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Record W1588099873 · doi:10.60082/2817-5069.2792

Towards a Pedagogy of Diversity in Legal Education

2015· article· en· W1588099873 on OpenAlexaffvenue
Faisal Bhabha

Bibliographic record

VenueOsgoode Hall law journal · 2015
Typearticle
Languageen
FieldSocial Sciences
TopicLegal Education and Practice Innovations
Canadian institutionsYork University
Fundersnot available
KeywordsLegal educationDiversity (politics)ScholarshipLegal professionPolitical scienceNormativePromotion (chess)Experiential learningSociologyLegal researchNorm (philosophy)Economic JusticeIdentity (music)PedagogyLawPublic relations

Abstract

fetched live from OpenAlex

There is resounding consensus that diversity in legal education is a priority. Yet, North American law schools continue to be criticized for failing to reflect the diversity of the society that they are training lawyers to serve. This article is a project of conceptual reorientation against a backdrop of critical scholarship and empirical evidence. Parts I and II examine the past twenty years of diversity promotion in legal education, concluding that, while several advances have been made, especially in increasing numerical representation of diverse groups in law schools, the promise of meaningful diversity remains unfulfilled. Part III suggests that reforms in legal education, though well-intentioned, have continued to focus on the production of a model of professional identity that is out of reach and out of touch for many minority students. In Parts IV and V, the author outlines a program for transforming the norm of lawyering taught in law school. Grounded in a normative framework of access to justice and equality, the author argues that experiential/clinical learning practices offer a useful method to achieve a more engaged pedagogical commitment to diversity in legal education.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.969
Threshold uncertainty score0.767

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
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 head0.141
GPT teacher head0.444
Teacher spread0.303 · 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 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

Citations7
Published2015
Admission routes2
Has abstractyes

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