Traffic Injury Prevention

Article	Citations
Perception and performance: Evaluating driver behavior on horizontal curves at day and night based on optical flow model analysis	53
Speed-securing measures on rural roads in Sweden: An observational study	41
Speeding behavior and associated factors in Buenos Aires, Argentina	41
Factors associated with child safety seat use in Bangkok Metropolitan Region, Thailand	37
Evaluating AR glasses for driving assistance: a comparative case study against an AR-HUD in simulated driving with navigation and infotainment conditions	30
Distraction impairs drivers of all ages: A cross-sectional analysis of fatal crashes in the United States	28
SHAP-based interpretation of holistic traffic risk causation patterns using high-resolution trajectory data and risk field theory	27
Forecasting time trends of fatal motor vehicle crashes in Iran using an ensemble learning algorithm	26
Taxi drivers’ traffic violations detection using random forest algorithm: A case study in China	23
The effect of guardrail color on driver behavior based on driving style along mountain curves	23
Examining the impacts of road pavement roughness and rutting on traffic safety: A macrolevel analysis	22
Effect of data censoring on thoracic injury risk curves	21
Undercounts stemming from misclassification derived from fatal injuries in traffic crashes in Colombia, 2010 to 2021	19
Prediction of urban medical emergencies using machine learning models based on spatial and temporal variables	19
Speed-dependent temporal development of driver fatigue in extra-long highway tunnels: An on-road study	18
Drug and polydrug detection in drivers suspected of driving under the influence of an intoxicant in Ireland 2012–2018: a national repeated cross-sectional study	18
Potential risk of driving performance under combined conditions of taking second-generation antihistamines and attending calls using a hands-free function	18
Effect of axial compression on stiffness and deformation of human lumbar spine in flexion-extension	18
From extraversion to psychopathy: Personality predictors of drink-driving	18
The effects of vehicle color and travel direction on perceived speed error varies by judgment type among older pedestrians	17
Unraveling vulnerable road user crash severity: a latent class and random parameter approach with COVID-19 temporal insights	17
Understanding nonuse of mandatory e-scooter helmets	17
Assessing injury risks of reclined occupants in a frontal crash preceded by braking with varied seatbelt designs using the SAFER Human Body Model	17
Comparative analysis of injury identification using KABCO and ISS in linked North Carolina trauma registry and crash data	16
A survey on knowledge and perceptions of advanced driver assistance systems in Massachusetts drivers	16

The influence of Anthropomorphism, Interactivity, Perceived Green Value, and Social Influence on pedestrian acceptance of fully autonomous vehicles: The mediating effect of Perceived Risk and Perceive	16
Prediction of rear-seat belt use: Application of extended theory of planned behavior	16
Classifying crash causation patterns in 2-vehicle collisions between autonomous and conventional vehicles	16
A machine learning model to predict the severity of road traffic injury based on aberrant driving behaviors and driver characteristics	15
Rib and sternum fracture risks for restrained occupants in frontal car crashes	15
Generation of nighttime pedestrian fatal precrash scenarios at junctions in Tamil Nadu, India, using cluster correspondence analysis	15
Incidence and outcomes of road traffic crashes among commercial motor tricycle drivers in Kumasi, Ghana: A population-based survey	14
Confronting mobile phone signal coverage and helicopter emergency medical service travel time: A geospatial analysis in the northwest macro-region of Paraná State, Brazil	14
Evaluation of eye-catching effect in highway tunnel entrance area based on saccade behavior	14
Visual effects of landscape decoration in the middle section of extra-long tunnel based on driving visual characteristics	14
Driver risk-level identification incorporating personality traits, demographic characteristics, and driving behaviors	14
Implications of the positive risk balance on the development of automated driving	13
How supplementary sign features can improve traffic safety among motorcyclists? The effect of capitalization and information length on road sign comprehension	12
Assessment of efficacy of drug evaluation and classification program in Florida	12
Exploring contributing factors in single-vehicle truck crashes on rural roads: Accounting for unobserved heterogeneity and role of solar glare	12
Digital driving data can track driving exposure and quality of life in Parkinson’s disease	12
Constructing characteristic signals of head acceleration events in stock car racing	12
Maintenance mechanisms of child restraint system use based on the health action process approach theory: Evidence from China	12
Drivers’ visual fixation in spiral tunnels: Impacts of geometric parameters and travel direction on cognitive load	12
Restraint use characteristics among crash-involved child passengers: identifying opportunities to enhance optimal restraint use	11
Exploring advanced restraint technologies for improving safety equity for rear-seat occupants using diverse human body models	11
