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Ruoying Ding on Muck Rack

Ruoying Ding

As seen in: Frontiers in Medicine
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Articles

Endostrat: a multicenter study of AI-assisted two-level risk stratification for gastric precancerous and early neoplastic lesion screening

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By Zian Chen, Huihui Ma, Chenxi Yang, Hongwei Hao, Qian Gu, Renzhong Li, Linghui Song, Zhijie Feng, Luwei Jia, Zhixu Lu, Ruoying Ding
| Frontiers in Medicine
Abstract Background: In large-scale endoscopic screening, neoplastic lesions constitute only a small fraction of the cases examined, making detection susceptible to reader fatigue. Most existing AI systems rely on image-level annotations and single-stage classification, limiting patient-level assessment and safety-aware review prioritization.
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