Freezing the Physiological Encoder: Explanation Stability Under Bounded Updates of an ICU Model
The episode discusses a paper titled "Freezing the Physiological Encoder: Explanation Stability Under Bounded Updates of an ICU Model." The hosts explain how this research uses a two-stream architecture to keep physiological understanding stable while allowing treatment context to adapt. They conclude that structural decoupling and evidence grounding improve reliability for clinical decision support systems.