利用高斯过程对听力保护中的听力图进行连续监测

G. McMillan, J. DeBacker, Michelle Hungerford, D. Konrad‐Martin
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引用次数: 0

摘要

大多数听力保护计划都会反复监测受试者在接触听觉病理制剂之前、期间和之后的纯音阈值。符合 ASHA、CTCAE 等重大变化标准的听力图变化被认为是听觉损伤的证据。尽管重大变化的定义多种多样,但目前所有的序列监测方法都会因回归均值而产生偏差,并容易出现不确定的结果。这些问题降低了序列监测的诊断准确性和实用性。在此,我们建议采用高斯过程来解决这些问题,这种方法能最大限度地提高时间效率,并能在护理点使用便携式设备进行管理。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Serial monitoring of the audiogram in hearing conservation using Gaussian processes
Most hearing conservation programs repeatedly monitor a subject's pure tone thresholds before, during, and after exposure to audiopathic agents. Changes to the audiogram that meet significant shift criteria such as ASHA, CTCAE, and so forth are considered evidence of audiopathic injury. Despite a wide variety of definitions for significant change, all current serial monitoring methods are biased due to regression to the mean and are prone to inconclusive results. These problems diminish the diagnostic accuracy and utility of serial monitoring. Here we propose adopting Gaussian processes to address these issues in a manner that maximizes time efficiency and can be administered using portable equipment at the point of care.
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