Lucas Gomes Miranda Bispo, Fernando Gonçalves Amaral
{"title":"The impact of Industry 4.0 on occupational health and safety: A systematic literature review","authors":"Lucas Gomes Miranda Bispo, Fernando Gonçalves Amaral","doi":"10.1016/j.jsr.2024.04.009","DOIUrl":"10.1016/j.jsr.2024.04.009","url":null,"abstract":"<div><p><em>Introduction</em>: Industry 4.0 has brought new paradigms to businesses based on high levels of automation and interconnectivity and the use of technologies. This new context has an impact on the work environment and workers. Nevertheless, these impacts are still inconclusive and controversial, requiring new investigative perspectives. This study aimed to investigate the requirements sought, the risk factors identified, and the adverse effects on workers caused by the characteristics of I4.0. <em>Method:</em> The methodology was based on a systematic literature review utilizing the PRISMA protocol, and 30 articles were found eligible. A descriptive and bibliometric analysis of these studies was performed. <em>Results:</em> The results identified the main topics that emerged and have implications for workers' Occupational Health and Safety (OHS) and divided them into categories. The requirements are related mainly to cognitive, organizational, and technological demands. The most significant risk factors generated were associated with the psychosocial ones, but organizational, technological, and occupational factors were also identified. The adverse effects cited were categorized as psychic, cognitive, physical, and organizational; stress was the most cited effect. An explanatory theoretical model of interaction was proposed to represent the pathway of causal relations between the requirements and risk factors for the effects caused by I4.0. <em>Conclusions and practical applications</em>: This review has found just how complex the relationships between the principles of Industry 4.0 are (e.g., requirements, risk factors, and effects) and the human factors. It also suggests a pathway for how these relationships occur, bridging the gap left by the limited studies focused on connecting these topics. These results can help organizational managers understand the impacts of I4.0 on workers' safety and health.</p></div>","PeriodicalId":48224,"journal":{"name":"Journal of Safety Research","volume":null,"pages":null},"PeriodicalIF":3.9,"publicationDate":"2024-05-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141044791","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"The utility of telematics data for estimating the prevalence of driver handheld cellphone use, 2019–2022","authors":"Ian J. Reagan, Jessica B. Cicchino, Eric R. Teoh","doi":"10.1016/j.jsr.2024.04.003","DOIUrl":"https://doi.org/10.1016/j.jsr.2024.04.003","url":null,"abstract":"<div><p><em>Introduction:</em> Driver distraction from handheld cellphone use contributes to fatal crashes every year but is underreported in terms of the proportion of crashes attributed to any distraction or cellphone use specifically. Existing methods to estimate the prevalence of cellphone distractions are also limited (e.g., observing drivers stopped at intersections, when crash risk is low). Our study used data from Cambridge Mobile Telematics to estimate the prevalence of drivers’ handheld calls and cellphone manipulation while driving, with “cellphone motion” based on movement recorded by the phones’ gyroscopes used as a surrogate for manipulation. <em>Method:</em> We compared the telematics measures with the National Highway Traffic Safety Administration’s roadside observations of driver electronic device use, and logistic regression tested relationships between regional, legislative, and temporal factors and the odds of cellphone behaviors occurring on a trip or at a given point in time. <em>Results:</em> Results showed 3.5% of trips included at least one handheld phone call and 33.3% included at least an instance of cellphone motion, with handheld calls occurring during 0.78% of overall trip duration and cellphone motion during 2.4% of trip duration. <em>Conclusions:</em> Correspondence between trends in cellphone distractions across regional, legislative, and temporal factors suggest telematics data have considerable utility and appear to complement existing datasets.</p></div>","PeriodicalId":48224,"journal":{"name":"Journal of Safety Research","volume":null,"pages":null},"PeriodicalIF":4.1,"publicationDate":"2024-05-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140822133","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Emmanuel Fort , Mouloud Mohamed Haddak , Carole Pelissier , Barbara Charbotel
