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Open access Oct 2026

AGDE-Net: a lightweight attention-guided dual-encoder network for tumor core and peritumoral edema segmentation in adult glioma

Glioma is a malignant primary brain tumor arising from glial cells, often resulting in fatal outcomes without timely treatment. Accurate and reliable tumor segmentation is essential for clinical decision-making and therapeutic evaluation. This study aims to develop an efficient and precise framework that improves bound...

Zi-Chun Zhou, Hui-Ling Liu, Min Wang et al. · 0 citations
Open access Sep 2026

Development of a Framework for Evaluating Large Language Model Safety and Reliability: a Proof-of-Concept Evaluation

In this single-centre proof-of-concept, aggregate accuracy was insufficient for safety characterisation: models with indistinguishable mean accuracy carried different catastrophic-failure tiers and reproducibility profiles.

Fang-Yan Liu, Zhi Liu, Xiaolu Fei et al. · 0 citations
#large language models Review Open access Sep 2026

RadCoT: a Radiological Chain-of-Thought framework for enhanced error detection in radiology reports

Structured prompting improves detection of interpretation and section-consistency errors across seven models and consistently enhances LLM-based error detection, closing the gap between open-source and commercial models and offering a pathway for privacy-preserving, on-premises QA.

Jia Li, Zi-Chun Zhou, Yan-Tao Niu et al. · 0 citations

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