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Record W4407043457 · doi:10.5539/ass.v21n1p63

Samite with Paired Lions in Pearl Roundels: A Tang Dynasty Interpretation

2025· article· en· W4407043457 on OpenAlexvenueno aff
Xiangyang Bian, Peixian Sui, Jinying Mou

Bibliographic record

VenueAsian Social Science · 2025
Typearticle
Languageen
FieldPsychology
TopicColor perception and design
Canadian institutionsnot available
Fundersnot available
KeywordsPearlChinaInterpretation (philosophy)Context (archaeology)Expression (computer science)Object (grammar)Value (mathematics)Research ObjectHistoryVisual artsAncient historyGeographyArtArchaeologyLinguisticsArtificial intelligenceComputer scienceRegional sciencePhilosophy

Abstract

fetched live from OpenAlex

The animal motifs within pearl roundels of the Tang Dynasty hold a significant position in the evolution of ancient Chinese decorative patterns. This article focuses on the Tang Dynasty Brocade with Pearl Roundel Facing Lions Pattern housed in the China National Silk Museum as the primary object of study. The analysis is divided into three parts: first, an examination of its technical characteristics and achievements; second, an exploration of its artistic features, including pattern design and color application; and finally, an investigation of its historical value within the context of historical development. The study also summarizes and organizes the relationship between its techniques, artistic expression, and stylistic attributes.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.963
Threshold uncertainty score0.346

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.020
GPT teacher head0.344
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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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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