Traffic Injury Prevention

Article	Citations
Perception and performance: Evaluating driver behavior on horizontal curves at day and night based on optical flow model analysis	32
Speeding behavior and associated factors in Buenos Aires, Argentina	31
Effect of data censoring on thoracic injury risk curves	30
Examining the impacts of road pavement roughness and rutting on traffic safety: A macrolevel analysis	30
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	24
Speed-securing measures on rural roads in Sweden: An observational study	23
Distraction impairs drivers of all ages: A cross-sectional analysis of fatal crashes in the United States	22
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	22
Assessing injury risks of reclined occupants in a frontal crash preceded by braking with varied seatbelt designs using the SAFER Human Body Model	19
Potential risk of driving performance under combined conditions of taking second-generation antihistamines and attending calls using a hands-free function	19
Prediction of urban medical emergencies using machine learning models based on spatial and temporal variables	17
Undercounts stemming from misclassification derived from fatal injuries in traffic crashes in Colombia, 2010 to 2021	17
From extraversion to psychopathy: Personality predictors of drink-driving	17
Understanding nonuse of mandatory e-scooter helmets	15
The effect of guardrail color on driver behavior based on driving style along mountain curves	15
Classifying crash causation patterns in 2-vehicle collisions between autonomous and conventional vehicles	15
Factors associated with child safety seat use in Bangkok Metropolitan Region, Thailand	15
The effects of vehicle color and travel direction on perceived speed error varies by judgment type among older pedestrians	15
Effect of axial compression on stiffness and deformation of human lumbar spine in flexion-extension	15
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
A survey on knowledge and perceptions of advanced driver assistance systems in Massachusetts drivers	14
Comparative analysis of injury identification using KABCO and ISS in linked North Carolina trauma registry and crash data	14
Generation of nighttime pedestrian fatal precrash scenarios at junctions in Tamil Nadu, India, using cluster correspondence analysis	14
An analysis of the novice motorcyclist crashes in Taiwan	14

Rib and sternum fracture risks for restrained occupants in frontal car crashes	14
Prediction of rear-seat belt use: Application of extended theory of planned behavior	14
Incidence and outcomes of road traffic crashes among commercial motor tricycle drivers in Kumasi, Ghana: A population-based survey	13
Distracted pedestrian behavior: An observational study of risk by situational environments	13
Evaluation of eye-catching effect in highway tunnel entrance area based on saccade behavior	13
Driver risk-level identification incorporating personality traits, demographic characteristics, and driving behaviors	13
Visual effects of landscape decoration in the middle section of extra-long tunnel based on driving visual characteristics	13
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	13
How supplementary sign features can improve traffic safety among motorcyclists? The effect of capitalization and information length on road sign comprehension	12
Exploring contributing factors in single-vehicle truck crashes on rural roads: Accounting for unobserved heterogeneity and role of solar glare	12
Restraint use characteristics among crash-involved child passengers: identifying opportunities to enhance optimal restraint use	12
Assessment of efficacy of drug evaluation and classification program in Florida	12
Scooter accidents in the megacity of Istanbul: An analysis of orthopedic injury trends and characteristics from a level I trauma center	12
Digital driving data can track driving exposure and quality of life in Parkinson’s disease	12
Implications of the positive risk balance on the development of automated driving	12
Regional strain response of an anatomically accurate nonhuman primate finite element brain model under frontal impact	11
Learning to drive: Parental attitudes toward introducing teen drivers to advanced driver assistance systems	11
Maintenance mechanisms of child restraint system use based on the health action process approach theory: Evidence from China	10
Prescription pattern of driving-impairing psychotropic medications in Tabriz in 2022	10
Compensatory behavior for mental workload induced by freeway destination signs	10
Characteristics of crashes and injuries on delivery motorcycles: A retrospective cohort study	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
A comparison of licensed driver counts from the Federal Highway Administration and driver licensing agencies in 11 states	10
Enhancing the Standardized Field Sobriety Test to detect cannabis impairment: An observational study	10
Characteristics of crash-involved drink and drug car drivers and motorcyclists	10
Exploring advanced restraint technologies for improving safety equity for rear-seat occupants using diverse human body models	9
Development of lateral acceleration prediction models and consistency evaluation criteria for horizontal curves with gradient on two lane rural highways	9
