The Future Design Process for Cultural Silver Jewelry Around the Communities of the Si Satchanalai Historical Park, Sukhothai
Bibliographic record
Abstract
The purpose of this research was threefold. The first objective was to analyze the community context and the existing design process for cultural silver jewelry around the communities of the Si Satchanalai Historical Park, Sukhothai Province. This was followed by the development of a future design process. Finally, an evaluation on the level of satisfaction with the new design process was conducted. The research instruments included an in-depth interview, a non-participatory observation, the focus group discussion, questionnaire, seminars and displays. The procedure of developing the future design process for cultural silver jewelry included: (1) finding solutions for problems, (2) creating new design concepts, (3) sketching, and (4) prototyping. The future new design process resulted in reducing the production costs. Evaluation of the future design process also involved several aspects: the features, the concept, and the prototyping. The findings confirmed the highest level of satisfaction on the silver jewelry as rated by the community sages for the Devious Collection at 95 per cent.
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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 | 0.006 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.003 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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".