings with China highlight just such a policy.
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 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 | 0.018 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".