Bordering social reproduction: The welfare/immigration regimes of Quebec and Ontario in Canada
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
This article makes three crucial, related arguments. First, most European analyses of immigration and social welfare fail to consider how these policies intersect to shape the social reproduction of populations, instead sticking to notions of welfare chauvinism, social citizenship, and deservingness. Second, welfare/immigration analyses are usually set at the national level, but subnational comparisons can challenge tidy welfare state regime categorizations, revealing both nuance and policy opportunities. Third, a focus on social reproduction regimes that includes welfare and immigration policies reveals how jurisdictions border the extraction of social reproductive labour, with impacts on who gets in and under which conditions, and on the distribution of paid and unpaid social reproductive work within immigrant and established families in Canada. Developing our feminist border analysis, we illustrate our approach through a comparative analysis of Quebec and Ontario to show how social reproductive borders extract care labour and from whom, under diverging policy regimes.
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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 | 0.001 |
| 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