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Record W4309074817 · doi:10.1080/14777622.2022.2145191

To Rule the Cosmic Waves: Maritime School of Thought and Space Strategy

2022· article· en· W4309074817 on OpenAlex
Shaun Cameron

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
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

VenueAstropolitics · 2022
Typearticle
Languageen
FieldPhysics and Astronomy
TopicSpace exploration and regulation
Canadian institutionsnot available
Fundersnot available
KeywordsProsperityDenialSpace (punctuation)TelecommunicationsPolitical scienceComputer scienceLaw

Abstract

fetched live from OpenAlex

A wide range of states support national space agencies. The United States, United Kingdom, Canada, Japan, France, and Australia are developing, or have developed, distinct space divisions within their military. The world is increasingly reliant on the sea for trade and prosperity, but the future will likely shift focus to space with an increasing dependence on space-based technology for a wide range of functions on Earth. Space requires a tailored strategy for states wishing to maintain security beyond the atmosphere and in its links to Earth. The maritime school of thought offers valuable insights for such a strategy. Sea control and denial are important tenets of maritime strategy and are important in space. States wishing to freely navigate, trade, and project power require control over space and the lines of communication upon common routes and orbital domains. Denial of access to key infrastructure, disabling space assets, and interfering with information exchange are an important feature of strategy. Control and denial can be accomplished with a focus on strategic geography around launch sites, and access to orbital domains and lines of communication.

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)0.000
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: Empirical
Teacher disagreement score0.750
Threshold uncertainty score0.960

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
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)0.0010.000

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 head0.011
GPT teacher head0.249
Teacher spread0.238 · 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