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Record W7005927472

The Spectre of Punishment: The Relationships Between Media, Government, and the 2014 Not Criminally Responsible Reform Act

2025· dissertation· en· W7005927472 on OpenAlexaboutno aff

Bibliographic record

VenueQSpace (Queen's University Library) · 2025
Typedissertation
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicDevelopmental Biology and Gene Regulation
Canadian institutionsnot available
Fundersnot available
KeywordsGovernment (linguistics)SuspectArgument (complex analysis)CulpabilitySensationalismPunishment (psychology)Thematic analysisNews media
DOInot available

Abstract

fetched live from OpenAlex

This dissertation explores the relationships between Canadian news media coverage of individuals deemed ‘Not Criminally Responsible on Account of Mental Disorder’ (NCR) and the 2014 Not Criminally Responsible Reform Act. The NCR Reform Act was introduced after a small number of NCR cases received extensive media coverage in Canada––the Act made changes to the treatment of NCR accused which proponents claimed would protect the public by increasing the time NCR accused spend in treatment. Opponents, however, claimed the government was legislating in response to sensationalist media headlines. The dissertation uses a two-stage research design. The first stage comprises a content analysis of a sample of Canadian news media reporting on NCR from 2008-2020 and a thematic analysis of three high-profile cases. The second stage is a thematic analysis of all parliamentary debate transcripts relating to NCR or the NCR Reform Act from February 2013-August 2014, and all relevant government press releases from the same period. This dissertation demonstrates how the NCR Reform Act emerged out of an image of a problem––an image of NCR accused as dangerous, violent, and in need of punishment in the form of confinement. This image is co-created in a dialogic relationship by media reporting and government actors. The dissertation advances this argument through three empirical chapters which describe how media presents retributive confinement as a necessary response to unjust high-profile NCR verdicts which put the public at risk. When confinement is not ensured, media reporting calls for new laws to be passed to reduce suspect expert testimony and increase confinement. Government contributes to and enacts this culturally produced image of NCR through the NCR Reform Act––evidenced by citing high-profile cases as the impetus of the Bill, the alignment between media narratives and the Act’s legal changes, and the Bill’s desired impact upon the public perception of safety and justice. Overall, the NCR Reform Act represents a reinvention of the process of managing NCR accused in their own mediated image and cultural construction. The dissertation concludes by developing the theoretical implications of the work for understanding the varied relationships between media, government, and policy.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.393
Threshold uncertainty score0.524

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.007
GPT teacher head0.195
Teacher spread0.188 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
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
Published2025
Admission routes1
Has abstractyes

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