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Qin-Ji Yu

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Open access Sep 2026

Large-scale esophageal cancer screening through noncontrast computed tomography and artificial intelligence.

The absence of accurate, noninvasive, scalable screening tools keeps early esophageal cancer (EC) detection a global health challenge. Although noncontrast computed tomography (NC CT) is widely accessible, the esophagus is a hollow tubular structure prone to collapse and motion artifacts, making small early malignant l...

Jian Zhou, Guangyu Guo, Jia-Wen Yao et al. · 0 citations
Preprint Aug 2026

HounsWorld: A Multimodal World Model for Hidden Patient-State Readout, Reconstruction, and Simulation

HounsBench is introduced, a computed tomography (CT) centric patient-state benchmark that unifies these three task families with patient-disjoint splits and per-family metrics, and HounsWorld, a 3B multimodal world model that treats volumetric scans and language as observations of the shared state through Joint Underst...

Yun-Hao Bai, Zhongwei Qiu, Guangyu Guo et al. · 0 citations

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