MétaCan
Menu
Back to cohort
Record W4409795112 · doi:10.61091/jcmcc127b-417

Deep Integration of Computerized Dynamic Visual Design and Environmental Design of Chinese Traditional Cultural Elements

2025· article· en· W4409795112 on OpenAlexvenueno aff

Bibliographic record

VenueJournal of Combinatorial Mathematics and Combinatorial Computing · 2025
Typearticle
Languageen
FieldComputer Science
TopicDigital Media and Visual Art
Canadian institutionsnot available
Fundersnot available
KeywordsComputer scienceHuman–computer interaction

Abstract

fetched live from OpenAlex

Visual design and security and communication network semantic technology are hot topics in recent years.As a typical representative of visual design and security and communication network semantic technology, visual design and traditional cultural element environment design have attracted many scholars' attention.With the rapid development of modern computer technology, contemporary visual design methods have also changed.It has great development space in conveying information and aesthetic feeling.The combination of Chinese traditional culture and visual design is not only the inheritance of Chinese traditional culture, but also the trend of visual design in the new era.China's traditional culture is a very valuable resource, which not only has a wide range of themes but also has rich connotations.It is incomparable to any other country.After thousands of years of development, China's traditional culture has no doubt about its artistic value.As a new design method, dynamic visual design is rising with the development of market economy.With the passage of time, all aspects of human life have encountered a variety of dynamic visual design.In further exploration, it was found that the highest score of users' visual perception of static visual design was only 6.The integration of cultural elements was also very low, and user satisfaction had not changed for a long time.The visual experience of dynamic visual design can often reach full score, but the integration degree of cultural elements is as high as 97%.High user satisfaction has laid a foundation for the inheritance of Chinese traditional culture.It can be seen that the latter has a broader development prospect and can better meet the requirements of the times.The research in this paper has important guiding signi icance for the application of visual design and security and communication network semantic technology.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.608
Threshold uncertainty score0.805

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
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 head0.018
GPT teacher head0.276
Teacher spread0.258 · 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 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

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Combinatorial Mathematics and Combinatorial ComputingSame topicDigital Media and Visual ArtFrench-language works237,207