Influence of Long-Term Communist Confrontation on Inducing Changes in Society and Musical Culture of Hmong Ethnic Group in Thailand
Bibliographic record
Abstract
The ethnic group ‘Hmong’, the descendants of Chinese ‘Miao’ group who migrated south to reside in Northern Thailand, is known to possess their own unique arts, culture, tradition, and music. However, the influence of social change seemed to largely affect the musical culture of Hmong ethnic, Khao Kho District, Phetchabun Province, in a multifactorial manner. Through different phases of a series of communist wars, the original musical cultures were subjected to the cumulative changes of social contexts, evolving toward modernization, at a great extent. In addition, not only the social changes have had a large impact on the Hmong ethnic’s musical cultures, but also on their ritual performances that require music as its core. This study aimed to elucidate the effect of social changes on musical culture by identifying the key contributing factors that determined Hmong’s musical performances and appreciation based on their historical features.
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 | 0.000 | 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 | 0.001 |
| 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".