Traffic Injury Prevention

Article	Citations
The effect of guardrail color on driver behavior based on driving style along mountain curves	44
Effect of data censoring on thoracic injury risk curves	24
Examining the impacts of road pavement roughness and rutting on traffic safety: A macrolevel analysis	23
Speed-securing measures on rural roads in Sweden: An observational study	22
Distraction impairs drivers of all ages: A cross-sectional analysis of fatal crashes in the United States	22
State alcohol ignition interlock laws and fatal crashes	22
Perception and performance: Evaluating driver behavior on horizontal curves at day and night based on optical flow model analysis	22
Effect of axial compression on stiffness and deformation of human lumbar spine in flexion-extension	21
Prediction of urban medical emergencies using machine learning models based on spatial and temporal variables	21
Undercounts stemming from misclassification derived from fatal injuries in traffic crashes in Colombia, 2010 to 2021	19
Forecasting time trends of fatal motor vehicle crashes in Iran using an ensemble learning algorithm	19
Potential risk of driving performance under combined conditions of taking second-generation antihistamines and attending calls using a hands-free function	19
Speeding behavior and associated factors in Buenos Aires, Argentina	18
Analysis of factors influencing aggressive driver behavior and crash involvement	17
Taxi drivers’ traffic violations detection using random forest algorithm: A case study in China	17
Assessing injury risks of reclined occupants in a frontal crash preceded by braking with varied seatbelt designs using the SAFER Human Body Model	15
Understanding nonuse of mandatory e-scooter helmets	15
Understanding clinician strategies for discussing driving fitness with patients: An initiative to improve provider-patient discussions about safe driving	14
An analysis of the novice motorcyclist crashes in Taiwan	14
Comparative analysis of injury identification using KABCO and ISS in linked North Carolina trauma registry and crash data	14
Evaluation of eye-catching effect in highway tunnel entrance area based on saccade behavior	14
The effects of vehicle color and travel direction on perceived speed error varies by judgment type among older pedestrians	14
Classifying crash causation patterns in 2-vehicle collisions between autonomous and conventional vehicles	13
Confronting mobile phone signal coverage and helicopter emergency medical service travel time: A geospatial analysis in the northwest macro-region of Paraná State, Brazil	13
Visual effects of landscape decoration in the middle section of extra-long tunnel based on driving visual characteristics	13

Prediction of rear-seat belt use: Application of extended theory of planned behavior	13
A survey on knowledge and perceptions of advanced driver assistance systems in Massachusetts drivers	13
Rib and sternum fracture risks for restrained occupants in frontal car crashes	13
Distracted pedestrian behavior: An observational study of risk by situational environments	13
Generation of nighttime pedestrian fatal precrash scenarios at junctions in Tamil Nadu, India, using cluster correspondence analysis	13
Seasonal variation in North American level crossing crash rates is due to weather, not day length	13
Scooter accidents in the megacity of Istanbul: An analysis of orthopedic injury trends and characteristics from a level I trauma center	12
Road safety situation of electric bike riders: A cross-sectional study in courier and take-out food delivery population	12
Driving through a pandemic: A study of speeding and phone use while driving during COVID-19 restrictions	12
Restraint use characteristics among crash-involved child passengers: identifying opportunities to enhance optimal restraint use	11
How supplementary sign features can improve traffic safety among motorcyclists? The effect of capitalization and information length on road sign comprehension	11
Exploring contributing factors in single-vehicle truck crashes on rural roads: Accounting for unobserved heterogeneity and role of solar glare	11
Assessment of efficacy of drug evaluation and classification program in Florida	11
Implications of the positive risk balance on the development of automated driving	11
Validated numerical unrestrained occupant-seat crash scenarios for high-speed trains integrating experimental, computational, and inverse methods	10
Time to licensure for driving among U.S. teens: Survival analysis of interval-censored survey data	10
Characteristics of crash-involved drink and drug car drivers and motorcyclists	10
Enhancing the Standardized Field Sobriety Test to detect cannabis impairment: An observational study	10
A comparison of licensed driver counts from the Federal Highway Administration and driver licensing agencies in 11 states	10
Learning to drive: Parental attitudes toward introducing teen drivers to advanced driver assistance systems	10
Maintenance mechanisms of child restraint system use based on the health action process approach theory: Evidence from China	10
Digital driving data can track driving exposure and quality of life in Parkinson’s disease	10
Compensatory behavior for mental workload induced by freeway destination signs	9
Prescription pattern of driving-impairing psychotropic medications in Tabriz in 2022	9
Identification of contributing factors and hotspots of pedestrian-vehicle collisions in urban areas: An alternative hybrid method for small cities	9
Perceptions matter: speeding behavior varies as a function of increasing perceived exposure to content encouraging the behavior	9
