Human Factors and Ergonomics in Manufacturing & Service Industries最新文献

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The Feasibility of a Virtual Reality Hazard Perception and Gap Acceptance Task for Older Adults to Improve Pedestrian Safety 老年人虚拟现实危险感知与缺口接受任务提高行人安全的可行性
IF 2.2 3区 工程技术
Human Factors and Ergonomics in Manufacturing & Service Industries Pub Date : 2025-09-21 DOI: 10.1002/hfm.70026
Ann J. Carrigan, Thomas B. McGuckian, Peter Wilson, David Greene, Jonathan Duckworth, Li Ping Thong, Ross Eldridge, Michael Psarakis, Andrew C. McKinnon, Perri Fearnley, Joanne M. Bennett
{"title":"The Feasibility of a Virtual Reality Hazard Perception and Gap Acceptance Task for Older Adults to Improve Pedestrian Safety","authors":"Ann J. Carrigan,&nbsp;Thomas B. McGuckian,&nbsp;Peter Wilson,&nbsp;David Greene,&nbsp;Jonathan Duckworth,&nbsp;Li Ping Thong,&nbsp;Ross Eldridge,&nbsp;Michael Psarakis,&nbsp;Andrew C. McKinnon,&nbsp;Perri Fearnley,&nbsp;Joanne M. Bennett","doi":"10.1002/hfm.70026","DOIUrl":"https://doi.org/10.1002/hfm.70026","url":null,"abstract":"<p>Despite comprising 18% of the Australian population, older adults account for 40% of pedestrian fatalities. It has been proposed that age-related decline in perceptual, cognitive, and physical function contributes to these deaths. To date, the important safe street-crossing skills of hazard perception and gap acceptance have been understudied in an older population and would benefit from being examined using immersive technologies, such as virtual reality (VR). Using a mixed-method design and adopting human factors and ergonomics principles, this study determined the feasibility and acceptability of a protocol using a VR pedestrian street-crossing task (VR-PSCT), including the presence of cybersickness. Data were collected from 14 younger adults (25–45 years) and 14 older adults (&gt; 60 years). Participants completed tasks that measured visual perceptual capacity (e.g., visual acuity), cognitive capacity (e.g., visuospatial attention), and physical capacity (e.g., balance). Hazard perception and gap acceptance were measured using a VR headset where a series of 360° video clips captured from real-world pedestrian situations were presented. Hazard perception response time did not differ between older and younger adults, nor did their hazard perception accuracy scores; however, gap acceptance response time was significantly slower for older adults compared with younger adults. The older adults reported that the protocol length was too long and induced high levels of fatigue. The VR-PSCT was well tolerated, with some instances of mild cybersickness and motor instability for the older adults. This study has established the feasibility of our VR-PSCT task and protocol and highlighted several user-centered modifications needed to conduct further testing with a larger cohort of older adults. By using the latest immersive technologies, we can obtain a greater understanding of older adult pedestrian behaviors and the factors that predict these behaviors.</p>","PeriodicalId":55048,"journal":{"name":"Human Factors and Ergonomics in Manufacturing & Service Industries","volume":"35 5","pages":""},"PeriodicalIF":2.2,"publicationDate":"2025-09-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/hfm.70026","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145102277","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Human or AI Customer Service? The Role of Anthropomorphic Avatars in Shaping First Impressions of Chatbots 人工还是人工智能客户服务?拟人化化身在塑造聊天机器人第一印象中的作用
IF 2.2 3区 工程技术
Human Factors and Ergonomics in Manufacturing & Service Industries Pub Date : 2025-09-18 DOI: 10.1002/hfm.70024
Yaqin Cao, Yu Liu, Wei Lyu, Ming Li
{"title":"Human or AI Customer Service? The Role of Anthropomorphic Avatars in Shaping First Impressions of Chatbots","authors":"Yaqin Cao,&nbsp;Yu Liu,&nbsp;Wei Lyu,&nbsp;Ming Li","doi":"10.1002/hfm.70024","DOIUrl":"https://doi.org/10.1002/hfm.70024","url":null,"abstract":"<div>\u0000 \u0000 <p>Anthropomorphic avatars serve as a key tool to humanizing chatbots. This study aimed to investigate the effects of four specific anthropomorphic visual design—human avatars, caricatured avatars, zoomorphic avatars, and functional avatars—on users' first impressions of customer service chatbots. A combination of subjective evaluation and eye-tracking methods were employed to capture users' initial responses. The results revealed that the anthropomorphic nature of