HCC-STAR (Hepatocellular Carcinoma Staging, Treatment and pRognosis), a clinically aligned large language model that reads routine EMR narratives and jointly outputs risk score-based staging, ranked guideline-consistent treatments with evidence-based rationales, and individualized survival estimates, is presented.
BluePRINT is introduced, a safety-evaluation framework separating a factorized social-influence strategy space from WORLDVIEWSIM, a cross-turn situational context module, and Monte Carlo Tree Search optimizes turn-level combinations of 18 theory-grounded influence factors across a four-turn trajectory.
Si-Yu Chen, Hao-Ran Wang, Xiaojian Li et al.· 0 citations
MasDrift exposes a centralization tradeoff and makes authorization preservation a measurable property of MAS design, and a heterogeneous case study confirms that the failure follows from coordination rather than model strength.
Zhuo-Ning Xu, Xiu-Cheng Zhang, Han-Jun Luo et al.· 2 citations
OrthoPilot is a clinical artificial intelligence system powered by a large language model (LLM) that integrates hospital data streams with authoritative external knowledge for continuous musculoskeletal care and autonomously retrieves real-time imaging, laboratory, pathology and order data and translates evolving patie...