Gender and the Transmission of Risk: A Prospective Study of Adolescent Girls Exposed to Maternal Versus Paternal Interparental Violence
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
Violence perpetrated by young women typically occurs in close relationships. This study assessed the impact of exposure to interparental violence ( IPV ) on girls' perpetration of violence within romantic relationships and examined whether this relationship was mediated through sensitivity to interpersonal rejection ( RS ). Exposure to maternal IPV predicted girls' romantic partner aggression in adolescence and 5 years later in young adulthood. Additionally, girls high on RS were at increased risk of aggression in romantic relationships in adolescence and young adulthood. RS mediated the relationship between IPV and levels of romantic partner aggression in adolescence, but not into young adulthood. These effects remained stable even when paternal IPV and other forms of parental abuse were controlled.
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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 | 0.006 | 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 | 0.000 |
| 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 it