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Record W1586227918

Strategic Developments In The Western Pacific: Anti-Access/Area Denial And The Airsea Battle Concept

2012· article· en· W1586227918 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.

venuePublished in a venue whose home country is Canada.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueJournal of military and strategic studies · 2012
Typearticle
Languageen
FieldEngineering
TopicMilitary Defense Systems Analysis
Canadian institutionsnot available
Fundersnot available
KeywordsBattleDenialNavyChinaContext (archaeology)Action (physics)Political scienceSubmarineMilitary strategyComputer securityLawAeronauticsOperations researchComputer scienceEngineeringHistoryMarine engineeringPsychology
DOInot available

Abstract

fetched live from OpenAlex

This article offers an initial review and assessment of the US 2010 Quadrennial Defense Review’s direction to the US Air Force and Navy to develop an AirSea Battle concept for defeating adversaries equipped with sophisticated anti-access and area denial (A2/AD) capabilities. The article contends that the development of these A2/AD systems, particularly by China in the Western Pacific, could become an operational challenge to the freedom of action of military forces in the region. This will require being able to maintain, and if necessary, re-establish freedom of action in the Western Pacific. The article begins by assessing the strategic context of China’s A2/AD strategy. It then goes on to describe in greater detail the AirSea Battle concept as a response to A2/AD strategies. Finally, it assesses the AirSea Battle concept’s utility from a coalition perspective. The article highlights a requirement for increased anti-submarine warfare (ASW) operations, research on underwater superiority, and the creation of a Centre for Advanced Underwater Warfare Excellence (CAUWWE).

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.276
Threshold uncertainty score0.452

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
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 head0.276
Teacher spread0.223 · 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