Characteristics of crash-involved drink and drug car drivers and motorcyclists	11
Hybrid modeling of unobserved heterogeneity in Ohio freeway crash severity using RWIS data: A Random Forest-Correlated Mixed Logit approach	11
Prescription pattern of driving-impairing psychotropic medications in Tabriz in 2022	11
Regional strain response of an anatomically accurate nonhuman primate finite element brain model under frontal impact	11
A comparison of licensed driver counts from the Federal Highway Administration and driver licensing agencies in 11 states	11
Modeling and analysis of influencing factors of primary accidents to secondary accidents based on structural equation model	11
Enhancing the Standardized Field Sobriety Test to detect cannabis impairment: An observational study	11
Validated numerical unrestrained occupant-seat crash scenarios for high-speed trains integrating experimental, computational, and inverse methods	11
The effects of seat parameters and restraint systems on lap belt submarining: Response of small female and midsize male finite element models	10
Strength of an underfloor storage compartment when loaded with a support leg during a frontal crash	10
Analyzing rear-end collision risks in foggy weather through a generalized extreme value model	10
Study on the stability and reasonable radial values of small passenger cars driving on circular curve sections of highways under the action of wind-sand flows	10
Scooter accidents in the megacity of Istanbul: An analysis of orthopedic injury trends and characteristics from a level I trauma center	10
Joint assessment of casualty scale and injury severity in single-vehicle crashes with passenger injuries: A heterogeneity approach considering comprehensive severity	10
Future of autonomous vehicles: spatiotemporal insights from collision data	10
Compensatory behavior for mental workload induced by freeway destination signs	10
Development of lateral acceleration prediction models and consistency evaluation criteria for horizontal curves with gradient on two lane rural highways	10
Investigating crash mechanisms: Occupational factors among traditional and ride-hailing taxi drivers	9
Evaluation and analysis of tunnel lighting service status based on driving safety	9
A technological solution to child safety seat errors: Efficacy of the cellular car seat	9
Identification of contributing factors and hotspots of pedestrian-vehicle collisions in urban areas: An alternative hybrid method for small cities	9
Analysis and modeling of violations crossing behavior of elderly pedestrians at signalized intersections	9
Age, sex, sensation-seeking, and road-crossing: How does risk context impact children’s street-crossing?	9
Multi-sensor driver monitoring for drowsiness prediction	9
Explainable modeling of lane-changing risk assessment incorporating driving-behavior uncertainty	9
Conflict angle analysis at multilane roundabouts using naturalistic vehicle trajectory data from UAVs	9
Causality of brain region activation during driver takeover in conditional autonomous driving: a study based on fMRI experiments	9
Convenience or safety system? Crash rates of vehicles equipped with partial driving automation	9
Lane-specific speed analysis in urban work zones with computer vision	9

Adaptation of a European categorization system for driving-impairing medicines in Iran	9
Hazard perception and prediction model based on cognitive components of male BRT drivers	9
High-risk powered two-wheelers scenarios generation for autonomous vehicle testing using WGAN	9
Identifying the reciprocal causation between hit-and-run behavior and crash injury severity	9
Socio-demographic and experiential determinants of observed versus self-reported helmet use among motorcyclists in Northern Ghana: A comparative analysis	9
Identification of accident-prone segments using APIU: A case study on highway safety analysis in China	8
Belted driver fatalities in oblique frontal crashes	8
Seat belt tension in child restraint system (CRS) installations with and without belt tensioning and lock-off features	8
LSTM-based classification of e-scooter trajectory features for single vs tandem riding detection	8
Predicting head impact conditions in vehicle-to-pedestrian impacts through computational human modeling	8
Toward the application of Wrong Way Driving countermeasures in European countries: Identification of the effectiveness and potential benefits of new technologies using a systematic review	8
The development and validation of a Japanese hazard perception task	8
Drug prevalence in Canadian driving population	8
Implementation of the new acts on driving under the influence of alcohol and clinical outcomes for patients severely injured in road traffic crashes	8
Effects of forward collision warning and automatic emergency braking on rear-end crashes involving pickup trucks	8
Rotating convertible child restraint systems and their potential effect on correct use in rear-facing mode	8
The effect of reclined seat-back angles on the LODC with and without a belt-positioning booster during far-side lateral-oblique impacts	8
Pediatric occupant-to-occupant interaction responses in side impact conditions using Q-dummy and child human body models	8
Characteristics associated with alcohol and cannabis-related impaired risky driving and riding behaviors among adolescents	8
