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Record W7061891332

The sexual behaviour and sexual health of heterosexual-identifying men who have sex with men: understanding an understudied population to inform public health policy and practice

2022· dissertation· en· W7061891332 on OpenAlexaboutno aff

Bibliographic record

VenueUCL Discovery (University College London) · 2022
Typedissertation
Languageen
FieldEngineering
TopicEngineering Applied Research
Canadian institutionsnot available
Fundersnot available
KeywordsPublic healthReproductive healthPopulationSexual behaviorHuman sexualitySexual identityQualitative researchPopulation health
DOInot available

Abstract

fetched live from OpenAlex

Introduction: Sexual behaviour and identity do not always align. A small but significant proportion of men who have sex with men identify as heterosexual (H-MSM). H-MSM are a challenging population to research, and while their sexual health needs may be complex, these are currently poorly understood. This has important potential consequences for these men, their sexual partners, and the wider population. In this thesis, I use complementary methods to investigate the sexual behaviour and sexual health of H-MSM in high-income countries and consider the implications for public health policy and practice.
\nMethods: I systematically reviewed 43 quantitative and 21 qualitative studies of H-MSM published 2008-2018 to summarise previous research. I harmonised data for 196,426 MSM from cross-sectional surveys conducted 2010-2017 in Australia, Canada, New Zealand and 14 Western European countries, and performed individual participant data meta-analysis to produce robust statistical estimates and associations giving insight into sexual behaviours and sexual health outcomes related to STI/HIV transmission and testing. I conducted 15 semi-structured interviews with H-MSM resident in England, to explore H-MSM’s decision-making regarding STI/HIV prevention and accessing sexual healthcare. 
\nResults: H-MSM were less likely than gay-identifying MSM, and in some cases bisexual-identifying MSM, to report sexual behaviours associated with STI/HIV transmission, or to test for STI/HIV - even among H-MSM reporting greater testing need. Qualitative evidence suggested that H-MSM considered their own health and that of their female partners when making STI/HIV prevention and testing decisions, while lack of information and privacy concerns limited their access to sexual healthcare and STI/HIV prevention. 
\nConclusions: H-MSM are vulnerable to poor sexual health and face specific challenges in accessing sexual healthcare. My work informs novel approaches that might improve engagement between this population and health services to provide effective and holistic healthcare that generates both individual and public health benefits.

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 categoriesMeta-epidemiology (narrow), Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.539
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
Bibliometrics0.0010.001
Science and technology studies0.0020.000
Scholarly communication0.0000.002
Open science0.0000.000
Research integrity0.0000.001
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 head0.048
GPT teacher head0.309
Teacher spread0.261 · 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 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

Citations0
Published2022
Admission routes1
Has abstractyes

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