Advancing the understanding of pupil size variation in occupational safety and health: A systematic review and evaluation of open-source methodologies

职业安全与健康 毒物控制 变化(天文学) 人为因素与人体工程学 伤害预防 环境卫生 工程类 风险分析(工程) 运输工程 法律工程学 医学 天体物理学 物理 病理
作者
Diana Ferreira,Simão Ferreira,Catarina Mateus,Nuno Rocha,Luís Coelho,Matilde A. Rodrigues
出处
期刊:Safety Science [Elsevier BV]
卷期号:175: 106490-106490
标识
DOI:10.1016/j.ssci.2024.106490
摘要

Pupil size can be used as an important biomarker for occupational risks. In recent years, there has been an increase in the development of open-source tools dedicated to obtaining and measuring pupil diameter. However, it remains undetermined determined whether these tools are suitable for use in occupational settings. This study explores the significance of pupil size variation as a biomarker for occupational risks and evaluates existing open-source methods for potential use in both research and occupational settings, with the goal of to prevent occupational accidents and improve the health and performance of workers. To this end, a two-phase systematic literature review was conducted in the Web of Science™, ScienceDirect®, and Scopus® databases. For the relevance of monitoring pupil size variation in occupational settings, 15 articles were included. The articles were divided into three groups: mental workload, occupational stress, and mental fatigue. In most cases, pupil dilation increased with workload enhancement and with higher levels of stress. Regarding fatigue, it was noted that an increase in this condition corresponded with a decrease in pupil size. With respect to the open-source methodologies, 16 articles were identified, which were categorized into two groups: algorithms and software. Convolutional neural networks (CNN)1 have exhibited superior performance among the various algorithmic approaches studied. Building on this insight, and considering the evaluations of software options, MEYE emerges as the premier open-source system for deployment in occupational settings due to its compatibility with a standard computer webcam. This feature positions MEYE as a particularly practical tool for workers in stable environments, like those of developers and administrators.
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