Policing Aboriginal Protests and Confrontations: Some Policy Recommendations
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
This paper discusses the role of police forces in Aboriginal protests and confrontations. It takes as a case study the Report of the Ipperwash Inquiry, which was released on May 31, 2007. In 1995 Dudley George, a member of the Stoney Point First Nation, was shot by an Ontario Provincial Police officer during a protest at Ipperwash Provincial Park. Five recommendations are proposed in this paper to reduce the inherent tensions in such protests, focusing on methods of mediation and conflict resolution. In particular, it is proposed that during such protests a more extensive use be made of Aboriginal persons with training and skills in mediation and negotiations in order to improve communication between police and First Nations protesters. It is also evident that government officials need to become more actively involved in resolving land claims, especially before they become flashpoints for violence, and to remove such disputes from the realm of criminal activity to matters of civil litigation.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.002 |
| 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