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Author

Jiajun Qiu

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Review Open access Oct 2026

Deep learning radiomics model for lymph node metastases prediction: a diagnostic study

Background Pancreatic ductal adenocarcinoma (PDAC) frequently exhibits lymph node (LN) metastasis, making early identification of high-risk patients crucial for optimizing treatment strategies. However, robust predictive models and external validation remain limited. This study aimed to develop and validate an artifici...

Yong-Bin Li, Shangdi Wu, Jia-Jun Qiu et al. · 0 citations
Aug 2026

CAT-WSI: Context-Aware Trajectory Learning for Whole-Slide Breast Pathology Segmentation.

CAT-WSI is proposed, a context-aware trajectory learning framework for breast pathology WSI segmentation that organizes patches into structured transverse trajectories across each slide, thereby preserving long-range spatial dependencies while reducing the directional bias and boundary fragmentation inherent in convent...

Jiajun Qiu, Chao-Ran Zhang, Guangjing Yang et al. · 0 citations

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