Author

Bailiang Jian

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Review Aug 2026

Unified-protocol voxel-level pulmonary embolism annotations for three public CT angiography datasets

Reliable clot-volume quantification and subsequent risk assessment in pulmonary embolism depend on precise segmentation of emboli on computed tomography pulmonary angiography. Deep learning models for this task must be trained on accurate voxel-level labels. The three public datasets that provide such labels were annot...

Qihang Sun, Zhong-Xiao Liu, Bailiang Jian et al. · 0 citations

Open access Jul 2026

Addressing benchmarking gaps in large language models for health and medicine with dynamic red-teaming

A Dynamic, Automatic and Systematic red-teaming audit framework that continuously stress-tests LLMs for health across four safety-critical axes: robustness, privacy, bias and hallucination, which provides a scalable framework for surfacing latent risks before such systems are deployed in consumer-facing health assistan...

Jiazhen Pan, Bailiang Jian, Paul Hager et al. · Nature Health · 0 citations