Regulating Spousal Migration through Canada's Multiple Border Strategy: The Gendered and Racialized Effects of Structurally Embedded Borders
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
As part of emerging scholarship on border governance, this article examines how discourses of “fraud” in Canada merge with public management techniques to produce structurally embedded borders. We focus on regulatory changes introduced between 2010 and 2014 that aimed to deter and punish people who participate in “marriage fraud.” We then present the gendered and racialized impact of antifraud regulations through a case analysis of the implementation of Conditional Permanent Resident status (PR) from 2012 to 2017, which required some newly sponsored spouses and partners to remain in a conjugal relationship with their sponsor for two years after immigration. Our analysis of parliamentary proceedings illustrates how public management logics and the use of new digital technologies are mobilized to expand border enforcement practices internally and outside the territorial boundaries of the nation. We argue that despite the repeal of conditional PR in 2017, the deterrence of marriage fraud through structurally embedded borders continues to regulate racialized immigrants in exclusionary ways that disproportionately impact women.
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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 | 0.001 |
| 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