提出闭环验证修复框架，研究临床LLM在医疗数据互操作性中的模式合规表现。
arXiv:2607.24371v1 Announce Type: new Abstract: Healthcare interoperability requires AI systems to produce structured outputs conforming to standardiz…
临床LLM证据充分性提示的安全增益依赖评判模型，而帮助性损失却因模型而异，研究揭示AI安全评估的隐藏陷阱。
arXiv:2607.18086v1 Announce Type: new Abstract: Background: LLM judges increasingly score whether clinical language models give overconfident answers …
临床LLM对同一患者表述语义变化可能导致诊断不一致，稳定性亟待关注。
arXiv:2605.30646v1 Announce Type: cross Abstract: Large Language Models (LLMs) are increasingly used in clinical applications. However, their behavior…
完全开源且可审计的临床大模型流水线，解决AI医疗黑箱问题，数据来源与训练过程全透明。
arXiv:2605.16215v1 Announce Type: new Abstract: Clinical decision support systems (CDSS) require scrutable, auditable pipelines that enable rigorous, …