Is Intimate Partner Violence Associated with Unintended Pregnancy? A Review of the Literature
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
Although a substantial body of literature explores the adverse physical and mental health consequences associated with intimate partner violence, only a limited body of international research has explored the effect of intimate partner violence on women's fertility control. Yet a compelling argument can be made of the indirect mechanism through which the climate of fear and control surrounding abusive relationships could limit women's ability to control their fertility. Lack of fertility control can lead to unintended pregnancies, which are also associated with adverse outcomes for women's and infant health, especially in developing countries. The association between intimate partner violence and unintended pregnancy also suggests serious social effects spawned by a cycle of unintended childbearing in abusive households. Therefore, further investigation is warranted to explore the nature of the association as well as the mechanisms through which these phenomena operate in the United States and in developing countries.
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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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.003 | 0.000 |
| Research integrity | 0.001 | 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