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Record W3132960675

‘Defence Against Help’ Revisiting a Primary Justification for Canadian Participation in Continental Defence with the United States

2021· article· en· W3132960675 on OpenAlexaffvenueabout
Whitney Lackenbauer

Bibliographic record

VenueJournal of military and strategic studies · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicCanadian Policy and Governance
Canadian institutionsTrent University
Fundersnot available
KeywordsSovereigntyContext (archaeology)State (computer science)Political scienceInterdependenceNational securityTerritorial integrityPower (physics)Law and economicsPoliticsPolitical economyLawSociologyGeographyComputer science
DOInot available

Abstract

fetched live from OpenAlex

Any conceptual framework for Canadian policy had to recognize the interdependent nature of North American security, whereby the United States’ safety was dependent on Canadian territory and airspace. In its classic incarnation, the concept of defence against help thus represents a trilateral equation, consisting of an external threat (or threatening context), a smaller state (the security of which is inextricably linked to the perceived security of a larger neighbour), and the neighbouring larger power itself. The equation incorporates how the threat relates to the larger state, and how the smaller state plays (or does not play) an intermediary role in the threat relationship between the threatening context and the larger state. Canada’s alignment to the United States did not detract from the value of the concept to its decision-making; it bolstered it. A smaller state can invoke the strategy of defence against help in two ways: unilaterally (with or without coordination with the larger state), or conjointly with the larger state. Does defence against help continue to represent a workable, basic decision-making strategy for Canada to ensure continental defence in the 21st century? Building upon observations that I initially drew in a 2000 working paper, I maintain that the concept no longer represents an attractive or viable justification for core Canadian strategic decision-making. Rather than conceptualizing United States continental defence priorities as a threat to Canada’s sovereignty (as it is conventionally defined in military and diplomatic circles) owing to potential territorial encroachment to protect the American heartland, cost-benefit analysis of Canadian options should focus on the benefits that Canada derives from its bilateral and binational defence partnership. Instead (and in contrast to some recent commentators), I suggest that the driving strategic consideration since the late 1980s has been less about defence against help than about the need for Canada to contribute meaningfully to bilateral defence in order to stay in the game and secure a piece of the action.

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)0.004
metaresearch head score (Gemma)0.009
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: Empirical · Consensus signal: none
Teacher disagreement score0.115
Threshold uncertainty score0.837

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.003
Science and technology studies0.0210.030
Scholarly communication0.0140.005
Open science0.0020.004
Research integrity0.0060.007
Insufficient payload (model declined to judge)0.0090.001

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 head0.058
GPT teacher head0.322
Teacher spread0.264 · 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
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
Published2021
Admission routes3
Has abstractyes

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