MétaCan
Menu
Back to cohort
Record W4200053218 · doi:10.1177/0306624x211065584

Nonconsensual Sexual Experience Histories of Incarcerated Men: A Mixed Methods Approach

2021· article· en· W4200053218 on OpenAlexaffabout
Raymond M. McKie, Shulamit Sternin, Chelsea D. Kilimnik, Drake Levere, Terry P. Humphreys, Alyna Reesor, Elke D. Reissing

Bibliographic record

VenueInternational Journal of Offender Therapy and Comparative Criminology · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicSexual Assault and Victimization Studies
Canadian institutionsCanadian Armed ForcesTrent UniversityUniversity of British ColumbiaUniversity of Ottawa
Fundersnot available
KeywordsMental healthPsychologySample (material)PopulationClinical psychologyQualitative researchPsychiatryMedicineEnvironmental health

Abstract

fetched live from OpenAlex

Nonconsensual sexual experiences (NSEs) may contribute to mental health concerns among incarcerated individuals, yet NSEs are understudied in this population. This study takes a novel approach in examining the prevalence of NSEs among incarcerated males by utilizing both quantitative and qualitative measures. The sample consisted of 189 men from three provincial maximum-security prisons in Ontario, Canada. Based on quantitative findings, 44.2% of the sample experienced NSEs before the age of 18, and 41.7% of the sample endorsed an experience that fit the legal definition of a NSEs as adults. Participants also responded to a qualitative open-ended question about their history of NSEs. Based on qualitative findings, a total of 23% of the men reported at least one incident of a NSE (e.g., child and adult). Based Findings highlight the high prevalence of NSEs among incarcerated men with quantitative responses demonstrating how the use of a behavioral questionnaire may, to some extent, correct for underreporting of NSEs. Qualitative responses illustrate the lived experience of incarcerated men and provide a deeper understanding of their NSEs. Responses also speak to the lack of resources and support available to these men. Findings underscore the need for proactive approaches in meeting mental health needs of incarcerated men in general and with regard to NSEs in particular. Results may inform the development of future correctional procedures (i.e., intake protocols that account for men with NSEs) and resources to support incarcerated men in navigating the psychological impact of non-consensual sexual experiences.

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)0.000
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: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.147
Threshold uncertainty score0.357

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.432
GPT teacher head0.475
Teacher spread0.043 · 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 designQualitative
Domainnot available
GenreEmpirical

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

Citations2
Published2021
Admission routes2
Has abstractyes

Explore more

Same venueInternational Journal of Offender Therapy and Comparative CriminologySame topicSexual Assault and Victimization StudiesFrench-language works237,207