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Record W4282978721 · doi:10.1071/py22020

Improving cultural competence of healthcare workers in First Nations communities: a narrative review of implemented educational interventions in 2015–20

2022· review· en· W4282978721 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.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueAustralian Journal of Primary Health · 2022
Typereview
Languageen
FieldSocial Sciences
TopicCultural Competency in Health Care
Canadian institutionsnot available
Fundersnot available
KeywordsCultural competenceHealth careMedicinePsychological interventionCompetence (human resources)NursingPopulation healthCultural diversityFamily medicineMedical educationPublic healthEconomic growthPsychologyPolitical sciencePedagogy

Abstract

fetched live from OpenAlex

BACKGROUND: Cultural competency is often promoted as a strategy to address health inequities; however, there is little evidence linking cultural competency with improved patient outcomes. This article describes the characteristics of recent educational interventions designed to improve cultural competency in healthcare workers for First Nations peoples of Australia, New Zealand, Canada and the USA. METHODS: In total, 13 electronic databases and 14 websites for the period from January 2015 to May 2021 were searched. Information on the characteristics and methodological quality of included studies was extracted using standardised assessment tools. RESULTS: Thirteen published evaluations were identified; 10 for Australian Aboriginal and Torres Strait Islander peoples. The main positive outcomes reported were improvements in health professionals' attitudes and knowledge, and improved confidence in working with First Nations patients. The methodological quality of evaluations and the reporting of methodological criteria were moderate. CONCLUSIONS: Cultural competency education programs can improve knowledge, attitudes and confidence of healthcare workers to improve the health of First Nations peoples. Providing culturally safe health care should be routine practice, particularly in places where there are concentrations of First Nations peoples, yet there is relatively little research in this area. There remains limited evidence of the effectiveness of cultural education programs alone on community or patient outcomes.

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)0.005
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: Systematic review · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.557
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0050.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0030.001
Bibliometrics0.0010.002
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0010.000

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 head0.213
GPT teacher head0.500
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