Help‐seeking among Male Farmers: Connecting Masculinities and Mental Health
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
Abstract In many ways, male farmers can be considered to be a vulnerable group in relation to mental health, experiencing high rates of suicide, psychological distress and low use of health services. This study highlights important connections between rurality, farming and masculinities in the context of men's mental health. In‐depth interviews with 32 male farmers from Q uebec, C anada were completed focusing on stress and coping strategies. Findings include informal and formal strategies. Many participants had previous positive experience of formal help and would be willing to use such help again and to recommend it to others in need. Those without such experience are sceptical about services but recognise the courage it requires to seek help. Pride and lack of knowledge about services are the main barriers to help‐seeking, but it can be legitimated in certain contexts, such as divorce or other psychosocial crisis, and by alignment with particular male ideals. Role models at national or local levels can also help farmers prioritise their own and their family's wellbeing over stigmas and rigid, traditional masculine ideals. Furthermore, gender‐based strengths and recommendations for practice are also discussed.
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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 | 0.001 | 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