{"title":"Evolution of work conditions for employees driving for work in France based on data from the 2003, 2010 and 2017 SUMER surveys (Surveillance Médicale des expositions aux risques Professionnels)","authors":"Emmanuel Fort , Mouloud Mohamed Haddak , Carole Pelissier , Barbara Charbotel","doi":"10.1016/j.jsr.2024.04.002","DOIUrl":"https://doi.org/10.1016/j.jsr.2024.04.002","url":null,"abstract":"<div><h3>Introduction</h3><p>The occupational road-accident risk on public roads and the work conditions for professional driving is still an important issue in occupational health despite lower road-accident rates. This study presents the evolution over time of the work-related constraints for these employees based on the Sumer surveys carried out in 2003, 2010 and 2017.</p></div><div><h3>Method</h3><p>Data from the 2010 and 2017 surveys were restricted to match the scope of the 2003 survey in order to enable prevalence data to be compared in equivalent populations. The main variable of interest was “driving (car, truck, bus, and other vehicles) on public thoroughfares” for work (during the last week of work: yes/no). Work time characteristics, work rhythm, autonomy and scope for initiative, collective work group, standards and evaluations variables were completed by the occupational health physicians. A self-administered questionnaire was also provided to employees and contained the Job Content Questionnaire, which assesses decision latitude, social support and psychological demands, the reward scale of Siegrist questionnaire, the hostile behaviour with inspired questions for Leymann, sick leave and work accidents during the past 12 months and job satisfaction. Finally, prevention in the workplace was also completed by the occupational health physicians.</p></div><div><h3>Results</h3><p>About 25% of employees in France were exposed to work-related driving in 2017, which was stable in comparison with 2003 and 2010. However, the population was older and there were more females, more often from the clerical staff/middle manager category and working in companies with fewer than 10 employees. Employees exposed to work-related driving were also more frequently exposed to sustained work schedules and physical constraints, but less exposed to psychosocial risks.</p></div><div><h3>Conclusions</h3><p>The percentage of employees exposed to occupational road accident risk, i.e., exposure to work-related driving, remained stable at about 25% in 2017 compared with previous surveys. These employees were also more frequently exposed to sustained work schedules and physical constraints, but less exposed to psychosocial risks.</p></div><div><h3>Practical Applications</h3><p>Prevention campaigns on work-related road accident risk should be provided to all employees in all companies since all jobs can be concerned.</p></div>","PeriodicalId":48224,"journal":{"name":"Journal of Safety Research","volume":null,"pages":null},"PeriodicalIF":4.1,"publicationDate":"2024-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S0022437524000458/pdfft?md5=9b23bf5fa1440c9419a1dceee03c438f&pid=1-s2.0-S0022437524000458-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140815772","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Guopeng Zhang , Qianwei Xuan , Ying Cai , Xianghong Hu , Yixin Yin , Yan Li
{"title":"Analyzing the factors influencing speeding behavior based on quasi-induced exposure and random parameter logit model with heterogeneity in means","authors":"Guopeng Zhang , Qianwei Xuan , Ying Cai , Xianghong Hu , Yixin Yin , Yan Li","doi":"10.1016/j.jsr.2024.04.004","DOIUrl":"https://doi.org/10.1016/j.jsr.2024.04.004","url":null,"abstract":"<div><p><em>Introduction:</em> Speeding behavior is a major threat to road traffic safety, which can increase crash risks and result in severe injury outcomes. Although several studies have been conducted to analyze speeding crashes and relevant influential factors, the heterogeneity of variables has not been fully explored. Based on the traffic crash data extracted from the Crash Report Sampling System, the study aims to identify the factors that influence speeding driving with the consideration of variable heterogeneity. <em>Method:</em> Quasi-induced exposure technique is adopted to identify the disparities in the propensities of speeding for various driving cohorts. The random parameter logit model with heterogeneity in means is employed to examine the factors impacting speeding behavior. <em>Results:</em> Results indicate that: (a) driving cohorts such as young drivers, male drivers, passenger cars, and pickups appear to have higher propensities of engaging in speeding driving; (b) the propensity of speeding is higher when the driver is drinking, distracted, changing lanes, negotiating a curve, driving in lighted condition, and on curved roads; and (c) the random parameter logit model with heterogeneity in means has better performance as opposed to that without heterogeneity in means. <em>Conclusions:</em> Speeding behavior can be influenced by various factors in terms of driver-vehicle characteristics, physical condition, driving actions, and environmental conditions. <em>Practical Applications:</em> The findings could serve to develop effective countermeasures to reduce speeding behavior and improve traffic safety.</p></div>","PeriodicalId":48224,"journal":{"name":"Journal of Safety Research","volume":null,"pages":null},"PeriodicalIF":4.1,"publicationDate":"2024-04-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140631702","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Mohammad Tanvi Newaz , Mahmoud Ershadi , Marcus Jefferies , Peter Davis
