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Record W2981881888

The Examination of News Media Representation of Indigenous Murder Victims in Canada: A Case Study of Colten Boushie’s Death

2019· article· en· W2981881888 on OpenAlexaboutno aff
Latasha VanEvery

Bibliographic record

VenueScholars Commons (Wilfrid Laurier University) · 2019
Typearticle
Languageen
FieldSocial Sciences
TopicCrime, Deviance, and Social Control
Canadian institutionsnot available
Fundersnot available
KeywordsRepresentation (politics)IndigenousCriminologyNews mediaHistoryGenealogyPolitical scienceGeographyLawSociology
DOInot available

Abstract

fetched live from OpenAlex

The power of media outlets such as newspaper and televised news coverage could shape public perception and influence our policies on issues addressed in the news. More specifically, the media representations of Indigenous people in Canada often include racism, stereotypical assumptions, power struggles, and inaccurate accounts of the event being captured (Johnson, 2011). As a result, the western dominant perspective of Indigenous people would not be challenged resulting in the public perceiving Indigenous people as a group to be overlooked upon. To date, existing research on the media representations of Indigenous murder victims in Canada has focused solely on missing and murdered Indigenous women and there is limited knowledge on Indigenous murdered men (Innes, 2015). My thesis addressed the gap in research through a critical race theory-informed case study analysis of media representations of Colten Boushie. Using newspapers and televised news coverage specifically examining the first two weeks of media coverage, this thesis uncovers two competing narratives: 1) news coverage constructed Colten Boushie as an ‘ideal victim’ and 2) news media supported shooter, Gerald Stanley. Additionally, my analysis found that some media coverage used a thematic framing approach to address racism in the province and nationally. These analyses led to several key findings in my research: the first was the sympathetic portrayal of Colten Boushie as an ‘ideal victim’ as it challenges the common media representation of Indigenous people and victims. Secondly, the difference in the amount of newspaper and televised news coverage Colten Boushie received as certain televised news segments varied in their detail of reporting compared to newspapers sampled. Thirdly, selective media outlets ‘dehumanized’ Boushie through iii narratives defending Stanley’s actions as self-defence. Lastly, the media addressed the ongoing experiences of racism faced by Indigenous people in the province. In this current study my research challenged the common stereotypes portrayed in the media regarding Indigenous people in Canada by analysing underlying assumptions. Most importantly, my study extended research in understanding how Colten Boushie was framed in news media.

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)0.003
metaresearch head score (Gemma)0.010
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 score0.064
Threshold uncertainty score0.468

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.010
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0050.005
Science and technology studies0.0370.011
Scholarly communication0.0070.002
Open science0.0040.006
Research integrity0.0030.005
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 head0.022
GPT teacher head0.262
Teacher spread0.240 · 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

Citations2
Published2019
Admission routes1
Has abstractyes

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