Shashank Chapala

Navigating Artificial Intelligence Ambivalence in Radiology: A Conceptual Review of Cognitive, Professional, and Ethical Tensions in Hybrid Human–Algorithm Decision-Making

Abstract Artificial intelligence (AI) is increasingly embedded within radiological practice, enhancing diagnostic accuracy and efficiency in workflows. Nonetheless, radiologists' engagement with AI is characterized by persistent cognitive, professional, and ethical tensions, beyo...