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United, but Not a Unit

2025· book-chapter· en· W4407730390 on OpenAlexaboutno aff
Ashley Jackson, Andrew Stewart

Bibliographic record

Venuenot available
Typebook-chapter
Languageen
FieldSocial Sciences
TopicCommonwealth, Australian Politics and Federalism
Canadian institutionsnot available
Fundersnot available
KeywordsUnit (ring theory)PsychologyMathematics education

Abstract

fetched live from OpenAlex

Abstract Having considered the view of the British political elite in London and the implications of wartime declarations and Anglo-American differences in the preceding chapters, this chapter opens a section of the book that develops our enquiry into what the war did to the Empire and Britain’s prospects of holding on to it by looking at the conflict’s effects ‘on the ground’. It examines the war’s effects on the relationship between Britain and the dominions of Australia, Canada, New Zealand, and South Africa. The British knew that imperial unity depended upon the support of the dominions for British policies at the international level, and that Britian’s great power status depended upon it being seen to lead the Empire’s Commonwealth ‘hub’. But they also knew that the war had enhanced the autonomy and regional awareness of the dominions and accelerated the slow devolution of power that had been dissolving London’s control and influence over them for some time. This had a lot to do with Britain’s inability to defend the dominions in the face of the Japanese threat, and the concomitant reliance on the might of the coming American superpower. Nevertheless, a significant range of shared interests meant that the Anglo-dominion imperial core was far from moribund, economic, cultural, and security ties remaining very strong, and the British elite had little difficulty in foreseeing a future in which they continued to lead and the dominions follow.

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 categoriesInsufficient payload (model declined to judge)
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 score0.803
Threshold uncertainty score0.995

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 science0.0000.000
Research integrity0.0010.000
Insufficient payload (model declined to judge)0.0060.000

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 head0.091
GPT teacher head0.344
Teacher spread0.253 · 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
Published2025
Admission routes1
Has abstractyes

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