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Investigating the factors behind cellphone-distracted crashes: Assessing injury severity among distracted drivers in states with and without cell phone bans 调查手机分心事故背后的因素:评估有手机禁令和没有手机禁令的州分心司机的伤害严重程度
IF 3.9 2区 工程技术 Q1 ERGONOMICS Pub Date : 2024-12-02 DOI: 10.1016/j.jsr.2024.11.004
Mouyid Islam , Niloufar Shirani
Introduction: Distracted driving, particularly due to cellphone usage, poses a serious threat to road safety by diverting drivers’ attention from the road to activities like calling, talking, and texting. This not only jeopardizes the safety of the drivers themselves but also puts other road users at risk. To address this issue, many states have enacted laws prohibiting cellphone use while driving. This study investigates the impact of such laws on the severity of driver injuries, focusing on a comparison between Connecticut and Florida. Method: The study examines four years of crash data, during which Connecticut banned handheld phone use while driving, while Florida allowed hands-free use and treated handheld phone use as a secondary offense. Using random parameter logit models with heterogeneity in means and variances, the analysis identified differences in risk factors contributing to driver injury severity in both states with and without a cellphone ban. Results: Despite variations in data collection methods and variables across states, the study aligns and compares commonly defined and measured variables from crash incidents. The analysis identified 26 statistically significant variables in both models, with only four variables consistently affecting all levels of driver injury severity. These common risk factors include the involvement of newer vehicles (less than five years old from the crash involvement), incidents involving shoulders, young drivers (under 30 years old), and seat belt usage. Conclusions/Practical Applications: The findings emphasize the importance of modern safety features in newer vehicles, improved roadside design, driver training, and law enforcement measures targeting younger drivers to promote seat belt usage and mitigate distracted driving risks.
导读:分心驾驶,特别是由于使用手机,对道路安全构成严重威胁,因为司机的注意力从道路转移到打电话、说话和发短信等活动上。这不仅危及司机自身的安全,也使其他道路使用者处于危险之中。为了解决这个问题,许多州颁布了禁止开车时使用手机的法律。这项研究调查了这些法律对司机受伤严重程度的影响,重点是康涅狄格州和佛罗里达州之间的比较。方法:该研究调查了四年的车祸数据,在此期间,康涅狄格州禁止开车时使用手机,而佛罗里达州允许免提使用手机,并将使用手机视为次要犯罪。使用随机参数logit模型,在均值和方差上具有异质性,分析确定了在有手机禁令和没有手机禁令的两个州,导致司机受伤严重程度的危险因素的差异。结果:尽管各州的数据收集方法和变量有所不同,但该研究对碰撞事件中常用的定义和测量变量进行了对齐和比较。该分析在两种模型中确定了26个具有统计学意义的变量,其中只有4个变量始终影响所有级别的驾驶员伤害严重程度。这些常见的危险因素包括涉及较新的车辆(少于5年的撞车事故),涉及肩部的事故,年轻司机(30岁以下)和安全带的使用。结论/实际应用:研究结果强调了新型车辆的现代安全功能、改进的道路设计、驾驶员培训以及针对年轻驾驶员的执法措施的重要性,以促进安全带的使用和减少分心驾驶风险。
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引用次数: 0
An evaluation of driver comprehension of the Pedestrian Hybrid Beacon 行人混合信标对驾驶员理解能力的评价
IF 3.9 2区 工程技术 Q1 ERGONOMICS Pub Date : 2024-11-29 DOI: 10.1016/j.jsr.2024.11.001
Angelina Caggiano , Jaji Pamarthi , Tracy M. Zafian , Michelle Y. Deng , Kirsten Johnson , Francis Tainter , Michael Knodler
Introduction: The Pedestrian Hybrid Beacon (PHB) has become increasingly common since it was first implemented in 2015 at midblock pedestrian crossings in Massachusetts. The tri-signal head design includes signal sections displaying two red indications above a single yellow indication. PHBs are used as a method of increasing the safety of vulnerable road users by stopping vehicles at high-traffic and high-speed midblock crosswalks. This study was developed to evaluate both driver behavior and comprehension related to the use of PHBs in Massachusetts. Methods: The study utilized one online survey to create a PHB inventory, and a second online survey to measure driver comprehension of PHBs. The first survey was motivated to gauge potential exposure to PHBs and supplied an estimated 40 PHB installations with a primary concentration in Eastern Massachusetts. These efforts were paired with the second survey that was disseminated to drivers in Massachusetts and elsewhere to investigate the typical driver’s understanding of PHB intervals: Dark, Flashing Yellow (FY), Solid Yellow (SY), Solid Red (SR), and Flashing Red (FR). Results: The comprehension survey’s results provide evidence to suggest that driver behaviors are inconsistent with the recommended actions in PHB user guides. Specifically, the FY and FR intervals cause the greatest amount of confusion for drivers. Conclusions: This study also examines the reasons why drivers may be confused and offers recommendations for PHB education and outreach practices. Practical Applications: PHBs can increase pedestrian conspicuity on midblock crossings. Correct use of PHBs by drivers and pedestrians is crucial for facilitating safe crossings and traffic flow. However, many research efforts have not studied drivers’ understanding of PHB intervals. Communities with PHBs present should consider education and outreach prior to and during PHB implementation.