Regional strain response of an anatomically accurate nonhuman primate finite element brain model under frontal impact	9
Characteristics of crashes and injuries on delivery motorcycles: A retrospective cohort study	9
Age, sex, sensation-seeking, and road-crossing: How does risk context impact children’s street-crossing?	9
Dynamic metrics to differentiate booster performance	9
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	9
Delta-v slope as an indicator of injury	9
Complementing femur model validation with a variability-focused approach	9
Causality of brain region activation during driver takeover in conditional autonomous driving: a study based on fMRI experiments	8
Convenience or safety system? Crash rates of vehicles equipped with partial driving automation	8
Lane-specific speed analysis in urban work zones with computer vision	8
Multi-sensor driver monitoring for drowsiness prediction	8
Development of lateral acceleration prediction models and consistency evaluation criteria for horizontal curves with gradient on two lane rural highways	8
Identifying the reciprocal causation between hit-and-run behavior and crash injury severity	8
Evaluation and analysis of tunnel lighting service status based on driving safety	8
A technological solution to child safety seat errors: Efficacy of the cellular car seat	8
A survey of distracted driving and electronic device use among app-based and taxi drivers	8
High-risk powered two-wheelers scenarios generation for autonomous vehicle testing using WGAN	8
Adaptation of a European categorization system for driving-impairing medicines in Iran	8
Investigating crash mechanisms: Occupational factors among traditional and ride-hailing taxi drivers	7
Drunk driving has a speeding problem	7
Enhancing highway Loop Safety Level through proactive risk-based assessment of geometric configuration using lateral acceleration	7
Pediatric occupant-to-occupant interaction responses in side impact conditions using Q-dummy and child human body models	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
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

Developmental trajectories of driving attention in adolescents: Preliminary findings from REACT	7
Investigating temporal trends in risk factors related to injury severity of crashes with pedestrians in urban areas	7
Is optimized restraint system for an occupant with obesity different than that for a normal BMI occupant?	7
Observed relationships between driver and passenger restraint use in the front and rear seats	7
Identification of accident-prone segments using APIU: A case study on highway safety analysis in China	7
Alcohol and driving—How bad is the combination? A meta-analysis	7
Basilar, skull and facial fractures in 2nd row occupants by crash type with a focus on side and rear impacts	7
The development and validation of a Japanese hazard perception task	7
The effect of reclined seat-back angles on the LODC with and without a belt-positioning booster during far-side lateral-oblique impacts	7
Existence of connected and autonomous vehicles in mixed traffic: Impacts on safety and environment	7
Effects of forward collision warning and automatic emergency braking on rear-end crashes involving pickup trucks	7
Biomechanical effects of a halo orthotic on a pediatric anthropomorphic test device in a simulated frontal motor vehicle collision	6
Intention of the utilization of rearview mirrors: integrating TPB and TTF models to explore factors among Chinese electric bike users	6
NHTSA crash investigation sampling system (CISS) is unreliable, inaccurate and does not estimate serious injury in motor vehicle crashes	6
Toward systematic finite element reconstructions of accidents involving vulnerable road users	6
Investigating mental workload caused by NDRTs in highly automated driving with deep learning	6
NASS-CDS national estimates of fatalities do not match FARS census	6
Gradient illumination scheme design at the highway intersection entrance considering driver’s light adaption	6
Identifying modifiable factors related to novice adolescent driver fault in motor vehicle collisions	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
Assessing the impact of cannabis use on freeway driving performance and practices: A comparative analysis with placebo and alcohol-influenced driving	6
Are front crash prevention systems less effective at preventing rear-end crashes where trucks and motorcycles are struck?	6
Age-related differences in takeover performance: A comparative analysis of older and younger drivers in prolonged partially automated driving	6
Differences in gaze behavior between driving instructors and older adults during viewing of virtual reality driving videos	6
Driver behaviors assisted by different human machine interfaces to avoid rear-end collisions during level 2 automated driving	6
Development of a concise injury severity prediction model for pediatric patients involved in a motor vehicle collision	6
An exploratory study of pedestrian crossing speeds at midblock crossing in India using LiDAR	6
Uncovering the role of restraint usage in driver ejection: a data mining investigation of fatal and injury crashes	6
Differential benefit of sensor system field-of-view and range in pedestrian automated emergency braking systems	6
A comprehensive evaluation of the frog effect on drivers in mountain highway tunnels – The effect of low-volume intermittent information	6
Effects of kratom on driving: Results from a cross-sectional survey, ecological momentary assessment, and pilot simulated driving Study	6
