Toward an application of automatic evaluation system for central facial palsy using two simple evaluation indices in emergency medicine

被引:4
作者
Ikezawa, Naoki [1 ]
Okamoto, Takayuki [2 ]
Yoshida, Yoichi [3 ]
Kurihara, Satoru [4 ]
Takahashi, Nozomi [5 ]
Nakada, Taka-aki [5 ]
Haneishi, Hideaki [2 ]
机构
[1] Chiba Univ, Grad Sch Sci & Engn, Chiba, Japan
[2] Chiba Univ, Ctr Frontier Med Engn, Chiba, Japan
[3] Chiba Univ, Grad Sch Med, Dept Neurol Surg, Chiba, Japan
[4] Narita Red Cross Hosp, Dept Neurosurg, Chiba, Japan
[5] Chiba Univ, Grad Sch Med, Dept Emergency & Crit Care Med, Chiba, Japan
关键词
Ambulance service; Automatic evaluation system; Emergency medicine; Evaluation index; Facial palsy; STROKE; CARE;
D O I
10.1038/s41598-024-53815-5
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
A stroke is a medical emergency and thus requires immediate treatment. Paramedics should accurately assess suspected stroke patients and promptly transport them to a hospital with stroke care facilities; however, current assessment procedures rely on subjective visual assessment. We aim to develop an automatic evaluation system for central facial palsy (CFP) that uses RGB cameras installed in an ambulance. This paper presents two evaluation indices, namely the symmetry of mouth movement and the difference in mouth shape, respectively, extracted from video frames. These evaluation indices allow us to quantitatively evaluate the degree of facial palsy. A classification model based on these indices can discriminate patients with CFP. The results of experiments using our dataset show that the values of the two evaluation indices are significantly different between healthy subjects and CFP patients. Furthermore, our classification model achieved an area under the curve of 0.847. This study demonstrates that the proposed automatic evaluation system has great potential for quantitatively assessing CFP patients based on two evaluation indices.
引用
收藏
页数:11
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