Immigration restriction: rethinking period and place from settler colonies to postcolonial nations
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
Abstract Immigration acts have long been analysed as instrumental to the working of the modern nation-state. A particular focus has been the racial exclusions and restrictions that were adopted by aspirationally white, new world nation-states: Australia, New Zealand, Canada, and the United States. This article looks again at the long modern history of immigration restriction in order to connect the history of these settler-colonial race-based exclusions (much studied) with immigration restriction in postcolonial nation-states (little studied). It argues for the need to expand the scope of immigration restriction histories geographically, temporally and substantively: beyond the settler nation, beyond the Second World War, and beyond ‘race’. The article focuses on the Asia-Pacific region, bringing into a single analytical frame the early immigration laws of New Zealand, Australia, the United States, and Canada on the one hand and those of Malaysia, Singapore, Hong Kong, and Fiji on the other.
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 | 0.001 | 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 | 0.000 |
| 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