MétaCan
Menu
Back to cohort

On the Question of the Creation and the Beginning of the Functioning of the Military School of Russia at the End of the XVII — First Quarter of the XVIII Century

2023· article· en· W4390652977 on OpenAlexaboutno aff
Vladimir N. Benda

Bibliographic record

VenueHistory and modern perspectives · 2023
Typearticle
Languageen
FieldArts and Humanities
TopicHistorical Studies on Spain
Canadian institutionsnot available
Fundersnot available
KeywordsArtilleryQuarter (Canadian coin)State (computer science)Face (sociological concept)Military historyPeriod (music)EnlightenmentPolitical scienceHistoryManagementEconomic historyLawSociologySocial scienceComputer scienceArchaeology

Abstract

fetched live from OpenAlex

The history of military educational institutions dates back to the time of Peter the Great and is an important page in the social history of the origin and development of education in Russia. Artillery and engineering military educational institutions and the School of Mathematical and Navigation Sciences were among the first special educational institutions that performed an important state task of training command personnel and specialists in the field of naval, artillery and engineering. The article traces the history of the creation and subsequent development during the first quarter of the XVIII century of individual elements of the national system of military personnel training. The already known individual information and data concerning military educational institutions that functioned in the XVIII century are supplemented and expanded by poorly studied materials and archival sources that have not been introduced into scientific circulation. Attention is focused on certain aspects of the organization of the educational process and daily life in them. The author concludes that despite all the difficulties that the state and military administration had to face when establishing and launching the first military special schools, their further functioning in the first quarter of the XVIII century marked a new stage in the development of domestic military special education and enlightenment. Previously unpublished sources are introduced into scientific circulation.

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)0.002
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 score0.011
Threshold uncertainty score0.041

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0030.011
Scholarly communication0.0060.002
Open science0.0000.002
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0020.000

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 head0.014
GPT teacher head0.198
Teacher spread0.184 · 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

Citations0
Published2023
Admission routes1
Has abstractyes

Explore more

Same venueHistory and modern perspectivesSame topicHistorical Studies on SpainFrench-language works237,207