导读:行人混合信标(PHB)自2015年首次在马萨诸塞州的街区中间人行横道上实施以来,已经变得越来越普遍。三信号头设计包括信号部分,显示两个红色指示高于一个黄色指示。phb是一种通过在高流量和高速街区中间人行横道上停车来提高弱势道路使用者安全的方法。本研究旨在评估马萨诸塞州与phb使用相关的驾驶员行为和理解力。方法:本研究采用在线调查方法编制PHB量表,并采用在线调查方法测量驾驶员对PHB的理解程度。第一次调查的动机是评估潜在的PHB暴露,并提供了大约40个PHB装置,主要集中在马萨诸塞州东部。这些努力与第二项调查相配合,该调查向马萨诸塞州和其他地方的司机分发,以调查典型司机对PHB间隔的理解:深色、闪烁黄色(FY)、纯黄色(SY)、纯红色(SR)和闪烁红色(FR)。结果:综合调查结果表明驾驶员行为与PHB用户指南中推荐的行为不一致。具体来说,FY和FR间隔对驾驶员造成最大的困惑。结论:本研究还探讨了司机可能感到困惑的原因,并为PHB教育和推广实践提供了建议。实际应用:phb可以在街区中间的交叉路口增加行人的可见度。司机和行人正确使用phb,对促进安全过路和交通流量至关重要。然而,许多研究工作尚未研究驾驶员对PHB区间的理解。有PHB的社区应该考虑在PHB实施之前和实施期间进行教育和推广。
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引用次数: 0
A systematic review of incentive schemes and their implications for truck driver safety performance 系统回顾激励方案及其对卡车司机安全绩效的影响
IF 3.9 2区 工程技术 Q1 ERGONOMICS Pub Date : 2024-11-28 DOI: 10.1016/j.jsr.2024.11.023
Laura Meyer , Leila Louise Goedhals-Gerber , Anneke De Bod
Introduction: This systematic review investigates the effects of monetary and non-monetary incentive schemes on the safety performance of truck drivers, a critical concern within the road freight industry. Method: The review analyzes 18 studies and dissects the impact of compensation levels, compensation methods, and non-monetary benefits on drivers’ safety behaviors. Results: The findings show that, in general, higher levels of compensation, both through selection and incentive effects, enhance safety performance by attracting more skilled drivers and incentivizing adherence to safety protocols. However, the structure of these compensations, particularly piece-rate wages, and payment for non-driving hours, reveals a double-edged sword; while incentivizing productivity, they inadvertently promote unsafe driving behaviors such as excessive speeding and insufficient rest due to economic pressures. Conversely, non-monetary incentives, though under-researched, show potential for improving safety outcomes by enhancing job satisfaction and work environment quality. Practical applications: This review highlights the need for future research on safety incentives to evaluate the full extent of the intersection between incentives, safety culture, and working conditions. It advocates for holistic compensation strategies that foster a safety culture in the trucking industry, marking a new direction for improving driver behavior.
