The Revival of Traditional Practices as a Response to Outsiders’ Demands: The resurgence of natural dye use in San Juan La Laguna, Guatemala
Bibliographic record
Abstract
The Revival of Traditional Practices as a Response to Outsiders’ Demands: The Resurgence of Natural Dye Use in San Juan La Laguna, Guatemala. Over the last two decades increased interest in “natural” products in North America has, along with the banning of Azo dyes in Germany, helped expand market demand for naturally dyed textiles. This paper explores natural dye use among the members of a Mayan women’s artisan group in San Juan La Laguna, Guatemala – one of the only Guatemalan groups that was using natural dyes in 2000. It evaluates the artisans’ motivations to use natural dyes and the socio-economic impacts of its use. Women control textile and dyeing activity in San Juan and the returns play an important role in complementing household income. The use of natural dyes involves additional knowledge and effort. Because natural dye knowledge is restricted and the market for naturally dyed textiles is unappealing for artisans, the number of artisans who use this technique is limited; this in turn reduces the use of dye-material and market competition.
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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 | 0.001 |
| Science and technology studies | 0.005 | 0.004 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".