Author

Bingqing Zhang

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Open access Sep 2026

Automatic segmentation of tophi in ultrasound images based on deep learning: a feasibility study

Tophi are crucial for the assessment and treatment monitoring of gout. Musculoskeletal ultrasound serves as an important complementary tool to physical examination of tophi. However, its clinical utility is limited by operator dependency, the need for tedious manual delineation, and the difficulty in identifying...

Yu-Ming Shao, Xin Cheng, Xiao-Yi Yan et al. · BMC Medical Imaging · 0 citations

Open access Mar 2026

Evaluating Large Language Model-Based Automated Scoring in a Voice-Based Virtual Standardized Patient Platform for Medical Students: A Cross-Sectional Agreement Study.

LLM-based scoring in a VSP showed moderate agreement with faculty ratings, performing better for information gathering than for communication, and is suitable for formative use and enhanced sampling in programmatic assessment, but not for independent high-stakes summative decisions.

Xiao-Xing Gao, Xiaoming Huang, R. Hu et al. · JMIR Medical Education · 0 citations