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Record W2497811020 · doi:10.1017/cbo9781139096836.015

The transformation of modern Europe

2012· book-chapter· en· W2497811020 on OpenAlexaff
John A. Hall

Bibliographic record

VenueCambridge University Press eBooks · 2012
Typebook-chapter
Languageen
FieldSocial Sciences
TopicEuropean Union Policy and Governance
Canadian institutionsMcGill University
Fundersnot available
KeywordsTransformation (genetics)GeographyBiology

Abstract

fetched live from OpenAlex

No region in the history of the world has created more insecurity – more wars, more deaths, in its heartland and throughout the world – than has Europe, especially in its dark and vicious twentieth century. The realization that the core of Europe has become a zone of peace and prosperity can only make one weep with joy. What needs to be explained is – precisely – a transformation, that is, not just a return to the stability that had marked most of the nineteenth century but the creation of a new world, in large part populated by states of a different character. It can be said immediately that sophisticated accounts of this transformation have already been offered, perhaps the best of them within international relations theory being that of Norrin Ripsman, whose general viewpoint is presented in this volume. I am largely in agreement with his eclectic view, stressing as it does the importance of realist considerations in the creation of a zone of peace and of liberal factors that then solidified this achievement in such a way as to create the transformation in question. However, there are differences at the margins: I will stress the continuing role of geopolitics, both American and European; emphasize tensions within the transatlantic community; show skepticism toward the extent of European liberalism; add elements of sociological class analysis; and thicken the analysis at all points.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.994
Threshold uncertainty score0.516

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 head0.033
GPT teacher head0.228
Teacher spread0.195 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations3
Published2012
Admission routes1
Has abstractyes

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