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A hybrid machine learning approach for predicting traffic accident collision severity. 交通事故碰撞严重程度预测的混合机器学习方法。
IF 2 4区 医学 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-03-05 DOI: 10.1080/17457300.2026.2640066
Zhengping Tan, Lei Cui, Hao Xu, Jin Xu, Hao Feng, Peng Wang

Accurate prediction of traffic accident severity remains challenging due to feature coupling and class imbalance, which hinder reliable applications in autonomous driving safety systems. This study proposes a Dynamic and Static Cross Entropy Integrated Neural Network (DSCE-INN) to address these issues. Using 857 real-world accident cases from the 2017-2021 China National Automobile Accident In-Depth Investigation System (NAIS), a Weighted Injury Coefficient is developed to enable continuous injury mapping, and K-means clustering reclassifies severity into three levels: property damage only, non-disabling injury, and disabling or fatal injury. Information gain identifies 11 critical features. DSCE-INN employs feature decoupling, transforming the multi-class task into binary sub-models, and introduces a dynamic-static weighted cross-entropy loss to jointly mitigate coupling and imbalance. A soft-hard voting mechanism, combined with L1 regularisation and focal loss, further enhances prediction robustness. Experimental results show accuracies of 0.782, 0.729, and 0.801, significantly outperforming a baseline ANN. Findings demonstrate DSCE-INN's effectiveness and practical value for autonomous driving safety.

由于特征耦合和类别不平衡,交通事故严重程度的准确预测仍然具有挑战性,这阻碍了自动驾驶安全系统的可靠应用。本研究提出一种动态与静态交叉熵集成神经网络(DSCE-INN)来解决这些问题。利用2017-2021年中国国家交通事故深度调查系统(NAIS)中的857起真实事故案例,开发了加权伤害系数以实现连续伤害映射,并使用K-means聚类将严重程度重新划分为三个级别:仅财产损害、非致残伤害、致残或致命伤害。信息增益识别11个关键特征。DSCE-INN采用特征解耦,将多类任务转化为二值子模型,并引入动态静态加权交叉熵损失来共同缓解耦合和不平衡。结合L1正则化和焦点损失的软-硬投票机制进一步增强了预测的鲁棒性。实验结果表明,准确率分别为0.782、0.729和0.801,显著优于基线人工神经网络。研究结果证明了DSCE-INN在自动驾驶安全方面的有效性和实用价值。
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引用次数: 0
Temporal and weather-specific analysis of injury severity in three-wheeled rickshaw crashes: a heterogeneity-aware modeling approach. 三轮人力车碰撞中损伤严重程度的时间和天气特异性分析:一种异质性感知建模方法。
IF 2 4区 医学 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-03-05 DOI: 10.1080/17457300.2026.2637567
Zia Ur Rehman, Chenzhu Wang, Said M Easa, Chaozhe Jiang, Arshad Jamal

Three-wheeled motorized rickshaws (3-WMRs) present serious safety risks in developing countries, yet the joint effects of weather and temporal changes on crash severity remain underexplored. Using six years of police-reported 3-WMR crash data from Rawalpindi, Pakistan (2017-2022), we estimate a partially constrained temporal random-parameters logit model with heterogeneity in means to capture unobserved factors and time-varying effects across weather types and biennial periods. Severe or fatal injuries are more likely in crashes involving motorcycles, pedestrians, or trucks; single-vehicle events; older drivers; peak-hour traffic; wrong U-turns; speeding; and distraction. Importantly, the magnitudes and directions of several effects vary by weather and over time. Rainy conditions elevate severity risk (e.g., reduced friction), whereas sunny weather is linked to riskier behaviors (e.g., speeding). The results support adaptive, weather-specific countermeasures, including stricter speed enforcement in rain, enhanced signing/markings for low visibility, and targeted training for high-risk groups such as older riders.

