OOIR: Observatory of International Research

Papers

(The median citation count of Journal of Transportation Safety & Security is 1. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-05-01 to 2025-05-01.)

Article	Citations
A simulation analysis to explore when using a calibration function is preferred over a scalar factor for calibrating safety performance functions	24
Truck drivers’ self-reported engagement in overloading: An application of the extended theory of planned behavior	20
Contributing factors on the level of delay caused by crashes: a hybrid method of latent class analysis and XGBoost based SHAP algorithm	18
Cluster analysis and multi-level modeling for evaluating the impact of rain on aggressive lane-changing characteristics utilizing naturalistic driving data	17
Pattern recognition from injury severity types of frontage roadway crashes	16
Multiscale spatial analysis of macro-level determinants of bicycle crash frequencies in the Phoenix metro region	15
How to select distracted driving countermeasures evaluation metrics: A systematic review	13
Investigating the impacts of driver’s risky driving behavior on traffic crash risk detection model	13
A methodology for prioritizing safety indicators using individual vehicle trajectory data	13
Real-time driving risk assessment based on the psycho-physical field	13
Prudent behavior of young pedestrians: What are the determinants?	11
An empirical analysis of how asleep/fatigued driving-injury severities have changed over time	11
A new approach in developing an urban rail transit emergency knowledge graph based on operation fault logs	10
Understanding the role of driver behaviors and performance in safety-critical events: Application of machine learning	10
Takeover behavior patterns for autonomous driving in crash scenarios	9
Identifying nonlinear effects of factors on hit-and-run crashes using interpretable machine learning techniques	9
Could music reduce driver fatigue? An investigation on music effects in various weather conditions	9
Safety systems and vehicle generations: Analysis of accident and travel data collected using event data recorders	9
Should voice navigation prompts be earlier and more complicated? A study of drivers’ visual attention, physiology and operating performance	9
Investigating the safety impacts of discontinuities in cycle network: A case study of London	9
A deep learning and full consistency approach to roadway safety scoring	8
An integrated decision support system for ship collision avoidance	8
Exploring injury severity of bicycle-motor vehicle crashes: A two-stage approach integrating latent class analysis and random parameter logit model	8
An approach for evaluating traffic safety of expressway weaving segments: Investigating risk patterns of lane-changing conflicts	8
Normalizing crash risk of partially automated vehicles under sparse data	7

