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Record W4409415073 · doi:10.20429/aujh.2025.150101

Napoleon’s Playbook: The Political Strategies behind His Empire and Legacy

2025· article· en· W4409415073 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueArmstrong Undergraduate Journal of History · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicEuropean Political History Analysis
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsEmpirePoliticsPolitical scienceHistoryEconomic historyPolitical economyAncient historyEconomicsLaw

Abstract

fetched live from OpenAlex

Napoleon Bonaparte’s rule from 1799 to 1814 exemplifies a masterclass in power politics, characterized by three interwoven strategies: institutional reforms, the synthesis of revolutionary ideals with traditional customs, and the strategic use of propaganda. By examining these strategies, this paper argues that Napoleon’s governance not only secured his authority in post- revolutionary France but also laid the groundwork for the mechanisms of modern authoritarian regimes. His legacy endures in the centralization of power, selective legal reforms, and propaganda techniques employed by modern regimes to shape public perception and suppress dissent, underscoring the relevance of Napoleon’s blueprint for power in understanding the evolution of totalitarian governance and its implications for modern political systems.

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.

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: Empirical · Consensus signal: none
Teacher disagreement score0.890
Threshold uncertainty score0.631

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 studies0.0000.002
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.001
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 head0.026
GPT teacher head0.242
Teacher spread0.216 · 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