82 citations · 82 across the 1 of their papers we have counts for
3 papers · 1 filter
Generalizability of predictive models for intensive care unit patients
Alistair E. W. Johnson, Tom J. Pollard, Tristan Naumann
A large volume of research has considered the creation of predictive models for clinical data; however, much existing literature reports results using only a single source of data.…
False arrhythmia alarm reduction in the intensive care unit
Andrea S. Li, Alistair E. W. Johnson, Roger G. Mark
Research has shown that false alarms constitute more than 80% of the alarms triggered in the intensive care unit (ICU). The high false arrhythmia alarm rate has severe implications…
Clinical Intervention Prediction and Understanding using Deep Networks
Harini Suresh, Nathan Hunt, Alistair Johnson +3
Real-time prediction of clinical interventions remains a challenge within intensive care units (ICUs). This task is complicated by data sources that are noisy, sparse, heterogeneou…