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Record W1965194592 · doi:10.1080/21693293.2013.765738

Resiliencism: premises and promises in securitisation research

2013· article· en· W1965194592 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueResilience · 2013
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Security and Public Health
Canadian institutionsnot available
Fundersnot available
KeywordsScholarshipResilience (materials science)Value (mathematics)PoliticsPsychological resilienceSociologyPolitical scienceSet (abstract data type)Convergence (economics)EpistemologySocial sciencePositive economicsLawSocial psychologyEconomic growthPsychologyEconomics

Abstract

fetched live from OpenAlex

In the past decade, a great deal has been written in the scholarly literature about the role of resilience in our social world. This scholarship has sparked vivid theoretical debates in psychology, criminology, social work and political geography about the nature of resilience and how scholars should go about studying it. Yet, International Relations and security studies have been relatively absent from the vibrant discussion. The term is employed but rarely unpacked, let alone theoretically analysed. This article outlines some necessary steps of convergence, enabling a coherent framework for a resiliencist approach to the study of the securitisation process. The bulk of the article lays out the premises of resiliencism, discusses the added value of the approach, suggests distinguishing between three types of resilience and illustrates the set of arguments with the case of the securitisation of migration in France and in Canada.

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)0.003
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.400
Threshold uncertainty score0.955

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
Scholarly communication0.0000.001
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 head0.053
GPT teacher head0.402
Teacher spread0.349 · 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