chatbot avatars influences users' perceptions of whether the chatbot is human or artificial intelligence, with more human-like designs increasing the likelihood of being categorized as human. Both human and caricatured chatbot avatars enchanced perceptions of warmth, competence, social presence and trust, whlie also generating higher fixation counts and longer fixation durations compared to the other two avatar types. In conclusion, anthropomorphic avatar play a critial role in shaping users' subjective impressions and visual engagement with customer-service chatbots. A key implication of this study is that chatbot avatars should incorporate a high degree of anthropomorphism to foster positive first impressions among users. However, given the privacy concernss associated with using real photos, it is not necessary to use images of actual individuals. Instead, caricatured avatars can effectively enhance users' first impressions while mitigating potential drawbacks of hyper-realistic designs, such as uncanny valley effects or mismatched user expectations. Furthermore, this study demonsterates the feasibility of using eye-tracking tools to evaluate avatar designs in customer-service chatbots.</p>\u0000 </div>","PeriodicalId":55048,"journal":{"name":"Human Factors and Ergonomics in Manufacturing & Service Industries","volume":"35 5","pages":""},"PeriodicalIF":2.2,"publicationDate":"2025-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145101657","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Walking Behavior of Social Groups on Crosswalk Under the Influence of Pandemic: A Field Study 流行病影响下社会群体在人行横道上行走行为的实地研究
IF 2.2 3区 工程技术
Human Factors and Ergonomics in Manufacturing & Service Industries Pub Date : 2025-09-18 DOI: 10.1002/hfm.70025
Zhihong Li, Tianyu Shen
{"title":"Walking Behavior of Social Groups on Crosswalk Under the Influence of Pandemic: A Field Study","authors":"Zhihong Li,&nbsp;Tianyu Shen","doi":"10.1002/hfm.70025","DOIUrl":"https://doi.org/10.1002/hfm.70025","url":null,"abstract":"<div>\u0000 \u0000 <p>Considering the COVID-19 pandemic, understanding the behavior of social groups on crosswalks has become increasingly important. This field study aims to investigate the dynamic behavior of pedestrian groups crossing streets during the pandemic. By analyzing the movement patterns and behaviors of group under different conditions, we aim to provide insights into how crosswalk infrastructures can be improved for a safer and more efficient pedestrian experience during the pandemic. An observation experiment was conducted at a crosswalk near Shinjuku Station in Japan in 2021. Trajectories of 296 groups were analyzed with up to five members, examining their velocity characteristics and spatial relations. Our findings reveal several important insights. First, the group size affects the average speed and speed difference of group members, and that the width of the crosswalk is positively correlated with the average speed of group members. Second, the group size is uncorrelated with mean inter-distance of members, regardless of group size. However, the farther members are from the leader, the greater the average distance between adjacent members. Third, distinct group shapes for groups of different sizes. Groups of three people form a V shape, while groups of four people form a U shape, and groups of five people form a trapezoid shape. Finally, the group size is correlated with the average offset angle of group members in the northbound scenario. Larger groups tend to have smaller average offset angles, making them more likely to choose the shortest route. Overall, this study is a crucial step in developing safety-oriented walking modeling tools for pedestrians at intersections. It also has important implications for predicting pedestrian crossing behavior and show how human factors and ergonomics methods can be used to improve urban public infrastructure systems in densely populated countries, such as Japan.</p>\u0000 </div>","PeriodicalId":55048,"journal":{"name":"Human Factors and Ergonomics in Manufacturing & Service Industries","volume":"35 5","pages":""},"PeriodicalIF":2.2,"publicationDate":"2025-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145101655","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Is the Leg Postural Switching Motion or the Change in Posture Responsible for Alleviating Low Limb Discomfort and Fatigue in Sedentary Sitting in Flight? 是腿部姿势转换运动还是姿势的改变减轻了飞行中久坐坐姿的下肢不适和疲劳?
