Refugee as sovereign value: staunching the flow in a time of drought
Bibliographic record
Abstract
Since the early 20th century refugees have possessed strategic value by virtue of their country of origin and the inherently political nature of the acceptance of refugees. Historically, as the definition of “desirable” and “undesirable” citizens changes, so too does Canadian immigration policy. Investigating the sociopolitical climate in which refugees are situated today, this paper outlines theories concerning the nation-state, human rights, and power. These conceptual issues are then applied to a case study of media discourse surrounding the MV Sun Sea, a ship transporting over 400 Tamil asylum seekers to Canada in August of 2010. The analysis of three Canadian newspapers concluded that the event was captured as a “smuggling event” with dominant frames of asylum seekers as illegal, a danger, and a threat to law and order. Congruently, the MV Sun Sea fuelled a moral panic surrounding Canadian European identity and sovereignty. I also argue that this event was an impetus to the Conservative government legislating the mandatory detention of refugees that arrive via ship to Canada.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".