Enhancing highway Loop Safety Level through proactive risk-based assessment of geometric configuration using lateral acceleration	8
Drunk driving has a speeding problem	8
Study on the critical rollover conditions of trucks on curved highway segments under sand-accumulated road conditions based on LSTM	8
Explicit and implicit HMI for tunnel blind spot: insights from a naturalistic driving experiment	8
Observational study of adherence to effective helmet use among parents and students who are dropped by two-wheeler to school	7
Are front crash prevention systems less effective at preventing rear-end crashes where trucks and motorcycles are struck?	7
Safety impact study of 3D linear guidance signs on desert highways	7
Trends in road traffic injury mortality and age-period-cohort analysis among children and adolescents in China and globally	7
Evaluating submarining in female human body models: Predicting occurrence and timing through biomechanics and restraint metrics	7
Crash severity determinants in Saudi Arabia’s Eastern Province: Evidence from logistic regression and neural networks	7
Intention of the utilization of rearview mirrors: integrating TPB and TTF models to explore factors among Chinese electric bike users	7
Optimizing traffic accident loss predictions in China: Integrating importance indicator screening with the ET model for greater accuracy and stability	7
Assessing the impact of cannabis use on freeway driving performance and practices: A comparative analysis with placebo and alcohol-influenced driving	7
Investigating temporal trends in risk factors related to injury severity of crashes with pedestrians in urban areas	7
How does attention deficit hyperactivity disorder affect children’s road-crossing? A case-control study	7
A hybrid decision support system, focused on in-depth road risk assessment by integrating iRAP and fuzzy AHP methods	7
Driver behaviors assisted by different human machine interfaces to avoid rear-end collisions during level 2 automated driving	7
Systematic review of interventions to increase the visibility of pedestrians to prevent injuries caused by traffic accidents	7
Study of adaptation parameters of merging zones for freeway interchange ramps considering CAV & AV mixed traffic environments	7
Investigating mental workload caused by NDRTs in highly automated driving with deep learning	7
Toward systematic finite element reconstructions of accidents involving vulnerable road users	7
NHTSA crash investigation sampling system (CISS) is unreliable, inaccurate and does not estimate serious injury in motor vehicle crashes	7
Predicting distal tibia fracture type using demographic, vehicle, and crash factors via a random forest classification algorithm	7
Biomechanical effects of a halo orthotic on a pediatric anthropomorphic test device in a simulated frontal motor vehicle collision	7
Existence of connected and autonomous vehicles in mixed traffic: Impacts on safety and environment	7
Uncovering the role of restraint usage in driver ejection: a data mining investigation of fatal and injury crashes	7
Driving style characteristics based lane-changing intention recognition research for truck drivers near highway ramps	7
Effects of kratom on driving: Results from a cross-sectional survey, ecological momentary assessment, and pilot simulated driving Study	7
Age-related differences in takeover performance: A comparative analysis of older and younger drivers in prolonged partially automated driving	7
Helmet feature preferences and willingness to pay among iranian motorcyclists: A discrete choice experiment	7
Modeling driver information transmission during turning at unsignalized intersections: a driving simulator study	7
Identifying the contributory chains and patterns of road facilities in bus-involved crashes using latent class clustering and association rules	7
Alcohol and driving—How bad is the combination? A meta-analysis	7
A comprehensive evaluation of the frog effect on drivers in mountain highway tunnels – The effect of low-volume intermittent information	7
Prevalence of cannabis use among trauma patients presenting to the emergency department: A systematic review and meta-analysis	6
Determinants of following distance and fatality risk in motorcycle rear-end collisions in Thailand	6
The incidence burden of unreported pedestrian crashes in Illinois	6
New modelling of equations for Delta-V calculation in low-speed rear-end collisions between vehicles	6
Increasing seat belt use in the United States by promoting and requiring more effective seat belt reminder systems	6
A dual-model approach to traffic risk assessment of mountainous expressway tunnel groups	6
Analysis of factors contributing to severity of AV crashes at intersections: Insights from the Autonomous Vehicle Operation Incident Dataset Across The Globe (AVOID)	6
Differences in gaze behavior between driving instructors and older adults during viewing of virtual reality driving videos	6
A positive psychology framework for understanding teenage driving behaviors: Examining the role of life purpose and mindfulness	6
Binge drinking and alcohol-related symptoms may underlie patterns of dynamic brain oscillations of resource allocation during high-fidelity driving simulation	6
Using training to improve drivers’ knowledge and understanding of advanced driver assistance systems—an experimental study	6
