Connecting Australian Masculinities and Culture to Mental Health: Men’s Perspectives and Experiences
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
Masculinities and culture are intertwined and have significant implications for men’s mental health. This study aimed to explore influences of Australian masculinities and culture on men’s mental health. Five focus groups were conducted with men ( N = 43) living in New South Wales, Australia. Three overarching themes were identified: (1) a history of strength and self-reliance: taketh as we are, she’ll be right, (2) social and geographical divides: surrounded by men but never actually connecting, and (3) male socialisation and generational dissidence: not getting the wisdom from the men that have gone before me. Participants’ perspectives and experiences offer a reference point and lens for understanding challenges and enhancing efforts to promote Australian men’s mental health. Gender transformative program strategies are proposed to promote men’s mental health and help-seeking.
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.
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 | 0.001 | 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)
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