A Model to Estimate the Optimal Layout for Assistive Communication Touchscreen Devices in Children With Dyskinetic Cerebral Palsy

被引:8
作者
Bertucco, Matteo [1 ]
Sanger, Terence D. [2 ,3 ]
机构
[1] Univ Verona, Dept Neurosci Biomed & Movement Sci, I-37131 Verona, Italy
[2] Univ Southern Calif, Dept Biomed Engn Child Neurol & Biokinesiol, Los Angeles, CA 90089 USA
[3] Childrens Hosp Los Angeles, Los Angeles, CA 90027 USA
基金
美国国家卫生研究院;
关键词
AAC; cerebral palsy; information rate; optimization; assisted communication; REACHING MOVEMENTS; MOTOR; NOISE; TASK;
D O I
10.1109/TNSRE.2018.2840445
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Excess involuntary movements and slowness of movement in children with dyskinetic cerebral palsy often result in the inability to properly interact with augmentative and alternative communication (AAC) devices. This significantly limits communication. It is, therefore, essential to know how to adjust the device layout in order to maximize each child's rate of communication. The aim of this paper was to develop a mathematical model to estimate the information rate in children with dyskinetic cerebral palsy and to determine the optimal AAC layout for a touchscreen tablet that results in enhanced speed of communication. The model predicts information rate based on button size, number, spacing between buttons, and the probability of making an error or missing target buttons. Estimation of the information rate confirmed our hypothesis of lower channel capacity in children with dyskinetic cerebral palsy compared with age-matched healthy children. Information rate increased when the AAC layout was customized based on the optimal parameters predicted by the model. In conclusion, this paper quantifies the effect of motor impairments on communication with assistive communication devices and shows that communication performance can be improved by optimally matching the parameters of the AAC touchscreen device to the abilities of the child.
引用
收藏
页码:1371 / 1380
页数:10
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