Unmasking police accountability: responses to Australian First Nations peoples’ deaths in police custody
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The view that there is something inherently wrong with the ways in which police are held accountable when a person dies in their custody has been expressed across several national contexts, most often with a focus on Indigenous people and people of colour. This is so even when processes typically seen as accountability mechanisms are engaged. With a view to garnering some understanding of this dissatisfaction, this paper focuses on the question, How is police accountability understood by those discussing deaths of Indigenous people in police custody in an Australian context? A narrative review method identified key themes from textual sources that discussed police accountability in the specific context of an Aboriginal and Torres Strait Islander person dying in police custody. The findings indicated three key elements of how police accountability is understood, namely: independent investigation of police actions, criminal prosecution, and public giving of honest evidence, with these themes emerging against a background of claims that police accountability does not exist when Indigenous people die in police custody. Of particular interest are findings as to what the narrative review did not show about police accountability and what that might mean for developing police accountability processes that better meet the needs and expectations of Australia’s First Nations people and the broader community. It is proposed that, in contrast to police being ‘held accountable’, the complementary position of police ‘being accountable’ may yield better accountability-related outcomes in policing contexts, both systemically and individually.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it