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Record W3003543051 · doi:10.1163/22124810-00703003

Honest Scales

2019· article· en· W3003543051 on OpenAlexaboutno aff
William Kenny

Bibliographic record

VenueJournal of Law Religion and State · 2019
Typearticle
Languageen
FieldSocial Sciences
TopicMulticultural Socio-Legal Studies
Canadian institutionsnot available
Fundersnot available
KeywordsCharterPerspective (graphical)Proportionality (law)Value (mathematics)LawTest (biology)Political scienceSociologyLaw and economicsEpistemologySocial psychologyPsychologyEnvironmental ethicsPhilosophyMathematicsComputer scienceArtificial intelligence

Abstract

fetched live from OpenAlex

The decision in Alberta and Hutterite Brethren of Wilson Colony refocused attention on the role played by the final limb of the Oakes test when considering the proportionality of the limitation of a Charter right. This article seeks to re-examine this decision and challenge the structural discrimination it created by requiring minorities whose belief gives a religious value to a facially utilitarian practice which may not be apparent when considered from a secular perspective. In particular it examines the potential benefits of allowing a liberal perspective of group rights to inform the weight courts’ give to the detriment faced by a community and argues that this revised approach to balancing would result in outcomes more reflective of the values codified in the Charter.

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)0.015
metaresearch head score (Gemma)0.079
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.107
Threshold uncertainty score0.357

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0150.079
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0040.004
Scholarly communication0.0050.005
Open science0.0020.005
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.1070.036

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 head0.019
GPT teacher head0.308
Teacher spread0.289 · 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 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
Published2019
Admission routes1
Has abstractyes

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