From “special relationship” to “strategic partnership”: prospects for renewal of Canada-CARICOM relations in a polarizing global political economy
Bibliographic record
Abstract
This paper assesses the prospect for a renewed era of bilateral cooperation amongst Canada and the Caribbean Community. It argues that ongoing efforts to operationalize the Canada-CARICOM Strategic Partnership entail promising preliminary signs, but that substantive renewal requires a new mutual fidelity encompassing credible commitments toward a more equitable political profit-sharing arrangement. For Canada’s part, these include enhancing domestic market access for key CARICOM exporters, explicit recognition of vulnerable CARICOM business sectors, effective legal protections for temporary foreign workers, and a new juridical approach toward naturalized legal offenders. For CARICOM, credibility entails renewed efforts at integrating member-state firms into Canadian value chains alongside a new collective vision for regional development. En lieu of such commitments the new strategic partnership seems destined to perpetuate an increasingly listless bilateral continuum.
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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 | 0.008 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.015 | 0.013 |
| Scholarly communication | 0.015 | 0.007 |
| Open science | 0.001 | 0.009 |
| Research integrity | 0.004 | 0.005 |
| Insufficient payload (model declined to judge) | 0.008 | 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 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".