A deep neural network framework to derive interpretable decision rules for accurate traumatic brain injury identification of infants

Table 2 Identified Significant Clinical Features

Method	Significant Clinical Features	P-value
PermFIT-DNN	Age	\(<0.001\)
	acting normally according to parent	0.035
	Altered mental status	0.015
	Injury mechanism	0.028
	Duration of post-traumatic seizure	0.002
	Hematoma or swelling location	\(<0.001\)
	Size of hematoma or swelling	0.001
	Trauma above clavicles: scalp-frontal	0.048
	Trauma above clavicles: scalp-parietal	0.042
PermFIT-RF	Age	0.001
PermFIT-SVM	Age	0.043
	Altered mental status	0.019
	Hematoma or swelling location	\(<0.001\)
	Size of hematoma or swelling	0.003
PermFIT-XGBoost	Age	\(<0.001\)
	Size of hematoma or swelling	0.022

ISSN: 1472-6947