三轮机动人力车(3-WMRs)在发展中国家存在严重的安全风险,但天气和时间变化对碰撞严重程度的共同影响仍未得到充分研究。利用巴基斯坦拉瓦尔品第警方报告的6年(2017-2022年)3-WMR事故数据,我们估计了一个部分约束的时间随机参数logit模型,该模型具有异质性,以捕获未观察到的因素和跨天气类型和两年期的时变影响。涉及摩托车、行人或卡车的碰撞更可能造成严重或致命伤害;单车活动;老司机;由于交通;错误的转弯;超速行驶;和分心。重要的是,几种影响的大小和方向随天气和时间而变化。雨天会增加严重风险(例如,摩擦减少),而晴天则会导致更危险的行为(例如,超速)。研究结果支持适应性的、针对具体天气的对策,包括在下雨时更严格的速度执法,加强低能见度的标志/标记,以及对老年车手等高风险群体进行有针对性的培训。
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引用次数: 0
The burden of amputations due to road injuries global, regionally, and nationally, 1990-2021: analysis of data from the 2021 Global Burden of Disease Study. 1990-2021年全球、区域和国家道路伤害造成的截肢负担:对《2021年全球疾病负担研究》数据的分析
IF 2 4区 医学 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-03-04 DOI: 10.1080/17457300.2026.2616823
Rongcan Liu, Junlong Song, Huan Chen, Jing Xu, Junsheng Zhang, Jingyuan Li, Zhao Wang, Rongkun Chang, Yaokan Zhang, Sang-Hyeok Lee, Chan Kang

This study analyzed amputations resulting from road injuries worldwide from 1990 to 2021 using data from the Global Burden of Disease Study 2021. The findings revealed a 39.1% decrease in age-standardized prevalence rates, but the global absolute number of amputations increased by 7.8%, reaching 25.9 million by 2021. While age-standardized incidence and YLD rates declined, notable disparities persisted across regions and socio-demographic indices, with the highest burden observed in Middle and High-middle SDI areas. The burden was disproportionately higher among men, especially those aged 45-79. Projections indicate a rise in the prevalence and YLD rates by 2040, highlighting the need for enhanced road safety, trauma care, and rehabilitation services to address this growing public health issue.

本研究使用《2021年全球疾病负担研究》的数据,分析了1990年至2021年全球道路伤害造成的截肢。调查结果显示,年龄标准化患病率下降了39.1%,但全球截肢的绝对数量增加了7.8%,到2021年达到2590万。虽然年龄标准化发病率和YLD率有所下降,但各地区和社会人口指数之间的显著差异仍然存在,在中等和中高SDI地区观察到的负担最重。男性的负担尤其高,尤其是年龄在45-79岁之间的男性。预测显示,到2040年,患病率和青少年死亡率将上升,突出表明需要加强道路安全、创伤护理和康复服务,以解决这一日益严重的公共卫生问题。
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引用次数: 0
Enhancing the safety performance of EOT crane operations by integrating VR training and granular safety function deployment. 通过整合VR培训和细粒度安全功能部署,提高EOT起重机作业的安全性能。
IF 2 4区 医学 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-03-03 DOI: 10.1080/17457300.2026.2630152
Ashish Garg, Krantiraditya Dhalmahapatra, Abhishek Verma, J Maiti

This study addresses the hazards and potential damage from using electric overhead traveling (EOT) cranes in industrial environments. It aims to implement and evaluate effective measures to control and mitigate these risks. A novel approach integrates virtual reality (VR), double upper approximated rough number (DUARN), safety function deployment (SFD) and analytic hierarchy process (AHP) principles to assess the effectiveness of risk control systems (RCSs). A three-dimensional VR environment is developed to enhance the effectiveness of safety training for EOT crane operators in a steel manufacturing plant. The study presents a granulated SFD (GSFD) approach that utilizes granular computing to precisely model the uncertainties arising from experts' opinions, particularly EOT crane operators. The uncertainties pertain to hazards, initiating mechanisms (IMs) and associated RCSs identified after VR-based training. The proposed model is a three-stage granular house of safety (HoS) that aims to clarify the connections between hazards, IMs and RCSs. The results show that standard operating procedures (SOPs) are the top intervention, ensuring consistent and safe crane operations, and VR-based safety training (VRST) is crucial for immersive, risk-free hazard recognition. Interlocked protective devices and smart wearable technology can also enhance safety by preventing accidents and monitoring worker health in real-time. This comprehensive approach shows the potential for significant improvements in operational safety, providing an adequate framework for various industrial applications.

