Retrieval-based systems that are silent by default and only flag high-risk matches are more appropriate than predictive systems in high-volume clinical settings due to alert fatigue concerns

The system is retrieval-based rather than predictive, and is silent by default, raising a flag only for high-risk matches a design grounded in the alert-fatigue literature.

http://arxiv.org/abs/2608.27239v1