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Record W4387105579 · doi:10.17645/pag.v11i3.7569

Merits and Challenges of Comparing the EU and Canada

2023· article· en· W4387105579 on OpenAlexaffabout
Alexander Hoppe, Lori Thorlakson, Johannes Müller Gómez

Bibliographic record

VenuePolitics and Governance · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicEuropean Union Policy and Governance
Canadian institutionsUniversité de MontréalUniversity of Alberta
FundersEuropean Commission
KeywordsPolityPoliticsPolitical scienceComparative politicsPositive economicsPolitical systemValue (mathematics)Political economySociologyEpistemologyLawDemocracyEconomicsComputer science

Abstract

fetched live from OpenAlex

In the last decades, EU studies have increasingly broadened in terms of their theoretical and methodological approaches. By now, comparative concepts and theories are an integral part of studying the EU, which aids the study of its polity, politics, and policies. Despite the indisputable peculiarity of the EU as a political system, many scholars have stressed the value of using comparative approaches to study it. This thematic issue aims to investigate a specific case—the political system of Canada—as to its merit for comparison with the EU. While both systems have been described as sui generis in the past, forming a class of political system by themselves, recently the similarities between both have been stressed. This thematic issue gathers articles that compare different aspects of these two systems—focusing on polity, politics, and policy—to reap the benefits of the comparative approach and gain new insights into the functioning of both systems. The contributions to the thematic issue show the benefits that both Canadian political science and EU studies can gain from engaging in comparative exercises.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.988
Threshold uncertainty score0.245

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 science0.0000.000
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 head0.051
GPT teacher head0.275
Teacher spread0.224 · 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 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
Published2023
Admission routes2
Has abstractyes

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