Dr Jinghui Liu

Jinghui is a CERC Postdoctoral Research Fellow at CSIRO’s Australian e-Health Research Centre. His research investigates the application of Natural Language Processing (NLP) and Large Language Models (LLMs) to analyse and interpret diverse healthcare data, aiming to improve clinical decision-making. A primary challenge being addressed is integrating different types of clinical data, encompassing both measurements and clinical text, through multimodal modeling and innovative LLM applications. By examining clinical notes and other sources, the research seeks to empower clinicians with valuable insights to enhance care decisions.

One key focus area is developing data-driven approaches to understand and minimise antimicrobial resistance (AMR). This involves creating an analysis platform for electronic health records that leverages the power of LLMs to support clinical decision-making regarding prescriptions, promote antimicrobial stewardship, and analyse AMR patterns.