Metternich's League to Preserve Peace and the Conservative Elites’ Doubts about the Functionality of the Post-Napoleonic Order
Bibliographic record
Abstract
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.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.003 | 0.004 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".