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Record W2022477702 · doi:10.1017/s0041977x02000034

Representation in India's sacred images: objective vs. metaphysicalreference

2002· article· en· W2022477702 on OpenAlexaff
Vyjayanthi Chari

Bibliographic record

VenueBulletin of the School of Oriental and African Studies · 2002
Typearticle
Languageen
FieldEngineering
TopicHeat Transfer and Mathematical Modeling
Canadian institutionsCarleton University
Fundersnot available
KeywordsMetaphysicsMeditationRepresentation (politics)AestheticsInterpreterImage (mathematics)Content (measure theory)PhilosophyEpistemologyArtificial intelligenceComputer scienceMathematicsTheologyPoliticsLaw

Abstract

fetched live from OpenAlex

Coomaraswamy and other art interpreters have read into Indian images metaphysical meanings extrapolated from scriptural sources. In this article it is argued that such meanings, with which image-making was doubtless invested, were intended for purposes of meditation and cannot be admitted as part of the objective representation of the images, except where they figure as iconographical features. The images were also not conceived as yantras, but as full-bodied representations conforming to objective norms. The metaphysical excursions are largely extraneous to the aesthetic assumptions of Indian art and detract from its rich mythical content.

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: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.010
Threshold uncertainty score0.024

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0030.024
Scholarly communication0.0100.005
Open science0.0010.003
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0030.000

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 head0.023
GPT teacher head0.239
Teacher spread0.215 · 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 designTheoretical or conceptual
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

Citations4
Published2002
Admission routes1
Has abstractyes

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