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On the development of Russian artillery as a type of weapons and equipment in the late 16th century – the first quarter of the 19th century

2022· article· en· W4283218281 on OpenAlex
Vladimir N. Benda

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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueVestnik of Kostroma State University · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicMetallurgy and Cultural Artifacts
Canadian institutionsnot available
Fundersnot available
KeywordsArtilleryQuarter (Canadian coin)State (computer science)EngineeringPeriod (music)AeronauticsOperations researchHistoryLawPolitical scienceArchaeologyComputer scienceArt

Abstract

fetched live from OpenAlex

Topicality of the study of the development of artillery as a special type of weapons and equipment in connection with artillery science in the past years of the Russian history is justified by the historical connection with the current state of science in general and with the development of military equipment and industry. The experience of establishing ways of developing scientific thought and solving certain tasks for the development of artillery weapons can be used to determine the directions and forecasts of further development of weapons and military organisation as a whole. The author believes that the main purpose of his work is an attempt to study some aspects of the artillery weapons development history in relation to the state of Russian industry, technology and scientific knowledge in the late 16th century – the first quarter of the 19th century. The article focuses on the fact that in the early 19th century, in the Russian artillery, a number of measures were carried out, primarily aimed at improving the material part of field artillery. It is established that comparative data of the field artillery of the Russian army with the artillery of certain European states show that the former, in the first quarter of the 19th century, had high technical and combat qualities; it was in no way inferior to the best French artillery at that time and was significantly higher than the Prussian, Austrian ones as well as ones of a number of other states. The author comes to the conclusion that the metallurgical plants of Russia, involved in manufacturing artillery weapons, had a relatively developed foundry and more advanced technical equipment than the metallurgical plants of the previous period. This in turn made it possible to provide the artillery of the Russian army with materiel and shells of higher quality.

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)0.001
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: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.527
Threshold uncertainty score0.493

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.019
GPT teacher head0.223
Teacher spread0.204 · 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