A dynamic driving-style analysis method based on drivers’ interaction with surrounding vehicles	7
Pedestrian crossing decision during flashing green-countdown signal for urban signalized intersection	7
Wrong-way driving crash injury analysis on arterial road networks using non-parametric data mining techniques	7
Analyzing single-vehicle and multi-vehicle freeway crashes with unobserved heterogeneity	7
How do environmental and road factors impact automated vehicle crashes? An evidence from ADAS and ADS	7
Effects of shipping cycles on traffic delays and accident costs at port collector-distributor roads	7
Safety evaluation of variable speed limit system in British Columbia	7
Understanding distracted driving patterns of ride-hailing drivers from multi-source data: Applying association rule mining	6
Combined variable speed limit and lane change guidance for secondary crash prevention using distributed deep reinforcement learning	6
Temporal instability assessment of motorcyclist-injury severities using categorical principal component analysis and random parameter approach with heterogeneity in means	6
A comparative study of factors associated with motorcycle crash severities under different causal scenarios	6
A causal inference analysis of injury severity in motorcyclist crashes in Brazilian highway databases	6
Unraveling the complex relationship between weather conditions and traffic safety	6
Impact of operating speed measures on traffic crashes: Annual and daily level models for rural two-lane and rural multilane roadways	5
An integrated solution to identify pedestrian-vehicle accident prone locations: GIS-based multicriteria decision approach	5
A genetic programming approach for real-time crash prediction to solve trade-off between interpretability and accuracy	5
Optimizing the guiding sign system to improve drivers’ lane-changing behavior at freeway exit ramp	5
Educational disparities shifts in motorcyclist injury severity: Accounting for unobserved heterogeneity	5
Vehicle trajectory prediction and collision warning for lane change conditions	5
Evaluating the benefits of using a context classification system to develop intersection safety performance functions	4
Determinants of driver injury severity in electric vehicle crashes: A random parameters binary probit model with heterogeneity in means and variances	4
Advanced stop boxes and their effect on traffic conflict rates between cyclists and turning vehicles	4
Gate violation prediction at highway-rail grade crossings using tree-based ensemble techniques	4
Safety evaluation of pedestrian-vehicle interaction at signalized intersections in Changsha, China	4
Considering demographics of other involved drivers in predicting the highest driver injury severity in multi-vehicle crashes on rural two-lane roads in California	4
Exploring the spatiotemporal heterogeneity of freeway secondary crashes using GTWR model	4
Optimal maintenance strategy for enhancing safety and service level of port collector-distributor roads considering shipping cycle effects	4
An improved risk estimation model of lane change using naturalistic vehicle trajectories	4
Impact of access point density on driving safety in underground loops: Examining drivers’ operational performance and visual characteristics	4
Combining emerging hotspots analysis with XGBoost for modeling pedestrian injuries in pedestrian-vehicle crashes: a case study of North Carolina	4
Analysis of factors affecting occupant injury severity in rear-end crashes by different struck vehicle groups: A random thresholds random parameters hierarchical ordered probit model	3
Hard braking collected from probe vehicles as a predictor of crash occurrence at urban intersections in Connecticut	3
Temporal assessment of injury severities of two types of pedestrian-vehicle crashes using unobserved-heterogeneity models	3
Movement-based intersection crash frequency modeling	3
Use of a model-based gradient boosting framework to assess spatial and non-linear effects of variables on pedestrian crash frequency at macro-level	3
Mixed logit models for examining pedestrian injury severities at intersection and non-intersection locations	3
Real-time sideswipe conflict risk prediction on the expressway	3
Exploring the influence of seafarers’ individual characteristics on the perceived risk in Maritime emergencies: A simulator study	3
Severity analysis of red-light–running behavior at signalized intersections	3
Near misses and split routes: Comparing rider behavior, driver interaction, and route choice for cyclists	3
COVID-19, tourism and road traffic accidents: Evidence from Greece	3
Usage-based vehicle insurance: Driving style factors of accident probability and severity	3
Utilizing angle-based outlier detection method with sliding window mechanism to identify real-time crash risk	3
Quantification of cut-in risk and analysis of its influencing factors: a study using random parameters ordered probit model	3
Corridor-level network screening and modeling of fatal and serious injury crashes on urban and suburban arterial corridors in Florida	3
Exploring the impact of seasonal weather factors on frequency of lane-departure crashes in Maine	3
An exploratory analysis of two-vehicle crashes for distracted driving with a mixed approach: Machine learning algorithm with unobserved heterogeneity	3
How does older and younger drivers’ risk cognition affect the safety performance: A driving simulator study of sudden lane-changing of the leading vehicle	3
Modeling disruption durations of subway service via random survival forests: The case of Shanghai	3
Measuring and understanding the association between license-related infractions and road crash severity	3