Identifying the reciprocal causation between hit-and-run behavior and crash injury severity	9
Validated numerical unrestrained occupant-seat crash scenarios for high-speed trains integrating experimental, computational, and inverse methods	9
Lane-specific speed analysis in urban work zones with computer vision	9
A technological solution to child safety seat errors: Efficacy of the cellular car seat	9
Perceptions matter: speeding behavior varies as a function of increasing perceived exposure to content encouraging the behavior	9
Evaluation and analysis of tunnel lighting service status based on driving safety	9
Adaptation of a European categorization system for driving-impairing medicines in Iran	9
Identification of contributing factors and hotspots of pedestrian-vehicle collisions in urban areas: An alternative hybrid method for small cities	8
Convenience or safety system? Crash rates of vehicles equipped with partial driving automation	8
Strength of an underfloor storage compartment when loaded with a support leg during a frontal crash	8
The development and validation of a Japanese hazard perception task	8
Investigating temporal trends in risk factors related to injury severity of crashes with pedestrians in urban areas	8
Causality of brain region activation during driver takeover in conditional autonomous driving: a study based on fMRI experiments	8
Investigating crash mechanisms: Occupational factors among traditional and ride-hailing taxi drivers	8
Age, sex, sensation-seeking, and road-crossing: How does risk context impact children’s street-crossing?	8
Enhancing highway Loop Safety Level through proactive risk-based assessment of geometric configuration using lateral acceleration	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
Multi-sensor driver monitoring for drowsiness prediction	8
High-risk powered two-wheelers scenarios generation for autonomous vehicle testing using WGAN	8
Alcohol and driving—How bad is the combination? A meta-analysis	8
Identification of accident-prone segments using APIU: A case study on highway safety analysis in China	8
Study on the critical rollover conditions of trucks on curved highway segments under sand-accumulated road conditions based on LSTM	7
Implementation of the new acts on driving under the influence of alcohol and clinical outcomes for patients severely injured in road traffic crashes	7

Drug prevalence in Canadian driving population	7
Observed relationships between driver and passenger restraint use in the front and rear seats	7
Database selection matters: A case study in child restraint use and injury patterns using North Carolina motor vehicle traffic crash report and trauma registry data	7
Toward systematic finite element reconstructions of accidents involving vulnerable road users	7
Basilar, skull and facial fractures in 2nd row occupants by crash type with a focus on side and rear impacts	7
Predicting head impact conditions in vehicle-to-pedestrian impacts through computational human modeling	7
Effects of forward collision warning and automatic emergency braking on rear-end crashes involving pickup trucks	7
Drunk driving has a speeding problem	7
A comprehensive evaluation of the frog effect on drivers in mountain highway tunnels – The effect of low-volume intermittent information	7
Uncovering the role of restraint usage in driver ejection: a data mining investigation of fatal and injury crashes	7
Seat belt tension in child restraint system (CRS) installations with and without belt tensioning and lock-off features	7
LSTM-based classification of e-scooter trajectory features for single vs tandem riding detection	7
Existence of connected and autonomous vehicles in mixed traffic: Impacts on safety and environment	7
Driving style characteristics based lane-changing intention recognition research for truck drivers near highway ramps	7
Pediatric occupant-to-occupant interaction responses in side impact conditions using Q-dummy and child human body models	7
Differences in gaze behavior between driving instructors and older adults during viewing of virtual reality driving videos	6
Age-related differences in takeover performance: A comparative analysis of older and younger drivers in prolonged partially automated driving	6
NHTSA crash investigation sampling system (CISS) is unreliable, inaccurate and does not estimate serious injury in motor vehicle crashes	6
Biomechanical effects of a halo orthotic on a pediatric anthropomorphic test device in a simulated frontal motor vehicle collision	6
Are front crash prevention systems less effective at preventing rear-end crashes where trucks and motorcycles are struck?	6
Trends in road traffic injury mortality and age-period-cohort analysis among children and adolescents in China and globally	6
Systematic review of interventions to increase the visibility of pedestrians to prevent injuries caused by traffic accidents	6
NASS-CDS national estimates of fatalities do not match FARS census	6
Using training to improve drivers’ knowledge and understanding of advanced driver assistance systems—an experimental study	6
Investigating mental workload caused by NDRTs in highly automated driving with deep learning	6
Assessing the impact of cannabis use on freeway driving performance and practices: A comparative analysis with placebo and alcohol-influenced driving	6