Research on nighttime road visibility monitoring based on video images	6
Optimization of restraint system parameters for reclined drivers in frontal collisions based on finite element modeling	6
Behavioral determinants of motorcyclist personal protective equipment (PPE) use in five European cities	6
How the cognitive load of simulated driving affects the brain dynamics underlying auditory attention	6
Analysis of head injury risk in vehicle to pedestrian collisions using a large-scale simulation dataset	6
Examining the effects of music on visual attention and driving behaviors in male and female adolescents	6
Optimizing abbreviated injury scale severity using neural networks to enhance the predictive performance of injury severity scores	6
Texting, talking, trawling and tunes: Risk perceptions, phone dependence and different types of phone use while driving behaviors	6
Risky driving behaviors at school drop-off across Canadian municipalities: Findings from the Child Active Transportation Safety and the Environment (CHASE) study	6
NASS-CDS national estimates of fatalities do not match FARS census	6
Comparison of head-related injuries between standing electric scooter riders and pedestrians involved in motor vehicle collisions in Japan	6
Dynamic driving risk quantification and Informer-based prediction for heavy vehicles during right turns at intersections	6
A study into the nature and extent of polydrug use in driving recidivism behavior	6
Driver eye glance behavior and performance with camera-based visibility systems versus mirrors	6
Improved Balanced Random Forest (iBRF): A flexible hybrid resampling-bagging framework for crash severity classification in imbalanced datasets	6
Longitudinal assessment of post-concussion driving reaction time	5

Comparison of the mental representation of traffic signs in Ecuador: Regulatory signs and warning signs	5
Partial cannabis legalization and the increase of the THC threshold in road traffic: a statistical analysis of traffic cases before and after legal changes	5
Applying the heteroskedastic ordered probit model on injury severity for improved age and gender estimation	5
Summary of influences that led to introduction of frontal airbags on US passenger vehicles	5
Challenges for older drivers: Workload and risky behavior in simulated six-lane urban bidirectional road conflict scenarios	5
Prevalence and predictors of driving under the influence of alcohol in Switzerland: A mandatory roadside survey	5
The evaluation of eye-catching effect in freeway tunnel entrance zone based on fixation behavior characteristics	5
Road traffic crash data in Southwestern Nigeria: a qualitative analysis of sources, contents and management methods	5
Comparisons of head injury risk prediction methods to field data in far-side impacts	5
A study on brake-accelerator reaction times in elderly patients after artificial knee joint and hip joint replacement surgery	5
Breadth of use of The Abbreviated Injury Scale in The National Trauma Data Bank bank	5
The impact of ride-hailing services on road traffic accidents in China: Focused on the moderating effect of ride-hailing regulatory policy	5
Patterns of substance use among non-offender drivers: Associations with demographics, aberrant driving behaviors, and near-collisions	5
Non-fatal traffic crashes among food delivery riders in Vietnam: What is the problem?	5
Thoracic responses and injuries to male postmortem human subjects (PMHS) in rear-facing seat configurations in high-speed frontal impacts	5
A current assessment of the THOR 50M in rear impacts	5
Carsim-based simulation study on the performances of raised speed deceleration facilities under different profiles	5
Motorcycle riders and pillion passengers injury patterns and in-hospital outcomes based on the National Trauma Registry of Iran	5
The effect of perceived global stress and altruism on prosocial driving behavior, yielding behavior, and yielding attitude	5
Demographic adjustments to driver death rates by vehicle type and size	5
Motorcycle curve assist: A novel approach based on active speed control for crash injury reduction	5
Driver yield and safe child pedestrian crossing behavior promotion by a school traffic warden program at primary school crossings: A cluster-randomized trial	5
Research on the impact of the locations of luminaire failure on traffic safety in highway tunnels	5
Characterizing head acceleration events in Stock Car Auto Racing by head kinematics derived Principal Direction of Force (PDOF)	5
Effects of confidence level and hazard type on the visual search patterns and hazard response times of young drivers	5
Bridging the gap: Mechanistic-based cyclist injury risk curves using two decades of crash data	5
Individual and social-environmental factors among young drivers informing decisions to ride with an impaired driver and drive impaired: A sequential mixed methods assessment	5
Takeover performance prediction model considering cognitive load: analysis of subjective and objective factors	5
Fetal deaths and maternal injury in motor-vehicle crashes using NASS-CDS and CISS field data	5
Relationship with sex-based anatomical differences to lower extremity injury severity in frontal crashes	5
Predictors of parents’ use of child restraint systems: Evidence from China	5
Balancing pedestrian cognitive load and vehicle conspicuity with car body lighting	5
