MORE EQUAL THAN OTHERS: THE DISCURSIVE CONSTRUCTION OF MIGRANT CHILDREN AND FAMILIES IN CANADA
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
<p>As borders become increasingly porous to the flow of global capital, human beings entering countries like Canada are routinely criminalized. On August 13, 2010, the Canadian Navy escorted the MV Sun Sea, a ship carrying 492 men, women, and children from Sri Lanka, to a Canadian Forces Base on Vancouver Island. Many months later, people remained imprisoned. The racialization, criminalization, and detention of migrant children and families in Canada poses a direct challenge to the notion of Canadian multiculturalism, as well as purported commitments to the rights of children. This paper seeks to critically engage with dominant narratives surrounding the arrival and treatment of the 492 men, women, and children aboard the MV Sun Sea in order to unmask and explore the multitude of discourses required to normalize the criminalization of people’s bodies.</p>
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 | 0.000 | 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 | 0.000 | 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