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Record W1550160681 · doi:10.3138/topia.23-24.304

Preparing the Instantaneous Battlespace: A Cultural Examination of Network-Centric Warfare

2010· article· en· W1550160681 on OpenAlexvenueno aff
Mary Sterpka King

Bibliographic record

VenueTOPIA Canadian Journal of Cultural Studies · 2010
Typearticle
Languageen
FieldSocial Sciences
TopicEuropean and Russian Geopolitical Military Strategies
Canadian institutionsnot available
Fundersnot available
KeywordsBattlespaceRevolution in Military AffairsSuperpowerDominance (genetics)NavyPolitical scienceNetwork-centric warfareMilitary scienceConceptualizationLawPolitical economySociologyPoliticsComputer science

Abstract

fetched live from OpenAlex

The aftermath of the Cold War signalled a revision in the global position of the United States and a new emphasis on the country’s status as a military superpower. Liberated from the stand-off between rivals that existed with the Soviet Union, the United States military has been able to greatly expand its scope of operational theories and aspire toward global dominance, using such programs as the Air Force’s Global Reach, Global Strike, The Navy’s Aegis Program and the Department of Defense, Joint Vision 20/20 Full Spectrum Dominance. Each of these examples suggests the expansion of the battlefield to well beyond what had been understood as the limits of military ambition. By exploiting the strategic capabilities of information based technologies, military thinking has been reoriented in a number of fundamental ways, all of which are associated with the doctrinal conceptualization of the Revolution in Military Affairs and the development of Network-Centric Warfare. Despite a change in presidential administrations, the tendency to globalize the battlespace prevails.

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)0.001
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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.696
Threshold uncertainty score0.998

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.001
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 science0.0000.000
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 head0.030
GPT teacher head0.299
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

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 designTheoretical or conceptual
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
Published2010
Admission routes1
Has abstractyes

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