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PharyTriFuse: Knowledge- and LLM-Augmented Deep Learning for Bacterial Pharyngitis Detection from Smartphone Throat Images

Bacterial pharyngitis requires timely antibiotic treatment, whereas most non-bacterial cases are self-limited; diagnostic errors may therefore lead to missed infections or unnecessary antibiotic use. This study proposes PharyTriFuse, a multimodal framework that integrates throat-image analysis with large language model...