Domestic and Marital Violence Among Three Ethnic Groups in Nigeria
Why this work is in the frame
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Bibliographic record
Abstract
There is evidence that between half and two thirds of Nigerian women have experienced domestic violence, and that this is higher in some ethnic groups than others. Yet, studies that examine the ethnic dimensions of domestic and marital violence are conspicuously missing in the literature. We fill this void using data from the Nigeria Demographic and Health Survey. Results indicate significant ethnic differences with Igbo women more likely to have experienced sexual and emotional violence compared with Yoruba women. Hausa women were however significantly less likely to experience physical and sexual violence but not emotional violence, compared with Yoruba women. Women with domineering husbands were significantly more likely to experience physical, sexual, and emotional violence. Similarly, those who thought wife-beating was justified were more likely to experience all three types of violence. The independent effects of ethnicity on domestic violence suggests that specific interventions may be needed for women belonging to different ethnic groups if the problem of domestic violence is to be dealt with effectively in Nigeria.
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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 | 0.001 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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 it