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Sparse Autoencoder Decomposition of Clinical Sequence Model Representations: Feature Complexity, Task Specialisation, and Mortality Prediction

Researchers have developed several novel approaches to improve clinical prediction using machine learning on electronic health records (EHRs). One method, Risk Horizons, uses a geometry-aware framework with hyperbolic e…