Federated Learning for Ultra-Rare Disease Research: Navigating the Frontier of Privacy, Scarcity, and Clinical Utility

Section 1: The Paradox of Scarcity and the Promise of Collaboration The advancement of data-driven medicine, particularly through artificial intelligence (AI), has created unprecedented opportunities for understanding, diagnosing, and treating Read More …

The Multimodal Double-Edged Sword: An Investigation into Medical Vision-Language Models and the Amplification of Algorithmic Bias

Introduction: The Convergence of Vision and Language in Medicine The modern healthcare ecosystem is characterized by an explosion of data that is inherently multimodal, encompassing a diverse array of formats Read More …