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Varied paths towards feminist policy change: the case of abortion rights in four Canadian provinces

2025· article· W4415671402 on OpenAlexafffundabout
Sylvia Bashevkin

Bibliographic record

VenueEuropean Journal of Politics and Gender · 2025
Typearticle
Language
FieldSocial Sciences
TopicGender Politics and Representation
Canadian institutionsUniversity of Toronto
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsAbortionScholarshipTypologyOpposition (politics)Supreme courtPoliticsReligiosityPublic policy

Abstract

fetched live from OpenAlex

Guided by comparative gender and politics scholarship, this article uses publicly available sources to examine two pro-choice policy reforms: the public funding of clinic abortions and safe zone legislation, designed to protect patients and medical providers from threats posed by protesters. It focuses on partisan and religious circumstances in four Canadian provinces where feminist movements were strong and where opposition to a pro-choice Supreme Court decision was so vehement that it turned violent. The study’s main contribution rests in a typology illustrating the diverse paths towards policy reform in Canada, whereby change unfolded differently across jurisdictions. My results dovetail with previous research in underlining the significance of religiosity to feminist–left party relations, even in a country with relatively weak levels of faith. The discussion stands out from earlier scholarship in documenting the importance of centrist governments at the federal and sub-national levels to pro-choice outcomes and in showing varied feminist–conservative party relationships.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.610
Threshold uncertainty score0.895

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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.

Opus teacher head0.057
GPT teacher head0.336
Teacher spread0.279 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2025
Admission routes3
Has abstractyes

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