Angus Nicolson
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angusjnic.bsky.social
Angus Nicolson
@angusjnic.bsky.social
PostDoc at the Medical University of Innsbruck in the Digital Cardiology Lab. Prev Uni of Oxford DPhil.
Future work must understand this variability, and design explanation formats that provide more consistent responses.

Thanks for my co-authors: Elizabeth Bradburn, @yaringal.bsky.social, @profaris.bsky.social , J. Alison Noble.

Paper: www.nature.com/articles/s41...
November 17, 2025 at 4:02 PM
We found that AI predictions significantly reduced clinician error.

But adding explanations gave no further significant reduction.

Explanations also had no significant effect on self-reported trust or reliance.

Critically, while some clinicians improved with explanations, others performed worse.
November 17, 2025 at 4:02 PM