Research on Grass Cloth Art Embroidery of Characteristics and Handmade
Bibliographic record
Abstract
<p class="a"><span lang="EN-US">Grass cloth is made of ramie fiber. Grass cloth art embroidery is based on the evolution of folk Ma embroidery in China. The paper through trace Chinese ramie and Ma embroidery of the history, show the origin of grass cloth art embroidery. By visited Yuzhou grass cloth embroidery workshop in Jiangxi province, reveal the key technology about grass cloth art embroidery of handmade, sum up grass cloth art embroidery of characteristics. Research shows that grass cloth art embroidery used grass cloth as embroidered bottom to integrate calligraphy and painting of theme, turn to the artistic decoration of style. However, grass cloth art embroidery fine works mainly by copying the ancients paintings, so that lack creativity. Inheritance and development of grass cloth embroidery, it needs to develop their own original works.</span></p>
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".