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Record W6959280191 · doi:10.6084/m9.figshare.c.6751018

Knowledge, behaviours, and training related to 2SLGBTQIA+ health education amongst entry-level physiotherapy students in Canada: results of a nationwide, cross-sectional survey

2023· other· en· W6959280191 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueFigshare · 2023
Typeother
Languageen
FieldMaterials Science
TopicX-ray Diffraction in Crystallography
Canadian institutionsMcMaster UniversitySt Joseph's Health CareUniversity of AlbertaQueen's UniversityWestern University
Fundersnot available
KeywordsFeelingAccreditationLogistic regressionHealth careTraining (meteorology)Computer-assisted web interviewingSexual orientation

Abstract

fetched live from OpenAlex

Abstract Background Individuals who identify as 2SLGBTQIA+ report worse health outcomes than heterosexual/cisgender counterparts, in part due to poor experiences with healthcare professionals. This may stem from inadequate 2SLGBTQIA+ health and inclusiveness training in health professional student education. The purpose of the study was to evaluate knowledge, behaviours, and training related to 2SLGBTQIA+ health education and inclusiveness for entry-level physiotherapy students in Canada. Methods We conducted a nationwide, cross-sectional survey with physiotherapy students from accredited Canadian physiotherapy programs. We administered the survey through Qualtrics and recruited students through targeted recruitment emails and social media posts on Twitter and Instagram between August and December 2021. Survey responses are reported as frequencies (percentage). We also completed multivariable logistic regressions to evaluate associations among question responses related to working with 2SLGBTQIA+ individuals (i.e., communication, feeling prepared and assessment competency). Covariates included training hours (< 10/10 + hours) and 2SLGBTQIA+ identity (yes/no). Results A total of 150 students responded to the survey, with 35 (23%) identifying as 2SLGBTQIA+ . Many students felt confident in communicating effectively with clients who identify as 2SLGBTQIA+ (69%). However, only half (47%) felt comfortable assessing clients who identify as 2SLGBTQIA+ . Routine practice of inclusive behaviours such as using pronouns, considering identities are fluid and a patient’s gender identity and/or sexual orientation may shift from one visit to the next, and considering trauma-informed care practices were reported from less than half of the students (< 45%). Around 29% of students reported no 2SLGBTQIA+ training in their physiotherapy program, while 47% reported 0–10 hours, and 24% reported 10 + hours of training. Students with 10 + hours of training had 92% higher odds of feeling competent in assessing 2SLGBTQIA+ clients, compared to those with < 10 hours of training. Conclusions Entry-level physiotherapy students in Canada show a lack of understanding and awareness for 2SLGBTQIA+ health and inclusive behaviours which can meaningfully impact patient experience. Students report feeling incompetent when working with 2SLGBTQIA+ patients, which may be associated with lack of 2SLGBTQIA+ training in their programs. Greater efforts and attention towards increasing 2SLGBTQIA+ health education and inclusivity in Canadian entry-level physiotherapy programs is critically needed.

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.

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)0.000
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Dataset · Consensus signal: none
Teacher disagreement score0.818
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0160.000

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 head0.073
GPT teacher head0.385
Teacher spread0.312 · 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