Mystery Ships and Risky Boat People: Tamil Refugee Migration in the Newsprint Media
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
On October 17, 2009, seventy-six Tamil refugees arrived off the coast of Victoria, British Columbia. This study examines how the Canadian newsprint media portrayed this event and in which policy context this coverage occurred. We analyze articles published between October 2009 and January 2010 from the Vancouver Sun, the Toronto Star, and the National Post. A discourse analysis addresses issues of framing, representation, and identity to understand how the Tamil refugee migration was represented in media debate. Our results show that there was an overall negative representation of the Tamil refugees as the press emphasized issues of criminality and terrorism, and constructed the refugees as risk. The discussion established security—rather than human rights—as a focal point and portrayed the immigration system as both “failing” and “abused” by “bogus claimants.” This security-oriented framework provided a discursive background for the refugee reform Bill C-11 to be ushered through Parliament later that summer.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it