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自动听觉反应检测:多通道 EEG 的非检测停止标准和重复性研究。

Automated detection of auditory response: non-detection stopping criterion and repeatability studies for multichannel EEG.

机构信息

Graduate Program in Electrical Engineering, Federal University of Minas Gerais, Belo Horizonte, MG CEP, Brazil.

Federal Institute of Education, Science and Technology of Minas Gerais, Ipatinga, MG CEP, Brazil.

出版信息

Comput Methods Biomech Biomed Engin. 2024 Jul;27(9):1150-1160. doi: 10.1080/10255842.2023.2232071. Epub 2023 Jul 7.

Abstract

An Auditory Steady-State Response (ASSR) is a valuable tool for determining auditory thresholds in individuals who are either unable or unwilling to cooperate with conventional behavioral testing methods. This study proposes a sequential test technique for automatic detection of ASSRs, incorporating a non-detection stopping criterion. The electrophysiological thresholds of a normal hearing volunteer were established using data collected from multichannel EEG signals. The detection probabilities and critical values were obtained Monte Carlo simulations. Remarkably, application of the non-detection stopping criterion resulted in a 60% reduction in exam time in the absence of a response. These findings clearly demonstrate the significant potential of the sequential test in enhancing the performance of automatic audiometry.

摘要

听觉稳态反应(ASSR)是一种有价值的工具,可用于确定无法或不愿配合传统行为测试方法的个体的听觉阈值。本研究提出了一种用于自动检测 ASSR 的序贯测试技术,该技术结合了非检测停止准则。通过从多通道 EEG 信号中收集的数据,确定了正常听力志愿者的电生理阈值。通过蒙特卡罗模拟获得了检测概率和临界值。值得注意的是,在没有响应的情况下,应用非检测停止准则可将考试时间减少 60%。这些发现清楚地表明,序贯测试在提高自动测听性能方面具有重要潜力。

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