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Record W4408966028 · doi:10.1111/1758-5899.70008

Classical Realism, Practices, and Paradiplomacy: The International Activities of Canadian Provinces

2025· article· en· W4408966028 on OpenAlexaboutno aff
Grant Dawson

Bibliographic record

VenueGlobal Policy · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicCanadian Identity and History
Canadian institutionsnot available
Fundersnot available
KeywordsRealismPolitical scienceRegional scienceGeographyEpistemologyPhilosophy

Abstract

fetched live from OpenAlex

ABSTRACT This article proposes a general theory of paradiplomacy based on Hans J. Morgenthau's classical realism (emphasizing emotions) and practices. It tests this theory on Canadian provincial international activities from 1945 to 2020. Morgenthau conceives of politics as a struggle for love and power that is universal but pluralistic in its social manifestations. Practices can be found everywhere, so variegated paradiplomacy practices are a global inevitability. The article argues that the provinces filter paradiplomacy through a distinct practice called the “diplomatic tradition of Canadian federalism” as one way of engaging in domestic power politics. The article distills the practice background into a three‐part social mechanism—asymmetry, ambiguity, and accommodation—and in the case study confirms it using a version of process tracing and practitioner interviews. The article's theory is not only plausible; it is also necessary because the paradiplomacy field lacks a theory on which to found assumptions that can be integrated into IR paradigms and trajectories, such as emotions, practices, and the renewed interest in classical realism.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.951
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.017
GPT teacher head0.326
Teacher spread0.309 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations1
Published2025
Admission routes1
Has abstractyes

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