Kate Bezanson. Gender, The State, and Social Reproduction: Household Insecurity in Neo-Liberal Times\n
Bibliographic record
Abstract
This book highlights the ideologies and influences of changes made to our social welfare state that are associated with neo-liberalism and neo-conservativism and how these changes directly impact the lives of the most vulnerable members of our communities.When the Conservative government, led by Mike Harris, took hold of Ontario in 1995, households that were merely getting by found themselves scrambling to make ends meet.The complete restructuring of key institutions such as education and health care, and drastic cuts in funding for policies such as social assistance and state subsidized child care spaces during this time, resulted in low-income households, and particularly women, being forced to absorb the consequences of these "adjustments."The interview data in this book stems from the Speaking Out research project that investigated the effects of the Ontario Conservative's "Common Sense Revolution" and is poignantly used to illustrate its devastating effects.33.1, 2008 www.msvu.ca/atlantismembers and service users alike.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.005 |
| Scholarly communication | 0.003 | 0.004 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.006 | 0.002 |
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 source (direct Gemma or distilled Codex), 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".