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Rare Event Early Detection: A Dataset of Sepsis Onset for Critically Ill Trauma Patients
Yin Jin, Tucker R. Stewart, Deyi Zhou +5
Sepsis is a major public health concern due to its high morbidity, mortality, and cost. Its clinical outcome can be substantially improved through early detection and timely interv…
Multi-Subset Approach to Early Sepsis Prediction
Kevin Ewig, Xiangwen Lin, Tucker Stewart +4
Sepsis is a life-threatening organ malfunction caused by the host's inability to fight infection, which can lead to death without proper and immediate treatment. Therefore, early d…
NPRL: Nightly Profile Representation Learning for Early Sepsis Onset Prediction in ICU Trauma Patients
Tucker Stewart, Katherine Stern, Grant O'Keefe +2
Sepsis is a syndrome that develops in the body in response to the presence of an infection. Characterized by severe organ dysfunction, sepsis is one of the leading causes of mortal…