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Record W4388573709 · doi:10.1017/s0067237823000620

Metternich's League to Preserve Peace and the Conservative Elites’ Doubts about the Functionality of the Post-Napoleonic Order

2023· article· en· W4388573709 on OpenAlexaboutno aff
Miroslav Šedivý

Bibliographic record

VenueAustrian History Yearbook · 2023
Typearticle
Languageen
FieldArts and Humanities
TopicEuropean Political History Analysis
Canadian institutionsnot available
FundersGrantová Agentura České Republiky
KeywordsSovereigntyEliteOrder (exchange)Political scienceLeaguePower (physics)PoliticsCriticismLawState (computer science)Quarter (Canadian coin)Political economyLaw and economicsSociologyHistoryEconomics

Abstract

fetched live from OpenAlex

Abstract Before 1848 not merely democrats and liberals criticized the post-Napoleonic order for their growing mistrust of its ability to protect the sovereignty of smaller countries and preserve the general peace. The predominantly conservative ruling elite, namely rulers, statesmen, and diplomats, raised the same criticism when the law-breaking and abuse of power made them similarly mistrustful of the state of European politics during the 1830s and 1840s. This became true even for some of the order's authors like Austrian chancellor Metternich who serves as a prominent example of this mistrust with his project of a league to preserve peace in Europe in August 1840. Metternich, who helped to create this order in 1815, found it defective and in need of improvement only a quarter of a century later. He certainly did not want to create a completely new international order and law of nations as some liberals and democrats desired at that time, but his idea was still, in a certain sense, revolutionary since its realization would have fundamentally modified the pillars on which the order had been founded at the end of the Napoleonic Wars.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.007
Threshold uncertainty score0.035

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0030.004
Scholarly communication0.0050.002
Open science0.0000.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0060.001

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 head0.066
GPT teacher head0.241
Teacher spread0.176 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEmpirical

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

Citations1
Published2023
Admission routes1
Has abstractyes

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Same venueAustrian History YearbookSame topicEuropean Political History AnalysisFrench-language works237,207