The Gendered Dimensions of Social Insurance for the "Non-Poor" in Canada
Bibliographic record
Abstract
This article emerges from an exploration of the meanings of consumer bankruptcy in the current context of Canadian society, as well as the role consumer bankruptcy plays in shaping this context. Examining consumer bankruptcy through the lens of gender relations, the claim is made that Canadian consumer bankruptcy legislation, policies, practices, and accompanying discourses are implicated in the causation and perpetuation of the conditions of marginalization and subordination endured by women who experience long-term poverty. These women are affected not only in terms of access to the bankruptcy system, but also by the broader implications of the delivery of consumer bankruptcy services and the accompanying discourses which, functioning as a form of social insurance for the middle-class, reinforce values of individualism. The increasing number of women filing for consumer bankruptcy, documented in the empirical data, is consistent with this claim, as it can be seen that middle-class women are the primary "new" beneficiaries of consumer bankruptcy in Canada.
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How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".