This narrative review summarizes recent advances in radiomics and AI for organ-specific and systemic disease prediction from localized imaging and outlines key methodological steps, including image acquisition, segmentation, harmonization, feature extraction, model development, validation and clinical translation.
Li-Xia Wang, Yu Shi, Zengtian Deng et al.· Artificial Intelligence in M...· 0 citations
Results show that directional reasoning is substantially more difficult than parallel intersection, highlighting that bridging structured and unstructured information spaces without losing constraints remains a major open challenge for agentic systems.
Ruo-Fan Wu, Pei-Ran Xu, Xiao-Long Li et al.· 0 citations
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