本研究针对工业环境中使用电动桥式起重机(EOT)的危险和潜在损害。它旨在实施和评价控制和减轻这些风险的有效措施。一种综合虚拟现实(VR)、双上限近似粗糙数(DUARN)、安全功能部署(SFD)和层次分析法(AHP)原理的风险控制系统(rcs)有效性评估方法。为了提高某钢厂EOT起重机操作员安全培训的有效性,开发了三维虚拟现实环境。该研究提出了一种颗粒SFD (GSFD)方法,该方法利用颗粒计算来精确模拟专家意见(特别是EOT起重机操作员)产生的不确定性。不确定性涉及基于vr的培训后确定的危害、启动机制(IMs)和相关rcs。提出的模型是一个三阶段的颗粒安全屋(HoS),旨在阐明危险、IMs和rcs之间的联系。结果表明,标准操作程序(sop)是确保起重机操作一致和安全的首要干预措施,而基于vr的安全培训(VRST)对于沉浸式、无风险的危险识别至关重要。联锁保护装置和智能可穿戴技术还可以通过防止事故和实时监控工人的健康状况来提高安全性。这种全面的方法显示了显著提高操作安全性的潜力,为各种工业应用提供了适当的框架。
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引用次数: 0
Impact of increase in penalties on alcohol and mobile-use related accidents in India: observations from the report on road accidents in India. 印度增加对酒精和手机使用相关事故的处罚的影响:来自印度道路事故报告的意见。
IF 2 4区 医学 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-03-02 DOI: 10.1080/17457300.2026.2635094
Deepika Jangra, Arpit Jashwantbhai Parmar, Yashita Ahluwalia, Yatan Pal Singh Balhara

The growing number of road accidents in India has been a concern over the years. Alcohol and mobile phone use while driving have been found to be important factors in road injuries. Although legislative changes, like 'The Motor Vehicle (Amendement) Act, 2019', introduced stricter penalties to control dangerous driving behavior, limited evidence exists regarding their real-world impact in low and middle-income countries (LMICs) like India. This study examines the impact of increased penalties on alcohol and mobile-related accidents in India using "Road Accidents in India" reports. Accident trends were assessed before and after the implementation of stricter penalties using year-on-year statistical testing for proportion differences. Drunk driving and mobile phone-related violations increased until 2019 but showed a significant decline following the introduction of higher penalties, sustained up until 2021. Findings show that while stricter penalties help, lasting impact depends on consistent enforcement, public awareness, and attitudinal changes toward road safety.

多年来,印度日益增多的交通事故一直令人担忧。驾车时饮酒和使用手机已被发现是造成道路伤害的重要因素。尽管“2019年机动车辆(修正案)法”等立法变化引入了更严格的惩罚措施来控制危险驾驶行为,但关于其在印度等低收入和中等收入国家(LMICs)的现实影响的证据有限。本研究利用“印度道路事故”报告,考察了印度加大对酒精和手机相关事故处罚的影响。在实施更严格的处罚之前和之后,使用比例差异的年度统计测试来评估事故趋势。酒驾和与手机相关的违法行为在2019年之前一直在增加,但在加大处罚力度后大幅下降,这种情况一直持续到2021年。调查结果表明,虽然更严厉的处罚有所帮助,但持久的影响取决于持续的执法、公众意识和对道路安全态度的改变。
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引用次数: 0
A nation in motion, a people in mourning: a lamentation on Ghana's road carnage. 一个国家在运动,一个民族在哀悼:对加纳公路大屠杀的哀悼。
IF 2 4区 医学 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-02-27 DOI: 10.1080/17457300.2026.2635100
Enock Aninakwah, Isaac Aninakwah

