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Record W4388014775 · doi:10.1177/10497323231198967

Connecting Masculinities to Men’s Illness Vulnerabilities and Resilience

2023· article· en· W4388014775 on OpenAlexafffund
John L. Oliffe

Bibliographic record

VenueQualitative Health Research · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicGender Roles and Identity Studies
Canadian institutionsUniversity of British Columbia
FundersCanadian Institutes of Health ResearchCanada Research ChairsMovember Foundation
KeywordsResilience (materials science)PsychologyVulnerability (computing)Computer securityComputer science

Abstract

fetched live from OpenAlex

Men's illness vulnerabilities and resilience are two predominant and regularly linked constructs in the masculinities and men's health literature. There has been a steady stream of men's strength-based vulnerabilities in the form of illness testimonials amid critiques that such disclosures are mere props for bolstering patriarchal power. The current article presents secondary analyses of case studies with four participants who took part in wide-ranging qualitative health studies to detail diverse connections between masculinities and men's illness vulnerabilities and resilience. Prostate cancer-related vulnerabilities feature in the first case study where Arthur's resilience for reclaiming his erectile function post-prostatectomy mobilizes an objection masculinity contesting his marginality. In the second case study, Chuck's vulnerabilities are conceded as permanent flowing from his severe mental illness, a positionality situating resilience as obligatory for his survival. Here, Chuck embodies a resignate masculinity that accepts but works to manage the harms of his subordinate status. In the aftermath of his young son's suicide, Jack laments that he did not model vulnerabilities. Resilience for understanding his loss influences a reimagined masculinity where Jack contemplates changes to gender norms for his and other men's lives. Lastly, Sami replaces maladaptive actions for dousing vulnerabilities incurred through a partner-initiated separation with resilience for self-growth. Aspiring progress masculinity, Sami deconstructs his emotions and behaviors to positively change how he shows up as a man, father, and partner. The case studies reveal connections between objection, resignate, reimagined, and progress masculinities and men's illness vulnerabilities and resilience to advance empirical, gender theory and methodological insights.

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)0.006
metaresearch head score (Gemma)0.006
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.013
Threshold uncertainty score0.033

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0060.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0100.026
Scholarly communication0.0040.003
Open science0.0010.008
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0040.000

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 head0.482
GPT teacher head0.610
Teacher spread0.128 · 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 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

Citations23
Published2023
Admission routes2
Has abstractyes

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