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Authors
Alsharid, Mohammad
Guo, Xiaoqing
Men, Qianhui
Saha, Pramit
Mishra, Divyanshu
Ahuja, Rahul
Ouyang, Cheng
Noble, J. Alison
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Funding
Funding for this research was provided by:
UK Research and Innovation (EP/X040186/1 (Turing AI Fellowship: Ultra Sound Multi-Modal Video-based Human-Machine Collaboration))
UK Research and Innovation (EP/X040186/1 (Turing AI Fellowship: Ultra Sound Multi-Modal Video-based Human-Machine Collaboration))
UK Research and Innovation (EP/X040186/1 (Turing AI Fellowship: Ultra Sound Multi-Modal Video-based Human-Machine Collaboration))
Engineering and Physical Sciences Research Council (EP/T028572/1, VisualAI)
Engineering and Physical Sciences Research Council (EP/T028572/1, VisualAI)
InnoHK-funded Hong Kong Centre for Cerebro cardiovascular Health Engineering
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Article History
Received: 26 March 2025
Accepted: 8 November 2025
First Online: 24 November 2025
Competing interests
: Alison Noble is a senior consultant to Intelligent Ultrasound Ltd, with the consultancy managed by Oxford University Innovation. This connection did not motivate or influence this work in any way, which was conducted independently and as part of her university academic research. Alison Noble is a Trustee of Health Data Research UK, the UK national institute for health data science. HDRUK did not contribute to the paper. We declare no other competing interests.