Association between on-road driving performance test and usual walking speed or sustainable attention in the elderly; Preliminary survey	6
How does attention deficit hyperactivity disorder affect children’s road-crossing? A case-control study	6
Effects of kratom on driving: Results from a cross-sectional survey, ecological momentary assessment, and pilot simulated driving Study	6
Risky driving behaviors at school drop-off across Canadian municipalities: Findings from the Child Active Transportation Safety and the Environment (CHASE) study	6
Factors influencing injury severity to belted drivers in car crashes in India	6
Can emergency avoidance behavior reduce injuries to electric two-wheeler riders in vehicle collisions?	6
Optimizing traffic accident loss predictions in China: Integrating importance indicator screening with the ET model for greater accuracy and stability	6
Predicting distal tibia fracture type using demographic, vehicle, and crash factors via a random forest classification algorithm	6
Intention of the utilization of rearview mirrors: integrating TPB and TTF models to explore factors among Chinese electric bike users	6
Helmet feature preferences and willingness to pay among iranian motorcyclists: A discrete choice experiment	6
Examining the effects of music on visual attention and driving behaviors in male and female adolescents	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
A positive psychology framework for understanding teenage driving behaviors: Examining the role of life purpose and mindfulness	6
Motorcycle curve assist: A novel approach based on active speed control for crash injury reduction	5
Effects of confidence level and hazard type on the visual search patterns and hazard response times of young drivers	5
Comparison of the mental representation of traffic signs in Ecuador: Regulatory signs and warning signs	5
The impact of ride-hailing services on road traffic accidents in China: Focused on the moderating effect of ride-hailing regulatory policy	5
How the cognitive load of simulated driving affects the brain dynamics underlying auditory attention	5
Research on nighttime road visibility monitoring based on video images	5
Increasing seat belt use in the United States by promoting and requiring more effective seat belt reminder systems	5
Binge drinking and alcohol-related symptoms may underlie patterns of dynamic brain oscillations of resource allocation during high-fidelity driving simulation	5
Optimizing abbreviated injury scale severity using neural networks to enhance the predictive performance of injury severity scores	5
When driving becomes risky: Micro-scale variants of the lane-changing maneuver in highway traffic	5
Thoracic responses and injuries to male postmortem human subjects (PMHS) in rear-facing seat configurations in high-speed frontal impacts	5
Breadth of use of The Abbreviated Injury Scale in The National Trauma Data Bank bank	5
Research on the impact of the locations of luminaire failure on traffic safety in highway tunnels	5
Comparisons of head injury risk prediction methods to field data in far-side impacts	5
Road traffic crash data in Southwestern Nigeria: a qualitative analysis of sources, contents and management methods	5
Longitudinal assessment of post-concussion driving reaction time	5
An exploratory study of pedestrian crossing speeds at midblock crossing in India using LiDAR	5
Driver behaviors assisted by different human machine interfaces to avoid rear-end collisions during level 2 automated driving	5
The incidence burden of unreported pedestrian crashes in Illinois	5
Study on the influence of seating orientation during frontal impacts by child occupant human body model response analysis	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
The evaluation of eye-catching effect in freeway tunnel entrance zone based on fixation behavior characteristics	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
A study into the nature and extent of polydrug use in driving recidivism behavior	5
Non-fatal traffic crashes among food delivery riders in Vietnam: What is the problem?	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
Driver eye glance behavior and performance with camera-based visibility systems versus mirrors	5
Consumer usability of flexible vs. rigid lower anchor hardware in infant child restraint system (CRS) installations	5
Texting, talking, trawling and tunes: Risk perceptions, phone dependence and different types of phone use while driving behaviors	5
Patterns of substance use among non-offender drivers: Associations with demographics, aberrant driving behaviors, and near-collisions	5
Gradient illumination scheme design at the highway intersection entrance considering driver’s light adaption	5
Takeover performance prediction model considering cognitive load: analysis of subjective and objective factors	5
A study on brake-accelerator reaction times in elderly patients after artificial knee joint and hip joint replacement surgery	4
Belt fit for children in vehicle seats with and without belt-positioning boosters	4
Characteristics of suicide-related crashes and their potential interventions: A literature review	4
Predicting pedestrian crosswalk behavior using Convolutional Neural Networks	4
Coupling mechanism of nighttime lighting glare and driver cognitive load based on visual-physiological parameters	4
