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Record W4402588836 · doi:10.1177/14713012241284691

Safer dementia care spaces: Perspectives from LGBTQ+ people with cognitive impairment and caregivers

2024· article· en· W4402588836 on OpenAlexaff
Arne Stinchcombe, Jeremy Oueis, Kimberley Wilson, David Wright

Bibliographic record

VenueDementia · 2024
Typearticle
Languageen
FieldPsychology
TopicLGBTQ Health, Identity, and Policy
Canadian institutionsUniversity of GuelphUniversity of Ottawa
FundersAlzheimer's Society
KeywordsDementiaSAFERCognitive impairmentPsychologyCognitionGerontologyMedicinePsychiatryDiseaseComputer security

Abstract

fetched live from OpenAlex

The number of caregivers and people living with dementia and other related forms of cognitive impairment is increasing worldwide. Compared to heterosexual and cisgender individuals, studies suggest that lesbian, gay, bisexual, queer, or other sexual and/or gender minority people (LGBTQ+) are at a higher risk for known risk factors for cognitive impairment and dementia, stemming from minority stress experiences. Limited research has explored the distinct obstacles that LGBTQ+ people with cognitive impairment and caregivers encounter, especially within dementia care. The purpose of this study was to deepen our understanding regarding LGBTQ+ people with cognitive impairment and caregivers’ experiences with dementia care spaces, and to identify the strategies that they perceive as effective in creating safer and more inclusive spaces. Fourteen LGBTQ+ participants aged 27–78 ( M = 58.07), consisting of two individuals with cognitive impairment and 12 caregivers, were interviewed about the care needs of LGBTQ+ people with cognitive impairment and caregivers, and their experiences with dementia care spaces. Using reflexive thematic analysis, we identified three overarching themes from the data, indicating that LGBTQ+ people with cognitive impairment and caregivers feel left “on the margins” of dementia care and express a desire for their identities to be celebrated and recognized. Additionally, they proposed recommendations for policy change to foster safer and more inclusive spaces for dementia care. The findings call attention to the negative experiences of LGBTQ+ people with cognitive impairment and caregivers with dementia care, but also highlight the ways in which care practices can be transformed to effectively address their care needs.

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)0.008
metaresearch head score (Gemma)0.010
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 score0.043
Threshold uncertainty score0.085

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.010
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0160.010
Scholarly communication0.0050.005
Open science0.0020.008
Research integrity0.0020.005
Insufficient payload (model declined to judge)0.0020.000

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 head0.011
GPT teacher head0.305
Teacher spread0.294 · 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

Citations6
Published2024
Admission routes1
Has abstractyes

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