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Record W6941015754 · doi:10.11575/prism/4775

Tipping the scales of conflict: defence policy decision-making in the Canadian federal cabinet

2012· other· en· W6941015754 on OpenAlexaboutno aff

Bibliographic record

VenuePRISM (University of Calgary) · 2012
Typeother
Languageen
FieldAgricultural and Biological Sciences
TopicMycorrhizal Fungi and Plant Interactions
Canadian institutionsnot available
Fundersnot available
KeywordsCabinet (room)Government (linguistics)PeacekeepingNorth Atlantic TreatyTreatyForeign policyInternational relationsPublic policy

Abstract

fetched live from OpenAlex

This dissertation analyzes how the Government of Canada makes decisions to deploy its forces to international conflicts through an examination of the 1996 Zaire peacekeeping mission, the 1999 Kosovo Air War, the 200 I and 2003 deployments to Afghanistan, and the 2003 Iraq War. Although studies of defence policy decisions are common in the United States (US), research on how the Government of Canada decides to go to war has received very little attention in academic literature. In an effort to help address this gap, this study engages two questions: how does the Canadian government decide to go to war? In addition, which influential factor(s) best explain Canadian defence policy decisions towards going to war? Through an in depth analysis of the decision-making process in each case, the dissertation argues that interdepartmental politics, the US, and international organizations, particularly North Atlantic Treaty Organization, play an important role in the decisions that Canada makes to deploy its forces.

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 categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.892
Threshold uncertainty score0.997

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 studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0040.000

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 head0.013
GPT teacher head0.207
Teacher spread0.195 · 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
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
Published2012
Admission routes1
Has abstractyes

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