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Natural Language Processing Methods to Identify Oncology Patients at High Risk for Acute Care with Clinical Notes. (arXiv:2209.13860v1 [cs.CL])
cs.LG updates on arXiv.org arxiv.org
Clinical notes are an essential component of a health record. This paper
evaluates how natural language processing (NLP) can be used to identify the
risk of acute care use (ACU) in oncology patients, once chemotherapy starts.
Risk prediction using structured health data (SHD) is now standard, but
predictions using free-text formats are complex. This paper explores the use of
free-text notes for the prediction of ACU instead of SHD. Deep Learning models
were compared to manually engineered language features. Results …
arxiv identify language language processing natural natural language natural language processing notes oncology patients processing risk