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Record W4409274950 · doi:10.25518/2952-7597.133

The trojan submarine: AUKUS, Pillar II, and the U.S. ITAR

2024· article· en· W4409274950 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

VenueJournal of Strategic Trade Control · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicMaritime Security and History
Canadian institutionsWilfrid Laurier University
Fundersnot available
KeywordsTrojanPillarSubmarineGeologyMarine engineeringComputer scienceEngineeringComputer securityStructural engineering

Abstract

fetched live from OpenAlex

Since the announcement of the AUKUS trilateral security partnership in September 2021, critics have attacked the U.S. International Traffic in Arms Regulations (ITAR) as a key obstacle to its success. Echoing long-standing frustrations over the regulatory burden of the ITAR, these critics manufactured an “AUKUS-ITAR dilemma” which seemed to require a general ITAR exemption for military trade between the three partner countries. This dilemma minimized critical disparities between the Australian, U.K., and U.S. military export control regimes and exaggerated the impact of ITAR reform on the success of AUKUS, especially on the emerging technology collaboration envisioned in the second pillar of the partnership. Yet recent U.S. legislation and regulatory reform indicate that rather than eliminating U.S. military export controls, the AUKUS-ITAR dilemma has resulted in a more robust, ITAR-based plurilateral export control regime dominated by U.S. interests and primed for further expansion.

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)0.003
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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.915
Threshold uncertainty score0.968

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.000
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 science0.0000.000
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 head0.017
GPT teacher head0.253
Teacher spread0.236 · 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