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Elusive Consensus

2025· book-chapter· en· W4416383718 on OpenAlexaboutno aff
Andrew Dilley

Bibliographic record

Venuenot available
Typebook-chapter
Languageen
FieldSocial Sciences
TopicCommonwealth, Australian Politics and Federalism
Canadian institutionsnot available
Fundersnot available
KeywordsPoliticsTariffEmpireFree tradeTreatyPreference

Abstract

fetched live from OpenAlex

Abstract No single issue dominated economic discourse within the Empire-Commonwealth more than the question of imperial preference: the proposal that all members abandon free trade (where they adhered to it) and by various means grant tariff preferences to one another better than those given to most favoured nation status foreign trading partners. The issue often dominated political discourse and although the UK did not adopt preference before 1914, preferential tariffs were introduced in many dominions, something enabled by UK treaty abrogations. The clash of ideas between free traders, empire free traders, protectionists, and preferentialists, dominated successive congresses of chambers of commerce. This chapter uses these clashes to reconstruct the pan-Empire-Commonwealth dimensions of the great tariff reform debate through successive decades. It highlights in particular the crucial role played by Canadian preferentialists in advancing the issue, the way in which the debate connected across the empire, and the ways in which a focus on chamber highlights the divisions within as well as between political units within the Empire-Commonwealth. It reconstructs the debates, offering unique quantitative as well as qualitative measures. It charts how the political realities of the Empire-Commonwealth, as well as economic interests, shaped positions (stymying Empire Free Trade in particular). Overall it shows how chambers as a whole drifted towards an advocacy of imperial preference.

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 score0.458
Threshold uncertainty score0.999

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 studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.046
GPT teacher head0.339
Teacher spread0.293 · 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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