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Record W1912731643 · doi:10.1177/0305829815594439

Bringing Publics into Critical Security Studies: Notes for a Research Strategy

2015· article· en· W1912731643 on OpenAlexafffund
William Walters, Anne-Marie D’Aoust

Bibliographic record

VenueMillennium Journal of International Studies · 2015
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Security and Public Health
Canadian institutionsUniversité du Québec à MontréalCarleton University
FundersUniversité du Québec à Montréal
KeywordsPublicsArgument (complex analysis)Political sciencePoliticsCorporate governanceFocus (optics)Critical security studiesSociologyPublic relationsLawBusiness

Abstract

fetched live from OpenAlex

Publics are an undertheorised and somewhat marginal presence in critical security studies. This article argues that a better understanding of publics can advance our understanding of the governance as well as the contestation of security regimes and practices. We develop this argument in three parts. First, we discuss the marginality of publics in critical security studies while highlighting those limited instances where publics have been engaged. Second, we direct attention to emerging research on publics in cognate disciplines, focusing in particular on the literature about material publics. We distil from this work some useful lessons for security studies. In a final section we suggest two research moves for promoting a stronger focus on publics within critical security studies. We conclude that a focus on material publics can furnish security studies with a better understanding of the phenomenon of 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.

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)0.105
metaresearch head score (Gemma)0.082
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: Methods · Consensus signal: none
Teacher disagreement score0.105
Threshold uncertainty score0.553

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.1050.082
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0020.002
Bibliometrics0.0060.007
Science and technology studies0.0160.105
Scholarly communication0.0260.090
Open science0.0050.030
Research integrity0.0150.028
Insufficient payload (model declined to judge)0.0160.003

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 head0.433
GPT teacher head0.576
Teacher spread0.142 · 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
GenreMethods

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

Citations35
Published2015
Admission routes2
Has abstractyes

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