Epistemologies of bordering: Domestic violence advocacy with marriage migrants in the shadow of deportation
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 Drawing on interviews with service providers and legal advocates in Canada, this article explores how bordering practices shape front-line service delivery with immigrant women seeking safety from domestic violence. Our research examines the implementation of ‘conditional permanent residence’ (conditional PR) between 2012 and 2017. Conditional PR applied to some newly sponsored spouses and partners who were required to cohabit with their sponsoring spouse/partner for two years following their arrival in Canada in order to retain their permanent resident status. We illustrate how conditional PR exacerbated the vulnerabilities already facing spousal immigrants by linking deportation to the failure to cohabit with their spouse. In particular, we examine the implementation of an ‘exception for abuse and neglect’, whereby victims of domestic violence could apply to remove the condition on their permanent resident status. We argue that when service providers mobilized their ‘ways of knowing’ about domestic violence to verify a sponsored spouse’s claims of abuse, they inadvertently took part in regulating ‘deserving’ versus deportable immigrants. This research develops a gendered analysis of deportability towards theorizing how bordering practices operate through the shadow state to regulate racialized immigrant women.
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 | 0.000 | 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