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C. Liu

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Review Open access Oct 2026

Reinforcement learning with GSPO enables vision language model (VLM) to detect structural heart disease from 12-lead electrocardiography

Convolutional neural networks (CNNs) enable the detection of structural heart disease (SHD) from 12-lead electrocardiography (ECG). However, the subtle ECG features identified by CNNs are generally not interpretable by humans and are not translatable into new diagnostic markers for clinicians to adopt. To...

W. Wong, C. Liu, C. Y. Leung et al. · 0 citations

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