引言:本系统综述调查了货币和非货币激励方案对卡车司机安全性能的影响,这是公路货运行业的一个关键问题。方法:对18项研究进行分析,分析补偿水平、补偿方式和非货币性利益对驾驶员安全行为的影响。结果:研究结果表明,总体而言,通过选择和激励效应,更高的薪酬水平通过吸引更多熟练司机和激励遵守安全协议来提高安全绩效。然而,这些薪酬的结构,特别是计件工资和非驾驶时间的薪酬,揭示了一把双刃剑;他们在激励生产力的同时,无意中促进了不安全的驾驶行为,如超速驾驶和由于经济压力而导致的休息不足。相反,非金钱激励虽然研究不足,但显示出通过提高工作满意度和工作环境质量来改善安全结果的潜力。实际应用:这篇综述强调了未来安全激励研究的必要性,以评估激励、安全文化和工作条件之间交叉的全面程度。它倡导全面的薪酬策略,在卡车运输业培养安全文化,标志着改善司机行为的新方向。
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引用次数: 0
Trends in parcel delivery driver injury: Evidence from NEISS-Work 包裹递送司机的工伤趋势:来自 NEISS-Work 的证据
IF 3.9 2区 工程技术 Q1 ERGONOMICS Pub Date : 2024-11-25 DOI: 10.1016/j.jsr.2024.11.015
Evan Iacobucci , Suzanne Marsh , Rebecca Naumann , Noreen McDonald
Introduction: The rise of e-commerce has rapidly increased the proportion of goods delivered directly to customers’ homes. These increases have placed notable demands on delivery personnel, with potential health and safety consequences. In this paper, we examined trends in parcel delivery driver injury through analyses of injuries treated in emergency departments (ED) in the United States from 2015 through 2022. Methodology: We explored trends among Couriers and Messengers as well as Postal Service personnel as designated by Bureau of Census (BOC) industry codes. We estimated counts and rates of injuries per 10,000 full time worker equivalents and examined demographics (e.g., age, sex) and other characteristics (e.g., source of injury, injury diagnosis) associated with these injuries. Results: We found that: (1) ED-treated injury rates between 2015 and 2022, among both the Postal Service and Couriers and Messengers, have demonstrated an upward trajectory, contrasting with overall U.S. industry injury rates, which have trended downward; and (2) while ED-treated injury rates for these industries have taken different paths over time, both industries’ ED-treated injury rates have converged toward a position much higher than average. Moreover, we found that female personnel and young personnel disproportionately experienced ED injuries. Conclusions: In addition to calling attention to worrying injury trends among delivery drivers, we conclude that the current data landscape prevents the development of a nuanced picture of injury trends and hazards. These limits inhibit exploration of many specific hazards, and therefore preventive measures that would be designed based on such specific exploration. Practical Applications: Our results serve both as a foundation toward improved safety practices in an industry that continues to experience rapid changes and as a step toward motivating updated data collection and dissemination practices that could help understanding of the modern workplace injury landscape.
导言:电子商务的兴起迅速增加了直接送货上门的比例。这些增长对送货人员提出了显著的要求,并带来了潜在的健康和安全后果。在本文中,我们通过分析美国急诊科(ED)从 2015 年到 2022 年收治的受伤病例,研究了包裹递送司机受伤的趋势。研究方法:我们探讨了快递员和送信员以及邮政服务人员(由人口普查局 (BOC) 行业代码指定)的趋势。我们估算了每 10,000 名相当于全职工人的受伤人数和受伤率,并研究了与这些受伤相关的人口统计学特征(如年龄、性别)和其他特征(如受伤来源、受伤诊断)。结果发现我们发现(1) 2015 年至 2022 年期间,邮政服务和快递与信使行业的 ED 治疗伤害率均呈上升趋势,这与美国整体行业伤害率呈下降趋势形成鲜明对比;(2) 虽然这些行业的 ED 治疗伤害率随着时间的推移呈现出不同的轨迹,但这两个行业的 ED 治疗伤害率均趋向于远高于平均水平的位置。此外,我们还发现女性员工和年轻员工在急诊室受伤的比例过高。结论:除了呼吁人们关注快递司机令人担忧的受伤趋势外,我们还得出结论,目前的数据状况阻碍了对受伤趋势和危害的细致了解。这些限制阻碍了对许多特定危害的研究,因此也阻碍了根据这些特定研究制定预防措施。实际应用:我们的研究结果既可作为行业安全实践改进的基础,又可作为推动更新数据收集和传播实践的一步,从而有助于了解现代工作场所的工伤情况。
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引用次数: 0
Prevalence of hearing loss among noise-exposed U.S. workers within the Construction sector, 2010–2019 2010-2019 年美国建筑业受噪音影响工人的听力损失发生率
IF 3.9 2区 工程技术 Q1 ERGONOMICS Pub Date : 2024-11-25 DOI: 10.1016/j.jsr.2024.11.005
Elizabeth A. Masterson, Christa L. Themann
