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NARRATIVE IN ART GLASS BY F. M.-А. IBRAGIMOV AND L. I. SAVELYEVA

2025· article· W7161140991 on OpenAlexaboutno aff
О.С. СУББОТИНА, А.Ю. ФИЛИПЕНКО

Bibliographic record

Venuenot available
Typearticle
Language
FieldSocial Sciences
TopicVladimir Nabokov Literary Studies
Canadian institutionsnot available
Fundersnot available
KeywordsNarrativeIndependence (probability theory)Narrative artQuarter (Canadian coin)Work (physics)Creative work

Abstract

fetched live from OpenAlex

Фидаиль Мулла-Ахметович Ибрагимов и Любовь Ивановна Савельева — творческий дуэт, вошедший в историю не только отечественного, но и мирового художественного стекла последней четверти XX в. Их произведения отличаются оригинальным пластическим подходом и яркой выразительностью. Творчество дуэта часто объединено схожими литературными и историческими темами, однако каждый из художников сохранил творческую самостоятельность и индивидуальный подход к материалу. Fidail Mulla-Akhmetovich Ibragimov and Lyubov Ivanovna Savelyeva are a creative duo that have entered the history of not only domestic, but also world art glass of the last quarter of the 20th century. Their works are distinguished by their original modeling approach and vivid expressiveness. The duo's work is often united by similar literary and historical themes, but each of the artists has retained creative independence and an individual approach to the material.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.535
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.002
Science and technology studies0.0010.001
Scholarly communication0.0000.001
Open science0.0000.000
Research integrity0.0000.000
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 head0.007
GPT teacher head0.290
Teacher spread0.283 · 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.

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".

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Citations0
Published2025
Admission routes1
Has abstractyes

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