Ghana is losing too many lives on the road, and the numbers continue to rise. This study examined road traffic fatalities in Ghana from 1991 to 2024, identified their major causes and compared Ghana's situation with that of selected African countries. Data were obtained from credible sources, including the National Road Safety Authority, the World Health Organisation, the Ghana Highway Authority and relevant local studies. The findings show that more than 46,000 people died in road crashes between 1991 and 2018, with an additional 2,494 deaths recorded in 2024 alone. The leading causes were poor road infrastructure, driver error and vehicle defects. Comparative analysis revealed that Ghana's road fatality rate is higher than that of Rwanda and Nigeria, despite Ghana having a smaller vehicle population. Using a statistical projection based on historical trends, the study indicates that Ghana could record more than 2,800 road deaths in a single year by 2030 if current conditions persist. This trajectory suggests that the country is unlikely to achieve the Sustainable Development Goal target of halving road traffic deaths. These findings highlight a crisis that has become normalised in everyday life, where road travel is often perceived as a gamble. Urgent and coordinated action is therefore required, including improved road infrastructure, expansion of dual carriageways, stricter enforcement of traffic regulations and sustained public education. Road safety in Ghana has become a national public health and development priority rather than a transport issue alone.

加纳在道路上失去了太多的生命,而且这个数字还在继续上升。本研究调查了1991年至2024年加纳的道路交通死亡人数,确定了其主要原因,并将加纳的情况与选定的非洲国家进行了比较。数据来自可靠的来源,包括国家道路安全局、世界卫生组织、加纳公路管理局和相关的地方研究。调查结果显示,1991年至2018年期间,有4.6万多人死于道路交通事故,仅2024年就有2494人死亡。主要原因是道路基础设施差、驾驶员失误和车辆缺陷。比较分析显示,加纳的道路死亡率高于卢旺达和尼日利亚,尽管加纳的车辆数量较少。根据基于历史趋势的统计预测,该研究表明,如果目前的情况持续下去,到2030年,加纳每年的道路死亡人数可能超过2 800人。这一轨迹表明,该国不太可能实现将道路交通死亡人数减半的可持续发展目标。这些发现凸显了一种危机,这种危机已经在日常生活中变得常态化,在日常生活中,公路旅行往往被视为一种赌博。因此,需要采取紧急和协调一致的行动,包括改善道路基础设施,扩大双车道,更严格地执行交通法规和持续的公共教育。在加纳,道路安全已成为国家公共卫生和发展的优先事项,而不仅仅是交通问题。
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引用次数: 0
Restraints for young kids on motorcycles: potential harms likely outweigh the benefits. 摩托车上的儿童约束:潜在的危害可能大于好处。
IF 2 4区 医学 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-02-24 DOI: 10.1080/17457300.2026.2635098

The transport of young children on motorcycles is a concern in many low- and middle-income countries. A 2015 World Health Organization report speculated about the potential value of safety restraints ("safety harness") that strap the child to the adult rider and aim to prevent young children from slipping off motorcycles. Although the WHO report recommended that the concept should be evaluated before adoption, India recently became the first country to mandate the use of child safety harnesses. Epidemiological data from India show that children rarely slip off motorcycles. In contrast, crashes of motorcycles that are carrying young children are far more common. In a crash, a child who is tethered to an adult is likely to sustain more severe injuries because of the adult's mass and movement during impact. Therefore, the risks posed by harnesses to children may far exceed their benefits. Policies promoting these devices will likely create a false sense of safety among parents that could increase the transport of young children on motorcycles and in more risky conditions. India's policy mandating their use should be discontinued until more evidence is available. We call for urgent reconsideration and redirection of attention toward evidence-based strategies to protect children in traffic.

