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Record W2966384940 · doi:10.53300/001c.7956

‘The Difficulties of Communication Encountered by Indigenous Peoples’: Moving Beyond Indigenous Deficit in the Model Admission Rules for Legal Practitioners

2019· article· en· W2966384940 on OpenAlexaffabout
Marcelle Burns, Simon Young, Jennifer Nielsen

Bibliographic record

VenueLegal Education Review · 2019
Typearticle
Languageen
FieldSocial Sciences
TopicLegal Education and Practice Innovations
Canadian institutionsUniversity of Windsor
Fundersnot available
KeywordsIndigenousContext (archaeology)InjusticeProject commissioningEconomic JusticePublic relationsPolitical scienceLawLegal practiceSociologyPublishingGeography

Abstract

fetched live from OpenAlex

The Law Admissions Consultative Committee’s Model Admission Rules 2015 require new practising lawyers to have an ‘awareness’ of the difficulties of communication attributable to cultural differences, including ‘the difficulties of communication encountered by Indigenous peoples’ (LACC: 31). While there is no doubt that effective cross-communication is essential to providing ethical legal representation for clients from diverse cultural backgrounds, this paper will argue that in the context of the First Peoples of Australia greater regulatory attention to these issues is urgently needed and that the ‘difficulties of communication’ need to be framed differently. Numerous reports and inquiries have shown that First Peoples’ encounters with the Australian legal system are fraught with a lack of cultural understanding on the part of non-Indigenous legal actors. Given the ongoing and systemic over-representation of First Peoples in the criminal justice system and child protection regimes, there is a critical need for lawyers to develop Indigenous cultural competency as one step towards addressing this gross injustice, and making the Australian legal system more responsive to the needs and aspirations of First Peoples. Canadian developments, particularly in the wake of the final report of the Truth and Reconciliation Commission, underline the scale and significance of this need, and provide some broader context for a reconsideration of legal education and professional admission requirements in Australia. This paper will argue that Indigenous cultural competency should be a mandatory requirement for admission to legal practice in Australia, and that the ‘deficit discourse’ on First Peoples’ engagement with the legal system must be discarded, to ensure that legal ethical and professional responsibilities are inclusive of the needs of First Peoples.

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)0.056
metaresearch head score (Gemma)0.098
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.105
Threshold uncertainty score0.296

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0560.098
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0250.041
Scholarly communication0.0230.020
Open science0.0050.025
Research integrity0.0120.018
Insufficient payload (model declined to judge)0.0050.001

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 head0.365
Teacher spread0.343 · 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 designNot applicable
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

Citations2
Published2019
Admission routes2
Has abstractyes

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