Adaptive Multimodal Fusion in Radiology: Dynamic Balancing of Visual Findings and Clinical Context

The automatic detection of thoracic pathologies remains a challenge when the visual evidence present in the chest X-ray (CXR) is subtle, ambiguous, or practically imperceptible, and the available textual information is limited, especially in the early phases of patient care. To address this limitati