The onward migration of North Korean refugees to Australia: in search of cosmopolitan habitus
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
Based on assumed common ethnicity, language and culture, South Korea is believed to be the best country for North Korean defectors to restart their lives. This is, however, not necessarily the case. Since the mid-2000s, 2000 to 3000 North Koreans have allegedly settled in the UK, Canada, the US, Australia and EU countries. Despite this trend and its broader implications, the onward migration process of North Korean refugees, together with their motivations and lived experiences, remain poorly addressed in academic research. Drawing from the unique experience of North Korean refugees’ onward movement to Australia, the paper suggests that discarding a North Korean identity and habitus and gaining cosmopolitan habitus are the main reasons behind North Korean defectors’ onward migration. The paper is the first empirical study on North Korean refugees resettled in Australia to adopt habitus as a theoretical framework, and thus provides new insight into migration studies.
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 | 0.002 | 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 | 0.005 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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