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Record W3123241056

Time to Unpack the Juggernaut?: Reflections on the Canadian Federal Parliamentary Debates on "Cyberbullying"

2014· article· en· W3123241056 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

venuePublished in a venue whose home country is Canada.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueDalhousie law journal · 2014
Typearticle
Languageen
FieldSocial Sciences
TopicLegal and Policy Issues
Canadian institutionsnot available
Fundersnot available
KeywordsPolitical scienceGovernment (linguistics)IdeologyLaw enforcementPoliticsCriminal lawLawCriminologySociologyPublic administration
DOInot available

Abstract

fetched live from OpenAlex

Cyberbullying has come to the fore in federal parliamentary debate largely in the last two years in tandem with high profile media reporting of several teen suicides. The government responded with the Protecting Canadians from Online Crime Act that incorporates, among other things, criminal law responses to nonconsensual distribution of intimate images and gender-based hate propagation, but only at the expense of expanded state surveillance. However, a review of the parliamentary debates reveals a richer array of approaches in which the efficacy of criminal law responses was contested. This article reports on the diversity of viewpoints that emerged within the debates, first contextualizing them within the conceptual complexity of the term “cyberbullying” and the media focus on suicide cases. It suggests that “cyberbullying” has become less a problem and more a political juggernaut for transporting a broad range of issues, as well as ideologies, onto the public agenda. The conceptual elasticity of the term has to some extent facilitated co-optation of tragic suicide cases as a guise for pushing a tough on crime agenda, while obscuring underlying relational and systemic issues repeatedly identified by many claimsmakers within the debates. La cyberintimidation s’est faufilee a l’avant-plan dans les debats parlementaires federaux, surtout au cours des deux dernieres annees, parallelement avec la multiplication d’articles dans de grands medias traitant de nombreux suicides d’adolescents. Le gouvernement a reagi en adoptant le projet de loi C-13, Loi sur la protection des Canadiens contre la cybercriminalite. La loi comporte, entre autres dispositions, des reponses penales a la distribution non consensuelle d’images intimes et a la propagande haineuse fondee sur le sexe, mais uniquement au prix d’une surveillance accrue par l’Etat. Toutefois, un examen des debats parlementaires revele un tableau beaucoup plus varie des facons dont l’efficacite des mesures de droit criminel a ete contestee. L’auteure fait d’abord etat de la diversite des points de vue qui sont ressortis des debats : elle les place d’abord dans le contexte de la complexite conceptuelle du mot « cyberintimidation » et de l’accent mis par les medias sur les suicides. Elle avance que la cyberintimidation est aujourd’hui moins un probleme qu’un veritable mastodonte politique qui englobe un large eventail de questions et d’ideologies pour en faire des enjeux de la politique de l’Etat. L’elasticite conceptuelle du mot a, dans une certaine mesure, favorise la cooptation des suicides tragiques sous pretexte de faire avancer un programme de lutte contre la criminalite tout en masquant les problemes relationnels et systemiques sous-jacents mentionnes a maintes occasions par de nombreux intervenants pendant les debats.

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.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.846
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0080.000
Scholarly communication0.0010.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.003

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 head0.042
GPT teacher head0.327
Teacher spread0.285 · 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