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Record W3035196666 · doi:10.3138/jcs.2018-0014

Conceptualizing a National Threat: Representations of “Homegrown Terrorism” in the News Media, Academia, and Grey Literature in Canada

2020· article· en· W3035196666 on OpenAlexvenueaboutno aff
Kris Millett

Bibliographic record

VenueJournal of Canadian Studies · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicTerrorism, Counterterrorism, and Political Violence
Canadian institutionsnot available
Fundersnot available
KeywordsTerrorismConceptualizationScholarshipPoliticsSociologyRadicalizationGrey literatureNarrativeMedia studiesLawPolitical science

Abstract

fetched live from OpenAlex

This article critically examines how the problem of “homegrown terrorism” is represented in a content analysis of news media, academic scholarship, and grey literature in Canada between 2013 and 2016. Findings centred around five primary themes: (1) homegrown terrorism is new to Canada and is growing in scope; (2) it represents a significant threat to national security; (3) it is a problem that tends to manifest in, and transform, “normal” youth; (4) it lacks any identifiable causes; and (5) it has culminated in a new regime of persistent threat and uncertainty in Canada. Based on the saturation of these themes, I argue that a narrative template has formed and proliferated across media, academic, and grey literatures, acting as a framework for understanding the homegrown terrorism problem’s key features that are legitimated by the repeated presence of a small group of expert and official sources. The second part of this article interrogates this conceptualization, including the criteria used in selecting cases and the underlying operation of racialized, orientalist discourses on Canadian Muslims that work to distinguish homegrown terrorism from other types of political violence in the country and to render it antithetical to Canadian values. This article provides a conceptual snapshot of homegrown terrorism around the time of highly publicized events (e.g., the 2014 Parliament Hill attack) that continue to impact Canadian politics and society. This analysis offers insight as ideas of radicalization and violent extremism gain further prominence in realms of public policy, service and program delivery, and multiple political contexts.

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)0.001
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation 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 score0.086
Threshold uncertainty score0.481

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.090
GPT teacher head0.352
Teacher spread0.262 · 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 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

Citations11
Published2020
Admission routes2
Has abstractyes

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