在许多低收入和中等收入国家,骑摩托车运送幼儿是一个令人关切的问题。2015年世界卫生组织的一份报告推测了安全约束(“安全带”)的潜在价值,它将儿童绑在成年骑手身上,旨在防止幼儿从摩托车上滑下来。尽管世卫组织的报告建议在采用这一概念之前对其进行评估,但印度最近成为第一个强制使用儿童安全安全带的国家。来自印度的流行病学数据显示,儿童很少从摩托车上滑下。相比之下,载着小孩的摩托车撞车事故要常见得多。在撞车事故中,被绑在成年人身上的孩子可能会受到更严重的伤害,因为成年人在撞击过程中的身体质量和运动。因此,儿童背带给儿童带来的风险可能远远超过其益处。推广这些设备的政策可能会在父母中造成一种错误的安全感,从而增加儿童骑摩托车和在更危险的条件下的交通。在获得更多证据之前,印度应该停止强制使用这些药物的政策。我们呼吁紧急重新考虑并将注意力转向以证据为基础的战略,以保护交通中的儿童。
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引用次数: 0
Unveiling the Kuznets curve in elderly road deaths: the impact of economic growth, income inequality and urbanization. 揭示老年道路死亡的库兹涅茨曲线:经济增长、收入不平等和城市化的影响。
IF 2 4区 医学 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-01-22 DOI: 10.1080/17457300.2026.2616820
Kun Yang, Teik Hua Law, Megat-Usamah Megat-Johari, Qizhou Hu

Prior research showed a reverse U-shaped or Kuznets curve association between road deaths and income growth. However, no research has linked income growth to elderly road deaths (ERD). This study uses the fixed effects negative binomial panel regression on 82 countries over 30 years to close this gap. Results show a Kuznets curve association between the ERD rate and per capita Real Gross Domestic Product (RGDP). The ERD rate rises with per capita RGDP to a threshold, and then declines as income continues to grow. Additionally, increasing income disparity delays this critical turning point associated with increasing per capita RGDP. This study also reveals a reverse U-shaped association between urbanization (URB) and ERD rate, with ERD rate peaking in countries with diverse traffic conditions and less road choice. Considering economic and demographic changes, this study emphasises the need for ERD rate reduction policies.

先前的研究表明,道路死亡人数与收入增长之间呈倒u型或库兹涅茨曲线关系。然而,没有研究将收入增长与老年人道路死亡(ERD)联系起来。本研究采用固定效应负二项面板回归对82个国家30年的数据进行分析,以缩小这一差距。结果显示,ERD率与人均实际国内生产总值(RGDP)之间呈库兹涅茨曲线关系。ERD比率随着人均RGDP达到一个阈值而上升,然后随着收入的持续增长而下降。此外,收入差距的扩大推迟了这一与人均国内生产总值增长相关的关键转折点。该研究还揭示了城市化(URB)与ERD率之间的反向u型关系,在交通条件多样化和道路选择较少的国家,ERD率达到峰值。考虑到经济和人口的变化,本研究强调需要制定降低ERD率的政策。
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引用次数: 0
From Young-to older-elderly: shifting casualty patterns in traffic accidents within a motorcycle-oriented transport environment. 从年轻人到老年人:在以摩托车为导向的交通环境中交通事故伤亡模式的转变。
IF 2 4区 医学 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-01-07 DOI: 10.1080/17457300.2025.2611373
Yu-Yun Wang, Ching-Wen Lin, Cheng-Wen Lien, Cheng-Hao Chang, Tzu-Hsuen Yuan

As Taiwan transitions into a super-aged society, elderly road users face increasing risks of traffic accidents due to age-related physiological and cognitive decline. This study compared traffic accident characteristics between young-elderly (65-74 years) and older-elderly (≥75 years) road users in Taiwan, where motorcycles dominate the transportation environment. Chi-square and Mann-Whitney U tests were applied to examine differences in accident characteristics, injury and fatality proportions, and urbanization areas, while logistic regression were used to assess the age-related differences in injury and fatality outcomes. The results showed that motor accidents were prevalent among the elderly. Compared with the young-elderly, the older-elderly had higher injury and fatality proportions, with lower proportion of car accidents but higher proportions of bicycle and pedestrian accidents. In addition, drunk driving was more prevalent among the young-elderly across all vehicle types, whereas unlicensed motor vehicle driving was more common among the older-elderly. These findings reveal distinct risk patterns between elderly subgroups and underscore the need for targeted interventions to enhance traffic safety in both aging populations and motorcycle-dependent societies.

