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Record W4295771377 · doi:10.1017/9781009106801.008

War

2022· book-chapter· en· W4295771377 on OpenAlexaff
Jan Selby, Gabrielle Daoust, Clemens Hoffmann

Bibliographic record

VenueCambridge University Press eBooks · 2022
Typebook-chapter
Languageen
FieldSocial Sciences
TopicTransboundary Water Resource Management
Canadian institutionsUniversity of Northern British Columbia
Fundersnot available
KeywordsExpropriationVulnerability (computing)Political scienceSpanish Civil WarPolitical economyPoliticsDevelopment economicsState (computer science)GeographyPopulationEconomySociologyLawEconomicsComputer security

Abstract

fetched live from OpenAlex

This chapter explores the consequences of war for water security and insecurity. It maps out and analyses four main ways in which war matters for water: through infrastructure destruction; through population displacement; through the expropriation of resources and infrastructures; and through war’s profound if mostly indirect ramifications for state-building and development. Empirically, the chapter draws on evidence from across the divided environments considered in this book, including the ongoing wars in South Sudan, Syria and Lake Chad, the 2003–5 Darfur war, recent Israeli wars on Gaza and key historical conflagrations such as the 1948–9 Arab-Israeli war. The chapter argues through all of this that war is deeply contradictory, being simultaneously highly destructive and highly productive in its water security consequences. And it argues that this is likely to remain the case in an era of climate disruption: while, for some, war is likely is have sharply negative climate vulnerability consequences, it is nonetheless also the case, the chapter shows, that adaptive capacities are often founded on infrastructures and hierarchies of political violence.

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 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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.938
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0010.001
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 head0.026
GPT teacher head0.212
Teacher spread0.186 · 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 teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreOther

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

Citations0
Published2022
Admission routes1
Has abstractyes

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Same venueCambridge University Press eBooksSame topicTransboundary Water Resource ManagementFrench-language works237,207