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Updated: Feb 15, 2026

Whole-body PET/MRI of Pediatric Patients: The Details That Matter
Published on: December 19, 2017
Matters Arising: Near-identical images, not foundation models, explain purported re-identification of patients from
Justin Engelmann1,2, Siegfried K Wagner3,4, Yukun Zhou3,4
1Institute of Ophthalmology, University College London, London, UK. j.engelmann@ucl.ac.uk.
Abstract:
Nebbia et al. 1 report that foundation models enable re-identification of patients in medical imaging datasets, given a known medical image of the same type of targeted individual. They postulate that this is due to the ability of foundation models to identify attributes such as age, sex or ethnicity of a person from said imaging and identify this as a risk stemming from medical foundation model research.
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