IF 2.2 3区 工程技术
Human Factors and Ergonomics in Manufacturing & Service Industries Pub Date : 2025-07-27 DOI: 10.1002/hfm.70023
Huizhong zhang, Yujing Li, Ting Wang, Zhi Yang, Yanpu Yang
{"title":"Is the Leg Postural Switching Motion or the Change in Posture Responsible for Alleviating Low Limb Discomfort and Fatigue in Sedentary Sitting in Flight?","authors":"Huizhong zhang,&nbsp;Yujing Li,&nbsp;Ting Wang,&nbsp;Zhi Yang,&nbsp;Yanpu Yang","doi":"10.1002/hfm.70023","DOIUrl":"https://doi.org/10.1002/hfm.70023","url":null,"abstract":"<div>\u0000 \u0000 <p>Seated sleep during flight reduces the frequency of postural adjustment, which increases low limb fatigue and discomfort. The purpose of this study was to explore the mechanism by which leg postural adjustment relieves low limb fatigue and discomfort during sedentary sitting. Four postural tasks were set for the mechanism study (each lasted 40 min). Task 1: Bending the knee all through, quickly extending the knee once at the 20th minute. Task 2: Extending the knee all through, quickly flexing the knee once at the 20th minute. Task 3: Flexing the knee for 20 min, then switching to extension until the end. Task 4: Extending the knee for 20 min, then switching to flexion until the end. During tasks, electromyography, muscle oxygen, and subjective discomfort scores were recorded to assess the development of fatigue and discomfort in the lower limbs. The data from the first and latter halves of each task, and 4 min after the switch, were extracted, for a total of three periods of data. The results showed that continuous maintenance of one posture gradually increased fatigue and discomfort in the lower limbs, whereas posture changes relieved discomfort and fatigue. Under different leg postures, four leg muscles are in alternating passive stretch and fatigue development. Moreover, instantaneous switching behavior has a positive effect on reducing subjective discomfort. This study helps elucidate the mechanism by which leg posture adjustment relieves fatigue and subjective discomfort.</p>\u0000 </div>","PeriodicalId":55048,"journal":{"name":"Human Factors and Ergonomics in Manufacturing & Service Industries","volume":"35 4","pages":""},"PeriodicalIF":2.2,"publicationDate":"2025-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144712070","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Towards a Criteria-Based Approach to Selecting Human-AI Interaction Mode 基于准则的人机交互模式选择方法
IF 2.2 3区 工程技术
Human Factors and Ergonomics in Manufacturing & Service Industries Pub Date : 2025-07-18 DOI: 10.1002/hfm.70022
Jessica Irons, Patrick Cooper, Melanie McGrath, Shahroz Tariq, Andreas Duenser
{"title":"Towards a Criteria-Based Approach to Selecting Human-AI Interaction Mode","authors":"Jessica Irons,&nbsp;Patrick Cooper,&nbsp;Melanie McGrath,&nbsp;Shahroz Tariq,&nbsp;Andreas Duenser","doi":"10.1002/hfm.70022","DOIUrl":"https://doi.org/10.1002/hfm.70022","url":null,"abstract":"<p>Artificial intelligence (AI) tools are now prevalent in many knowledge work industries. As AI becomes more capable and interactive, there is a growing need for guidance on how to employ AI most effectively. The A<sup>2</sup>C framework (Tariq, Chhetri, Nepal &amp; Paris, 2024) distinguishes three decision-making modes for engaging AI: automation (AI completes a task, including decision/action), augmentation (AI supports human to decide) and collaboration (iterative interaction between human and AI). However, selecting the appropriate mode for a specific application is not always straightforward. The goal of the present study was to compile and trial a simple set of criteria to support recommendations about appropriate AI mode for a given application. Drawing on human factors and computer science literature, we identified key criteria related to elements of the task, worker experience and support needs. From these criteria we built a scoring rubric with recommendation for A<sup>2</sup>C AI mode. As a preliminary test of this approach, we applied the criteria to cognitive task analysis (CTA) outputs from three case studies within the science domain—genome annotation, biological collections curation and protein crystallization—which provided insights into worker decision points, challenges and expert strategies. This paper describes the method for connecting CTA to A<sup>2</sup>C, reflecting on the challenges and future directions.</p>","PeriodicalId":55048,"journal":{"name":"Human Factors and Ergonomics in Manufacturing & Service Industries","volume":"35 4","pages":""},"PeriodicalIF":2.2,"publicationDate":"2025-07-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/hfm.70022","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144657578","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Introducing the Revamped PLI: A Versatile Tool for Efficient Workplace Risk Assessment 介绍改进后的PLI:一个有效的工作场所风险评估的通用工具
