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Record W1935518720 · doi:10.1080/23337486.2015.1063810

Money as a “weapons system” and the entrepreneurial way of war

2015· article· en· W1935518720 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.

Bibliographic record

VenueCritical Military Studies · 2015
Typearticle
Languageen
FieldSocial Sciences
TopicPolitical and Economic history of UK and US
Canadian institutionsUniversity of TorontoCanada Research Chairs
FundersSmall Business Innovation Research
KeywordsDoctrineBattlefieldAmmunitionAdversaryIntervention (counseling)PopulationEconomicsBusinessLawPolitical scienceComputer securitySociology

Abstract

fetched live from OpenAlex

In US counterinsurgency doctrine, money has been characterized as "ammunition" and as a "weapons system". Money is being wielded to win over the "hearts and minds" of the population, and to protect the lives of the occupying forces. Soldiers are taking on greater responsibility for spending money on reconstruction and development projects on the battlefield. Billions of dollars have been spent by the military in Iraq and Afghanistan on a wide range of projects including building schools, developing infrastructure, and providing agricultural assistance as well as microfinance. But military doctrine now extends to helping implement free-market economies, supporting business creation, setting up banking facilities, and promoting entrepreneurialism. In fact, economic development has been recast as a constitutive form of combat, not simply as a supplement to conventional warfare, or as part of post-conflict reconstruction. The use of money as a "weapons system" speaks to both a different kind of military and a different kind of war. Fighting and violence have not been replaced or even displaced, but are joined with new strategies and tactics that sit uneasily side by side. As soldiers have been retooled to be economic decision-makers, we need to better understand how money and markets are increasingly both the weapon of military intervention and the anticipated outcome.

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)0.004
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.579
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.004
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 head0.054
GPT teacher head0.325
Teacher spread0.270 · 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