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Record W4386051351 · doi:10.1080/18387357.2023.2248299

Mental health of LGBTQ+ people during the COVID-19 pandemic: a scoping review

2023· review· en· W4386051351 on OpenAlexafffund
Christopher Dietzel, Bamidele Bello, Brittany O’Shea, Jessie Cullum, Matthew Numer

Bibliographic record

VenueAdvances in Mental Health · 2023
Typereview
Languageen
FieldPsychology
TopicLGBTQ Health, Identity, and Policy
Canadian institutionsDalhousie University
FundersDalhousie Medical Research Foundation
KeywordsMental healthLonelinessTransgenderPsychologyPandemicMinority stressAnxietySuicidal ideationDistressMental distressSexual orientationPsychiatryClinical psychologyMedicineCoronavirus disease 2019 (COVID-19)Sexual minoritySuicide preventionPoison controlSocial psychologyEnvironmental health

Abstract

fetched live from OpenAlex

Objective The purpose of this study was to analyse available literature on the mental health of LGBTQ+ people during the COVID-19 pandemic.Methods For this scoping review, six electronic databases were searched in three broad topic areas (the COVID-19 pandemic, LGBTQ+ people, mental health) in April 2022. The search yielded 4,285 studies, and after screening them, 61 studies were included in the final review, which were thematically analysed.Results Results were organised according to four themes: comparative effects of the pandemic on LGBTQ+ and heterosexual cisgender people’s mental health; mental health impacts; differences in the mental health among LGBTQ+ people; and protective and risk factors. LGBTQ+ people’s mental health was disproportionately impacted by the pandemic, particularly when compared to heterosexual and cisgender people. Some sub-populations of LGBTQ+ people were impacted more than others, such as bisexual, transgender, non-binary, and gender-diverse people. Depression, anxiety, and stress/distress were the most salient mental health issues, though loneliness, suicidal ideation, self-harm, and COVID-related fears were also prevalent. LGBTQ+ people used substances, social media, dating apps, and pornography to cope with the pandemic.Discussion Gaps in the literature and study limitations are identified, and recommendations for policy, health services, and future research are offered.

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)0.004
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.802
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.000
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0030.000
Bibliometrics0.0000.002
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.173
GPT teacher head0.581
Teacher spread0.408 · 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 designSystematic review
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

Citations13
Published2023
Admission routes2
Has abstractyes

Explore more

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