Author

Li He

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Review Open access Jul 2026

Predictive models for intestinal obstruction: from clinical scores to artificial intelligence

The field is moving from static, single-modality scores toward dynamic, multimodal decision-support systems, and many studies remain retrospective, single-center, and incompletely externally validated.

Zehao Liu, Li He, Qiangqiang Zhang et al. · Frontiers in Surgery · 0 citations

Jul 2026

S1-Omni: A Unified Multimodal Reasoning Model for Scientific Understanding, Prediction, and Generation

S1-Omni is trained on S1-Omni-Corpus, which covers 200 scientific tasks and contains millions of reasoning samples, and is evaluated on over 60 scientific benchmarks, providing a practical path toward unified scientific modeling.

Jiahao Zhao, Junyi Liu, Lifeng Xu et al. · arXiv.org · 0 citations