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Record W3196078475

FIRST PRIZE: The Theory, Pursuit, and Practice of Cyber power in Israel

2021· article· en· W3196078475 on OpenAlexaffvenue
Kyle McCreanor

Bibliographic record

VenueJournal of military and strategic studies · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicCybersecurity and Cyber Warfare Studies
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsPrime ministerCyberwarfarePower (physics)Government (linguistics)Political scienceSubject (documents)Key (lock)Computer securityPolitical economyLaw and economicsLawSociologyPoliticsComputer sciencePhilosophy
DOInot available

Abstract

fetched live from OpenAlex

In a new domain, it is perhaps only natural that strategic concepts from established domains are borrowed. This article examines the case of Israel and its pursuit of cyber power under Prime Minister Benjamin Netanyahu. The Israeli cyber-strategy adopted in 2011, aimed at securing a place as a top-five global cyber power, was readily justified by preexisting defence policies and doctrines. Advanced technologies have long aided Israel in the regional balance of power, and key strategists recognized that cyber attack was an indispensable tool in line with the policy of active defence going back to Prime Minister David Ben-Gurion. Moreover, cyber warfare is especially well-suited to the IDF’s notion of the campaign between wars by which they weaken enemies short of provoking conventional war. As the Israeli government continues to develop the so-called Cyber Iron Dome, we are reminded that the theorization of cyber warfare is subject to idiosyncrasies in national experience and strategic thought.

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)0.003
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.431
Threshold uncertainty score0.447

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
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 head0.040
GPT teacher head0.330
Teacher spread0.290 · 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 designQualitative
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
Published2021
Admission routes2
Has abstractyes

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