Inducing and Assessing Acute Mental Stress in Controlled Conditions: Topical Review and Guidelines for Effective Experimental Protocols

IF 3.4 3区 计算机科学 Q2 COMPUTER SCIENCE, INFORMATION SYSTEMS
Matteo Raggi;Lee J. Moore;Luca Mesin
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引用次数: 0

Abstract

Mental health is influenced by the fast-paced nature of life. In this scenario, stressful events play an important role. Extensive research has been carried out to develop non-invasive devices for stress detection, which primarily use physiological data and, more recently, artificial intelligence algorithms. When developing either a new device or algorithm, tests in controlled environments are preferred, because of the supervision of possible confounding factors while running the experiments. However, because of the extremely subjective perception of stress, the characteristics of the investigated samples, and the conditions under which the experiment is conducted, the data may not be representative of a perceived stressful condition, leading to biases. Given the importance of reliable experimental protocols for stress induction, especially if cortisol level is not monitored, this work aims to present approaches for inducing and assessing acute mental stress in controlled conditions, analyzing the problem from engineering and psychological perspectives. All the phases of the experimental protocol are discussed, examining both the factors that could induce stress and the assessment tools, like questionnaires and physiological signals. The analysis of the latter will be focused on the exogenous factors that may compromise the measures, providing solutions for their mitigation. With this work, researchers with different backgrounds can improve the efficacy of their studies, limiting biases and misleading results.
在控制条件下诱导和评估急性精神应激:局部回顾和有效实验方案指南
心理健康受到快节奏生活的影响。在这种情况下,压力事件起着重要作用。为了开发用于压力检测的非侵入性设备,已经进行了广泛的研究,这些设备主要使用生理数据,最近使用人工智能算法。在开发新设备或算法时,在受控环境中进行测试是首选,因为在运行实验时可以监督可能的混杂因素。然而,由于对压力的极度主观感知、调查样本的特征以及实验进行的条件,数据可能无法代表感知到的压力状况,从而导致偏差。鉴于可靠的应激诱导实验方案的重要性,特别是在皮质醇水平未被监测的情况下,本工作旨在提出在受控条件下诱导和评估急性精神应激的方法,从工程和心理学角度分析问题。讨论了实验方案的所有阶段,检查了可能引起压力的因素和评估工具,如问卷调查和生理信号。对后者的分析将侧重于可能损害这些措施的外部因素,并提供缓解这些措施的解决办法。通过这项工作,不同背景的研究人员可以提高他们的研究效率,限制偏见和误导性的结果。
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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来源期刊
IEEE Access
IEEE Access COMPUTER SCIENCE, INFORMATION SYSTEMSENGIN-ENGINEERING, ELECTRICAL & ELECTRONIC
CiteScore
9.80
自引率
7.70%
发文量
6673
审稿时长
6 weeks
期刊介绍: IEEE Access® is a multidisciplinary, open access (OA), applications-oriented, all-electronic archival journal that continuously presents the results of original research or development across all of IEEE''s fields of interest. IEEE Access will publish articles that are of high interest to readers, original, technically correct, and clearly presented. Supported by author publication charges (APC), its hallmarks are a rapid peer review and publication process with open access to all readers. Unlike IEEE''s traditional Transactions or Journals, reviews are "binary", in that reviewers will either Accept or Reject an article in the form it is submitted in order to achieve rapid turnaround. Especially encouraged are submissions on: Multidisciplinary topics, or applications-oriented articles and negative results that do not fit within the scope of IEEE''s traditional journals. Practical articles discussing new experiments or measurement techniques, interesting solutions to engineering. Development of new or improved fabrication or manufacturing techniques. Reviews or survey articles of new or evolving fields oriented to assist others in understanding the new area.
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