Research on the Production Technology and Inheritance Status of Southern Zhejiang Clamp-Resist Dyeing
Why this work is in the frame
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Bibliographic record
Abstract
As a national intangible cultural heritage of China, the southern Zhejiang Clamp-resist dyeing is a kind of blue quilt manufacturing technology used by ancient folk people. This kind of folk homescloths has its own unique folk aesthetic form, and its patterns are mostly monochrome square symmetrical baizi figures, opera figures and auspicious patterns. In the local customs of Zhejiang province, this kind of quilt is often used as a dowry for women when they get married (Zhang, 2010). In this paper, the author made an in-depth investigation and research on the technical details and inheritance of the southern Zhejiang Clamp-resist dyeing.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| 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 it