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Deep Dive

2023· book-chapter· en· W4386959928 on OpenAlexaboutno aff
Tom Wilber

Bibliographic record

VenueCornell University Press eBooks · 2023
Typebook-chapter
Languageen
FieldSocial Sciences
TopicMilitary History and Strategy
Canadian institutionsnot available
Fundersnot available
KeywordsCrewAeronauticsAdversaryEngineeringInfantryHistoryPayload (computing)CruiseSpecial forcesArchaeologyComputer securityComputer science

Abstract

fetched live from OpenAlex

This chapter tells how Tim Caza and John McLaughlin, a retired volunteer fire chief and body-recovery diver tried to reach a B-24 Liberator bomber that had vanished with a crew of eight after taking off from the Westover Army base in Massachusetts at the height of the Second World War. “The Twenty-Four” was last heard circling low over Oswego County in a snowstorm in the early morning hours of February 18, 1944. The chapter recounts that for seventy-four years, it had defied searches from the Adirondack Mountains to the depths of Lake Ontario, first by the US military, later by recreational divers, and, in an apparent attempt to exhaust all possibilities, a group of dowsers and mystics enlisted by private parties to channel the aircraft's whereabouts. The Liberator is fabulous both for what it was and what it represents. Engineered by Consolidated Aircraft under urgent deadlines for a war where, for the first time in history, air supremacy was counted as a deciding factor, the chapter underlines that Liberator could go farther, faster, with more payload than other bombers of its day—attributes that would carry the fight in Europe and the Pacific well behind enemy lines. The chapter emphasizes that the plane's capabilities were unique, though its legacy ultimately rests with an unprecedented manufacturing feat.

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)0.000
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: Other
Teacher disagreement score0.974
Threshold uncertainty score1.000

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 studies0.0010.001
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.084
GPT teacher head0.221
Teacher spread0.137 · 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

Citations0
Published2023
Admission routes1
Has abstractyes

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Same venueCornell University Press eBooksSame topicMilitary History and StrategyFrench-language works237,207