Hybrid III dummy lumbar spine responses under vertical impact loading	5
When driving becomes risky: Micro-scale variants of the lane-changing maneuver in highway traffic	5
Crash data availability and best practices across the United States	5
Empirical examination of interdependent relationship between usage of seatbelt restraint system and driver-injury severity of single-vehicle crashes in Thailand using a joint econometric analysis	5
Repositioning forward-leaning booster-seated child occupants in frontal-oblique low-acceleration impacts	5
Real-time driver alerts to improve CMV safety in California work zones: a naturalistic study	4
Comparison of Waymo rider-only crash data to human benchmarks at 7.1 million miles	4
Seatbelt use trends by pregnancy status and state in the United States, 2011–2024	4
Vehicle blind zones and pedestrian safety at intersections: identifying high-risk scenarios using mathematical simulations	4
Assessing bicycle helmet protection for head and neck in E-scooter falls	4
Bus rapid transit as arterial corridor traffic calming: The relationship between transit infrastructure and motor vehicle operating speeds	4
The ideal vulnerable road user – a study of parameters affecting VRU detection	4
Community narratives on Facebook regarding mobile phone use while driving and road policing technologies	4
Plugged in, tuned out: How earbuds on roads are becoming a silent menace	4
Assessment of drivers’ visual search patterns and cognitive load during driving in curved tunnels	4
Effects of seatback angle, seat rotation, and impact speed on injury risk of occupants in highly automated vehicles in frontal crashes	4
Beliefs and knowledge about road safety education among kindergarten principals and teachers in Argentina: a qualitative study	4
Analysis of real word safety benefits of pedestrian autonomous emergency braking (PAEB) for pedestrians, cyclists and motorcyclists	4
Response of small female and midsize male models with active musculature in pre-crash maneuvers and low-speed impacts	4
Effects of a color gradient and emoji in AR-HUD warning interfaces in autonomous vehicles on takeover performance and driver emotions	4
The use of car safety seats for children in China: A questionnaire survey based on the theory of planned behavior	4
Driving style modulates earthquake alert responses: EEG and eye-tracking evidence from simulated emergencies	4
The effectiveness of Q6 and PIPER 6-year-old models on quantification of the change of child sitting posture with AEB and its impact on child’s injures in frontal crash	4
Coupling mechanism of nighttime lighting glare and driver cognitive load based on visual-physiological parameters	4
Traumatic spinal injury patterns of on vs. off-road motorcycle crashes	4
Inspiration in human reasoning logic: Automating the inference and analysis of traffic accident information via macro-micro integration	4
Evaluation of the effectiveness of a road safety education program implemented in primary schools in Bouaké, Côte d’Ivoire, West Africa	4
Factors associated with mortality of hospitalized road traffic injury patients in 4 low- and middle-income countries	4
Methods for assessing submarining occurrence in PMHS frontal sled tests: Exploring potential indicators	4
Interaction between multiple convertible child restraint systems and pediatric occupants in oblique impacts	4
Differential analysis of factors influencing motorcycle single-vehicle crash severity on roadway segments and intersections	4
A multi-state methodological framework for behavioral surveillance of cannabis-impaired driving	4
Predicting pedestrian crosswalk behavior using Convolutional Neural Networks	4
Multifactor analysis of cost of injury using classification and regression trees	4
“I don’t trust it, so I don’t read it”: How do older Australians navigate and search for information about their health and driving?	4
The impact of indirect benefits (reduced travel time, fuel use and emissions) in cost benefit analysis of road safety countermeasures	4
Self-reported impacts of recreational and medicinal cannabis use on driving ability and amount of wait time before driving	4
Online driver license renewal and road user injury and fatality in Washington State	4
Impact of sidewall information on drivers’ visual load among different lanes: Traditional guiding facilities and decorated pattern	4
Assessment models for driving comfort and fatigue status based on heart rate variability	4
Belt fit for children in vehicle seats with and without belt-positioning boosters	4
Analyzing crash severity through impairment and protection: A hybrid XGBoost-Bayesian network approach	4
Factors associated with booster seat use among Indigenous peoples in Canada	4
Spatial analysis of road traffic crashes and user based assessment of road safety: A case study of Rotterdam	4
Optimization of colored pavement considering driving behavior and psychological characteristics under dynamic low-visibility conditions related to fog—a driving simulator study	4
Severity analysis of single-vehicle left and right run-off-road crashes using a random parameter ordered logit model	4
Research on drivers’ color preference for alert zones in extra long tunnels and its effect on fatigue relief	4
Assessment of the knowledge, attitude, and practices of motorcyclists regarding helmet use in Chennai, Tamil Nadu, India	4