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Record W4410601052 · doi:10.1080/00918369.2025.2507889

Conducting a Continuing Education Course for Healthcare Professionals on LGBT+ Healthcare Assistance Using a M-Health Solution: A Pilot Study

2025· article· en· W4410601052 on OpenAlexaff
Willian Roger Dullius, Sheila O’Keefe-McCarthy, Lynn McCleary, Daniel Grace, Silvana Alba Scortegagna

Bibliographic record

VenueJournal of Homosexuality · 2025
Typearticle
Languageen
FieldPsychology
TopicLGBTQ Health, Identity, and Policy
Canadian institutionsUniversity of TorontoBrock University
FundersCoordenação de Aperfeiçoamento de Pessoal de Nível Superior
KeywordsWord (group theory)PsychologyLinguisticsSociologyPhilosophy

Abstract

fetched live from OpenAlex

Addressing healthcare disparities within the LGBT+ community necessitates healthcare professionals (HCP) be better prepared to meet healthcare needs of diverse LGBT+ patients. This article aimed to verify the potential of an m-Health application "Over the Rainbow" to improve the knowledge of healthcare providers and evaluate user experiences of the app. We conducted a quantitative, pilot, and usability study involving healthcare students and professionals from both private and public health systems in Brazil. Data were collected via snowball sampling from June to December 2023. The study utilized a sociodemographic questionnaire, the Training Needs Analysis (TNA) tool, a pre- and posttest knowledge questionnaire, and the User Experience Questionnaire (UEQ). A total of 29 participants answered all questions, with the majority identifying as female (89.7%), cisgender (100%), heterosexual (86.2%), most participants were nurses (students, 37.9%, nursing technicians, 24.1%) and from the South region of Brazil (65.5%). Only 13.8% of participants acknowledged having received prior continuing education related to LGBT+ health. The TNA indicated neutral to moderate knowledge background in the LGBT+ area. Regarding the UEQ, participants reported positive experiences with the m-Health application. The continuing education course utilizing an m-Health solution presented an opportunity to enhance competency in caring for LGBT+ individuals within healthcare settings.

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)0.005
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.331
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
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 head0.261
GPT teacher head0.557
Teacher spread0.295 · 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 designObservational
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
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueJournal of HomosexualitySame topicLGBTQ Health, Identity, and PolicyFrench-language works237,207