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Machine Learning for Violence Risk Assessment Using Dutch Clinical Notes. (arXiv:2204.13535v1 [cs.LG])
cs.LG updates on arXiv.org arxiv.org
Violence risk assessment in psychiatric institutions enables interventions to
avoid violence incidents. Clinical notes written by practitioners and available
in electronic health records are valuable resources capturing unique
information, but are seldom used to their full potential. We explore
conventional and deep machine learning methods to assess violence risk in
psychiatric patients using practitioner notes. The performance of our best
models is comparable to the currently used questionnaire-based method, with an
area under the Receiver Operating Characteristic curve of approximately …
arxiv learning machine machine learning notes risk risk assessment