The Analysis of Yunnan Ethnic Costume Elements in Children's Stage Costume—Taking Miao, Yi, Dai as an Example
Bibliographic record
Abstract
Yunnan national traditional costume is the quintessence of Chinese culture, it is the crystallization of the wisdom of thousands of years of history in the creation of the working people during the production and practice, which embodies the Chinese nation and the spirit of the feelings. In the globalization of today, according to the Yunnan national tradition clothing's own law of development, combined with modern design concept of inheritance of ethnic culture in Yunnan, with extraordinary significance development of the national clothing. Firstly, by introducing Yunnan Miao, Yi, Dai ethnic culture, a better understanding of the characteristics of Yunnan minority costumes. Secondly, from the Yunnan national costume, color, pattern and process to detail their dress features. Once again, according to the characteristics of Yunnan ethnic costumes, ethnic costumes elements extraction, research and design about the different effects of the children's stage costume.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".