The Demands for Thai Arts and Cultural Activities: A Case Study of Thai People in Lulia, The Kingdom of Sweden
Bibliographic record
Abstract
This research aims to 1) study the demands for Thai arts and cultural activities utilizing a case study of Thai people in the city of Luleå, Sweden, totalling 50 people. The result showed that the overall demand for Thai arts and cultural activities is at an extremely high level. The highest demand for Thai arts and cultural activities is traditional Thai dance performances, with an average demand rating of 4.43 (SD = 0.74); traditional Thai music, with an average of 4.42 (SD = 0.73); and traditional Thai craftsmanship also, with an average of 4.42 (SD = 0.73), respectively. 2) Guideline recommendations for organizing Thai arts and cultural activities should include the following activities: traditional Thai craftsmanship, traditional Thai food, regional Thai costumes in four regions, regional Thai dialects in four regions, traditional Thai dance performances, traditional Thai music, traditional Thai folk music/Mo Lam music, traditional Thai classical music singing, the art of decorating in Thai styles, and participation in Thai arts and cultural activities. This quantitative research collects data from a questionnaire of 50 individuals using statistics such as frequency, percentage, mean, and standard deviation.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.001 |
| 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 | 0.000 |
| 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".