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Record W4413803072 · doi:10.29173/mlj1445

Canada’s fractured emergency management system

2025· article· en· W4413803072 on OpenAlexaboutno aff
Jack Lindsay

Bibliographic record

VenueManitoba Law Journal · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicDisaster Management and Resilience
Canadian institutionsnot available
Fundersnot available
KeywordsLegislationEmergency managementLegislatureContext (archaeology)Public administrationGovernment (linguistics)BusinessOrder (exchange)Political sciencePublic relationsLawFinanceGeography

Abstract

fetched live from OpenAlex

Canada’s emergency legislation, the Emergencies Act, was examined as part of the Public Inquiry into the 2022 Public Order Emergency. This Inquiry recommends several amendments to the Emergencies Act but does so without examining the wider context of Canada’s emergency management system. This paper looks at that context to explain why the only legislative tool available to respond to the 2022 protests was, at best, adequate. The underlying assumption is that Canada has an effective and efficient emergency management system that is only hampered by out-of-date legislation. Examining the historical development shows that the Emergencies Act was drafted in the absence of a robust emergency management system that subsequently evolved in ways that make the legislation further out of step. Amendments to the Emergencies Act must resolve the current overlap with matters of provincial concern that can currently arise during a national emergency for public welfare and public order. Federak emergency powers should only deal with ways the federal government is likely to get involved within its own jurisdictional powers and in light of current federal legislation.

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 categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.976
Threshold uncertainty score1.000

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 studies0.0020.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.008
GPT teacher head0.253
Teacher spread0.245 · 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.

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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