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Saransk Bakhtin Studies in a Scientific Journal: Socio-Humanitarian Discourse

2025· article· W4417370865 on OpenAlexaboutno aff
Natalia I. Voronina

Bibliographic record

VenueObservatory of Culture · 2025
Typearticle
Language
FieldSocial Sciences
TopicRussian Literature and Bakhtin Studies
Canadian institutionsnot available
Fundersnot available
KeywordsDialogicNoveltyBiographyPrismQuarter (Canadian coin)PersonalityIntonation (linguistics)Meaning (existential)

Abstract

fetched live from OpenAlex

M.M. Bakhtin’s personality and work continue to amaze us with their uniqueness, and an appreciation of the Russian thinker’s multifaceted nature allows us to clarify and elaborate on his significance in Russian humanities thought. In 2019, the first issue of the scholarly online journal “Bakhtin Bulletin” was published. It began to take shape through creative connections and collaboration with scholars from many countries. This dialogic communication (“cooperation”, according to M.M. Bakhtin) within the scholarly community defined the mission of “Bakhtin Bulletin” and necessitated the recording of reports, speeches, theses, conversations, and remarks. These can be divided into two areas: Bakhtin studies and Bakhtinistics, as well as subsections reflecting different types of textual spaces. The purpose of this article is to substantiate these two concepts: “Bakhtin studies” and “Bakhtinistics”, which are often used interchangeably. While a correlation is certainly possible between them, the grounds for distinguishing and understanding them are substantial: their specific nature requires research into the issues involved in Bakhtin studies (analysis of the scholar’s creativity, thinking, ideas, new meanings, and concepts) and Bakhtin studies (the study of his life). The research’s novelty lies in its examination of Saransk Bakhtin studies (a newly introduced concept), which is exceptionally rich in the recollections of people who lived in this city at the same time as Bakhtin, worked with him, and interacted with him. The article presents the results of a study of Bakhtin’s academic biography through the prism of life in Saransk (1936-1937; 1945-1969 — almost a quarter of a century) through an analysis of archival materials, published notes, reflections, ideas, and, most importantly, recorded conversations with those who could still share living memories. This material is actively published in the Bakhtin Bulletin, thereby deepening the scholarly biography of the thinker and stimulating research interest.

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)0.007
metaresearch head score (Gemma)0.010
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: Empirical
Teacher disagreement score0.012
Threshold uncertainty score0.039

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.010
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0110.017
Scholarly communication0.0120.006
Open science0.0010.004
Research integrity0.0030.003
Insufficient payload (model declined to judge)0.0030.001

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.

Opus teacher head0.067
GPT teacher head0.392
Teacher spread0.324 · 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
Published2025
Admission routes1
Has abstractyes

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