Strategies for mitigating data heterogeneities in AI-based neuro-disease detection

Abstract

In this NeuroView, we discuss challenges and best practices when dealing with disease-detection AI models that are trained on heterogeneous clinical data, focusing on the interrelated problems of model bias, causality, and rare diseases.