安全关键任务中的神经生物学注意力评估:新型任务嵌入式反应时间范例中的脑电图指标和主观指标验证。

IF 2.7 3区 医学 Q3 NEUROSCIENCES
Bojana Bjegojević, Miloš Pušica, Gabriele Gianini, Ivan Gligorijević, Sam Cromie, Maria Chiara Leva
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引用次数: 0

摘要

背景/目的:本研究针对安全关键任务中神经工效注意力评估方法指南的不足,重点验证脑电图指数,包括参与指数(EI)和β/α比值,以及主观评分。方法:我们开发了一种新颖的任务嵌入式反应时间范例,以评估这些指标在更自然的多任务背景下对动态注意力需求的敏感性。本研究通过美国宇航局 MATB-II 任务中不同的次要任务来操纵注意力水平,同时保持一致的主要反应时任务,成功证明了该范式的有效性。结果结果表明,β/α比率和EI对注意力需求的变化都很敏感,其中β/α对注意力的动态变化反应更灵敏,而EI则更多地反映了维持成绩所需的整体努力,尤其是在保持注意力具有挑战性的条件下。结论通过整合性能指标、脑电图测量和主观评估,证明了预测注意力缺失的潜力,提供了对多任务场景中注意力动态波动的更细致入微的理解,模拟了真实世界中的安全关键任务。这些发现为改进方法奠定了基础,以便在火车驾驶或自动驾驶汽车操作等关键场景中准确监测注意力波动并降低风险,在这些场景中,保持高度的注意力至关重要。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Neuroergonomic Attention Assessment in Safety-Critical Tasks: EEG Indices and Subjective Metrics Validation in a Novel Task-Embedded Reaction Time Paradigm.

Background/Objectives: This study addresses the gap in methodological guidelines for neuroergonomic attention assessment in safety-critical tasks, focusing on validating EEG indices, including the engagement index (EI) and beta/alpha ratio, alongside subjective ratings. Methods: A novel task-embedded reaction time paradigm was developed to evaluate the sensitivity of these metrics to dynamic attentional demands in a more naturalistic multitasking context. By manipulating attention levels through varying secondary tasks in the NASA MATB-II task while maintaining a consistent primary reaction-time task, this study successfully demonstrated the effectiveness of the paradigm. Results: Results indicate that both the beta/alpha ratio and EI are sensitive to changes in attentional demands, with beta/alpha being more responsive to dynamic variations in attention, and EI reflecting more the overall effort required to sustain performance, especially in conditions where maintaining attention is challenging. Conclusions: The potential for predicting the attention lapses through integration of performance metrics, EEG measures, and subjective assessments was demonstrated, providing a more nuanced understanding of dynamic fluctuations of attention in multitasking scenarios, mimicking those in real-world safety-critical tasks. These findings provide a foundation for advancing methods to monitor attention fluctuations accurately and mitigate risks in critical scenarios, such as train-driving or automated vehicle operation, where maintaining a high attention level is crucial.

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来源期刊
Brain Sciences
Brain Sciences Neuroscience-General Neuroscience
CiteScore
4.80
自引率
9.10%
发文量
1472
审稿时长
18.71 days
期刊介绍: Brain Sciences (ISSN 2076-3425) is a peer-reviewed scientific journal that publishes original articles, critical reviews, research notes and short communications in the areas of cognitive neuroscience, developmental neuroscience, molecular and cellular neuroscience, neural engineering, neuroimaging, neurolinguistics, neuropathy, systems neuroscience, and theoretical and computational neuroscience. Our aim is to encourage scientists to publish their experimental and theoretical results in as much detail as possible. There is no restriction on the length of the papers. The full experimental details must be provided so that the results can be reproduced. Electronic files or software regarding the full details of the calculation and experimental procedure, if unable to be published in a normal way, can be deposited as supplementary material.
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