Intimate Partner Violence and the Sexual and Reproductive Health Outcomes of Women in Ghana
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Few studies have examined the relationships between intimate partner violence (IPV) and the sexual and reproductive health outcomes of women in sub-Saharan countries in general and Ghana specifically. This study began to fill the gap by investigating whether individual- and community-level IPV influenced unwanted pregnancy and pregnancy loss among women in Ghana. Nationally representative cross-sectional data were collected from 2,289 ever-married women, and multilevel modeling was used to estimate individual- and community-level effects. At the individual level, IPV was significantly associated with unwanted pregnancy and pregnancy loss. Women with experience of both physical and sexual violence were more likely to have reported an unwanted pregnancy and a pregnancy loss. However, only those experiencing sexual violence reported unwanted pregnancies. Similarly, community-level IPV was associated with sexual health outcomes. Respondents in communities with higher levels of sexual violence were significantly more likely to have had unwanted pregnancies. The findings corroborate calls for policy makers to consider IPV a reproductive health issue. They also emphasize the need to move beyond individual-level interventions to consider structural and community contexts when addressing the sexual and reproductive health outcomes of women in Ghana.
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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 | 0.003 | 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 | 0.000 |
| 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