“People say men don’t talk, well that’s bullshit”: A focus group study exploring challenges and opportunities for men’s mental health promotion
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
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.
- Candidate categories
- Science and technology studies
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: QualitativeConsensus signal: Qualitative
- Genre
- Candidate signal: EmpiricalConsensus signal: Empirical
- Teacher disagreement score
- 0.107
- Threshold uncertainty score
- 0.999
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| 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)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.033 · how far apart the two teachers sit on this one work
- Validation status
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
Abstract
Men's mental health promotion presents unique challenges including gender-related barriers and stigmas, which demand novel approaches to prevention, treatment, and management. The aim of this study was to explore men's perceptions of mental health and preferences for mental health promotion. Seven focus groups (N = 59) were conducted in Sydney, Australia, including 5 groups of men (M = 50.65, SD = 13.75 years) and 2 groups of stakeholders who had frontline experience working with men (e.g., men's groups, health clubs, mental health advocates). Data were analysed using thematic analysis and interpreted using a gender relations approach to explore connections between gender roles, relations and identities, and men's mental health. Three overarching themes were identified; (1) Roles, identities, and the conceptualisation and concealment of mental health challenges, revealing challenges to mental health promotion related to perceptions of men's restrictive emotionality and emotional awareness as well as difficulties with conceptualising the internalised experiences of mental health, (2) Constraining social contexts of stigma and gender relations, identifying how social context and the policing of gender roles often obscured opportunities for discussing mental health and help-seeking behaviour, (3) Anchoring mental health promotion to acceptable lifestyle practices, highlighting potential remedies included leveraging men's social practices related to reciprocity, normalising mental health promotion relative to other behaviours, and embedding mental health promotion within acceptable masculine practices. Discussed are directions for men's community-based mental health promotion and opportunities for how masculinities may be negotiated and expanded to embody mental health promoting values.
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.
The record
- Venue
- PLoS ONE
- Topic
- Gender Roles and Identity Studies
- Field
- Social Sciences
- Canadian institutions
- University of British Columbia, Okanagan CampusUniversity of British Columbia
- Funders
- National Health and Medical Research CouncilUniversity of MelbourneUniversity of Technology SydneyBeyond BlueMedical Research CouncilAustralian Government
- Keywords
- Mental healthHealth promotionThematic analysisFocus groupPsychologyContext (archaeology)Promotion (chess)Middle Eastern Mental Health Issues & SyndromesSocial psychologyQualitative researchMental health lawMedicinePublic healthSociologyPsychiatryNursingPolitical scienceSocial science
- Has abstract in OpenAlex
- yes