{"title":"A critical review of the feasibility of emerging technologies for improving safety behavior on construction sites","authors":"Mohammad Tanvi Newaz , Mahmoud Ershadi , Marcus Jefferies , Peter Davis","doi":"10.1016/j.jsr.2024.04.006","DOIUrl":"https://doi.org/10.1016/j.jsr.2024.04.006","url":null,"abstract":"<div><p><em>Introduction:</em> Advancements in the modern construction industry have contributed to the development of a range of technology-based interventions to improve the safety behavior of front-line construction workers. Notwithstanding the extensive research on safety behavior, there is still a paucity of research on assessing technology interventions of safety behavior to provide an overview of their strengths and limitations. The present study aims to bridge this gap in the literature and identify the main trends of research. <em>Method:</em> A systematic review and critical content analysis are adopted to capture an overview of the state of knowledge on safety behavior technologies. As a result of searching Scopus, Web of Science, and Google Scholar databases in the period from Jan 2010 to Feb 2023, a total of 359 potential studies went through the systematic screening process and finally, 48 representative studies were selected followed by an assessment of the feasibility and applicability of the safety behavior technologies. <em>Results:</em> It was found that safety behavior technology is characterized by seven technologies including virtual-reality simulation (T1), eye-tracking technology (T2), prediction modeling of safety behavior (T3), computer-based training (T4), drone/sensor-based hazard monitoring (T5), vision-based behavior monitoring (T6), and real-time positioning (T7). <em>Conclusions:</em> This research improves understanding of the status of safety behavior technologies and provides a critical review of their feasibility from the perspective of four assessment criteria including application, limitation, benefit, and feasibility. <em>Practical applications:</em> The categorizations of technologies add value to the body of knowledge in terms of generic requirements for their implementation and adaptation on construction sites.</p></div>","PeriodicalId":48224,"journal":{"name":"Journal of Safety Research","volume":null,"pages":null},"PeriodicalIF":4.1,"publicationDate":"2024-04-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S0022437524000495/pdfft?md5=ba9e7cb31c70d6743af20af4030e6f2a&pid=1-s2.0-S0022437524000495-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140631703","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Evaluation and comparison of administrative division-level road traffic safety indices of Egypt, England, Turkey, and the United States","authors":"Morteza Ahmadpur, Ilgin Gokasar","doi":"10.1016/j.jsr.2024.04.007","DOIUrl":"https://doi.org/10.1016/j.jsr.2024.04.007","url":null,"abstract":"<div><p><em>Introduction:</em> There is regional diversity inside countries regarding road safety indices (RSIs), and countries rarely have been compared based on these indicators. Thus, regional RSIs of England, the United States, Egypt, and Turkey were evaluated. Regional data were collected from the statistical center of each country. The adopted regional RSIs include road fatalities, health risk (HR) or fatalities per population, and traffic risk (TR) or fatalities per number of vehicles. The associations between variables were examined using correlation and regression analysis. The spatial distributions of subdivisions were evaluated using Moran's I, the local Moran index. <em>Results</em>: Considerable differences between the countries were observed, including differences in the spatial distribution of regions and associations between RSIs. Significant relationships were detected between road fatality, population, and the number of motor vehicles. Higher exposure rates mean higher fatalities in regions. A robust linear relationship between the HR and TR indices was identified in developed countries. There is a nonlinear and significant association between motorization rates and TR indices of regions, and fatality risk decreases as the motorization rate increases. There is a considerable gap between developed and developing countries regarding regional RSIs, and the transferability of road safety models from one country to another is challenging. Huge hotspots regarding RSIs were observed in Turkey and the United States. The locations of hot spots in terms of the risk indices were identical in the developed countries.</p></div>","PeriodicalId":48224,"journal":{"name":"Journal of Safety Research","volume":null,"pages":null},"PeriodicalIF":4.1,"publicationDate":"2024-04-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140622513","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Sameen Zafar , Muhammad Abdullah , Muhammad Ashraf Javid , Nazam Ali
