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Record W7005394990

A Qualitative Examination of the Impacts of Police Practices on Racialized and Marginalized Young People in Toronto

2021· dissertation· W7005394990 on OpenAlexfundaboutno aff

Bibliographic record

VenueTSpace · 2021
Typedissertation
Language
FieldSocial Sciences
TopicPolicing Practices and Perceptions
Canadian institutionsnot available
FundersUniversity of Toronto
KeywordsCriminal justiceSalience (neuroscience)ScholarshipWhite (mutation)LegitimacyPunitive damagesPerceptionProcedural justiceReputation
DOInot available

Abstract

fetched live from OpenAlex

Canada enjoys an international reputation for tolerance, diversity, and inclusivity. However, a closer examination reveals Canada’s long-standing history of systemic racism, including in its public-sectors organizations and, most notably, the criminal justice system. In particular, Black people are among the primary recipients of disparate treatments at the hands of the police. However, while these issues are well-studied in the United States and United Kingdom, there remains a lack of Canadian scholarship examining the intersections of race and the criminal justice system. My dissertation seeks to better inform the discourse around these issues through an examination of the lived experiences of young people in Toronto, Ontario with policing, violence, and community safety. Drawing on 42 in-depth, semi-structured interviews with young people, ages 16-29, my study explores how aggressive, order-maintenance policing, economic marginalization, and geographic segregation have impacted young people’s perceptions of the police, the criminal justice system, and Canadian society. In doing so, I engage with dominant theoretical perspectives related to urban policing, including procedural justice and legitimacy, subcultural violence, legal cynicism, and social disorganization. My findings explore several important themes, including the contours of long-standing rivalries between non-gang youth who reside lower-income communities or ‘opp blocks’ (Chapter 2); the salience of anti-snitching discourses among young people and the relationship between perceptions of police legitimacy and efficacy and willingness to comply with police investigations (Chapter 3); and the collective impacts of police practices through a comparison between Black and white youths, including the role of direct and vicarious contacts in shaping perceptions of the police (Chapter 4). Taken together, my findings demonstrate the pervasive and wide-spread impacts of proactive policing practices that have disproportionately targeted Black youths and Black communities, including diminished perceptions of the police, reduced social and spatial mobility, and involvement various self-help behaviours, including private violence. I conclude by discussing the theoretical and policy implications of my findings, which are particularly salient as Toronto continues to face mounting levels of youth violence, racialized poverty, and spatial segregation.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.285
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.082
GPT teacher head0.514
Teacher spread0.432 · 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 teacher head, not a consensus.

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 routes2
Has abstractyes

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