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Record W4393952323 · doi:10.32920/25438456

Mental health and structural harm: a qualitative study of sexual minority men’s experiences of mental healthcare in Toronto, Canada

2024· preprint· en· W4393952323 on OpenAlexaboutno aff
Mark Gaspar, Zack Marshall, Ricky Rodrigues, Barry D. Adam, David J. Brennan, Trevor Hart, Daniel Grace

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldPsychology
TopicLGBTQ Health, Identity, and Policy
Canadian institutionsnot available
Fundersnot available
KeywordsMental healthcareHarmMental healthHealth careQualitative researchMental health carePsychologyPsychiatryMedicineGender studiesSociologyPolitical scienceSocial psychologySocial science

Abstract

fetched live from OpenAlex

Compared to the general population, sexual minority men report poorer mental health outcomes and higher mental healthcare utilisation. However, they also report more unmet mental health needs. To better understand this phenomenon, we conducted qualitative interviews with 24 sexual minority men to explore the structural factors shaping their encounters with mental healthcare in Toronto, Canada. Interviews were analysed using grounded theory. Many participants struggled to access mental healthcare and felt more marginalised and distressed because of two interrelated sets of barriers. The first were general barriers, hurdles to mental healthcare not exclusive to sexual minorities. These included financial and logistical obstacles, the prominence of psychiatry and the biomedical model, and unsatisfactory provider encounters. The second were sexual minority barriers, obstacles explicitly rooted in heterosexism and homophobia sometimes intersecting with other forms of marginality. These included experiencing discrimination and distrust, and limited sexual minority affirming options. Discussions of general barriers outweighed those of sexual minority barriers, demonstrating the health consequences of structural harms in the absence of overt structural stigma. Healthcare inaccessibility, income insecurity and the high cost of living are fostering poor mental health among sexual minority men. Research must consider the upstream policy changes necessary to counteract these harms.

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 imitation

Not 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.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.085
Threshold uncertainty score0.614

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.007
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.004
Science and technology studies0.0260.010
Scholarly communication0.0050.002
Open science0.0030.005
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0040.000

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 head0.062
GPT teacher head0.480
Teacher spread0.419 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

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

Citations2
Published2024
Admission routes1
Has abstractyes

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