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. 2025 May 21;12:1583514. doi: 10.3389/fmed.2025.1583514

Figure 1.

Figure 1

Illustration of DGDN in clinical workflow. Left: real-time support during live endoscopy. Right: retrospective analysis for diagnostic reporting and triage. The multimodal AI model integrates live image input, electronic health records, and clinical dialogue to provide context-aware, interpretable decision support at multiple stages of patient care.