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Record W4414145186 · doi:10.5206/sc.v16i1.22582

Crossing Borders of Choice: Navigating the Divergence of Abortion between the United States and Canada

2025· article· en· W4414145186 on OpenAlexaboutno aff
Isabella Perkovic

Bibliographic record

VenueThe Social Contract · 2025
Typearticle
Languageen
FieldMedicine
TopicReproductive Health and Contraception
Canadian institutionsnot available
Fundersnot available
KeywordsAbortionDecentralizationDivergence (linguistics)PoliticsIdeologyNarrative

Abstract

fetched live from OpenAlex

This essay delves into the divergence in abortion policies in the United States and Canada by analyzing the interplay of the rise of right-wing political ideologies, the role of the media, and the level of decentralization in shaping political and societal perspectives. In the United States, the resurgence of conservative politics, amplified by media polarization, has led to a decentralized approach, with states regaining control over abortion regulations after the overturning of Roe v. Wade. Contrastingly, Canada has maintained a more centralized position, bolstering reproductive rights and accessibility to abortion services. While media narratives and political ideologies play significant roles in both nations, the key factor driving this divergence is the level of decentralization in the two countries. This paper explores the pivotal role of decentralization in shaping the disparate trajectories of abortion policies between the United States and Canada.

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)0.001
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.616
Threshold uncertainty score0.928

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
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 head0.017
GPT teacher head0.362
Teacher spread0.345 · 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 designObservational
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 routes1
Has abstractyes

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