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Record W4381326375 · doi:10.32920/23548011.v1

Bill 21 ‘An Act Respecting the Laicity of the State:’ A critical discourse analysis problematizing the religious dress ban and its impacts on Québec’s social fabric

2023· preprint· en· W4381326375 on OpenAlexaboutno aff
Rachel Rammal

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldSocial Sciences
TopicReligion and Society Interactions
Canadian institutionsnot available
Fundersnot available
KeywordsSecularizationNationalismDutyState (computer science)PoliticsPolitical scienceImmigrationLegislationPublic administrationLawSociology

Abstract

fetched live from OpenAlex

[Para. 1 of Introduction] On October 1st, 2018, Coalition Avenir Québec (CAQ) won the elections in Québec, Canada. The province’s centre-right to right-wing nationalist and autonomist political party led by businessman François Legault had prioritized as part of their electoral platform the secularization of Québécois institutions. On June 17, 2019, the CAQ fulfilled their electoral promise by adopting Bill 21 An Act respecting the Laicity of the State sponsored by Simon Jolin-Barrette, the Minister of Immigration, Francisation and Integration. The first secular legislation in Canada prohibits individuals in positions of public authority from wearing religious symbols while on duty. It affects all new public-sector hires including but not limited to, peace officers, judges, teachers, public servants, lawyers, and notaries. The decision to secularize Québec’s institutions is far from unanimous. Bill 21 has led to significant polarizations within the province 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 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)0.007
metaresearch head score (Gemma)0.012
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.143
Threshold uncertainty score0.994

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.012
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0320.027
Scholarly communication0.0120.004
Open science0.0020.003
Research integrity0.0050.006
Insufficient payload (model declined to judge)0.0050.000

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 head0.072
GPT teacher head0.421
Teacher spread0.349 · 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 designQualitative
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
Published2023
Admission routes1
Has abstractyes

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