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Record W4409071484 · doi:10.1093/isagsq/ksaf023

Localization in World Politics: Bridging Theory and Practice

2024· article· en· W4409071484 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.

Bibliographic record

VenueGlobal Studies Quarterly · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicInternational Development and Aid
Canadian institutionsMcGill UniversityUniversity of Guelph
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsBridging (networking)PoliticsPolitical scienceBusinessComputer scienceLawComputer security

Abstract

fetched live from OpenAlex

Abstract This Introduction and Special Forum highlight the importance of localization for the study of world politics, both as a theoretical concept in international relations research on norms and as a set of practices and policies. The article tackles four questions: (1) Why has localization become a focus of scholarly and policy attention? (2) What are the historical precursors of localization? (3) What is being “localized” and who/what is “local”? And (4) how can localization be studied (i.e., using which methods and approaches)? After unpacking common functionalist, normative, and strategic arguments in favor of localization and situating the concept historically, we develop a novel relational conception of localization as both a process and an outcome. Our central objective is to bridge the diverse meanings and uses of the term that exist across theory and practice. Drawing on interdisciplinary perspectives and empirical examples from forced migration, humanitarianism, the protection of civilians, transitional justice, and Women, Peace and Security, we consider key dilemmas and challenges facing both the academic study and practice of localization and identify several methods and approaches that can be used to analyze this important topic in world politics.

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.

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)0.001
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: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.923
Threshold uncertainty score0.219

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
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 head0.023
GPT teacher head0.379
Teacher spread0.356 · 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