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Published at November 27

Mortality Prediction of Pulmonary Embolism Patients with Deep Learning and XGBoost

eess.IV

cs.CV

cs.LG

Released Date: November 27, 2024

Authors: Yalcin Tur¹, Vedat Cicek², Tufan Cinar³, Elif Keles², Bradlay D. Allen², Hatice Savas², Gorkem Durak², Alpay Medetalibeyoglu², Ulas Bagci²

Aff.: ¹Department of Computer Science, Stanford University, Stanford, CA, USA.; ²Department of Radiology, Northwestern University, Chicago, IL, USA.; ³School of Medicine, University of Maryland, Baltimore, MD, USA.

Arxiv: http://arxiv.org/abs/2411.18063v1

Method	Accuracy	AUC	Sensitivity	Specificity
ResNet18	$0.783\pm 0.029$	$0.581\pm 0.101$	$0.782\pm 0.184$	$0.535\pm 0.198$
ResNet50	$0.803\pm 0.010$	$0.583\pm 0.110$	$0.525\pm 0.374$	$0.703\pm 0.288$
EfficientNetB0	$0.716\pm 0.127$	$0.670\pm 0.073$	$0.661\pm 0.187$	$0.774\pm 0.167$
PEP-Net	0.945 $\pm$ 0.003	0.917 $\pm$ 0.007	0.977 $\pm$ 0.002	0.874 $\pm$ 0.013