Hybrid III dummy lumbar spine responses under vertical impact loading	4
The effect of perceived global stress and altruism on prosocial driving behavior, yielding behavior, and yielding attitude	4
A current assessment of the THOR 50M in rear impacts	4

Effects of seatback angle, seat rotation, and impact speed on injury risk of occupants in highly automated vehicles in frontal crashes	4
Cellphone-distracted crashes of novice teen drivers: Understanding associations of contributing factors for crash severity levels and cellphone usage types	4
Relationship with sex-based anatomical differences to lower extremity injury severity in frontal crashes	4
Optimization of colored pavement considering driving behavior and psychological characteristics under dynamic low-visibility conditions related to fog—a driving simulator study	4
Disability scores rate changes and predictors among road traffic injury victims admitted at Gondar specialized comprehensive hospital northwest Ethiopia: A prospective follow-up study	4
Differential analysis of factors influencing motorcycle single-vehicle crash severity on roadway segments and intersections	4
Effects of a color gradient and emoji in AR-HUD warning interfaces in autonomous vehicles on takeover performance and driver emotions	4
Impact of sidewall information on drivers’ visual load among different lanes: Traditional guiding facilities and decorated pattern	4
Spatial analysis of road traffic crashes and user based assessment of road safety: A case study of Rotterdam	4
Interaction between multiple convertible child restraint systems and pediatric occupants in oblique impacts	4
Research on drivers’ color preference for alert zones in extra long tunnels and its effect on fatigue relief	4
Repositioning forward-leaning booster-seated child occupants in frontal-oblique low-acceleration impacts	4
Bridging the gap: Mechanistic-based cyclist injury risk curves using two decades of crash data	4
Fetal deaths and maternal injury in motor-vehicle crashes using NASS-CDS and CISS field data	4
Assessment of the knowledge, attitude, and practices of motorcyclists regarding helmet use in Chennai, Tamil Nadu, India	4
Demographic adjustments to driver death rates by vehicle type and size	4
Assessment of drivers’ visual search patterns and cognitive load during driving in curved tunnels	4
Summary of influences that led to introduction of frontal airbags on US passenger vehicles	4
The ideal vulnerable road user – a study of parameters affecting VRU detection	4
Predictors of parents’ use of child restraint systems: Evidence from China	4
Self-reported impacts of recreational and medicinal cannabis use on driving ability and amount of wait time before driving	4
Inspiration in human reasoning logic: Automating the inference and analysis of traffic accident information via macro-micro integration	4
Community narratives on Facebook regarding mobile phone use while driving and road policing technologies	4
Severity analysis of single-vehicle left and right run-off-road crashes using a random parameter ordered logit model	4
Carsim-based simulation study on the performances of raised speed deceleration facilities under different profiles	4
Comparison of injuries among motorcycle, moped and bicycle traffic accident victims	4
Motorcycle riders and pillion passengers injury patterns and in-hospital outcomes based on the National Trauma Registry of Iran	4
Beliefs and knowledge about road safety education among kindergarten principals and teachers in Argentina: a qualitative study	4
Modeling the temporal relationship between contributing factors and injury severities in rural single-vehicle alcohol-impaired driving crashes: Insights from random parameters logit models in the mean	4
Applying the heteroskedastic ordered probit model on injury severity for improved age and gender estimation	4
Bus rapid transit as arterial corridor traffic calming: The relationship between transit infrastructure and motor vehicle operating speeds	4
Prevalence and predictors of driving under the influence of alcohol in Switzerland: A mandatory roadside survey	4
Response of small female and midsize male models with active musculature in pre-crash maneuvers and low-speed impacts	4
Drinking and driving among Whites and Hispanics on and off the US/Mexico border in California	3
An empirical analysis of driver injury severities in work-zone and non-work-zone crashes involving single-vehicle large trucks	3
Kinematic analysis of volunteers in a highly reclined rigid seat in limited load frontal sled tests	3
Transferability of safety inspection procedures for network-wide safety assessment of two-lane rural roads - an Italian-Hungarian experiment	3
Driving style modulates earthquake alert responses: EEG and eye-tracking evidence from simulated emergencies	3
Driving performance of long-term users of sedating antidepressants and benzodiazepines	3
The use of car safety seats for children in China: A questionnaire survey based on the theory of planned behavior	3
Retrospective benefit estimation of motorcycle ABSs based on Swiss insurance data	3
Assessing bicycle helmet protection for head and neck in E-scooter falls	3
How certain are we that our automated driving system is safe?	3