Background: The purpose of this cross-sectional study is to estimate the prevalence of hearing loss among noise-exposed U.S. workers during 2010–2019 within the Construction sector. Methods: Audiograms for 26,653 workers at 833 Construction companies (and for 1.3 million other workers) were examined. Period prevalence and adjusted risk for hearing loss as compared with a reference industry (Couriers and Messengers) were estimated for the Construction sector and sub-sectors, and all industries combined. Results: The prevalence of hearing loss within the Construction sector was 23% compared to 20% for all industries combined. Several sub-sectors exceeded the overall prevalence and all but two had adjusted risks significantly higher than the reference industry. The sub-sectors with the highest prevalences for hearing loss were: Highway, Street, and Bridge Construction (28%), Site Preparation Contractors (26%), New Single-Family Housing Construction (except Operative Builders) (25%), Oil and Gas Pipeline and Related Structures Construction (25%), and Other Building Finishing Contractors (25%). The sub-sectors with the highest adjusted risks were Industrial Building Construction; Other Heavy and Civil Engineering Construction; Oil and Gas Pipeline and Related Structures Construction; Finish Carpentry Contractors; and Site Preparation Contractors; with risks 62%, 61%, 60%, 59% and 58% higher than the reference industry, respectively. Conclusions: Hearing loss continues to be a significant issue within Construction. Reducing noise exposure is critical, including buying quieter equipment, keeping moving parts oiled and well-maintained, enclosing noise sources, and employing administrative controls to reduce the number of workers in noisy areas. Barriers to workers consistently and correctly wearing their hearing protection also need to be addressed. Practical Applications: Within Construction, hazardous noise is common and the risk of hearing loss is high. This study identified the Construction sub-sectors with the highest prevalences and risks to guide interventions toward workers most in need of prevention and described strategies for reducing exposures.
背景:本横断面研究的目的是估算 2010-2019 年期间美国建筑行业中暴露于噪声的工人的听力损失患病率。研究方法:对 833 家建筑公司的 26653 名工人(以及 130 万其他工人)的听力图进行了检查。与参考行业(信使和送信员)相比,估算了建筑行业和子行业以及所有行业合计的听力损失时期流行率和调整后风险。结果建筑行业的听力损失发生率为 23%,而所有行业的总发生率为 20%。有几个次级行业的患病率超过了总患病率,除两个行业外,其他所有次级行业的调整风险都明显高于参照行业。听力损失发生率最高的次级行业是公路、街道和桥梁建筑业(28%)、场地平整承包商(26%)、新建单户住宅建筑业(操作性建筑商除外)(25%)、石油和天然气管道及相关结构建筑业(25%)以及其他建筑装修承包商(25%)。调整后风险最高的次级行业是工业建筑施工、其他重型和土木工程施工、石油和天然气管道及相关结构施工、成品木工承包商和场地准备承包商,其风险分别比参照行业高 62%、61%、60%、59% 和 58%。结论:听力损失仍然是建筑业的一个重要问题。减少噪音暴露至关重要,包括购买更安静的设备、保持运动部件润滑和保养良好、封闭噪音源以及采用行政控制措施减少噪音区域的工人数量。此外,还需要解决工人始终正确佩戴听力保护装置的障碍。实际应用:在建筑业,有害噪音很常见,听力损失的风险也很高。本研究确定了流行率和风险最高的建筑分行业,以指导对最需要预防的工人采取干预措施,并介绍了减少接触的策略。
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引用次数: 0
Safety climate and fatigue have differential impacts on safety issues 安全氛围和疲劳对安全问题的影响不同
IF 3.9 2区 工程技术 Q1 ERGONOMICS Pub Date : 2024-11-24 DOI: 10.1016/j.jsr.2024.11.017
Adam T. Biggs , Jason Jameson , Todd R. Seech , Rachel Markwald , Christopher Paight , Dale W. Russell
Introduction: Safety climate describes a collection of perceptions and practices that encapsulate the general attitude toward safety within an organization. A better safety climate presumably leads to a safer and more effective workplace. However, there are many contributing factors to safety outcomes, and these variables may interact with the safety climate to affect actual safety behaviors. Method: This study examined fatigue as a possible moderator between safety climate and safety outcomes, including actual safety incidents reported, near-misses experienced, and safety underreporting. Structural equation modeling explored this question using a large dataset (N > 11,000) gathered from naval personnel who operate in a challenging work environment and must regularly contend with the consequences of fatigue. Results: Results indicated a differential effect on the relationship between safety climate and safety outcomes; that is, safety climate affected underreporting the most, followed by likelihood of experiencing a near-miss, but had the weakest impact on actual safety reporting. Conversely, fatigue had a comparable impact across all safety outcomes, both directly as a moderating influence when accounting for safety climate. Practical Applications: These findings suggest that safety climate may differentially affect safety outcomes, but fatigue appears to have the same impact across different types of safety issues despite their severity.
