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Department of Anatomic Pathology and Laboratory Medicine, Hospital of the University of Pennsylvania, PA, USA, Department of Pathology and Laboratory Medicine, University of California, San Francisco, CA, USA
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Proprietary MLLMs may achieve high diagnostic accuracy, but they still struggle with reliable clinical reasoning, revealing significant gaps in their practical utility.
MixTIME reveals that integrating diverse image modalities can significantly enhance the precision of immune biomarker predictions in oncology, outperforming traditional single-modality approaches.
