The overall framework pipeline of the proposed bionic wearable ECG system with multimodal large language models. (IMAGE)

Beijing Institute of Technology Press Co., Ltd

The overall framework pipeline of the proposed bionic wearable ECG system with multimodal large language models.

Caption

The workflow illustrates data acquisition from wearable sensors, hierarchical temporal feature extraction at multiple granularities, multimodal alignment with clinical text knowledge, and dual-task prediction for ischemia detection and reperfusion risk stratification.

Credit

Dong Deng, School of Pharmaceutical Science, Guangzhou University of Chinese Medicine.

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