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Record W4403488775 · doi:10.1080/10345329.2024.2410588

Telling the untold: First Nations people’s perceptions of policing in Broken Hill and Wilcannia

2024· article· en· W4403488775 on OpenAlexaboutno aff
Adam Booker

Bibliographic record

VenueCurrent Issues in Criminal Justice · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicCrime, Deviance, and Social Control
Canadian institutionsnot available
Fundersnot available
KeywordsProject commissioningPolitical scienceCriminologyPerceptionLawSociologyPublishingMedia studiesManagementEngineeringPsychology

Abstract

fetched live from OpenAlex

This article examines the ways First Nations people perceive targeted policing practices in Broken Hill and Wilcannia, New South Wales. It focuses on First Nations viewpoints and perspectives to unveil the colonial legacies of the region, their infusion into contemporary policing practice, and the pressures those legacies exert on the community. The empirical material was generated through interviews with 19 First Nations community members, in collaboration with a First Nations advisory panel. By centring First Nations perceptions of policing, it contributes to critical colonial critiques and decolonising expertise of policing, focusing on subtle and perverse acts of policing in Broken Hill and Wilcannia, and how these are perceived by First Nations people on different structural, social and personal levels. The main argument is that instances of targeted policing are perpetrated against the collective community through methods of pressure and surveillance. This collective pressure specifically targets and alienates the First Nations community while maintaining a non-Indigenous social order. In doing so, police present a legitimate form of targeted policing that impacts community wellbeing in perverse and ongoing ways. This argument and approach enrich place-specific understandings of First Nations experiences of policing and unmask the dynamic aspects of policing that the community endures.

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)0.002
metaresearch head score (Gemma)0.004
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: Empirical
Teacher disagreement score0.222
Threshold uncertainty score0.441

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0100.013
Scholarly communication0.0050.003
Open science0.0010.005
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0020.000

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 head0.040
GPT teacher head0.399
Teacher spread0.359 · 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
Published2024
Admission routes1
Has abstractyes

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