Related Experiment Video
Updated: Jan 5, 2026

Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness
Published on: December 6, 2024
Beyond translation: Engaging with culturally and linguistically diverse consumers
Reema Harrison1, Merrilyn Walton2, Upma Chitkara1
1School of Public Health and Community Medicine, University of New South Wales, Sydney, NSW, Australia.
Background:
In the context of an effective consumer engagement framework, there is potential for health-care delivery to be safer. Consumers from culturally and linguistically diverse (CALD) backgrounds may experience several barriers when trying to engage about their health care, and they are not acknowledged sufficiently in contemporary strategies to facilitate patient engagement.
Methods:
Four focus group discussions were facilitated by bilingual fieldworkers in Arabic, Mandarin, Turkish and Dari in a district of Sydney, Australia that has a high proportion of CALD consumers. Each group included 5-7 health-care consumers who, using a topic guide, discussed their experiences of barriers and facilitators when engaging with health-care services in Australia. Thematic analysis was undertaken to identify, analyse and report patterns in the data.
Results:
In all, 24 consumers participated. Six inter-related themes emerged: navigating the health system; seeking meaningful interpretation; understanding and managing expectations; respectful professional care; accessing services; and feeling unsafe.
Conclusions:
The incorporation of strategies such as professional interpreters and migrant health workers may go some way to addressing the needs of culturally or linguistically diverse consumers and facilitate communication, but do not sufficiently address the range of barriers to consumer engagement identified in this work. Understanding consumer experience in the context of the complex factors that may be associated with poor engagement and poor outcomes such as health literacy, cultural, educational and linguistic background, and health-care setting or condition, may contribute to better understanding about how to deliver quality health care to these patients.
Related Concept Videos
Translation
Translation Produces the Building Blocks of Life
Proteins are...
Translation
Translation is the process of synthesizing proteins from the genetic information carried by messenger RNA (mRNA). Following transcription, it constitutes the final step in the expression of genes. This process is carried out by ribosomes, complexes of protein and specialized RNA molecules. Ribosomes, transfer RNA (tRNA), and other proteins produce a chain of amino acids—the polypeptide—as the end product of translation.
Translation Produces the Building Blocks of...
Improving Translational Accuracy
Improving Translational Accuracy
Ethnic Identity within a Larger Culture
Language and Cognition

