MétaCan
Menu
Back to cohort
Record W4400162306 · doi:10.25071/2561-5467.1228

Rif Winfield, John Tredrea, Enrique Garcia-Torralba Perez, and Manuel Blasco Felip, Spanish Warships in the Age of Sail, 1700-1860. Design, Construction, Careers and Fates by Jim Hughey

2024· article· en· W4400162306 on OpenAlexvenueno aff
Jim Hughey

Bibliographic record

VenueThe Northern Mariner / Le marin du nord · 2024
Typearticle
Languageen
FieldArts and Humanities
TopicMaritime and Coastal Archaeology
Canadian institutionsnot available
Fundersnot available
KeywordsGarciaHumanitiesArt

Abstract

fetched live from OpenAlex

The Northern Mariner / Le marin du nord and can be launched from the decks of submarines, or put into airplanes and/or dropped from helicopters.Mini-submarines have also been tried with various degrees of success, though admittedly, they are expensive when manufactured in such small numbers and limited in capability.Several countries, including China, Russia, and the United States, have tracked vehicles that can crawl along the seabed and recovery vehicles for deep sea rescues from submarines.Chapter 16 looks at the use of mammals, such as dolphins, sea lions, and whales, known for their diving abilities, ability to locate objects underwater, and trainability to work alongside human divers in military endeavours.These sea creatures still outperform humans and their equipment by virtue of living in the sea and being adapted to great depths (dolphins and whales do not get bends).The last three chapters move from the present to the future, examining remote autonomous underwater vehicles, advances in new equipment and breathing apparatus, and the use of diver special forces in sabotage and disruption operations far below the surface; for example, the rupture of a Russian pipeline in the Baltic Sea during the current war (special operation) between Russian and Ukraine.Combat diver units definitely have a future as a specialized capability sought by many armed forces and special forces.While the text is a little uneven in parts and must fill gaps left by the nonavailability of information, the real treasures of the book are the photographs, mostly in colour, depicting the day-to-day activities of combat divers, usually in action or training.These are printed on glossy paper and give full effect.The text does not provide references, but a list of further reading and bibliography appears at the end.In parts of the discussion, Welham draws upon his own experiences in the Royal Marine Commandos and subsequently in the private sector working oil rigs.Combat divers is recommended for readers interested in special operations forces in the maritime context, the diving community, and those interested in military elites within contemporary armed forces.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.040
Threshold uncertainty score0.135

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.001
Science and technology studies0.0030.001
Scholarly communication0.0040.003
Open science0.0010.002
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0400.016

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 head0.195
Teacher spread0.178 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreReview

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 routes1
Has abstractyes

Explore more

Same venueThe Northern Mariner / Le marin du nordSame topicMaritime and Coastal ArchaeologyFrench-language works237,207