ICE-NODE: Integration of Clinical Embeddings with Neural Ordinary Differential Equations. (arXiv:2207.01873v3 [cs.LG] UPDATED)

Early diagnosis of disease can lead to improved health outcomes, including
higher survival rates and lower treatment costs. With the massive amount of
information available in electronic health records (EHRs), there is great
potential to use machine learning (ML) methods to model disease progression
aimed at early prediction of disease onset and other outcomes. In this work, we
employ recent innovations in neural ODEs combined with rich semantic embeddings
of clinical codes to harness the full temporal information of EHRs. …

arxiv ice integration lg node ordinary