Strategic masculinities: Vulnerabilities, risk and the production of prison masculinities
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
Expressions of masculinity in prison are most often characterized as being structured in response to an environment that encourages displays of stoicism, bravery, physical prowess and violence/aggression. However, we found that the antagonistic, precarious and risk-prone environment of the prison shapes prisoners’ behaviours and the constitution of ‘normative’ and hegemonic masculinities in more nuanced ways than prior research suggests. Drawing on in-depth interviews with 56 male parolees, we explored how these men perceived and responded to risk while incarcerated, as well as how prison masculinities are linked with experiences and management of risk to their personal (legal, physical and emotional) safety. In this article, we focus on how prisoners mobilized and negotiated their masculine subjectivities to handle the uncertainty of imprisonment and the various risks they encountered in prison. We argue that penal risks and prison masculinities are mutually constitutive; risk is linked to perceptions of physical and emotional vulnerability, which shape prisoners’ masculine embodiment. Simultaneously, prisoners try to respond to uncertainty and perceived risk in ways that present their masculinity as empowered rather than submissive. Our findings advance the conceptualization of prison and hegemonic masculinities, penal environments and risk/uncertainty.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.009 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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