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North America and Foreign Policy

2010· reference-entry· en· W2906259322 on OpenAlexaboutno aff
Michael Lusztig, Athanasios Hristoulas, David Skidmore

Bibliographic record

VenueOxford Research Encyclopedia of International Studies · 2010
Typereference-entry
Languageen
FieldSocial Sciences
TopicCanadian Policy and Governance
Canadian institutionsnot available
Fundersnot available
KeywordsNationalismForeign policyPolitical economyDiplomacyPolitical sciencePoliticsMiddle powerInternational relationsState (computer science)Foreign relationsDevelopment economicsSociologyLawEconomics

Abstract

fetched live from OpenAlex

Abstract The dynamics of foreign policy making in the United States, Mexico, and Canada—the three countries that make up North America—has been influenced by political geography, political culture, and state–society relations. The combination of these three factors helps to explain America’s slow emergence as a great power, its unique brand of civic nationalism, the moralistic terms in which the aims of U.S. foreign policy are often cast, the lack of consistency in American diplomacy, and the hesitation the United States has often shown about accepting or adhering to multilateral commitments. For Mexico and Canada, the proximity of the United States has fundamentally shaped their external relations whether as a force of repulsion or a source of attraction. For much of the past century, Mexican foreign policy treaded a path of resistance to U.S. domination, driven by the political traditions of nationalism, populism, and anti-imperialism. In the case of Canada, it has also at times sought greater independence from the United States through economic nationalism while also carving out a distinctive foreign policy identity as a liberal and idealistic middle power. In the second half of the twentieth century, Canada cycled through four somewhat distinctive eras of foreign policy: the liberal internationalism of the 1940s to 1968; the left nationalism of the Trudeau era; Brian Mulroney’s commitment to continentalism; and Jean Chrétien’s renewed commitment to left nationalism that has ruined cross-border relations and diminished Canada’s relevance in Washington.

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)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.946
Threshold uncertainty score0.108

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.003
Science and technology studies0.0080.010
Scholarly communication0.0100.006
Open science0.0010.004
Research integrity0.0030.005
Insufficient payload (model declined to judge)0.0210.002

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 head0.069
GPT teacher head0.413
Teacher spread0.344 · 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 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
Published2010
Admission routes1
Has abstractyes

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Same venueOxford Research Encyclopedia of International StudiesSame topicCanadian Policy and GovernanceFrench-language works237,207