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Biography
Aaron is a Research Scientist at the Australian e-Health Research Centre (AEHRC), CSIRO Health & Biosecurity. He leads research in multimodal language modelling for medical image analysis, with a particular focus on radiology report generation and the integration of clinical data. His work combines scientific innovation with clinical translation, co-designing solutions with clinicians to ensure they are rigorous, relevant, and trusted in practice.
Academic Qualifications
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2020
Doctor of Philosophy (PhD)
Griffith University -
2017
Bachelor of Engineering (1st Class Hons, Electronic and Computer)
Griffith University
Achievements and Awards
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2025-2025
Australia’s top 250 researchers in 2025: Top researcher in acoustics and sound
The Australian: Research Magazine -
2025-2025
1st place: BioLaySumm - Radiology Report Generation with Layman’s Terms
BioNLP @ ACL'25 -
2024-2024
1st place: Shared task on Large-Scale Radiology Report Generation
BioNLP @ ACL'24 -
2024-2024
3rd place: Discharge Me! Shared Task on Streamlining Discharge Documentation
BioNLP @ ACL'24 -
2023-2023
1st place: ImageCLEFmedical Caption Prediction task
ImageCLEF @ CLEF'23 -
2022-2022
1st place: ImageCLEFmedical Tuberculosis Caverns Detection Challenge
ImageCLEF @ CLEF'22 -
2022-2022
3rd place: ImageCLEFmedical Caption Prediction task
ImageCLEF @ CLEF'22 -
2022-2022
3rd place: ImageCLEFmedical Concept Detection task
ImageCLEF @ CLEF'22 -
2021-2021
3rd place: ImageCLEFmedical Caption Prediction task
ImageCLEF @ CLEF'21
Current Roles
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Research Scientist
Multimodal Language Models for Medical Image Analysis
Fields of Research
Grants
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2023-2024
Pawsey Partner Merit Allocation Scheme
Professional Areas
We have publications by Dr Aaron Nicolson
Published data & software
We have published items by Dr Aaron Nicolson