IF 2.2 3区 工程技术
Human Factors and Ergonomics in Manufacturing & Service Industries Pub Date : 2025-07-02 DOI: 10.1002/hfm.70018
Aswin Ramaswamy Govindan, Jiale Zhu, Xinming Li
{"title":"Introducing the Revamped PLI: A Versatile Tool for Efficient Workplace Risk Assessment","authors":"Aswin Ramaswamy Govindan,&nbsp;Jiale Zhu,&nbsp;Xinming Li","doi":"10.1002/hfm.70018","DOIUrl":"https://doi.org/10.1002/hfm.70018","url":null,"abstract":"<p>Currently, practitioners face the challenge of selecting assessment tools based on self-report, observational measurements, or direct measurements while considering time and budget constraints. This selection process can be time-consuming and discouraging for practitioners, potentially deterring risk assessments. As a tool designed for lumbar load assessment self-reports, the Physical Load Index (PLI) accommodates all data collection methods, providing an index with three primary input factors (postures, repetition/frequency, and force/load), which gives it the potential to be compatible with all data collection methods and incorporate a comprehensive set of risk factors. However, the inherent subjectivity involved in self-reporting and the lack of risk categories hinder it development as a versatile assessment tool. This study proposes a Revamped PLI, comprising: (1) The illustration of objective data collection for postures, weights, and frequencies. (2) The elimination of impractical body postures through overlap analysis. (3) The creation of five risk categories based on the score range. Subsequently, the comparison based on 92 industrial tasks confirms its reliable risk assessment by comparing it with REBA. The Revamped PLI simplifies tool selection and effectively facilitates the reduction of ergonomic risks in industries.</p>","PeriodicalId":55048,"journal":{"name":"Human Factors and Ergonomics in Manufacturing & Service Industries","volume":"35 4","pages":""},"PeriodicalIF":2.2,"publicationDate":"2025-07-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/hfm.70018","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144524599","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Evaluating the Impact of Mind-Wandering on Driller's Situation Awareness Using Wearable Eye-Tracking Technology 利用可穿戴眼动追踪技术评估走神对司钻态势感知的影响
IF 2.2 3区 工程技术
Human Factors and Ergonomics in Manufacturing & Service Industries Pub Date : 2025-06-25 DOI: 10.1002/hfm.70020
Su Hao, Fan Siping, Jiang Jiaxin, Wang Jian, Xie Ruiying, Xu Lifei, Wang Xiaoqin, Qing Xin, Zeng Yuxi, Shen Liaoyuan
{"title":"Evaluating the Impact of Mind-Wandering on Driller's Situation Awareness Using Wearable Eye-Tracking Technology","authors":"Su Hao,&nbsp;Fan Siping,&nbsp;Jiang Jiaxin,&nbsp;Wang Jian,&nbsp;Xie Ruiying,&nbsp;Xu Lifei,&nbsp;Wang Xiaoqin,&nbsp;Qing Xin,&nbsp;Zeng Yuxi,&nbsp;Shen Liaoyuan","doi":"10.1002/hfm.70020","DOIUrl":"https://doi.org/10.1002/hfm.70020","url":null,"abstract":"<div>\u0000 \u0000 <p>Drilling accidents often occur due to inadequate situational awareness of drilling workers. The prolonged and tedious monitoring of drilling parameters may result in drilling workers experiencing mind-wandering. To explore this problem, this study employed wearable eye tracking technology to assess the mind-wandering status of drilling workers during work finishing (WF) and investigate the influence of mind-wandering on the situational awareness of these workers. A simulation of monitoring drilling parameters was conducted in the laboratory by 18 drillers, who were asked to fill out situational awareness questionnaires using the global assessment of situational awareness (SAGAT) and had their behavioral and eye movement data collected during the task. The eye movement results revealed that drilling workers experienced mind-wandering during the WF, as evidenced by a significant increase in fixation duration and count, along with a decrease in pupil diameter. This led to a decrease in situational