导言:安全氛围描述的是一个组织内部对安全的总体态度,是一系列观念和做法的集合。安全氛围越好,工作场所就越安全、越有效。然而,导致安全结果的因素有很多,这些变量可能会与安全氛围相互作用,从而影响实际的安全行为。方法:本研究将疲劳作为安全氛围与安全结果(包括实际报告的安全事故、经历的险情和安全报告不足)之间可能的调节因素进行了研究。结构方程模型利用一个大型数据集(N > 11,000)对这一问题进行了探讨,该数据集收集自在具有挑战性的工作环境中工作并必须经常面对疲劳后果的海军人员。结果结果表明,安全氛围与安全结果之间存在不同的影响;也就是说,安全氛围对漏报的影响最大,其次是发生险情的可能性,但对实际安全报告的影响最弱。相反,疲劳对所有安全结果的影响相当,在考虑安全氛围的情况下,疲劳都直接作为一种调节影响因素。实际应用:这些研究结果表明,安全氛围可能会对安全结果产生不同的影响,但疲劳似乎对不同类型的安全问题具有相同的影响,尽管这些问题的严重程度不同。
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引用次数: 0
Great to use as a conversation starter: End user views on the acceptability and feasibility of a prototype decision aid for older drivers 作为谈话开端的绝佳工具:最终用户对老年驾驶员决策辅助原型的可接受性和可行性的看法
IF 3.9 2区 工程技术 Q1 ERGONOMICS Pub Date : 2024-11-23 DOI: 10.1016/j.jsr.2024.11.006
Nadine Veerhuis , Melanie Randle , Victoria Traynor
Background: Conversations about driving with older adults are often emotionally laden and decisions about retiring from driving can be challenging. Tailored tools, such as evidence-based decision aids could support conversations and decisions about driving for older adults. This study aimed to explore the acceptability and feasibility of a prototype decision aid for older drivers from the perspective of end-users. Method: This qualitative cross-sectional study utilized an online survey with 106 adults living in Australia. The 36-page web-based decision aid prototype was developed for older drivers living in New South Wales, Australia, using a co-design approach with multiple stakeholders. Results: Respondents were healthcare professionals, older adults, family members, or friends of older adults and other professional groups. Decision aid acceptability was high. The presentation of the aid was highly regarded by older adults and healthcare professionals. The length and comprehensiveness were salient characteristics and could impact utility for healthcare professionals and older adults. Personal stories, risks, and incentives for driving retirement were important content to include. Various benefits of the decision aid were highlighted: supporting conversations and decision making about driving decisions and planning for future mobility changes. Conclusions: The older driver decision aid was a supported approach by healthcare professionals and family members to guide conversations and decision-making about driving with older adults. The decision aid triggered older adults to reflect upon their current driving, think about ways to stay safe on the road, or plan for alternatives to driving in the future. Practical applications: The older driver decision aid could be a useful tool for Australian healthcare professionals and family members when approaching a conversation and decision-making about driving with older adults. Using the decision aid may prompt older adults to reflect upon various aspects of decisions about driving early in the decision pathway.
