The Poverty of Unattached Senior Women and the Canadian Retirement Income System: A Matter of Blame or Contradiction?
Bibliographic record
Abstract
Structural and financial inadequacy of Canada's retirement income system, especially with respect to income support benefits (i.e. Old Age Security), are often identified as one major reason unattached senior women experience poverty. While it may be compelling to blame low benefit levels and changing eligibility requirements, particularly because 'crisis' policy discourses have influenced questionable restructuring over time (i.e. the clawback), this paper argues that this is too simplistic of an account of the relationship between these women's poverty and the retirement income system. Other broad social-structural factors are at play in women's lives that have the potential to disentitle their access to income security in old age. Specifically, the mismatch between women's economic situations over the life course and their claims to pension or retirement savings income is presented as an important reason for why many women are still poor despite policy provisions for their retirement.
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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 | 0.006 | 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 | 0.002 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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; both teacher heads agree on what is shown here.
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".