awareness scores and a notable increase in reaction times, indicating that mind-wandering had an impact on the situational awareness of drilling workers. In addition, the eye movement areas of interest (AOIs) were further analyzed to explore drilling worker attention allocation. This study showcases the potential of using wearable eye-tracking technology to identify mind-wandering in drilling workers who are responsible for monitoring drilling parameters. By gaining a deeper insight into the eye movement patterns associated with mind-wandering in drilling workers, we can establish a strong basis for creating interventions that enhance their situational awareness.</p>\u0000 </div>","PeriodicalId":55048,"journal":{"name":"Human Factors and Ergonomics in Manufacturing & Service Industries","volume":"35 4","pages":""},"PeriodicalIF":2.2,"publicationDate":"2025-06-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144482045","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Assessment of Team Performance Based on Teamwork Characteristics in Collaborative Teams 基于协作团队特征的团队绩效评估
IF 2.2 3区 工程技术
Human Factors and Ergonomics in Manufacturing & Service Industries Pub Date : 2025-06-25 DOI: 10.1002/hfm.70021
Yuqing Dang, Xiaoru Wanyan, Shuang Liu, Yuchen Min, Zhen Liao, Tuoyang Zhou, Ning Li
{"title":"Assessment of Team Performance Based on Teamwork Characteristics in Collaborative Teams","authors":"Yuqing Dang,&nbsp;Xiaoru Wanyan,&nbsp;Shuang Liu,&nbsp;Yuchen Min,&nbsp;Zhen Liao,&nbsp;Tuoyang Zhou,&nbsp;Ning Li","doi":"10.1002/hfm.70021","DOIUrl":"https://doi.org/10.1002/hfm.70021","url":null,"abstract":"<div>\u0000 \u0000 <p>Reliable assessment of team performance based on teamwork characteristics is crucial for optimizing maritime teamwork and ensuring maritime safety. However, the relationship between teamwork characteristics and team performance remains unclear. This study explored teamwork characteristics that contribute to good team performance, and constructed a team performance assessment model based on teamwork characteristics. A total of 84 qualified participants were recruited and divided into 21 teams to perform underwater collaborative tasks on a maritime simulator. Eye movement, communication, scale, and team performance data were collected and divided into input features and outcome features. Based on input features, important teamwork characteristics were obtained, showing that teams with good team performance presented adequate situation awareness for judgment and decision, excellent task management, appropriate decision making, and efficient communication. In addition, machine learning algorithms were applied to train classification models, and the support vector machine (SVM) exhibited the best results, with an accuracy of 83.3%. The team performance assessment model offers an effective auxiliary tool for maritime training to evaluate training effects as well as create more efficient training programs, and is beneficial for optimizing teamwork skills, improving team performance, and ensuring maritime safety.</p>\u0000 </div>","PeriodicalId":55048,"journal":{"name":"Human Factors and Ergonomics in Manufacturing & Service Industries","volume":"35 4","pages":""},"PeriodicalIF":2.2,"publicationDate":"2025-06-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144482043","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Psychophysiological Model Based on Machine Learning Algorithms for Evaluating Commercial Airline Pilots' Mental Workload in Flight-Simulation Context 基于机器学习算法的商业航空公司飞行员心理负荷评估模型
IF 2.2 3区 工程技术
Human Factors and Ergonomics in Manufacturing & Service Industries Pub Date : 2025-06-17 DOI: 10.1002/hfm.70019
Lei Wang, Shan Gao, Nan Zhang
{"title":"A Psychophysiological Model Based on Machine Learning Algorithms for Evaluating Commercial Airline Pilots' Mental Workload in Flight-Simulation Context","authors":"Lei Wang,&nbsp;Shan Gao,&nbsp;Nan Zhang","doi":"10.1002/hfm.70019","DOIUrl":"https://doi.org/10.1002/hfm.70019","url":null,"abstract":"<div>\u0000 \u0000 <p>Pilot errors account for the majority of flight accidents, many of which are influenced by mental workload. This study introduces a data-driven psychophysiological model, utilizing machine learning algorithms, to evaluate pilots' mental workload. We conducted a flight-simulation experiment involving twenty commercial airline pilots, assessing their mental workload under