MétaCan
Menu
Back to cohort
Record W4381283620 · doi:10.25071/2561-5467.1018

Kenneth V. Jack, Eyes of the Fleet Over Vietnam. RF-8 Crusader Combat Photo- Reconnaissance Missions by Robert L. Shoop

2023· article· en· W4381283620 on OpenAlexvenueno aff
Robert L. Shoop

Bibliographic record

VenueThe Northern Mariner / Le marin du nord · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicIntelligence, Security, War Strategy
Canadian institutionsnot available
Fundersnot available
KeywordsAeronauticsHistoryOptometryEngineeringTelecommunicationsMedicine

Abstract

fetched live from OpenAlex

Reviews 417 was extreme and Berkeley Castle was "written off."Training incidents saw several losses with the Motor Launch ML 2582 sunk, with only one survivor, when a Dutch F-84 aircraft failed to pull up during a mock attack and crashed into the vessel.The Australian destroyer HMAS Voyager was sunk during a collision with the aircraft carrier HMAS Melbourne during nighttime flying exercises in February 1964 with the loss of 82 of the ship's company.The book ends with the analysis of the Royal Navy losses in the 1982 Falklands War.The RN lost two destroyers, two frigates, a landing shiplogistics, and a landing craft medium in this short but sharp conflict.Several other RN ships were damaged in this "close run" short war.For those seeking more information on British ship losses in the Falklands, the recently published Abandon Ship: The real story of the sinking's in the Falklands War by Paul Brown is an interesting and sobering read.I noticed a few minor glitches in the book such as the omission of the RAN minesweeper HMAS Warrnambool, sunk in September 1947 while conducting post-war mine clearance.Additionally, for completeness, in the Falklands War section, inclusion of the loss of Atlantic Conveyor (taken

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), Science and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.701
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0020.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.026
GPT teacher head0.287
Teacher spread0.261 · 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 designNot applicable
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
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueThe Northern Mariner / Le marin du nordSame topicIntelligence, Security, War StrategyFrench-language works237,207