Causes of Domestic Violence between Thai Muslim Married Couples in Satun Province
Why this work is in the frame
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Bibliographic record
Abstract
The objectives of this qualitative study were to investigate causes of domestic violence between Thai Muslimmarried couples in Satun Province. The data were collected through in-depth interviews with three groups of keyinformants in Satun Province consisting of 1) twenty women facing domestic violence who were admitted inSatun Hospital through the One Stop Crisis Center (OSCC), 2) fifteen married husbands and wives usingdomestic violence recommended by the Community Mosque Committee, and 3) ten religious leaders. To analyzethe data, content analysis was performed using logical comparison with concepts, theories, and research coupledwith the context. It was found that domestic violence between Thai Muslim married couples in Satun Provincestemmed from five important causes. 1) jealousy and suspicions, 2) alcohol and drug abuse, 3) lack of physicaland mental readiness for building their own family, 4) lack of activities contributing to caring and understandingin the family, and 5) husbands’ values and belief in male dominance.
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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 | 0.002 | 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 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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