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Record W6992852009

Mental Illness and the Use of Lethal Force in Canada: A Critical Policy System Analysis

2021· other· en· W6992852009 on OpenAlexaboutno aff

Bibliographic record

VenueYork University Digital Library (York University) · 2021
Typeother
Languageen
Field
Topic
Canadian institutionsnot available
Fundersnot available
KeywordsMental illnessOfficerGovernment (linguistics)Use of forceAccountabilityCriminal justicePublic policyTransparency (behavior)Psychological intervention
DOInot available

Abstract

fetched live from OpenAlex

The use of police lethal force is an unresolved and urgent critical social issue. Most recently, the deaths of those in mental health crises during police interventions have increasingly led to public controversy in Canadian society, especially in circumstances where the victim suffered from a mental illness. This study sought to locate policy that justified the use of lethal force by police officers on persons with mental illness (PMI) and provide recommendations to amend policy to uphold the sanctity of life. The primary objective of the study is to challenge our current policing and criminal justice systems and apply principles of restorative justice with the goal of obliterating police shootings and healing communities in the aftermath of state-sanctioned deaths. This study used an interpretive policy analysis framework to analyze lethal force policies at the federal, provincial and municipal levels of government in Canada. The findings of the study revealed that the policies allow for police to uphold the social relations of power and determine whether or not to end a citizen’s life. The policies normalize state violence as an appropriate response to social issues and allow for police officers to hold vast discretionary power in determining to use force when they perceive a threat. A primary latent goal of the policies is to uphold officer safety at the expense of citizen safety. Accountability and lack of transparency of Special Investigations Unit (SIU) investigations and lack of implementation of Coroner’s Inquest recommendations were found to reinforce underlying factors of this social issue. In addition, unclear and conflicting legislation pertaining to the roles of police in our society, specifically in mental wellness checks, is raised as a significant issue in citizen safety in \nencounters with police. This study contributes to the growing body of Canadian policing research and fills a gap in the lack of policing policy analysis. This study supports decolonization and democratization of policing in Canada and purports that applying restorative justice principles and values can be transformational in the healing of police and community relations. This study contributes to social work education by enlightening social workers to public policy that can have dire consequences for the populations they serve. This study supports the inclusion of social work knowledge and expertise in police interactions with persons in mental health crises. In the pursuit of social justice, this critical social issue cannot be overlooked.

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)0.009
metaresearch head score (Gemma)0.029
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.368
Threshold uncertainty score0.733

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0090.029
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0090.010
Science and technology studies0.0090.004
Scholarly communication0.0080.002
Open science0.0020.003
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0030.000

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 head0.013
GPT teacher head0.169
Teacher spread0.155 · 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
Published2021
Admission routes1
Has abstractyes

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