Who Is Most at Risk for Intimate Partner 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
Whole population studies on intimate partner violence (IPV) have given contradictory information about prevalence and risk factors, especially concerning gender. The authors examined the 1999 Canadian General Social Survey data for gender patterns of physical, sexual, emotional, or financial IPV from a current or ex-partner. More women (8.6%) than men (7.0%, p = .001) reported partner physical abuse in general, physical IPV causing physical injury (p < .0001), sexual abuse (1.7% vs. 0.2%, p < .0001), and financial abuse (4.1% vs. 1.6%, p < .0001). There were no gender differences for partner emotional abuse. Significant risk factors after multivariate modeling for physical/sexual IPV were younger age, being divorced/separated or single, having children in the household, and poor self-rated physical health. These findings from a large, randomly generated data set further refine our understanding of the risk profile for IPV in the developed world.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.004 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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