Abstract: Highlights•Patient re-identification from digital pathology slides is feasible, with limitations.•Higher accuracy is observed for slides originating from the same tumor.•Deep learning models for patient re-identification pose a threat to patient privacy.•Proposed a risk assessment scheme for evaluating patient privacy risks before publishing data.
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