Summary of Research on Patterns of Unearthed Ancient Woolen Fabrics in Xinjiang
Bibliographic record
Abstract
The woolen fabrics relics unearthed in Xinjiang have always drawn double attention of domestic and foreign professionals, which have been carrying out a series of research works in the region from the past till nowadays. With the development of the society and the progress of science and technologies, the archeological and cultural relics of Xinjiang have also gradually come to the world, on which the research cooperation between Chinese and foreign professionals also grows. Archeology in Xinjiang fabric relics has also made great achievements. With the devoted work of these experts and scholars, a large number of fabric relics unearthed in Xinjiang have the chance to be presented to the world. Through their research, I have a more comprehensive understanding of the ancient woolen fabrics unearthed in Xinjiang, as well as the patterns, historical and cultural background. It provides technical and artistic guidance on the contents, objectives and scope of the research topics.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.008 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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".