Eye tracking for classification of concussion in adults and pediatrics

被引:3
|
作者
Samadani, Uzma [1 ]
Spinner, Robert J. [2 ]
Dynkowski, Gerard [3 ]
Kirelik, Susan [4 ,5 ]
Schaaf, Tory [1 ]
Wall, Stephen P. [6 ]
Huang, Paul [7 ,8 ]
机构
[1] Minneapolis Vet Adm Hlth Care Syst, Minneapolis, MN 55417 USA
[2] Mayo Clin, Rochester, MN USA
[3] Beaver Dam Community Hosp, Beaver Dam, WI USA
[4] Rocky Mt Pediat OrthoONE Ctr Concuss, Denver, CO USA
[5] Rocky Mt Hosp Children, Denver, CO USA
[6] NYU Grossman Sch Med, Ronald O Perelman Dept Emergency Med, Dept Populat Hlth, New York, NY USA
[7] Bellevue Hosp, New York, NY USA
[8] NYU, Dept Neurosurg, New York, NY USA
来源
FRONTIERS IN NEUROLOGY | 2022年 / 13卷
基金
美国国家卫生研究院;
关键词
concussion; eye movement tracking; baseline concussion; baseline; eye tracking; INJURY; RELIABILITY; ASSESSMENTS;
D O I
10.3389/fneur.2022.1039955
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
IntroductionIn order to obtain FDA Marketing Authorization for aid in the diagnosis of concussion, an eye tracking study in an intended use population was conducted. MethodsPotentially concussed subjects recruited in emergency department and concussion clinic settings prospectively underwent eye tracking and a subset of the Sport Concussion Assessment Tool 3 at 6 sites. The results of an eye tracking-based classifier model were then validated against a pre-specified algorithm with a cutoff for concussed vs. non-concussed. The sensitivity and specificity of eye tracking were calculated after plotting of the receiver operating characteristic curve and calculation of the AUC (area under curve). ResultsWhen concussion is defined by SCAT3 subsets, the sensitivity and specificity of an eye tracking algorithm was 80.4 and 66.1%, The AUC was 0.718. The misclassification rate (n = 282) was 31.6%. ConclusionA pre-specified algorithm and cutoff for diagnosis of concussion vs. non-concussion has a sensitivity and specificity that is useful as a baseline-free aid in diagnosis of concussion. Eye tracking has potential to serve as an objective "gold-standard" for detection of neurophysiologic disruption due to brain injury.
引用
收藏
页数:6
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