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Record W4413803095 · doi:10.29173/mlj1446

The Problem of Threshold in the Emergencies Act – A Triple Incapacity Model

2025· article· en· W4413803095 on OpenAlexaboutno aff
Karin Loevy

Bibliographic record

VenueManitoba Law Journal · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicCriminal Law and Evidence
Canadian institutionsnot available
Fundersnot available
KeywordsFraming (construction)AmbiguityPolitical scienceDeclarationLaw and economicsLawComputer securityPublic administrationSociologyComputer scienceEngineering

Abstract

fetched live from OpenAlex

This paper argues that the framing of the threshold for declaring a national emergency in section 3 of Canada’s Emergencies Act reproduces an unhelpful anxiety that is commonplace among theorists and practitioners of emergency powers — namely: the concern that unexpected catastrophic events require exceptional, ungovernable powers to handle them. Section 3 defines the thresholds for a national emergency within a triple-incapacity framework: incapacity on a provincial level (or) incapacity on a federal level (and) legal incapacity. On the face of it, this framework creates a very high threshold for the declaration of emergencies, but it also reproduces a language of exception that orients officials and the public towards the very extreme case in which competence is lost. This is an incongruous framing – it is responsible for ambiguity and endless quarrels about whether there is “no other law” and “no other capacity”, evading the purpose of emergency government which should be focused on capacities: the ability to construct and reconstruct — regularized, coordinated, multifaceted, multijurisdictional emergency management capabilities.

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)0.012
metaresearch head score (Gemma)0.021
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.934
Threshold uncertainty score0.131

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0120.021
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.001
Science and technology studies0.0060.025
Scholarly communication0.0090.013
Open science0.0040.005
Research integrity0.0070.013
Insufficient payload (model declined to judge)0.0080.001

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 head0.053
GPT teacher head0.328
Teacher spread0.275 · 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 designTheoretical or conceptual
Domainnot available
GenreOther

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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Same venueManitoba Law JournalSame topicCriminal Law and EvidenceFrench-language works237,207