The Empire of the Lone Mother: Parental Rights, Child Welfare Law, and State Restructuring
Bibliographic record
Abstract
This article uses the Supreme Court of Canada's decision in G.(J.) v. New Brunswick to frame a discussion of the historical and ideological character of Canadian child welfare regimes on the nature and experience of women’s citizenship within the liberal political order and, in particular, within the current neo-liberal restructuring of welfare provision. The article also analyzes traditional understandings of the political character of child welfare in terms of state intervention and non-intervention, by placing the state ordering of parent-child relations in the context of larger issues of colonialism, gendered parenting discourses, and the linkage between child neglect and poverty. The article argues that this more complex account of state/family relations exposes the rhetorical slippage between a family privacy and family support interpretation of liberal respect for family autonomy in both judicial discourse and the broader political sphere.
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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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.018 | 0.050 |
| Scholarly communication | 0.009 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".