The Characteristics of Buddhist Communities in Violent Situations in the Lower South of Thailand: A Short Case Study
Why this work is in the frame
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Bibliographic record
Abstract
The objective of this study was to observe the characteristics of Buddhist communities in violent situations. We conducted in-depth interviews and a fieldwork survey, and analyzed the data using descriptive analysis. Buddhists represent less than 10 percent of the population in the lower south of Thailand, and killings, murders, car bombings, and violent situations still occur in Pattani, Yala, and Narathiwat provinces. The goal of terrorists there is to reduce the number of Buddhists and drive Buddhists out of the region. From the study, we present four types of Buddhist communities that remain alive in violent situations: Buddhist communities surrounded by Muslim communities, Buddhist households in Muslim communities, large Buddhist communities, and urban Buddhist communities. We conclude that, in the near future, Buddhist communities may be lost in the lower south of Thailand, and peace is the major hope for people of all religions in the lower south of Thailand.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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 it