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Record W4210983518 · doi:10.1017/9781108782067.004

Meaning

2019· book-chapter· en· W4210983518 on OpenAlexaff
Justin Fantauzzo

Bibliographic record

VenueCambridge University Press eBooks · 2019
Typebook-chapter
Languageen
FieldSocial Sciences
TopicWorld Wars: History, Literature, and Impact
Canadian institutionsMemorial University of Newfoundland
Fundersnot available
KeywordsMeaning (existential)GreeksFront (military)Argument (complex analysis)Middle EastSpanish Civil WarHistoryAncient historySociologyLawPolitical sciencePhilosophyGeographyEpistemologyMedicine

Abstract

fetched live from OpenAlex

Chapter 3 looks at what the campaigns in the Middle East and Macedonia meant to soldiers. In the early stages of the campaigns, many soldiers were fed up at being 'exiled' from the Western Front and embarrassed not to be fighting Germans. So far from the Western Front, they had to find a different meaning for their campaigns. Some soldiers found a personal meaning in the greater likelihood that they would survive the war, while others, mostly pre-war regular soldiers, were concerned about career mobility. Strategic and moral meanings were also found. In diaries and letters home, soldiers argued that they were contributing to the global war effort and the defeat of the Central Powers. Others argued that they were liberating Arabs and Jews from Ottoman misrule and bringing the benefits of liberal imperialism to the supposedly backward peoples of the Middle East and the Greeks. In both this chapter and in Chapter 5, it is impossible not to see in the writings of soldiers and ex-servicemen an argument for Britain's imperial project – that, to them, the war and the aims of British liberal imperialism were compatible and mutually reinforced each other.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.839
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 studies0.0010.000
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 head0.023
GPT teacher head0.220
Teacher spread0.197 · 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
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
Published2019
Admission routes1
Has abstractyes

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