MétaCan
Menu
Back to cohort

Developing Disaster: Power, Structural Violence, Insurance-Linked Securities, and the International Political Economy of the Disaster Politics Nexus

2018· article· en· W4289312003 on OpenAlex
Korey Pasch

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.

Bibliographic record

VenueJournal of Natural Resources Policy Research · 2018
Typearticle
Languageen
FieldSocial Sciences
TopicDisaster Management and Resilience
Canadian institutionsQueen's University
Fundersnot available
KeywordsNexus (standard)PoliticsFraming (construction)Disaster risk reductionConceptualizationPolitical economyReinsuranceSociologyEconomicsPolitical scienceEconomic systemEconomic growthFinanceLaw

Abstract

fetched live from OpenAlex

Abstract This article presents an alternative framing of disasters as a form of structural violence resulting from the unequal distribution of structural power between various groups, organizations, institutions, and states in the contemporary global political economy. The article utilizes a theoretical framework that combines Johan Galtung’s typology of violence and Susan Strange’s conceptualization of structural power to open up new space for analysis in the disaster politics nexus. The article applies its framework to explore how an understanding of disasters as a form of violence problematizes trends within mainstream disaster risk reduction (DRR) policies. Specifically, the article examines the integration of financial risk-sharing mechanisms into the disaster politics nexus through new public–private partnerships between insurance and reinsurance firms, international financial institutions, and governments to transfer catastrophic risk to global capital markets. The article seeks to repoliticize these changes and bring questions of power back into the larger conversation surrounding DRR policies.

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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.323
Threshold uncertainty score0.996

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.006
Scholarly communication0.0000.000
Open science0.0020.001
Research integrity0.0000.001
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 head0.038
GPT teacher head0.389
Teacher spread0.351 · 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