Opportunities and influence: women’s representation and advocacy in the Canadian Parliament
Bibliographic record
Abstract
Recent reforms to the Canadian Senate have reduced partisanship in the upper house, where party discipline was already low and there is no electoral imperative. Without party directives, senators may have more latitude than members of Parliament to represent the interests of marginalized groups, including women’s groups. In this article, we ask: have women’s advocacy groups recognized the Senate as a promising venue for women’s substantive representation? Through an examination of lobbying records, we find that in the post-reform period, women’s groups devote a greater share of their advocacy to the Senate than to the House of Commons. These findings suggest that the affected representatives of women are engaged in strategic representational behaviour. Moreover, we find that senators who meet most often with women’s groups have been identified elsewhere as critical actors in women’s substantive representation. This article advances the study of women’s representation by making connections between critical actors and the affected representatives of women.
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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 | 0.000 | 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".