Improving nighttime visibility and safety at passive railway level crossings: New designs incorporating photoluminescent markings and signs	3
Analysis of injury mechanism and thoracic response of elderly, small female PMHS in near-side impact scenarios	3
A novel method for the automated simulation of various vehicle collisions to estimate crash severity	3
Multifactor analysis of cost of injury using classification and regression trees	3
Seatbelt use trends by pregnancy status and state in the United States, 2011–2024	3
Research on the coordinated setting and evaluation model of variable speed limit signs and visual deceleration markings at the entrance section of undersea tunnels	3
The contributions of knowledge and trust involving the use of child car seats among Indigenous Peoples in Canada	3
Factors affecting injury severity in motorcycle crashes: Different age groups analysis using Catboost and SHAP techniques	3
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	3
In-built network-wide road safety assessment methodologies for rural roads	3
Analysis of the factors influencing parents’ support for child safety seat legislation in Nanjing	3
Sensitivity to dose or blood levels of alprazolam in predicting driving impairment	3
Analysis of 6YO pediatric human body model kinematics and kinetics to determine submarining across naturalistic seating postures	3
New load transfer structure to reduce body deformation in side collisions	3
The impact of indirect benefits (reduced travel time, fuel use and emissions) in cost benefit analysis of road safety countermeasures	3
Crash incompatibility between cars, SUVs, and pickups in 2017–2022	3
Factors associated with mortality of hospitalized road traffic injury patients in 4 low- and middle-income countries	3
Investigating risk factors associated with pedestrian crash occurrence and injury severity in Texas	3
Traumatic spinal injury patterns of on vs. off-road motorcycle crashes	3
Real-time driver alerts to improve CMV safety in California work zones: a naturalistic study	3
Pedestrians’ intent to cross in a fully autonomous vehicle environment; looking at crossing opportunity, eHMI message and wait time	3
Road traffic accidents in Italy during COVID-19	3
Comparison of corridor-level fatal and injury crash models with site-level models for network screening purposes on Florida urban and suburban divided arterials	3
Drivers’ liability-based comparative severity analysis of motorized two-wheeler crashes	3
Safety risk assessment for autonomous vehicle road testing	3
Injury patterns in motor vehicle collision-adult pedestrian deaths	3
Comparison of Waymo rider-only crash data to human benchmarks at 7.1 million miles	3
Driving errors as a function of listening to music and FM radio: A simulator study	3
Online driver license renewal and road user injury and fatality in Washington State	3
Driving under the influence: An analysis of second-time offenders and intervention success, Turkey sample	3
Factors associated with booster seat use among Indigenous peoples in Canada	3
The attentional guidance and facilitating effects of group behavioral cues on individual college pedestrians’ jaywalking decisions	3
Supporting driver performance in closely spaced tunnel-interchange structure: Traffic control devices and effects on driving behavior	3
Mesopic and glare driving performance in a driving simulator	3
Methods for assessing submarining occurrence in PMHS frontal sled tests: Exploring potential indicators	3
Vehicle blind zones and pedestrian safety at intersections: identifying high-risk scenarios using mathematical simulations	3
“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?	3
Construction of collision-type prediction model based on light gradient boosting machine algorithm and elucidation of data causality and relevance by Bayesian network	2
Estimation and modeling of pedestrian dilemma zone at uncontrolled intersections under mixed traffic conditions	2
Addressing the association between driving with an expired vehicle inspection certificate and injury severity after a crash	2
Road traffic injuries and substance use in Latin America: A systematic review	2
Exploring the barriers and facilitators of helmet use among motorcyclists: A qualitative study	2
Modeling driver’s braking and steering behavior along horizontal curves of two-lane rural highways for ADAS applications	2
Government regulations have improved automotive safety	2
Factors influencing drink driving intention among motorcyclists in Vietnam	2
Assessment of the effect of motorcycle autonomous emergency braking (MAEB) based on real-world crashes	2
Real life motorcycle crashes into road barriers – does motorcyclists’ injury severity vary between different types of barriers and the presence of motorcycle protection systems?	2
Children’s ability to estimate approaching vehicle time-to-arrival following training in a virtual pedestrian environment	2
Examining the role of trauma in alcohol interlock performance: A structural pathway analysis	2
Perceived levels of corporate support, colleague support and anxiety in motor courier employees	2
Crash risk prediction and analysis from the perspective of alignment and environment features: A study on an expressway in a hilly area	2
An investigation of elderly occupant injury risks based on anthropometric changes compared to young counterparts	2