背景:与老年人进行有关驾驶的谈话往往充满感情色彩,而有关退休的决定也极具挑战性。量身定制的工具,如基于证据的辅助决策工具,可以为老年人的驾驶对话和决策提供支持。本研究旨在从最终用户的角度探讨老年驾驶员决策辅助原型的可接受性和可行性。方法:这项定性横断面研究对居住在澳大利亚的 106 名成年人进行了在线调查。采用与多方利益相关者共同设计的方法,为居住在澳大利亚新南威尔士州的老年驾驶者开发了基于网络的 36 页决策辅助原型。结果:受访者包括医疗保健专业人员、老年人、老年人的家人或朋友以及其他专业群体。决策辅助工具的可接受性很高。老年人和医疗保健专业人员对辅助工具的展示方式给予了高度评价。辅助工具的长度和全面性是其突出特点,可能会影响医护人员和老年人对辅助工具的使用。个人故事、风险和退休后驾车的激励措施是重要的内容。决策辅助工具的各种益处也得到了强调:支持有关驾驶决策的对话和决策制定,以及对未来行动能力变化的规划。结论:老年驾驶员决策辅助工具是一种得到医疗专业人员和家庭成员支持的方法,可引导老年人就驾驶问题进行对话和决策。该辅助决策工具可促使老年人反思自己目前的驾驶行为,思考如何保持道路安全,或规划未来驾驶的替代方案。实际应用:澳大利亚医疗保健专业人员和家庭成员在与老年人进行有关驾驶的对话和决策时,老年驾驶员决策辅助工具可能是一个有用的工具。使用该辅助决策工具可促使老年人在决策过程中尽早思考有关驾驶决策的各个方面。
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引用次数: 0
Investigating perspectives towards online content that promotes road safety: A qualitative study across three age groups 调查对促进道路安全的在线内容的看法:跨越三个年龄组的定性研究
IF 3.9 2区 工程技术 Q1 ERGONOMICS Pub Date : 2024-11-23 DOI: 10.1016/j.jsr.2024.11.018
Michelle Nicolls, Verity Truelove, Kayla B. Stefanidis
Introduction: Social media is an ideal platform for displaying online material that promotes road safety and discourages road rule violations. However, limited research has investigated the impact of online material promoting road safety on attitudes and behavior, and whether different age groups are influenced by such content. Method: The qualitative study explored: (a) opinions and attitudes towards online material/content that promotes road safety/discourages illegal driving behavior; (b) whether participants believe this content can influence attitudes/behavior; and (c) whether these opinions differed across age groups. Sixty-six licensed Queensland drivers participated in a focus group. Three age groups were included: young drivers (17–25 years; n = 21), middle-aged drivers (26–49 years; n = 22), and older drivers (50 + years; n = 23). Results: The data were analyzed using reflexive thematic analysis, resulting in four themes: (1) Metrics behind a persuasive message, (2) Diverse and compelling content, (3) Demographics matter, (4) Each to their own. Conclusions: There is the potential for social media to help promote road safety messages. Therefore, these findings have important implications for road safety messaging strategies and future research. Practical Applications: Future research could benefit by exploring ways to increase exposure to online material promoting road safety and determining which social media platforms are more likely to promote road safety material, with consideration to online algorithms.
导言:社交媒体是展示宣传道路安全和劝阻违反道路规则行为的在线资料的理想平台。然而,关于宣传道路安全的网络材料对人们的态度和行为的影响,以及不同年龄段的人群是否会受到此类内容影响的研究却十分有限。研究方法定性研究探讨了:(a) 对宣传道路安全/劝阻违法驾驶行为的在线材料/内容的看法和态度;(b) 参与者是否认为这些内容会影响态度/行为;(c) 不同年龄段的人对这些内容的看法是否不同。昆士兰州的 66 名持证驾驶员参加了一个焦点小组。其中包括三个年龄组:年轻驾驶员(17-25 岁;21 人)、中年驾驶员(26-49 岁;22 人)和老年驾驶员(50 岁以上;23 人)。结果:采用反思性主题分析法对数据进行分析,得出四个主题:(1) 有说服力的信息背后的衡量标准;(2) 多样化和有吸引力的内容;(3) 人口统计学很重要;(4) 各有各的特点。结论:社交媒体有可能帮助宣传道路安全信息。因此,这些发现对道路安全信息传播策略和未来研究具有重要意义。实际应用:未来的研究可以通过探索增加道路安全宣传在线材料的曝光率的方法,以及通过考虑在线算法确定哪些社交媒体平台更有可能宣传道路安全材料来获益。
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引用次数: 0
Spatial analysis of telematics-based surrogate safety measures 基于远程信息处理技术的代用安全措施的空间分析
IF 3.9 2区 工程技术 Q1 ERGONOMICS Pub Date : 2024-11-22 DOI: 10.1016/j.jsr.2024.09.012
Dimitrios Nikolaou , Apostolos Ziakopoulos , Armira Kontaxi , Athanasios Theofilatos , George Yannis
