Prediction of Ischemic Stroke Functional Outcomes from Acute-Phase Noncontrast CT and Clinical Information
Yongkai Liu, Yannan Yu, Jiahong Ouyang, Bin Jiang, Sophie Ostmeier, Jia Wang, Sarah Ying Lu-Liang, Yirong Yang, Guang Yang, Patrik Michel, David S. Liebeskind, Maarten G. Lansberg, Michael E. Moseley, Jeremy J Heit, Max Wintermark, Gregory W. Albers, Greg Zaharchuk
Abstract
A deep learning model fusing noncontrast-enhanced CT and clinical information outperformed an imaging-only model and a clinical information–only model and performed similarly to MRI-based models in predicting 90-day stroke functional outcomes.
Topics & Concepts
MedicineStroke (engine)Ischemic strokeRadiologyInternal medicineCardiologyIschemiaMechanical engineeringEngineeringAcute Ischemic Stroke ManagementAdvanced X-ray and CT ImagingCardiac Imaging and Diagnostics