Qi Zhang

Clinically Meaningful Multimodality in Medical AI : Complementarity, Redundancy, and Conflict Across Clinical Data Streams

Multimodal artificial intelligence (AI) increasingly integrates imaging, pathology, omics, electronic health records, clinical text, and physiological signals. However, multimodality is often defined by the number of input types, leaving unclear when additional data improve a clinical decision, duplicate available ev...