The dilemma of nationalism: migrant labour, economic crisis, and the politics of belonging in the Cayman Islands
Bibliographic record
Abstract
Between the 1970s and 1990s, the Cayman Islands underwent a massive socio-economic transformation. In becoming one of the world’s largest financial centers, its gross national product increased a thousand-fold, and its population multiplied five times. The Caymanian story of “economic success” has been founded on foreign capital and foreign workers. According to local legal, historical, and media discourses, the strict regulation of migrant workers’ rights to permanent residence and citizenship has been crucial to this prosperity. This paper analyzes shifts in discourses on the Caymanian nation triggered by the impact of the 2008 global economic crisis. Amidst a massive reduction in the migrant population, rising levels of violent crime and unemployment among locals, and staggering levels of government debt – in short, one of the longest recessions of any country in the world – the substantive privileges of Caymanian citizenship have come to appear increasingly tenuous.
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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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.013 | 0.016 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.003 | 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".