An omni-directional model of injury risk in planar crashes with application for autonomous vehicles	6
Examining the effects of music on visual attention and driving behaviors in male and female adolescents	6
Using training to improve drivers’ knowledge and understanding of advanced driver assistance systems—an experimental study	6
Texting, talking, trawling and tunes: Risk perceptions, phone dependence and different types of phone use while driving behaviors	5
Study on the influence of seating orientation during frontal impacts by child occupant human body model response analysis	5
Cannabis use and reported effects on driving among adults in Iowa	5
Research on nighttime road visibility monitoring based on video images	5
Factors influencing injury severity to belted drivers in car crashes in India	5
Comparison of the mental representation of traffic signs in Ecuador: Regulatory signs and warning signs	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
Research on the impact of the locations of luminaire failure on traffic safety in highway tunnels	5
Binge drinking and alcohol-related symptoms may underlie patterns of dynamic brain oscillations of resource allocation during high-fidelity driving simulation	5
Increasing seat belt use in the United States by promoting and requiring more effective seat belt reminder systems	5
A positive psychology framework for understanding teenage driving behaviors: Examining the role of life purpose and mindfulness	5
Consumer usability of flexible vs. rigid lower anchor hardware in infant child restraint system (CRS) installations	5
Bridging the gap: Mechanistic-based cyclist injury risk curves using two decades of crash data	5
Motorcycle curve assist: A novel approach based on active speed control for crash injury reduction	5
Comparisons of head injury risk prediction methods to field data in far-side impacts	5
When driving becomes risky: Micro-scale variants of the lane-changing maneuver in highway traffic	5
Can emergency avoidance behavior reduce injuries to electric two-wheeler riders in vehicle collisions?	5
The incidence burden of unreported pedestrian crashes in Illinois	5
Mixed logit approach to analyzing pedestrian injury severity in pedestrian-vehicle crashes in North Carolina: Considering time-of-day and day-of-week	5
Risky driving behaviors at school drop-off across Canadian municipalities: Findings from the Child Active Transportation Safety and the Environment (CHASE) study	5
Driver eye glance behavior and performance with camera-based visibility systems versus mirrors	5
Road traffic crash data in Southwestern Nigeria: a qualitative analysis of sources, contents and management methods	5
Comparison of injuries among motorcycle, moped and bicycle traffic accident victims	5
Thoracic responses and injuries to male postmortem human subjects (PMHS) in rear-facing seat configurations in high-speed frontal impacts	5
How the cognitive load of simulated driving affects the brain dynamics underlying auditory attention	5
The relationship of body mass index, belt placement, and abdominopelvic injuries in motor vehicle crashes: A Crash Injury Research and Engineering Network (CIREN) study	4
Predictors of parents’ use of child restraint systems: Evidence from China	4
In-depth analysis of crash contributing factors and potential ADAS interventions among at-risk drivers using the SHRP 2 naturalistic driving study	4
Fetal deaths and maternal injury in motor-vehicle crashes using NASS-CDS and CISS field data	4
Longitudinal assessment of post-concussion driving reaction time	4
Breadth of use of The Abbreviated Injury Scale in The National Trauma Data Bank bank	4
A study into the nature and extent of polydrug use in driving recidivism behavior	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
Demographic adjustments to driver death rates by vehicle type and size	4
Predicting pedestrian crosswalk behavior using Convolutional Neural Networks	4
Summary of influences that led to introduction of frontal airbags on US passenger vehicles	4
Are you willing to drink and drive? An investigation in Indian scenario using an extended prototype willingness model	4
Evaluation of the effect of fixed speed cameras on speeding behavior among Iranian taxi drivers through telematics monitoring	4
Interaction between multiple convertible child restraint systems and pediatric occupants in oblique impacts	4
Self-reported impacts of recreational and medicinal cannabis use on driving ability and amount of wait time before driving	4
A current assessment of the THOR 50M in rear impacts	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
A study on brake-accelerator reaction times in elderly patients after artificial knee joint and hip joint replacement surgery	4

Driver yield and safe child pedestrian crossing behavior promotion by a school traffic warden program at primary school crossings: A cluster-randomized trial	4
The effect of perceived global stress and altruism on prosocial driving behavior, yielding behavior, and yielding attitude	4
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	4
Non-fatal traffic crashes among food delivery riders in Vietnam: What is the problem?	4
Research on drivers’ color preference for alert zones in extra long tunnels and its effect on fatigue relief	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
Characteristics of suicide-related crashes and their potential interventions: A literature review	4
Inspiration in human reasoning logic: Automating the inference and analysis of traffic accident information via macro-micro integration	4