Introduction: Surrogate Safety Measures (SSMs) such as time-to-collision, harsh braking, and post-encroachment time, are widely proposed in transportation science and are fruitful for road safety evaluations when detailed crash data are unavailable. Hence, this study aims to conduct spatial analysis of harsh braking events to explore their adaptability and informative power in a region with low crash counts, as this approach remains briefly addressed in the literature. Method: The analysis utilizes smartphone driving behavior data and OpenStreetMap road network characteristics of 6,103 road segments in the Region of Eastern Macedonia and Thrace, Greece. A series of advanced statistical and machine learning models were applied. In addition to developing non-spatial models, the identification of spatial autocorrelation led to the development of spatial modeling techniques to account for spatial dependencies. Results: The number of trips per segment, segment length, speeding and mobile phone use are positively correlated with harsh braking. Conversely, motorways exhibited fewer harsh braking events compared to other road types. Furthermore, the number of trips per examined road segment was the most influential predictor, highlighting its importance as a proxy measure of risk exposure. In terms of model performance, the Spatial Zero-Inflated Negative Binomial (SZINB) model outperformed the corresponding non-spatial model. Moreover, the Spatial Random Forest (SRF) model reduced the absolute values of spatial autocorrelation in the residuals and showed a better fit to the observed data compared to the conventional Random Forest model. Conclusions: Geometrical and behavioral parameters can be combined to meaningfully conduct road safety analysis spatially and proactively, as they are highly correlated with harsh braking SSMs, while the SZINB and the SRF model exhibited better model fit than their non-spatial counterparts. Practical Applications: The study results can assist policymakers in developing appropriate countermeasures to reduce harsh braking in targeted spatial units, thereby enhancing overall road safety.
导言:代用安全措施(SSMs),如碰撞时间、急刹车和碰撞后时间,在交通科学中被广泛提出,在没有详细碰撞数据的情况下,对道路安全评估很有帮助。因此,本研究旨在对剧烈制动事件进行空间分析,以探索其在碰撞次数较少的地区的适应性和信息能力,因为这种方法在文献中的论述仍然很少。研究方法分析利用了希腊东马其顿和色雷斯地区 6103 个路段的智能手机驾驶行为数据和 OpenStreetMap 路网特征。应用了一系列先进的统计和机器学习模型。除了开发非空间模型外,空间自相关性的识别还促进了空间建模技术的发展,以考虑空间依赖性。结果每个路段的出行次数、路段长度、超速和手机使用与严重制动呈正相关。相反,与其他类型的道路相比,高速公路发生的急刹车事件较少。此外,每个受检路段的行车次数是最有影响力的预测因素,突出了其作为风险暴露替代措施的重要性。在模型性能方面,空间零膨胀负二项(SZINB)模型优于相应的非空间模型。此外,与传统的随机森林模型相比,空间随机森林(SRF)模型减少了残差中空间自相关的绝对值,并显示出与观测数据更好的拟合效果。结论由于几何参数和行为参数与恶劣制动 SSM 高度相关,因此可以将两者结合起来,在空间上主动进行有意义的道路安全分析,而 SZINB 和 SRF 模型比非空间模型表现出更好的模型拟合效果。实际应用:研究结果可帮助决策者制定适当的对策,以减少目标空间单元的严重制动,从而提高整体道路安全。
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引用次数: 0
The ROADS project: Road observational assessment of driving distractions ROADS 项目:驾驶分心的道路观察评估
IF 3.9 2区 工程技术 Q1 ERGONOMICS Pub Date : 2024-11-22 DOI: 10.1016/j.jsr.2024.11.016
Marko Gjorgjievski , Bradley Petrisor , Sheila Sprague , Silvia Li , Herman Johal , Bill Ristevski
<div><div><em>Background</em>: Globally, motor-vehicle collisions cause 1.35 million deaths and more than 78 million injuries every year, with distracted driving contributing to many of these tragedies. Our main objective was to covertly determine the proportion of distracted drivers in live traffic. <em>Methods:</em> ROADS was a covert observational study conducted from November 2020–June 2021. We observed drivers on the highways and urban streets between Hamilton and Toronto, Ontario. The research team observed drivers of moving vehicles and collected data covertly while driving beside them in live traffic. Moving passenger