{"title":"Assessing the determinants of crash propensity using structural equation modeling: Role of distractions caused by fellow drivers","authors":"Sameen Zafar , Muhammad Abdullah , Muhammad Ashraf Javid , Nazam Ali","doi":"10.1016/j.jsr.2024.02.012","DOIUrl":"10.1016/j.jsr.2024.02.012","url":null,"abstract":"<div><h3>Introduction</h3><p>Aggressive behavior of drivers is a source of crashes and high injury severity. Aggressive drivers are part of the driving environment, however, excessive aggressive driving by fellow drivers may take the attention of the recipient drivers away from the road resulting in distracted driving. Such external distractions caused by the aggressive and discourteous behavior of other road users have received limited attention. These distractions caused by fellow drivers (DFDs) may agitate recipient drivers and ultimately increase crash propensity. Aggressive driving behaviors are quite common in South Asia and, thus, it is necessary to determine their contribution to distractions and crash propensity.</p></div><div><h3>Method</h3><p>Our study aimed to evaluate the effects of DFDs using primary data collected through a survey conducted in Lahore, Pakistan. A total of 801 complete responses were obtained. Various hypotheses were defined to explore the associations between the latent factors such as DFDs, anxiety/stress (AS), anxiety-based performance deficits (APD), hostile behavior (HB), acceptability of vehicle-related distractions (AVRD), and crash propensity (CP). Structural Equation Modeling (SEM) was employed as a multivariate statistical technique to test these hypotheses.</p></div><div><h3>Results</h3><p>The results supported the hypothesis that DFDs lead to AS among recipient drivers. DFDs and AS were further found to have positive associations with APDs. Whereas, there was a significant negative association between DFD, AS, and AVRD. As hypothesized, DFD and AS had positive associations with CP, indicating that distractions caused by aggressive behaviors leads to stress and consequently enhances crash propensity.</p></div><div><h3>Practical applications</h3><p>The results of this study provide a statistically sound foundation for further exploration of the distractions caused by the aggressive behaviors of fellow drivers. Further, the results of this study can be utilized by the relevant authorities to alter aggressive driving behaviors and reduce DFDs.</p></div>","PeriodicalId":48224,"journal":{"name":"Journal of Safety Research","volume":null,"pages":null},"PeriodicalIF":4.1,"publicationDate":"2024-03-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140128222","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"What occupational risk factors significantly affect miners’ health: Findings from meta-analysis and association rule mining","authors":"Boling Zhang, Xuechen Yin, Yu Guo, Ruipeng Tong","doi":"10.1016/j.jsr.2024.02.010","DOIUrl":"10.1016/j.jsr.2024.02.010","url":null,"abstract":"<div><p><em>Introduction</em>: The workplace’s health hazard remains a significant concern to workers in the mining industry, where miners are continually exposed to various kinds of exposure sources. <em>Method</em>: First, the determinants of miners’ health were systematically extracted from 259 publications, comprising chemical, physical, ergonomic, and psychosocial stressors, vulnerability factors, and common health outcomes. Then, 16 meta-analyses were performed to ascertain the epidemiological evidence for associations between four stressors and three health outcomes. The seven top contributing factors affecting miners’ health were identified through 166 available prospective studies. Finally, based on the classic and domestic measurement scales, a cross-sectional survey of 559 Chinese miners was conducted to determine the core psychosocial predictors. In addition to the traditional mechanisms, complex interactive networks among the antecedents and consequences and the reversed effects of consequences were also obtained, where 379 strong association rules were yielded via the Apriori algorithm. <em>Results</em>: The results showed that occupational dust, NO<sub>2</sub>, heavy metals, heat, vibration, awkward posture, and job stress are significant risk factors associated with individuals’ health conditions. Psychological capital, coping style, job demand, social support, organizational support, justice, and culture are core psychosocial predictors of miners. <em>Conclusions</em>: This study presents a case for identifying the most significant occupational risk factors related to individuals’ health, which could be extended and applied to other industries, as working populations around the world are suffering from various chemical, physical, ergonomic, and psychosocial stressors. <em>Practical Applications</em>: Identifying the significant occupational risk factors affecting workers’ health conditions is essential for comprehensive occupational health risk assessment and management. Therefore, this study could be important for health management in mines and other industries.