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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

T. Tongdee

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Open access Aug 2026

When Clinical and Metabolomics Data Work Together: A Comparative Framework for Multimodal Disease Classification across Machine and Deep Learning

A modality-aware comparative framework that enables direct, side-by-side evaluation of clinical-only, metabolomics-only, and combined modeling strategies within a unified pipeline, and reveals that the dominant contributing modality shifted by scenario, reflecting differences in disease context.

K. Wanichthanarak, Kassaporn Duangkumpha, Nichapa Kleebkomut et al. · 0 citations

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