vehicles ahead of the research team were randomly screened for inclusion. Stopped/parked vehicles, buses, and semi-trucks were excluded. Demographic and safety variables included estimated age and sex, seatbelt usage, and two-handed driving. Driving distractions were categorized as in-vehicle, outer-vehicle, and mobile phones. Driving errors, such as lane drift, evasive maneuvers, and near-crash/crash, were recorded. We analyzed associations between demographic and situational variables (weekday/weekend, urban/highway, presence/absence of passenger) and distracted driving, as well as associations between driving errors and distracted driving. <em>Results:</em> Of the observed 1,105 drivers, 609 (55.1%) were distracted. In-vehicle distractions (42.3%, 467/1105) were most prevalent, while 151 (13.7%) drivers were using mobile phones. Hands-free usage was observed in 92 (8.3%) drivers, while 63 (5.7%) drivers used a handheld device, visibly manipulating (3.4%, 38/1105), or actively talking (2.3%, 25/1105). Of the 24 (2.2%) drivers observed exhibiting driving errors, 23 (95.8%) drivers were visibly distracted. Younger estimated age (under 30 years old: OR 2.0, CI 1.320–3.105; 30–50 years old: OR 1.5, CI 1.090–1.925), and driver errors were significantly associated with distracted driving (p < 0.005). Sex, urban vs highways, and weekday vs weekend did not demonstrate a statistically significant association with distracted driving. <em>Conclusion:</em> By covertly observing moving vehicles while actively participating in live traffic, we identified that 55.1% of drivers were distracted, and approximately one in seven drivers used their mobile phones. Of the 24 drivers who were recorded making driving errors, an astounding 95.8% (23) were distracted, with two-thirds of these drivers illegally engaging with their phones. Also, driving on city streets versus highways (>60 km/hr) did not play a role in distracted driving. All this indicates that distracted driving is not only prevalent but also pervasive. Future research should focus on targeted driver education and behavioral modification. <em>Practical Applications:</em> This data can be applied towards driver education programs counseling drivers on dangerous distracting behaviors, as well as influencing legislature, informing, and providing law enforcement insight into worri
背景:在全球范围内,机动车碰撞每年造成 135 万人死亡,7800 多万人受伤,而分心驾驶是其中许多悲剧的罪魁祸首。我们的主要目标是暗中确定现场交通中分心驾驶者的比例。方法:ROADS 是一项秘密观察研究,于 2020 年 11 月至 2021 年 6 月进行。我们观察了安大略省汉密尔顿和多伦多之间高速公路和城市街道上的驾驶员。研究小组对行驶中的车辆的驾驶员进行了观察,并在现场交通中与驾驶员并肩行驶时暗中收集数据。研究小组对前方行驶的客运车辆进行了随机筛选。停止/停泊的车辆、公共汽车和半挂卡车不包括在内。人口统计学和安全变量包括估计年龄和性别、安全带使用情况和双手驾驶。驾驶分心分为车内分心、车外分心和手机分心。我们还记录了驾驶失误,如偏离车道、规避动作和濒临碰撞/撞车。我们分析了人口统计学变量和情景变量(工作日/周末、城市/高速公路、有/无乘客)与分心驾驶之间的关系,以及驾驶错误与分心驾驶之间的关系。研究结果在观察到的 1105 名驾驶员中,有 609 人(55.1%)分心驾驶。车内分心(42.3%,467/1105)最为普遍,而使用手机的驾驶员有 151 人(13.7%)。92名驾驶员(8.3%)使用了免提设备,63名驾驶员(5.7%)使用了手持设备,其中有3.4%(38/1105)的驾驶员明显在操作手持设备,或主动通话(2.3%,25/1105)。在被观察到出现驾驶失误的 24 名司机(2.2%)中,有 23 名司机(95.8%)明显分心。估计年龄较小(30 岁以下:OR 2.0,CI 1.320-3.105;30-50 岁:OR值为1.5,CI值为1.090-1.925),驾驶员失误与分心驾驶显著相关(p < 0.005)。性别、城市与高速公路、工作日与周末与分心驾驶的关系在统计学上并不显著。结论通过暗中观察行驶中的车辆,同时积极参与现场交通,我们发现 55.1% 的驾驶员分心,约七分之一的驾驶员使用手机。在记录到驾驶失误的 24 名司机中,有 95.8%(23 名)的司机分心,其中三分之二的司机非法使用手机。此外,在城市道路和高速公路(60 公里/小时)上驾驶对分心驾驶没有影响。所有这些都表明,分心驾驶不仅普遍存在,而且无孔不入。未来的研究应侧重于有针对性的驾驶教育和行为矫正。实际应用:这些数据可用于驾驶员教育计划,就危险的分心行为对驾驶员进行辅导,也可用于影响立法机构、提供信息以及让执法部门深入了解令人担忧的分心驾驶模式。
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Journal of Safety Research
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