“Disturbing Practices”: Dehumanizing Asylum Seekers in the Refugee “Crisis” in Australia, 2001–2002
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
Throughout late 2001 and 2002, the Australian Government, seeking re-election, campaigned on a tough line against so-called “illegal” immigrants. Represented as “queue jumpers,” “boat people,” and “illegals,” most of these asylum seekers came from Middle Eastern countries, and, in the main, from Afghanistan and Iraq. This paper explores the way particular representations of cultural difference were entwined in media and government attacks upon asylum seekers. In particular, it analyzes the way key government figures articulated a negative understanding of asylum seekers’ family units – representing these as “foreign” or “other” to contemporary Australian standards of decency and parental responsibility. This representational regime also drew upon post-September 11 representations of Middle Eastern people, and was employed to call into question the validity of asylum-seekers’ claims for refugee status. Manufactured primarily through the now notorious “children overboard” incident, these images became a central motif of the 2001 election campaign. This paper concludes by examining the way these representations of refugees as “undeserving” were paralleled by new Temporary Protection Visa regulations in Australia.
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 | 0.005 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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 it