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Record W2047773265 · doi:10.1177/0020702014542754

After the gold rush: <i>Corporate Warriors</i> and <i>The Market for Force</i> revisited

2014· article· en· W2047773265 on OpenAlexaff
Aaron Ettinger

Bibliographic record

VenueInternational Journal Canada s Journal of Global Policy Analysis · 2014
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicDefense, Military, and Policy Studies
Canadian institutionsDalhousie University
Fundersnot available
KeywordsGold rushProfit (economics)Political sciencePolitical economyEconomic historyEconomicsHistory

Abstract

fetched live from OpenAlex

In the mid-1990s, unprecedented interventions by private companies specializing in the delivery of military muscle and know-how began altering the dynamics of local conflicts. Since then, private military and security companies have transformed the dynamics of local security delivery around the world, most prominently in Iraq and Afghanistan. In the process, the private military industry has generated plenty of profit and attention, both alarmist and analytical. Two totems of research into the burgeoning industry and its implications are Corporate Warriors by P.W. Singer and The Market for Force by Deborah Avant. Nearly a decade after their publication, these books remain among the most in-depth and sustained treatments of the industry. This essay looks back at the arguments presented in each book and their influence on subsequent research on military privatization.

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)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.774
Threshold uncertainty score0.903

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.011
GPT teacher head0.225
Teacher spread0.214 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEmpirical

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

Citations1
Published2014
Admission routes1
Has abstractyes

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