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Record W4414018354 · doi:10.1017/s0008423925100383

Negative Spotlight: Event-Driven Effects on Support for the Canadian Supreme Court

2025· article· en· W4414018354 on OpenAlexafffundabout
Erin Crandall, Andrea Lawlor, Shauna Hughey

Bibliographic record

VenueCanadian Journal of Political Science · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicJudicial and Constitutional Studies
Canadian institutionsMcMaster UniversityAcadia University
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsSupreme courtPolitical scienceEvent (particle physics)LawLaw and economicsEconomicsPhysics

Abstract

fetched live from OpenAlex

Abstract Longstanding public support for the Supreme Court of Canada is well-documented and contributes to its public legitimacy. However, the sources of this support and how vulnerable it may be to political factors or negative coverage of events are not well understood. In February of 2023, Justice Russell Brown took a leave of absence from the Supreme Court following a conduct complaint under review by the Canadian Judicial Council. Justice Brown retired from the bench in June of that year, before the CJC concluded its investigation. In the intervening period, media coverage of the events that prompted the attention from the CJC thrust the Court into the spotlight. Using data from an original two-wave survey experiment ( n = 1,222) from May and November of 2023, we investigate whether perspectives toward the circumstances surrounding Brown’s retirement hurt perceptions of the Court’s legitimacy. We find that the event did not disrupt support for the Court over time but also point to the ways in which opinion toward the Court changed pre- and post-resignation. These findings suggest that support toward Canada’s high court is at present largely stable even in the case of negative coverage of a high-profile event. However, we also acknowledge the potential vulnerabilities that negative coverage of the Court may present.

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 machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.005
metaresearch head score (Gemma)0.038
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.042
Threshold uncertainty score0.189

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.038
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.003
Science and technology studies0.0090.004
Scholarly communication0.0050.002
Open science0.0030.004
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0160.001

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 head0.022
GPT teacher head0.318
Teacher spread0.297 · 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 source (direct Gemma or distilled Codex), 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 routes3
Has abstractyes

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