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Record W2480922726 · doi:10.1017/cbo9781139096836.018

Strategies and mechanisms of regional change

2012· book-chapter· en· W2480922726 on OpenAlexaff
Stéfanie von Hlatky

Bibliographic record

VenueCambridge University Press eBooks · 2012
Typebook-chapter
Languageen
FieldSocial Sciences
TopicEuropean Union Policy and Governance
Canadian institutionsMcGill University
Fundersnot available
KeywordsComputer science

Abstract

fetched live from OpenAlex

The goal of this volume is to broaden the scholarship on regions and regional change. We seek to move away from the “war of paradigms,” to address regional transformation through an intra- and inter-paradigmatic exchange. Each International Relations (IR) theoretical paradigm, whether from the realist, liberal, or constructivist tradition, can only partially account for patterns of regional conflict and cooperation. A natural division of labor has emerged in the study of regional security, where realists tend to focus on the likelihood of war and stability, liberals on the conditions leading to peace, and constructivists on the foundations of long-lasting or deep peace and the emergence of pluralistic security communities. Together, these theoretical traditions unevenly cover the broad empirical spectrum of regional transformation. Instead of opting for a division-of-labor approach, based on each theory’s comparative advantage, the contributors to this volume were tasked with answering a common set of questions and encouraged to relax their theoretical assumptions so as to offer middle-range eclectic approaches. The objective was to bring the authors outside of their comfort zone and engage each other in an effort to provide a richer analysis of regional change. The research questions that focused the analyses were stated in the introduction in general terms. What are the prerequisites for a stable regional order? How can we make sense of transitions from war to peace, peace to war, or from peace to enduring peace? IR theories propose different causal mechanisms to explain change in the international system, but can these theories be adapted to make sense of regional-level change? The authors in this volume think so. This chapter is organized in four sections: the first section presents the concepts that are central to the book; the second discusses new theoretical guidelines to study regional order; the third provides an overview of the main arguments advanced in this book; while the final section discusses a research agenda for greater understanding of regional order and peace.

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)0.002
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.010
Threshold uncertainty score0.041

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.002
Science and technology studies0.0020.015
Scholarly communication0.0080.006
Open science0.0020.004
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0100.002

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 head0.076
GPT teacher head0.248
Teacher spread0.172 · 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 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

Citations2
Published2012
Admission routes1
Has abstractyes

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