varying levels of task demand and visibility conditions. Psychophysiological responses were recorded, and machine learning algorithms were employed to analyze the data. To evaluate model performance, we used a leave-one-subject-out cross-validation method and calculated area under the curve values. Our findings indicate that psychophysiological metrics vary in their sensitivity to changes in pilots' mental workload. Notably, the Gradient Boosting Decision Tree algorithm demonstrated the highest classification performance under high-visibility conditions, while the Gaussian Naive Bayes algorithm excelled under low-visibility conditions. These results suggest pilots' mental workload can be effectively identified through psychophysiological metrics combined with machine learning algorithms. Furthermore, visibility conditions may influence the model's classification performance. This model offers a complementary approach to the subjective evaluation currently used by flight instructors to assess pilots' mental workload management capabilities during flight training and certification. It also provides a data-driven tool aligned with evidence-based training principles, enhancing the evaluation of pilots' mental workload management capabilities in flight scenarios.</p>\u0000 </div>","PeriodicalId":55048,"journal":{"name":"Human Factors and Ergonomics in Manufacturing & Service Industries","volume":"35 4","pages":""},"PeriodicalIF":2.2,"publicationDate":"2025-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144308618","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Silence Is Deafening: Exploring the Impacts of Serious Incidents on Practitioners Across the Outdoor and Adventure Programs Work System 沉默是震耳欲聋:探索严重事件对从业者在户外和冒险项目工作系统的影响
IF 2.2 3区 工程技术
Human Factors and Ergonomics in Manufacturing & Service Industries Pub Date : 2025-06-16 DOI: 10.1002/hfm.70017
Clare Dallat, Denise Mitten, Stuart Slay, Virginia Mitchell, Deb Ajango
{"title":"The Silence Is Deafening: Exploring the Impacts of Serious Incidents on Practitioners Across the Outdoor and Adventure Programs Work System","authors":"Clare Dallat,&nbsp;Denise Mitten,&nbsp;Stuart Slay,&nbsp;Virginia Mitchell,&nbsp;Deb Ajango","doi":"10.1002/hfm.70017","DOIUrl":"https://doi.org/10.1002/hfm.70017","url":null,"abstract":"<p>Findings from studies within safety-critical domains such as healthcare confirm that professionals can experience emotional distress, often long-lasting, from their involvement in serious incidents. Known as “second victims,” these professionals commonly report reactions such as fear, guilt, shame, self-doubt, anger, and disappointment. However, little is currently known regarding the impact of these events on the multiple stakeholders situated further across the work system (e.g., the initial call receiver in the office, managers, coordinators, recruitment, training, and executive staff). This article reports on a study investigating the psychological, emotional and relational impact of serious incidents on practitioners situated across organizational hierarchies within the global outdoor and adventure programs sector. A total of 147 respondents reported 171 incidents, 73 of which were fatal. Respondents occupied a range of roles during these incidents, including instructor, coordinator, managers, and senior directors. Findings reveal that individuals across a wide range of organizational roles—including those not physically present at the incident scene—reported a range of personal and professional psychological, emotional and relational impacts. The most common effects included hypervigilance upon returning to work and negative impacts on personal relationships, experienced by over half of the respondents. These findings have important implications for leaders in safety-critical domains, highlighting the need for whole-of-work system post-incident responses that actively support the well-being of all involved, regardless of their role or proximity to the incident.</p>","PeriodicalId":55048,"journal":{"name":"Human Factors and Ergonomics in Manufacturing & Service Industries","volume":"35 4","pages":""},"PeriodicalIF":2.2,"publicationDate":"2025-06-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1002/hfm.70017","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144291843","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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