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Record W4386636827 · doi:10.1080/10538720.2023.2253772

Comparing experiences and perceptions of primary health care among LGBT and non-LGBT people: Key findings from Catalonia

2023· article· en· W4386636827 on OpenAlexaff
Montse Subirana-Malaret, León Freude, Jacqueline Gahagan

Bibliographic record

VenueSexual and Gender Diversity in Social Services · 2023
Typearticle
Languageen
FieldPsychology
TopicLGBTQ Health, Identity, and Policy
Canadian institutionsMount Saint Vincent University
FundersInstitut Català de la SalutEuropean Commission
KeywordsKey (lock)Primary carePerceptionPsychologyGender studiesMedicineGerontologySociologyFamily medicineComputer science

Abstract

fetched live from OpenAlex

This study compares the experiences and perceptions of primary health care of respondents who self-identify as Lesbian, Gay, Bisexual, and Transgender (LGBT) with those of respondents who do not. Data were collected through a closed-ended, anonymous online survey in 2018. 468 respondents completed the survey, which included sociodemographic questions, perceptions of respondents’ health status, and their primary health-care experiences. Both LGBT and non-LGBT groups were analyzed, comparing differences and similarities by using univariant analysis and contingency tables. Our results indicate that the primary health-care needs of LGBT people in Catalonia include specific requirements that are not currently being addressed.

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)0.001
metaresearch head score (Gemma)0.002
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.168
Threshold uncertainty score0.335

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0010.000
Open science0.0000.002
Research integrity0.0000.001
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 head0.057
GPT teacher head0.345
Teacher spread0.287 · 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

Citations4
Published2023
Admission routes1
Has abstractyes

Explore more

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