Author

Qing-Yuan Zhang

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Open access Sep 2026

Automated chest X-ray disease screening using large language models and deep convolutional neural networks on the MIMIC-CXR dataset

It is demonstrated that LLMs can be effectively employed to generate supervision labels for medical imaging tasks and that the proposed approach offers a scalable and low-cost solution for preliminary disease screening, particularly in healthcare environments with limited expert availability.

Qing-Yuan Zhang, Pardeep Vasudev, Kezhi Li et al. · Frontiers in Digital Health · 0 citations

Open access 2026

ROI-Guided Echocardiographic Image Analysis and Case Aggregation for Differentiating Atrial and Ventricular Septal Defects

This study implemented strict subject-disjoint partitioning to eliminate data leakage, and simultaneously introduced cross-frame case aggregation to emulate the multi-frame visual synthesis process of expert echocardiographers, suggesting that the proposed workflow has the potential to serve as an adjunctive tool for s...

Tao Zhang, Peipei Zhang, Qing-Yuan Zhang et al. · IEEE Access · 0 citations