Nature

Enhancing chronic disease management: hybrid graph networks and explainable AI for intelligent diagnosis

With the accelerating trend of global aging, chronic diseases in old age have become a major health challenge in the world today. Chronic diseases in older adults are long-term health problems whose ...
Nature

Collaborative weighting in federated graph neural networks for disease classification with the human-in-the-loop

The authors introduce a novel framework that integrates federated learning with Graph Neural Networks (GNNs) to classify diseases, incorporating Human-in-the-Loop methodologies. This advanced ...
EurekAlert!

Graph transformer model advances disease comorbidity prediction with subgraph-aware encoding

Comorbidity—the co-occurrence of multiple diseases in a patient—complicates diagnosis, treatment, and prognosis. Understanding how diseases connect at a molecular level is crucial, especially in aging ...