Violence by any other name: constructing immigration crises, the threat of the sick refugee and rationalising immigration detention through moral panic
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
This article is concerned with the employment of pathologising discourses of mental health and trauma by the mainstream media as they pertain to the treatment of migrants in detention in Canada. Using critical discourse analysis, this research contrasts mainstream media coverage of four major publications on immigration detention. It explores the media’s role in the (re)creation of refugee discourse, and as a purveyor of racial ideology, which problematises people of colour and demands state intervention in the form of mental health aid. The resulting discourse pathologises the refugee identity and simultaneously obscures the socio-political conditions and violence that necessitates their departure from their home countries. As refugee discourse is infused with biomedical understandings of mental health, it also legitimises the nation state’s practice of coercive social control for these populations through detention.
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 | 0.001 | 0.001 |
| 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