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Record W4415603059 · doi:10.1093/indlaw/dwaf040

Grounded and Purposive: Sir Patrick Elias and Discrimination Law

2025· article· en· W4415603059 on OpenAlexaff
Catherine Barnard, Sarah Fraser Butlin

Bibliographic record

VenueIndustrial Law Journal · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicSociology and Norbert Elias
Canadian institutionsTrinity College
Fundersnot available
KeywordsLegislationFace (sociological concept)Power (physics)Employment discriminationConservatismGrounded theory

Abstract

fetched live from OpenAlex

Abstract This article argues that in his significant contribution to discrimination law, Patrick Elias’s judgments are grounded and purposive. They are purposive because they recognise that employment legislation must generally be interpreted as protective of employees because of the power imbalance between the parties. They are also grounded. They are ‘grounded in fact’ because they are practical and realistic about working life for employers and workers. They are ‘grounded in law’ because they recognise the limits of the law and that the law—even discrimination law—cannot address all injustice, real or perceived. They are also ‘grounded in the system’ because they recognise that in the current liberal (social?) market economy, employers have legitimate interests, as do employees. By grounding his judgments in the system, Elias might be seen as conservative. However, this conservatism might be considered radical in the face of much current academic discourse. Using examples from his judgments, we illustrate both the grounded and purposive approach adopted by Elias, its theoretical underpinnings, how it has been applied to labour law more widely, and how it might be used to address some thorny issues in discrimination law in the future.

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 categoriesScience and technology studies
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 score0.703
Threshold uncertainty score0.999

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 studies0.0020.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.056
GPT teacher head0.345
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 teacher head, not a consensus.

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 routes1
Has abstractyes

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