M. Vishwanath

Beyond AHI: An Interpretable Causal-Discovery–Guided Framework for Sleep Recovery in Connected Health

This work proposes an interpretable, causal-discovery–guided framework for deriving a hierarchical Sleep Recovery Score (SRS) from multimodal PSG, and introduces a two-stage screening process that combines physiology-based constraints with constrained LLM-assisted auditing to identify and remove structural confounders...