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. 2025 Aug 11;16:1596408. doi: 10.3389/fneur.2025.1596408

Figure 1.

Illustration of a clinical framework with three stages: (a) Data Acquisition, showing a person with wearable sensors; (b) Multimodal Fusion and Dynamic Medical Graph Construction, depicting data integration; (c) Clinical Interpretability and Decision Support, illustrating analysis with graphs and a clinician.

Illustration of real-world clinical applications of our proposed framework. (a) Data Acquisition – Multimodal data acquisition including wearable sensors, video, and clinical notes. (b) Multimodal Fusion & Dynamic Medical Graph Construction – Integration of multimodal inputs into a graph structure. (c) Clinical Interpretability and Decision Support - Providing interpretable clinical metrics and decision guidance.