Critical Issues in Men’s Mental Health
Bibliographic record
Abstract
This narrative review highlights key issues in men's mental health and identifies approaches to research, policy and practice that respond to men's styles of coping. Issues discussed are: 1) the high incidence of male suicide (80% of suicide deaths in Canada, with a peak in the mid-50 s age group) accompanied by low public awareness; 2) the perplexing nature of male depression, manifesting in forms that are poorly recognised by current diagnostic approaches and thus poorly treated; 3) the risky use of alcohol among men, again common and taking a huge toll on mental and physical health; 4) the characteristic ways in which men manage psychological suffering, the coping strengths to be recognised, and the gaps to be addressed; 5) the underutilization of mental health services by men, and the implication for clinical outcomes; and 6) male-specific approaches to service provision designed to improve men's accessing of care, with an emphasis on Canadian programs. The main conclusion is that a high proportion of men in Western society have acquired psychological coping strategies that are often dysfunctional. There is a need for men to learn more adaptive coping approaches long before they reach a crisis point. Recommendations are made to address men's mental health through: healthcare policy that facilitates access; research on tailoring interventions to men; population-level initiatives to improve the capacity of men to cope with psychological distress; and clinical practice that is sensitive to the expression of mental health problems in men and that responds in a relevant manner.
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 imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.020 | 0.039 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.005 | 0.015 |
| Scholarly communication | 0.009 | 0.010 |
| Open science | 0.003 | 0.005 |
| Research integrity | 0.010 | 0.012 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".