A study of domestic violence against academic working wives in Medan
Bibliographic record
Abstract
English This study describes marital violence committed against wives working in the academic sector in Medan, Indonesia. Male dominance favoured by the patriarchal culture has in.uenced the responses of women. The violence documented is comparable with that experienced by women in other countries. The study also suggests that marital violence is found across socio-economic groups. French Cette étude décrit la violence conjugale subite par des femmes travaillant dans les secteurs académiques à Medan en Indonésie. La dominance masculine favorisé e par des valeurs sociales patriarcales a influencéles réponses des femmes. La violence documentée est comparable à celle éprouvée par des femmes dans d'autres pays. L'étude fournit des preuves que la violence conjugale se produit à travers les strates socio-économiques. Spanish Este estudio describe la violencia doméstica experimentada por mujeres trabajadoras en sectores académicos de Medan, Indonesia. Los valores sociales patriarcales han promovido la dominació n masculina y han tenido influencia en las respuestas de estas mujeres. Los abusos reportados fueron comparables con los experimentados por mujeres de otros países y ofrecen evidencia de que la violencia conyugal tiene lugar en diferentes estratos socio econó micos y niveles educativos.
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".