The High Price of Success: The Backlash Against Women Judges in Australia
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
Unique in both scope and perspective, "Calling for Change" investigates the status of women within the Canadian legal profession ten years after the first national report on the subject was published by the Canadian Bar Association. Elizabeth Sheehy and Sheila McIntyre bring together essays that investigate a wide range of topics, from the status of women in law schools, the practising bar, and on the bench, to women's grassroots engagement with law and with female lawyers from the 'frontlines.' Contributors not only reflect critically on the gains, losses, and barriers to change of the past decade, but also provide blueprints for future political action. Academics, community activists, practitioners, law students, women litigants, as well as law society benchers and staff explore how egalitarian change is occurring and/or being impeded in their particular contexts. Each of these unique voices offers lessons from their individual, collective and institutional efforts to confront and counter the inter-related forms of systemic inequality that compromise women's access to education and employment equity within legal institutions and, ultimately, to equal justice in Canada.
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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 | 0.001 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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