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Record W3043835293 · doi:10.3138/jmvfh-2019-0052

Same-sex sexual violence in the military: A scoping review

2020· review· en· W3043835293 on OpenAlexvenueno aff
Lauren Godier‐McBard, Michelle L. Johnson Jones

Bibliographic record

VenueJournal of Military Veteran and Family Health · 2020
Typereview
Languageen
FieldSocial Sciences
TopicSexual Assault and Victimization Studies
Canadian institutionsnot available
Fundersnot available
KeywordsMilitary serviceSexual violenceContext (archaeology)PsychologyMilitary personnelVulnerability (computing)CriminologyInclusion (mineral)DemographyPolitical scienceSocial psychologyGeographySociologyComputer securityLaw

Abstract

fetched live from OpenAlex

Introduction: Sexual violence (SV) is a globally prevalent issue, and the majority of research focuses on the historical view of SV as an act perpetrated by men against women. Same-sex sexual violence (SSSV) incidents represent a small proportion of recorded sexual offences, and therefore prevalence and consequences of this have received little attention. Male-dominated occupations, such as the military, are associated with higher rates of SV and data points to a particular vulnerability to SSSV of male service personnel (SP). Methods: This review aims to map the literature pertaining to SSSV in the military. A comprehensive scoping review methodology was adopted, following a rigorous accepted framework. Four databases were searched for English language, peer-reviewed, original research papers that were focused on SSSV in the military context. Results: Eleven papers were identified that met the criteria for inclusion; 10 originated from the United States and one from South Korea. Themes identified included prevalence and nature of SSSV in the military, characteristics of survivors and perpetrators, barriers to reporting, and the outcomes associated with SSSV in the military. Discussion: The evidence that does exist suggests that male SP are particularly at risk of SSSV, and experience poorer psychological and social outcomes due to SSSV compared to female SP and those who experience opposite-sex sexual violence (OSSV). More research is required internationally to provide accurate and up-to-date estimates of prevalence, and to account for cultural and structural differences in military organizations.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.005
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.942
Threshold uncertainty score0.797

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0020.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.147
GPT teacher head0.448
Teacher spread0.301 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designOther design
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

Citations8
Published2020
Admission routes1
Has abstractyes

Explore more

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