OOIR: Observatory of International Research

Papers

(The median citation count of Journal of Transportation Safety & Security is 2. 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 2022-05-01 to 2026-05-01.)

Article	Citations
Cluster analysis and multi-level modeling for evaluating the impact of rain on aggressive lane-changing characteristics utilizing naturalistic driving data	39
Pattern recognition from injury severity types of frontage roadway crashes	19
Truck drivers’ self-reported engagement in overloading: An application of the extended theory of planned behavior	15
Contributing factors on the level of delay caused by crashes: a hybrid method of latent class analysis and XGBoost based SHAP algorithm	14
Optimal dispatch of emergency materials for major maritime accidents based on sea–road multimodal transport	13
Prudent behavior of young pedestrians: What are the determinants?	13
How to select distracted driving countermeasures evaluation metrics: A systematic review	12
A methodology for prioritizing safety indicators using individual vehicle trajectory data	12
Impact of road network patterns on traffic crash prediction: An interpretable geography machine learning approach	11
Crash hotspot identification using large-scale trajectory data: Insights from surrogate safety measures	11
Takeover behavior patterns for autonomous driving in crash scenarios	11
Should voice navigation prompts be earlier and more complicated? A study of drivers’ visual attention, physiology and operating performance	11
Real-time driving risk assessment based on the psycho-physical field	10
Understanding the role of driver behaviors and performance in safety-critical events: Application of machine learning	10
Multiscale spatial analysis of macro-level determinants of bicycle crash frequencies in the Phoenix metro region	10
Investigating the impacts of driver’s risky driving behavior on traffic crash risk detection model	10
A new approach in developing an urban rail transit emergency knowledge graph based on operation fault logs	9
Could music reduce driver fatigue? An investigation on music effects in various weather conditions	9
An approach for evaluating traffic safety of expressway weaving segments: Investigating risk patterns of lane-changing conflicts	8
Characterizing the heterogeneities of driver attributes and lane-changing characteristics in lane-changing risks based on reconstructed vehicle trajectories on arterial roads	8
Identifying nonlinear effects of factors on hit-and-run crashes using interpretable machine learning techniques	8
Investigating the safety impacts of discontinuities in cycle network: A case study of London	8
An integrated decision support system for ship collision avoidance	8
An empirical analysis of how asleep/fatigued driving-injury severities have changed over time	8
Effects of shipping cycles on traffic delays and accident costs at port collector-distributor roads	7

Normalizing crash risk of partially automated vehicles under sparse data	7
Exploring the safety impacts of conditionally automated driving vehicles switching control to manual driving mode within mixed traffic	7
A deep learning and full consistency approach to roadway safety scoring	7
A dynamic driving-style analysis method based on drivers’ interaction with surrounding vehicles	7
Unraveling the complex relationship between weather conditions and traffic safety	7
Converting structured data to point cloud data: A traffic accident severity prediction model based on sparse 3D convolution	7
How do environmental and road factors impact automated vehicle crashes? An evidence from ADAS and ADS	7
Temporal instability assessment of motorcyclist-injury severities using categorical principal component analysis and random parameter approach with heterogeneity in means	7
A causal inference analysis of injury severity in motorcyclist crashes in Brazilian highway databases	6
Structural equation modelling of driver behaviour and eye-movement pattern: A comprehensive analysis of rear-end collision avoidance	6
Educational disparities shifts in motorcyclist injury severity: Accounting for unobserved heterogeneity	6
Integrating deep learning and clustering techniques to address imbalanced data in traffic accident severity prediction	6
Optimizing the guiding sign system to improve drivers’ lane-changing behavior at freeway exit ramp	6
A vision-based fusion approach to predict pedestrian crossing behavior for traffic conflict prevention	6
Vehicle trajectory prediction and collision warning for lane change conditions	6
The evolving vehicle fleet and pedestrian harm: Heterogeneity based data-driven analysis	6
Understanding distracted driving patterns of ride-hailing drivers from multi-source data: Applying association rule mining	6
Real-time sideswipe conflict risk prediction on the expressway	5
Large-scale traffic safety management using Temporal Fusion Transformers: Prediction, interpretation, and intervention analysis	5
Modeling drivers’ brake response times to pedestrian collision when using HUD in the connected environment	5
Gate violation prediction at highway-rail grade crossings using tree-based ensemble techniques	5
Exploring the spatiotemporal heterogeneity of freeway secondary crashes using GTWR model	5
Investigating the factors affecting the severity of autonomous vehicle-related conflicts	5
Corridor-level network screening and modeling of fatal and serious injury crashes on urban and suburban arterial corridors in Florida	5
A vehicle lane change risk assessment method based on an improved potential field model: Application to connected autonomous trucks	5
Impact of access point density on driving safety in underground loops: Examining drivers’ operational performance and visual characteristics	5
Determinants of driver injury severity in electric vehicle crashes: A random parameters binary probit model with heterogeneity in means and variances	5
Clustering patterns of roadway departure related motorcycle crashes using dimension reduction analysis	5
A genetic programming approach for real-time crash prediction to solve trade-off between interpretability and accuracy	5
Detecting dangerous driving via computer vision: Linking video-based indicators to road crashes	5
Utilizing angle-based outlier detection method with sliding window mechanism to identify real-time crash risk	5
Analyzing truck heterogeneity and synergistic interaction effects among risk factors in crash severity using an interpretable LightGBM framework	5
Measuring and understanding the association between license-related infractions and road crash severity	5
Impact of operating speed measures on traffic crashes: Annual and daily level models for rural two-lane and rural multilane roadways	5
Optimal maintenance strategy for enhancing safety and service level of port collector-distributor roads considering shipping cycle effects	5
An improved risk estimation model of lane change using naturalistic vehicle trajectories	5
Enhancing injury severity prediction in small sample scenarios: A novel TabNet-DAAN approach for transfer learning	5
Combining emerging hotspots analysis with XGBoost for modeling pedestrian injuries in pedestrian-vehicle crashes: a case study of North Carolina	5
On-road driving risk assessment of regular passenger buses based on multi-source data integration	5
Exploring the influence of seafarers’ individual characteristics on the perceived risk in Maritime emergencies: A simulator study	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	4
Severity analysis of red-light–running behavior at signalized intersections	4
Movement-based intersection crash frequency modeling	4
Investigating risky driving events in urban corridors: A study with large-scale trajectory datasets	4
Quantifying truck crash risk under the combined effects of multi-type aberrant driving behaviors: Two probabilistic approaches	4
Hard braking collected from probe vehicles as a predictor of crash occurrence at urban intersections in Connecticut	4
A multibranch risk assessment model for multi-lane highway work zones based on risk fields and graph attention network	4
Exploring the impact of seasonal weather factors on frequency of lane-departure crashes in Maine	4
COVID-19, tourism and road traffic accidents: Evidence from Greece	4
Convolutional neural network-based sensitivity analysis of parent and child features of different vehicle types in single-vehicle crashes	3

