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Record W4402423441 · doi:10.24908/iqurcp18002

Meet Me in the Middle: Evaluating Middle Power Cyber Doctrine and Strategic Culture Through the Cases of Canada and Australia

2024· article· en· W4402423441 on OpenAlexaffvenueabout
J. Harry King

Bibliographic record

VenueInquiry Queen s Undergraduate Research Conference Proceedings · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicCybersecurity and Cyber Warfare Studies
Canadian institutionsQueen's University
Fundersnot available
KeywordsMiddle powerDoctrineMiddle EastPower (physics)Political scienceHistoryLawPoliticsForeign policy

Abstract

fetched live from OpenAlex

The global expansion in reliance on information and communication technologies has thrust the digital world of cyberspace into the forefront of strategic security discourse. Meanwhile, the responsibilities, capabilities, and strategic interests of middle powers have been fraught with ambiguity and debate in international relations literature. While existing studies examine how the cyberspace domain has become an increasingly competitive arena for geopolitics and strategic competition between and among great powers, there remains a dearth of literature evaluating cyberspace objectives and behaviour for middle powers. This paper aims to fill this gap, drawing on prior frameworks of analysis used for great power cyber studies, alongside extant middle power literature, to employ the theoretical lens of strategic culture toward evaluating the unique behaviour of middle powers in cyberspace. This paper thus suggests that cyberspace presents scholars with an outlet to further examine and define middle powers in the international realm, as well as middle powers with opportunities to assert and potentially expand their position in the global order, while protecting and promoting their distinct interests. This paper also incorporates a synthesis of quantitative and qualitative cyber data, and the deployment of a Most Similar Systems Design to assess two middle power case studies: Canada and Australia. The findings help to challenge and refine our understanding of what roles, capabilities and objectives define middle power behaviour in cyberspace, as well as provide insight into the implications that the rise of cyber operations and security considerations might have for Canadian and Australian grand strategy, and middle power strategic culture more generally. Ultimately, this study serves to refine past theoretical assumptions in the context of a novel and expanding domain for statecraft and competition, and identify a foundation from which the principles of a more coherent and effective cyber doctrine for middle powers might be pursued.

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)0.004
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 score0.355
Threshold uncertainty score0.848

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.002
Scholarly communication0.0010.000
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 head0.279
GPT teacher head0.431
Teacher spread0.152 · 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

Citations0
Published2024
Admission routes3
Has abstractyes

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