IEEE Trans Neural Syst Rehabil Eng. 2018 Jul;26(7):1371-1380. doi: 10.1109/TNSRE.2018.2840445.
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.
患有运动障碍型脑瘫的儿童会出现过度的不自主运动和运动迟缓,这通常导致他们无法正确使用增强和替代沟通 (AAC) 设备。这极大地限制了沟通。因此,必须知道如何调整设备布局,以最大限度地提高每个孩子的沟通速度。本文的目的是开发一种数学模型来估计患有运动障碍型脑瘫的儿童的信息率,并确定触摸屏平板电脑的最佳 AAC 布局,以提高沟通速度。该模型基于按钮大小、数量、按钮之间的间距以及出错或错过目标按钮的概率来预测信息率。信息率的估计证实了我们的假设,即与年龄匹配的健康儿童相比,患有运动障碍型脑瘫的儿童的通道容量较低。当根据模型预测的最佳参数定制 AAC 布局时,信息率会增加。总之,本文量化了运动障碍对辅助沟通设备的沟通的影响,并表明通过将 AAC 触摸屏设备的参数与孩子的能力进行最佳匹配,可以提高沟通性能。