Modeling spatial spillover effect on intersection crash propensity: a case study at the county level in Ohio	3
An exploratory analysis of two-vehicle crashes for distracted driving with a mixed approach: Machine learning algorithm with unobserved heterogeneity	3
Factors affecting fatal PTW at-fault crash outcome metrics at intersections and non-intersections in South Korea	3
Tempo-categorization of road accident hotspots to enhance the problem diagnosis process and detect hidden hazardous locations	3
Unbelted and unlicensed: An investigation of crash clusters and associated injury severities	3
Before-after safety evaluation of TWB at signalized intersection based on traffic conflict technique	3
Near misses and split routes: Comparing rider behavior, driver interaction, and route choice for cyclists	3
Safety assessment and influencing factors analysis of unsignalized intersections on national highways based on traffic conflicts	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
Injury severity of single-vehicle weather-related crashes on two-lane highways	3
A novel deep learning framework for detecting seafarer’s unsafe behavior	3
A method for evaluating the design consistency of heavy truck ramp based on high-frequency GPS data	3
Temporal assessment of injury severities of two types of pedestrian-vehicle crashes using unobserved-heterogeneity models	3
Enhancing urban metro system resilience under disruptive events through multi-agent reinforcement learning	3
Identifying spatio-temporal pattern of electric vehicles involved traffic accidents	3
Personality traits of drivers who exhibit risky driving behavior: Analysis using a real vehicle test in SCL-90	2
Analysis of driving left-turn errors of young and older drivers at urban intersections	2
Analyzing the time-varying patterns of contributing factors in work zone-related crashes	2
An integration methodology of safety and security requirements for autonomous vehicles	2
Survivability of distracted driving: An analysis of in-vehicle phone handling resulting in safety critical events	2
An integrated methodology for assessing short-term and long-term driving risks of heavy-duty trucks considering vehicle load	2
Analysis of lane-changing conflict between cars and trucks at freeway merging sections using UAV video data	2
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	2
Structural equation modeling approach for investigating drivers’ risky behavior in clear and adverse weather using SHRP2 naturalistic driving data	2
Understanding pedestrian and bicyclist safety trends in the post-pandemic era	2
Safety analysis of damping characteristics on heterogeneous connected and automated vehicle platoon	2
Data-driven gale-induced risk assessment strategy for the high-speed railway system	2
Understanding pedestrian and bicycle safety risks and their correlates across geographies in Florida	2
Incorporating spatio-temporal correlation and interaction into a generalized ordered logit model for examining injury severities of traffic accidents	2
Crash severity prediction and interpretation for road determinants based on a hybrid method	2
A study of aberrant driving behaviors and road accidents in Chinese ride-hailing drivers	2
Enhancing bicyclist survival time in fatal crashes: Investigating the impact of faster crash notification time through explainable machine learning	2
Exploring how urban form and demographics are linked with pedestrian and bicycle safety	2
Investigating the application of deep learning to identify pedestrian collision-prone zones	2
Open source head and face estimation as a complement to commercial eye-tracking	2
Modeling non-parametric effects of two-vehicle speed on crash risk at intersections: Leveraging two-dimensional additive logistic regression beyond univariable approach	2
Exploring factors contributing to red-light running crash injury severity at signalized intersections using association rule mining	2
Evaluating traffic conflicts and crash risk in nighttime maintenance operation areas of highways using vehicles’ trajectory data	2
Assessing risk level of lane changing behaviors using time series analysis	2
Verification analysis of relationship between driving failure probability and traffic accident rate	2
Investigating the impact of influential factors on crash types for autonomous vehicles at intersections	2