Practice and Transmission of Batik in Wukirsari Village, Yogyakarta -Safeguarding Intangible Cultural Heritage in Indonesia-
Bibliographic record
Abstract
The target of this research is to figure out the state of practice and transmission of Batik, an Indonesian textile dyeing Intangible Cultural Heritage, and necessary angles for its conservation. Knowledge related to Batik is shared and transmitted in craftspeople communities in Wukirsari Village, which is one of Batik centers in Indonesia. What’s more, Batik cloth production organizations play an essential role in the transmission of Batik technique through creating job opportunities, establishing selling systems and so on. Apart from that, these organizations also hold mutual aiding activities, which build strong relationship among craftspeople and support daily life of craftspeople financially. So it is can be concluded that 3 points are necessary for the transmission of Batik culture: building a knowledge-sharing environment, making Batik practice an occupation, offering values beyond financial benefits.
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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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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".