随着台湾进入超高龄社会,老年道路使用者因年龄相关的生理及认知衰退,面临交通意外的风险增加。本研究比较台湾地区以摩托车为主的交通环境中,年轻-高龄(65-74岁)与高龄-高龄(≥75岁)道路使用者的交通事故特征。卡方检验和Mann-Whitney U检验用于检验事故特征、伤害和死亡比例以及城市化地区的差异,而逻辑回归用于评估伤害和死亡结果的年龄相关差异。结果表明,交通事故在老年人中很普遍。与青壮年人群相比,中老年人群的伤害和死亡比例较高,其中车祸比例较低,自行车和行人事故比例较高。此外,在所有类型的车辆中,年轻老年人的酒后驾驶更为普遍,而无照驾驶的机动车在老年人中更为常见。这些发现揭示了老年亚组之间不同的风险模式,并强调需要采取有针对性的干预措施,以加强老年人口和摩托车依赖社会的交通安全。
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引用次数: 0
Epidemiology of road traffic injuries in Oman: insights from the Eastern Mediterranean region. 阿曼道路交通伤害的流行病学:来自东地中海区域的见解。
IF 2 4区 医学 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Pub Date : 2026-01-06 DOI: 10.1080/17457300.2025.2611369
Hamid Soori

This study examines the epidemiology of road traffic injuries (RTIs) in the Eastern Mediterranean Region (EMR), which ranks third globally in fatalities, with a focus on Oman. The analysis used secondary data from World Road Safety Reports across 22 EMR member states. Trained national coordinators collected data from various sectors. Descriptive statistics summarized fatality rates and trends, while comparative analysis assessed regional differences. Additional sources included UN regulations, the UN Population Division, and World Bank indicators. The EMR, representing about 8.8% of the global population, accounts for 10.51% of all RTI fatalities, with a fatality rate of 16.4 per 100,000, compared to 9.3 in Europe. Among high-income countries, the average rate is 10.0 per 100,000. The highest rates are in Saudi Arabia (18.5) and Oman (11.0). Oman reduced its RTI fatalities from 29.5 per 100,000 in 2013 to 11 in 2023, with 497 fatalities reported that year; 21% involved four-wheeled vehicles and pedestrians. Oman must enhance the enforcement of road safety laws. A focus on protecting vulnerable road users and community involvement is essential for meeting the Sustainable Development Goals of reducing RTI deaths by 2030.

本研究调查了东地中海区域(EMR)道路交通伤害(RTIs)的流行病学,该区域的死亡人数在全球排名第三,重点是阿曼。该分析使用了来自22个EMR成员国的《世界道路安全报告》的二手数据。训练有素的国家协调员从各个部门收集数据。描述性统计总结了死亡率和趋势,而比较分析评估了区域差异。其他数据来源包括联合国法规、联合国人口司和世界银行指标。EMR约占全球人口的8.8%,占所有RTI死亡人数的10.51%,死亡率为16.4 / 10万,而欧洲为9.3 / 10万。在高收入国家,平均比率为10.0 / 10万。最高的是沙特阿拉伯(18.5)和阿曼(11.0)。阿曼的RTI死亡人数从2013年的每10万人29.5人减少到2023年的11人,当年报告的死亡人数为497人;21%的事故涉及四轮车辆和行人。阿曼必须加强道路安全法的执行。重点关注保护弱势道路使用者和社区参与,对于实现到2030年减少交通事故死亡的可持续发展目标至关重要。
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引用次数: 0
期刊
International Journal of Injury Control and Safety Promotion
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