Golden Threads of Tradition: The Endurance And Evolution of Muga Culture And Silk Weaving in Assam
Bibliographic record
Abstract
Muga culture is an age old traditional practice sustaining amidst the rural folk of Assam since time immemorial. It involves lot of traditional practices and beliefs over the time and many of the time these traditional practices have proved to be successful and sustainable. Muga silk is a product of the silkworm, Antheraea assamensis Helfer is endemic to Assam province. Assam is known for creating intricate designs in handlooms and holds first position in the country with 11,11,577 number of handlooms and has 16,43,453 handloom weavers. Sualkuchi is the textile centre of Assam. At present, this golden yellow thread has evolved from a tradition to a trend. The muga silk holds monopoly in the world and has been a sector of research and development recently due to its immense potentiality to provide opportunities for national and international revenue.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.004 | 0.003 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".