What About the Men? A Critical Review of Men’s Experiences of 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
Intimate partner violence (IPV) is a health problem affecting people of all genders and other social locations. While IPV victimization of cis-gendered women has been widely researched, how men conceptualized or experience IPV victimization, and the variations in their experiences of IPV, has not been thoroughly examined. In this critical review of men's experiences of IPV, an extensive search of peer reviewed literature was conducted using multiple database (Cochrane database, MEDLINE, CINAHL, Embase, PsycgINFO, and Google Scholar) as well as the gray literature. We critically reviewed examining the conceptual foundations of IPV victimization among men. The influence or gender roles and societal expectation on men's experiences and perceptions of IPV victimization and their help-seeking behavior are explored. Current knowledge about types, tactics, and patterns of IPV against men and the health and social consequences of IPV are addresses. Additionally, the conceptual and empirical limitations of current research are discussed, including the tendency to compare only the prevalence rates of discrete incidents of abuse among women versus men; the use of IPV measures not designed to capture men's conceptualizations of IPV; and the lack of attention given to sex and gender identity of both the victim and perpetrator. Future research priorities that address these limitations and seek to strengthen and deepen knowledge about IPV among men are identified.
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 | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.004 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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