</p></div>","PeriodicalId":48224,"journal":{"name":"Journal of Safety Research","volume":null,"pages":null},"PeriodicalIF":4.1,"publicationDate":"2024-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140272530","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Knowing how to swim and drowning prevention in children aged 10 to 14 years. Systematic review","authors":"Ana Ortiz Olivar , Juan Antonio Moreno-Murcia","doi":"10.1016/j.jsr.2024.02.011","DOIUrl":"10.1016/j.jsr.2024.02.011","url":null,"abstract":"<div><p><em>Purpose:</em> Drowning is 1 of the 10 leading causes of death due to unintentional injuries in children and adolescents worldwide. Knowing how to swim has been traditionally associated with water safety. However, its conceptualization may vary across studies, leading to different measurements and effects on the risk of drowning. This review sought to understand the current state of scientific evidence associating both issues. <em>Objectives:</em> To identify conceptualizations of knowing how to swim and to analyze the evidence indicating whether “knowing how to swim” may be a protective or a risk factor for unintentional drowning in children aged 10 to 14 years. <em>Method:</em> A systematic review of observational etiology studies was conducted, considering original peer-reviewed research published up to the year 2020. Databases including PubMed, Cochrane Central, Tripdatabase, Science Direct, Epistemonikos, Bvs and Bireme were searched for studies associating swimming skills as a risk or a protective factor for drowning (10–14 years). Study quality was assessed, and quantitative data were synthesized (without performing a <em>meta</em>-analysis). <em>Results:</em> A total of 6,508 results were identified, with only 6 studies meeting the criteria for inclusion in the final cohort. It was evidenced that the exclusive possession of swimming skills, without a concurrent understanding of water safety, is associated with increased exposure to aquatic environments. Consequently, this may increase the risk of drowning. <em>Conclusions:</em> Among children aged 10 to 14 years, there is insufficient evidence regarding whether knowing how to swim serves as a protective factor against drowning compared to not knowing how to swim. <em>Practical applications:</em> The insufficiency of evidence and a lack of consensus in the conceptualization of swimming as a form of knowledge underscores the need for further research. Such research is crucial for informing investments in drowning prevention interventions, particularly during early adolescence.</p></div>","PeriodicalId":48224,"journal":{"name":"Journal of Safety Research","volume":null,"pages":null},"PeriodicalIF":4.1,"publicationDate":"2024-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140128351","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Investigating the temporal dynamics of motor vehicle collision density patterns in urban road networks – A case study of New York","authors":"Haoliang Chang , Corey Kewei Xu , Tian Tang","doi":"10.1016/j.jsr.2024.02.009","DOIUrl":"10.1016/j.jsr.2024.02.009","url":null,"abstract":"<div><h3><em>Introduction</em></h3><p>Motor vehicle collisions are a leading source of mortality and injury on urban highways. From a temporal perspective, the determination of a road segment as being collision-prone over time can fluctuate dramatically, making it difficult for transportation agencies to propose traffic interventions. However, there has been limited research to identify and characterize collision-prone road segments with varying collision density patterns over time.</p></div><div><h3><em>Method</em></h3><p>This study proposes an identification and characterization framework that profiles collision-prone roads with various collision density variations. We first employ the spatio-temporal network kernel density estimation (STNKDE) method and time-series clustering to identify road segments with different collision density patterns. Next, we characterize collision-prone road segments based on spatio-temporal information, consequences, vehicle types, and contributing factors to collisions. The proposed method is applied to two-year motor vehicle collision records for New York City.</p></div><div><h3><em>Results</em></h3><p>Seven clusters of road segments with different collision density patterns were identified. Road segments frequently determined as collision-prone were primarily found in Lower Manhattan and the center of the Bronx borough. Furthermore, collisions near road segments that exhibit greater collision densities over time result in more fatalities and injuries, many of which are caused by both human and vehicle factors.</p></div><div><h3><em>Conclusions</em></h3><p>Collision-prone road segments with various collision density patterns over time have distinct differences in the spatio-temporal domain and the collisions that occur on them.</p></div><div><h3><em>Practical Applications</em></h3><p>The proposed method can help policymakers understand how collision-prone road segments change over time, and can serve as a reference for more targeted traffic treatment.</p></div>","PeriodicalId":48224,"journal":{"name":"Journal of Safety Research","volume":null,"pages":null},"PeriodicalIF":4.1,"publicationDate":"2024-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S002243752400032X/pdfft?md5=835eecb938fc0d4a467bd9d7dce95d68&pid=1-s2.0-S002243752400032X-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140128369","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}