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Linguistic and extralinguistic aspects of “métis futurism” as a tool for identity (re)construction in fiction

2025· article· en· W4410406066 on OpenAlexaboutno aff
S.S. Gretskaya

Bibliographic record

VenueMoscow University Bulletin Series 19 Linguistics and Intercultural Communication · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicThemes in Literature Analysis
Canadian institutionsnot available
Fundersnot available
KeywordsLinguisticsIdentity (music)SociologyArtHistoryPhilosophyAesthetics

Abstract

fetched live from OpenAlex

The focus of the present paper is on “Metis futurism” as a conceptual framework that allows writers to actualize, construct and reimagine personal, cultural and other types of identity in and through fiction. Characteristics of “Metis futurism” as postulated by Ch. Vowell, a Canadian Metis writer, are examined through a study of her short story collection “Buffalo Is the New Buffalo” (2022) accompanied by the writer’s commentaries. The aim is to outline the key extralinguistic and linguistic aspects of Metis futurism as exemplified by Ch. Vowell’s fiction, as well as to analyze the function of the metaconcept in question within the author’s idioconceptual subsystem. The results obtained show that given the hybridity of genres, postcolonial speculative rhetoric, a set of culture-specific concepts relevant for the Metis people and other Indigenous cultures, alongside the extensive use of the speech strategy of discredit and non-English language means that the target audience is supposed to decode on its own, “Metis futurism” allows the writer to personalize and customize the format and the content of their fiction in accordance with their goal of inviting the audience to participate in the (re)construction of all kinds of identity in and through text, thereby performing its interpretive function.

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)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.005
Threshold uncertainty score0.028

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0040.016
Scholarly communication0.0050.002
Open science0.0010.002
Research integrity0.0010.001
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 head0.011
GPT teacher head0.235
Teacher spread0.224 · 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 designQualitative
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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Same venueMoscow University Bulletin Series 19 Linguistics and Intercultural CommunicationSame topicThemes in Literature AnalysisFrench-language works237,207