MétaCan
Menu
Back to cohort
Record W3049270929

Perceptions about cultural competency among Speech and Language Therapists in New Zealand

2018· other· en· W3049270929 on OpenAlexaboutno aff
Linda Hand

Bibliographic record

VenueResearchSpace (University of Auckland) · 2018
Typeother
Languageen
FieldSocial Sciences
TopicCultural Competency in Health Care
Canadian institutionsnot available
Fundersnot available
KeywordsPerceptionPsychologyLinguisticsMedical educationMedicine
DOInot available

Abstract

fetched live from OpenAlex

International research has explored SLT practice with culturally and linguistically diverse (CLD) clients. SLT practice and confidence in working with CLD caseloads in Canada, Australia, the UK and the USA is reported to differ according to variables such as SLTs linguistic background, education and caseload demographics. Perceived barriers to service to CLDs include the availability of assessments and other necessary resources, a linguistic mismatch between bilingual SLTs and SLT caseloads and inadequate training in the area of practice to CLDs. This paper presents the results of a research project which explored the beliefs and degrees of confidence reported by SLTs working in New Zealand with CLD clients, via an online survey. The results indicated that in the NZ context overall clinicians appear to have a higher degree of confidence working with a diverse caseload than studies from other countries have reported. Differences between participants related to a range of factors including SLTs bilingual status, their degree of experience in the field, their educational background, and the characteristics of those on their caseload. Possible explanations for the pattern of responses will be discussed. Issues such as shifts in content of training programmes over time, the implications and implementations of te Tiriti o Waitangi, and the makeup of the unique NZ context are raised . The authors discuss the implications of these results for SLT practice in NZ. Finally, we will present possible future directions for the development of cultural competency in NZ practitioners, and directions for further research.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.399
Threshold uncertainty score0.993

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.001
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0080.000

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 head0.026
GPT teacher head0.337
Teacher spread0.311 · 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 designNot applicable
Domainnot available
GenreOther

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
Published2018
Admission routes1
Has abstractyes

Explore more

Same venueResearchSpace (University of Auckland)Same topicCultural Competency in Health CareFrench-language works237,207