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Record W4210357079 · doi:10.1177/15248380211043827

What About the Men? A Critical Review of Men’s Experiences of Intimate Partner Violence

2022· review· en· W4210357079 on OpenAlexafffund
Kelly Scott‐Storey, Sue O’Donnell, Marilyn Ford‐Gilboe, Colleen Varcoe, C. Nadine Wathen, Jeannie Malcolm, Charlene D. Vincent

Bibliographic record

VenueTrauma Violence & Abuse · 2022
Typereview
Languageen
FieldSocial Sciences
TopicIntimate Partner and Family Violence
Canadian institutionsUniversity of British ColumbiaWestern UniversityUniversity of New Brunswick
FundersPublic Health Agency of Canada
KeywordsCINAHLDomestic violencePoison controlSuicide preventionInjury preventionHuman factors and ergonomicsOccupational safety and healthPsychologyAbusive relationshipSocial psychologyMedicinePsychiatryPsychological interventionMedical emergency

Abstract

fetched live from OpenAlex

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.014
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.011
Threshold uncertainty score0.018

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.014
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0030.002
Bibliometrics0.0110.010
Science and technology studies0.0010.001
Scholarly communication0.0020.003
Open science0.0010.001
Research integrity0.0020.001
Insufficient payload (model declined to judge)0.0030.000

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.

Opus teacher head0.096
GPT teacher head0.419
Teacher spread0.323 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreReview

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations200
Published2022
Admission routes2
Has abstractyes

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