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Record W2065506007 · doi:10.1177/002070200205700302

Collaborative Independence

2002· article· en· W2065506007 on OpenAlexaffabout
Adam Chapnick

Bibliographic record

VenueInternational Journal Canada s Journal of Global Policy Analysis · 2002
Typearticle
Languageen
FieldSocial Sciences
TopicCanadian Policy and Governance
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsIndependence (probability theory)Political scienceMathematicsStatistics

Abstract

fetched live from OpenAlex

The stereotyped assumption that Canada is losing its identity and being inexorably absorbed needs re-examination in the light of a better grasp of history. John Holmes(1)GIVEN THEIR COUNTRY'S RELATIVELY MEAGRE population and geographical position along side the world's most powerful state, it is understandable that Canadians seem to be endlessly concerned about their future as a sovereign people. Situations that demand international military co-operation, such as the current one in Afghanistan, tend, justifiably, to magnify these fears and provoke resentment of most, if not all, things American. The recent proposal for a joint military command structure for North America has elicited strong rebukes from a number of notable Canadians. In an article in the Globe and Mail, Paul Hellyer, a former minister of national defence, wrote: 'So when Defence Minister Art Eggleton says that we would not be giving up one ounce of sovereignty by turning over our troops to an Americas Command, he takes the prize for naivete. What is proposed here is nothing less than the biggest surrender of sovereignty since Canada gained its independence from Britain.'(2) In a similar vein, Lloyd Axworthy, a former minister of foreign affairs, predicted: 'The more we tie ourselves to U.S. military decision-making, the more we will inevitably compromise the ability of the Canadian government to pursue approaches that reflect our distinctive views of the world and Canada's role in it.'(3)These arguments may be convincing on the surface, but history suggests that they should be questioned. Admittedly, it would be foolish to claim that the situations in Korea in 1950 and in Afghanistan today are entirely analogous, The Korean War took place at a time when the United States was constrained by the bipolar structure of the cold war. Since then, the Soviet Union has been replaced by the more obscure, although to many equally threatening, concept of international terrorism. In Canada, critics will be quick to point out that contemporary foreign policy privileges international economic relations and cross-border arrangements over North Atlantic Treaty Organization (NATO) commitments and global military obligations.(4) Nevertheless, there are more than sufficient parallels between the events of 1950 and those of 2001 to justify a brief comparison. Moreover, if history does indeed repeat itself, then one might conclude that Canada's contribution to Afghanistan - under American command - will actually enhance its independence from the United States and add to the country's ability to promote 'its distinctive views of the world and Canada's role in it' on the international stage. The most optimistic might go so far as to say that this is already happening.When the (communist) People's Republic of North Korea invaded South Korea on 25 June 1950, the United States responded through the United Nations Security Council. A Soviet boycott there (because America had refused to recognize Mao Tse Tung's victory in the Chinese civil war) meant that there was no state present and willing to veto a resolution calling on the United Nations to participate in the armed protection of the democratic South. Already in the process of doubling its defence budget, the United States was charged with the mobilization of an international force.Throughout the war, Canada promoted itself as an independent international go-between. This policy served to counter its image as an American protectorate, to limit the aggressiveness of the United States in Korea and the surrounding area, and to enhance Canada's status on the international stage. The secretary of state for external affairs, Lester Pearson, clarified the independent Canadian role in a letter to Prime Minister Louis St Laurent: 'We have made it abundantly clear in Washington that if Canada is to help, it must be help to the United Nations, fulfilling our obligations under the Charter, and not help to the United States. …

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)0.003
metaresearch head score (Gemma)0.009
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.936
Threshold uncertainty score0.871

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.009
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.003
Science and technology studies0.0080.002
Scholarly communication0.0100.006
Open science0.0030.011
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.3890.149

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 head0.010
GPT teacher head0.310
Teacher spread0.300 · 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.

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
Published2002
Admission routes2
Has abstractyes

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Same venueInternational Journal Canada s Journal of Global Policy AnalysisSame topicCanadian Policy and GovernanceFrench-language works237,207