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Record W4245431042 · doi:10.5771/9783748921011-337

The Complex Function of Exercises in a Martime Strategy of Deterrence

2021· book-chapter· en· W4245431042 on OpenAlexfundno aff
James Henry Bergeron

Bibliographic record

VenueNomos Verlagsgesellschaft mbH & Co. KG eBooks · 2021
Typebook-chapter
Languageen
FieldComputer Science
TopicInformation and Cyber Security
Canadian institutionsnot available
FundersUniversität RostockUniversität OsnabrückKarl-Franzens-Universität GrazAnadolu ÜniversitesiMcMaster University
KeywordsDeterrence (psychology)Function (biology)Computer sciencePsychologyCriminologyBiologyCell biology

Abstract

fetched live from OpenAlex

merging will see a greater demand for sound allied maritime strategy, and the understanding thereof. EpilogueThe study of sea power theory and practice cannot be left confined to the disciples of Mahan or Corbett, or to the classrooms at the naval academies.The maritime domain affects us all, and bridging the gap between history and policy-as exemplified in the events and publications of the ISPK's Center for Maritime Strategy & Security-will go a long way to understanding many contemporary opportunities and shortfalls when it comes to the sea.My sincere gratitude also goes out to everyone who contributed to this book; in particular the 20 authors and the two editors.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: none
Teacher disagreement score0.832
Threshold uncertainty score1.000

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 science0.0010.000
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 head0.032
GPT teacher head0.250
Teacher spread0.218 · 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.

Study designTheoretical or conceptual
Domainnot available
GenreOther

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

Citations1
Published2021
Admission routes1
Has abstractyes

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