超短客观警觉性评估:3分钟PVT(PVT-BA)的自适应持续时间版本准确跟踪睡眠限制引起的心理运动警惕性的变化。

Mathias Basner
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引用次数: 2

摘要

研究目的:心理运动警觉测试(PVT)是一种广泛使用且敏感的检测与睡眠不足和昼夜节律失调相关的认知缺陷的方法。由于更短版本的PVT通常被认为太长,我开发并验证了3分钟PVT的自适应持续时间版本(PVT-BA)。对于每个受试者的反应,该算法根据整个3分钟PVT-B的失误加上错误启动来更新测试表现为高、中或低的几率。结果:决策阈值为99.619%,PVT-BA在两个性能类别(即高到低或低到高)中对95.1%的训练数据测试进行了正确分类,没有错误分类,平均测试持续时间为1分43秒,最小持续时间为16.4秒。对于训练(kappa=0.92)和验证数据(kappa0.85),PVT-B和PVT-BA之间的机会校正一致性“几乎完美”。在三个性能类别和数据集中,敏感性平均为92.2%(范围74.9-100%),特异性平均为96.0%(范围88.3-99.2%)。结论:PVT-BA是PVT-B的准确自适应版本,据我所知,迄今为止保持标准10分钟持续时间PVT的关键特性的最短版本。PVT-BA将有助于在以前被认为不切实际的设置中使用PVT。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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Ultra-short objective alertness assessment: an adaptive duration version of the 3 minute PVT (PVT-BA) accurately tracks changes in psychomotor vigilance induced by sleep restriction.

Study objectives: The Psychomotor Vigilance Test (PVT) is a widely used and sensitive assay of the cognitive deficits associated with sleep loss and circadian misalignment. As even shorter versions of the PVT are often considered too long, I developed and validated an adaptive duration version of the 3 min PVT (PVT-BA).

Methods: The PVT-BA algorithm was trained on data from 31 subjects participating in a total sleep deprivation protocol and validated in 43 subjects undergoing 5 days of partial sleep restriction under controlled laboratory conditions. With each subject response, the algorithm updated the odds of the test being high, medium or low performance based on lapses plus false starts on the full 3 min PVT-B.

Results: With a decision threshold of 99.619%, PVT-BA classified 95.1% of training data tests correctly without incorrect classifications across two performance categories (i.e. high as low or low as high) and resulted in an average test duration of 1 min 43 s with a minimum duration of 16.4 s. Agreement corrected for chance between PVT-B and PVT-BA was "almost perfect" for both the training (kappa = 0.92) and validation data (kappa = 0.85). Across the three performance categories and data sets, sensitivity averaged 92.2% (range 74.9-100%) and specificity averaged 96.0% (range 88.3-99.2%).

Conclusions: PVT-BA is an accurate adaptive version of PVT-B and, to my knowledge, the shortest version to date that maintains key properties of the standard 10 min duration PVT. PVT-BA will facilitate the use of the PVT in settings in which it was previously considered impractical.

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