Calibrating safety-based design charts for horizontal curves using system reliability analysis and multivariate models	3
Evasion planning for autonomous intersection control based on an optimized conflict point control formulation	3
Characterizing the differences of injury severity between single-vehicle and multi-vehicle crashes in China	2
Investigating injury severity of pedestrian–vehicle crashes by integrating latent class cluster analysis and unbalanced panel mixed ordered probit model	2
Does random slope hierarchical modeling always outperform random intercept counterpart? Accounting for unobserved heterogeneity in a real-time empirical analysis of critical crash occurrence	2
Unbelted and unlicensed: An investigation of crash clusters and associated injury severities	2
Surrogate safety assessment of super DDI design: A case study in Denver, Colorado	2
Empirical approach for identifying potential rear-end collisions using trajectory data	2
Factors affecting fatal PTW at-fault crash outcome metrics at intersections and non-intersections in South Korea	2
Modeling spatial spillover effect on intersection crash propensity: a case study at the county level in Ohio	2
Injury severity of single-vehicle weather-related crashes on two-lane highways	2
An image-based crash risk prediction model using visual attention mapping and a deep convolutional neural network	2
Verification analysis of relationship between driving failure probability and traffic accident rate	2
Identifying spatio-temporal pattern of electric vehicles involved traffic accidents	2
A novel deep learning framework for detecting seafarer’s unsafe behavior	2
Tempo-categorization of road accident hotspots to enhance the problem diagnosis process and detect hidden hazardous locations	2
Enhancing urban metro system resilience under disruptive events through multi-agent reinforcement learning	2
Convolutional neural network-based sensitivity analysis of parent and child features of different vehicle types in single-vehicle crashes	2
An ensemble machine learning method for crash responsibility assignment in quasi-induced exposure theory	2
Before-after safety evaluation of TWB at signalized intersection based on traffic conflict technique	2
Structural equation modeling approach for investigating drivers’ risky behavior in clear and adverse weather using SHRP2 naturalistic driving data	1
Identifying attribute associations in fatal speeding crashes using latent class clustering and association rule mining	1
Exploring contributing factors to improper driving actions in single-vehicle work zone crashes: A mixed logit analysis considering heterogeneity in means and variances, and temporal instability	1
Incorporating spatio-temporal correlation and interaction into a generalized ordered logit model for examining injury severities of traffic accidents	1
A three-step methodology to complement underreporting maritime accident records	1
Investigating contributing factors to injury severity levels in crashes involving pedestrians and cyclists using latent class clustering analysis and mixed logit models	1
Severity modeling of work zone crashes in New Jersey using machine learning models	1
Effects of high-speed rail illumination on traffic safety at night in a road-cum-railway section – Implications for the infrastructure design	1
Reinforcement learning-based optimal control of wearable alarms for consistent roadway workers’ reactions to traffic hazards	1
A random parameter bivariate probit model for injury severities of riders and pillion passengers in motorcycle crashes	1
Rules mining on hybrid electric vehicle consumer complaint database	1
Data-driven gale-induced risk assessment strategy for the high-speed railway system	1
Exploring the effects of Connected and Autonomous Vehicles on traffic safety and operation at full-cloverleaf interchanges	1
GIS-based assessment of pedestrian-vehicle accidents in terms of safety with four different ML models	1
Categorical principal component analysis (CATPCA) of pedestrian crashes in Central Florida	1
Evaluating traffic conflicts and crash risk in nighttime maintenance operation areas of highways using vehicles’ trajectory data	1
Injury severity analysis of drivers in single-vehicle rollover crashes: A random thresholds random parameters hierarchical ordered logit approach	1
A study of aberrant driving behaviors and road accidents in Chinese ride-hailing drivers	1
Crash severity prediction and interpretation for road determinants based on a hybrid method	1
Enhancing bicyclist survival time in fatal crashes: Investigating the impact of faster crash notification time through explainable machine learning	1
Exploring the main and interaction effects of traffic flow characteristics, roadway design and weather conditions on the real-time crash risk for urban roads with mixed logit model	1
Examining the causal effects of distracted driving on crash injury severities	1
Pattern recognition from light delivery vehicle crash characteristics	1
Application of GIS in road safety analysis: A case study of NH66 corridor in Kollam	1
Open source head and face estimation as a complement to commercial eye-tracking	1
Analysis of human errors in maritime accidents: A Bayesian spatial multinomial logistic model	1
Investigating the application of deep learning to identify pedestrian collision-prone zones	1
A comparison of patterns and contributing factors of ADAS and ADS involved crashes	1
An integrated clustering and Bayesian approach to investigate the severity of pedestrian collisions at highway-railway grade crossings collisions	1
Factors affecting pedestrian injury severity in pedestrian-vehicle crashes: Insights from a data mining and mixed logit model approach	1
Modeling non-parametric effects of two-vehicle speed on crash risk at intersections: Leveraging two-dimensional additive logistic regression beyond univariable approach	1
An integration methodology of safety and security requirements for autonomous vehicles	1
Analysis of lane-changing conflict between cars and trucks at freeway merging sections using UAV video data	1
Investigation of factors contributing to bus-crash severity based on extended hierarchical ordered probit model with heteroscedasticity	1
Examining the crash risk factors associated with cycling by considering spatial and temporal disaggregation of exposure: Findings from four Dutch cities	1
Shared e-bike riders’ psychology contribution to self-reported traffic accidents: a structural equation model approach with mediation analysis	1
Young drivers and cellphone distraction: Pattern recognition from fatal crashes	1
Analyzing the time-varying patterns of contributing factors in work zone-related crashes	1
Freeway crash risk prediction considering unobserved heterogeneity: A random effect negative binomial regression approach	1
Investigating the impact of influential factors on crash types for autonomous vehicles at intersections	1
Recognition of typical driving stressors and driver stress level in a Chinese sample	1
Analysis of driving left-turn errors of young and older drivers at urban intersections	1
Long-term safety evaluation of the primary seat-belt law	1