Nature Medicine is the premier journal for biomedical research. Respected internationally for the quality of its papers on areas ranging from infectious disease to cancer and neurodegeneration, Nature Medicine aims to bridge the gap between basic res
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Demographic bias in misdiagnosis by computational pathology models

Nature Medicine, Published online: 19 April 2024; doi:10.1038/s41591-024-02885-zIn a series of clinically relevant tasks in computational pathology, AI-driven models display marked performance disparities across demographic groups, which can only partially be mitigated by self-supervision on large training datasets and existing debiasing techniques.

Fri Apr 19, 2024 20:07
Using unlabeled data to enhance fairness of medical AI

Nature Medicine, Published online: 19 April 2024; doi:10.1038/s41591-024-02892-0AI models for tasks such as pathology and dermatology struggle to generalize to new patient groups or hospitals that they were not trained on; learning more robust features from unlabeled data could prevent overfitting to the training distribution and thereby increase fairness.

Fri Apr 19, 2024 20:07

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