Nature

Context matters in machine learning based disease prediction with insights from diverse clinical and symptom data

21 May 2026 Editor's Note: The Editorial team is currently investigating questions raised about the data presented in the article. We will update readers once we have further information and all ...
The Scientist

Flawed Kaggle Datasets Used in Clinical Models Spark Retractions

Scrolling through an online image dataset, Adrian Barnett, a statistician at the Queensland University of Technology in Australia, pointed out a few familiar faces. Sylvester Stallone as Rambo, and ...
Nature

A novel approach for assessing fairness in deployed machine learning algorithms

Fairness in machine learning (ML) emerges as a critical concern as AI systems increasingly influence diverse aspects of society, from healthcare decisions to legal judgments. Many studies show ...