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Record W4416114741 · doi:10.7868/s3034579025030114

F.F. von Berg and Russian military intelligence in the second quarter of the 19th century

2025· article· en· W4416114741 on OpenAlexaboutno aff
A.V. Senin

Bibliographic record

VenueРоссийская история / Rossiiskaia istoriia · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicIntelligence, Security, War Strategy
Canadian institutionsnot available
Fundersnot available
KeywordsContext (archaeology)AdversaryMilitary intelligenceQuarter (Canadian coin)EmpirePeriod (music)Cold war

Abstract

fetched live from OpenAlex

In both domestic and foreign historiography, the evolution of intelligence institutions of the Russian Empire after the end of the Napoleonic Wars and before the beginning of the military reforms of Alexander II remains extremely poorly studied. This article analyzes the development of Russian military intelligence in the above-mentioned period in the context of the activities of F.F. von Berg (1793 - 1874), a prominent statesman of the 1st - early 2nd half of the 19th century. Based on the study of a wide range of archival documents, it was concluded that Berg's ideas for improving the mechanisms for collecting intelligence were progressive in nature, but were not implemented in a timely and full manner on the eve of the Crimean War for a number of reasons, although they could have provided Russia with a strategic advantage over the enemy in the upcoming conflict.

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)0.002
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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.659
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.010
GPT teacher head0.285
Teacher spread0.274 · 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 designTheoretical or conceptual
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

Citations0
Published2025
Admission routes1
Has abstractyes

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