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Computable Phenotypes of Patient Acuity in the Intensive Care Unit. (arXiv:2005.05163v2 [q-bio.QM] UPDATED)
cs.LG updates on arXiv.org arxiv.org
Continuous monitoring and patient acuity assessments are key aspects of
Intensive Care Unit (ICU) practice, but both are limited by time constraints
imposed on healthcare providers. Moreover, anticipating clinical trajectories
remains imprecise. The objectives of this study are to (1) develop an
electronic phenotype of acuity using automated variable retrieval within the
electronic health records and (2) describe transitions between acuity states
that illustrate the clinical trajectories of ICU patients. We gathered two
single-center, longitudinal electronic health record datasets for …
arxiv bio clinical constraints continuous continuous monitoring electronic healthcare healthcare providers intensive care unit monitoring patient practice study