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Record W2799531544 · doi:10.1177/0706743718762388

Men’s Mental Health: Social Determinants and Implications for Services

2018· review· en· W2799531544 on OpenAlexaffvenue
William Affleck, Victoria Carmichael, Rob Whitley

Bibliographic record

VenueThe Canadian Journal of Psychiatry · 2018
Typereview
Languageen
FieldPsychology
TopicMental Health Treatment and Access
Canadian institutionsDouglas Mental Health University InstituteMcGill University
Fundersnot available
KeywordsMental healthPsychologyPsychiatryClinical psychology

Abstract

fetched live from OpenAlex

Numerous scholars have stated that there is a silent crisis in men's mental health. In this article, we aim to provide an overview of core issues in the field of men's mental health, including a discussion of key social determinants as well as implications for mental health services. Firstly, we review the basic epidemiology of mental disorders with a high incidence and prevalence in men, including suicide and substance use disorder. Secondly, we examine controversies around the low reported rates of depression in men, discussing possible measurement and reporting biases. Thirdly, we explore common risk factors and social determinants that may explain higher rates of certain mental health outcomes in men. This includes a discussion of 1) occupational and employment issues; 2) family issues and divorce; 3) adverse childhood experience; and 4) other life transitions, notably parenthood. Fourthly, we document and analyze low rates of mental health service utilization in men. This includes a consideration of the role of dominant notions of masculinity (such as stubbornness and self-reliance) in deterring service utilization. Fifthly, we note that some discourse on the role of masculinity contains much "victim blaming," often adopting a reproachful deficit-based model. We argue that this can deflect attention away from social determinants as well as issues within the mental health system, such as claims that it is "feminized" and unresponsive to men's needs. We conclude by calling for a multipronged public health-inspired approach to improve men's mental health, involving concerted action at the individual, health services, and societal levels.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.862
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.088
GPT teacher head0.452
Teacher spread0.364 · 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 teacher head, not a consensus.

Study designNot applicable
Domainnot available
GenreReview

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

Citations213
Published2018
Admission routes2
Has abstractyes

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