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This nonrandomized clinical trial discusses a proactive digital valve care pathway and timely management of severe aortic stenosis.
Continuous monitoring of generative AI systems requires detecting distribution shifts in the unstructured data they ingest and generate. Existing monitoring methods typically control false alarms by requiring the discrepancy measure used to detect shifts to be *pre-specified*. However, for unstructured data, pre-specif...
This work proposes expert-guided g-computation, or egg-computation, which combines the complementary strengths of both approaches by connecting the Gantt charts commonly used to map patient trajectories with the causal DAG literature, and develops an LLM-assisted pipeline that reliably scales up expert reasoning.
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