The ideal vulnerable road user – a study of parameters affecting VRU detection	4
Assessment of drivers’ visual search patterns and cognitive load during driving in curved tunnels	4
Community narratives on Facebook regarding mobile phone use while driving and road policing technologies	4
Hybrid III dummy lumbar spine responses under vertical impact loading	4
Cellphone-distracted crashes of novice teen drivers: Understanding associations of contributing factors for crash severity levels and cellphone usage types	4
Cannabis presentations to the emergency department after MVC in the era of legalization for recreational use	4
Effects of confidence level and hazard type on the visual search patterns and hazard response times of young drivers	4
The evaluation of eye-catching effect in freeway tunnel entrance zone based on fixation behavior characteristics	4
Crash data availability and best practices across the United States	4
Optimization of colored pavement considering driving behavior and psychological characteristics under dynamic low-visibility conditions related to fog—a driving simulator study	4
Applying the heteroskedastic ordered probit model on injury severity for improved age and gender estimation	4
Motorcycle riders and pillion passengers injury patterns and in-hospital outcomes based on the National Trauma Registry of Iran	4
Belt fit for children in vehicle seats with and without belt-positioning boosters	4
Correlation between visibility and traffic safety visual distance in foggy areas during the daytime	4
Effects of a color gradient and emoji in AR-HUD warning interfaces in autonomous vehicles on takeover performance and driver emotions	4
Response of small female and midsize male models with active musculature in pre-crash maneuvers and low-speed impacts	4
Effects of seatback angle, seat rotation, and impact speed on injury risk of occupants in highly automated vehicles in frontal crashes	4
Driving errors as a function of listening to music and FM radio: A simulator study	3
Factors associated with booster seat use among Indigenous peoples in Canada	3
How certain are we that our automated driving system is safe?	3
Kinematic analysis of volunteers in a highly reclined rigid seat in limited load frontal sled tests	3
Investigating risk factors associated with pedestrian crash occurrence and injury severity in Texas	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
Assessing bicycle helmet protection for head and neck in E-scooter falls	3
A methodology for assessing driver perception-response time during unanticipated cross-centerline events	3
The use of car safety seats for children in China: A questionnaire survey based on the theory of planned behavior	3
Impact of sidewall information on drivers’ visual load among different lanes: Traditional guiding facilities and decorated pattern	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
New load transfer structure to reduce body deformation in side collisions	3
A price-performance analysis of the protective capabilities of wholesale bicycle helmets	3
Driving performance of long-term users of sedating antidepressants and benzodiazepines	3
Traumatic spinal injury patterns of on vs. off-road motorcycle crashes	3
Retrospective benefit estimation of motorcycle ABSs based on Swiss insurance data	3
Child safety in cars: An observational study on the use of child restraint systems in The Netherlands	3
Factors affecting injury severity in motorcycle crashes: Different age groups analysis using Catboost and SHAP techniques	3
Road traffic accidents in Italy during COVID-19	3
Analysis of the factors influencing parents’ support for child safety seat legislation in Nanjing	3
Improving nighttime visibility and safety at passive railway level crossings: New designs incorporating photoluminescent markings and signs	3
Driving under the influence: An analysis of second-time offenders and intervention success, Turkey sample	3
Online driver license renewal and road user injury and fatality in Washington State	3
Crash incompatibility between cars, SUVs, and pickups in 2017–2022	3
Trajectories of risky driving among emerging adults with their mental and psychosomatic health predictors in the 12th grade	3
Bus rapid transit as arterial corridor traffic calming: The relationship between transit infrastructure and motor vehicle operating speeds	3
Pedestrians’ intent to cross in a fully autonomous vehicle environment; looking at crossing opportunity, eHMI message and wait time	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
Drivers’ liability-based comparative severity analysis of motorized two-wheeler crashes	3
In-built network-wide road safety assessment methodologies for rural roads	3
Factors associated with mortality of hospitalized road traffic injury patients in 4 low- and middle-income countries	3
Analysis of injury mechanism and thoracic response of elderly, small female PMHS in near-side impact scenarios	3
Comparison of Waymo rider-only crash data to human benchmarks at 7.1 million miles	3
Effects of non-driving related tasks on readiness to take over control in conditionally automated driving	3
Exploration of the longitudinal trend of DUI crashes in Pennsylvania, USA (2008 to 2019)	3
Safety risk assessment for autonomous vehicle road testing	3
Drinking and driving among Whites and Hispanics on and off the US/Mexico border in California	3
The impact of indirect benefits (reduced travel time, fuel use and emissions) in cost benefit analysis of road safety countermeasures	3
The attentional guidance and facilitating effects of group behavioral cues on individual college pedestrians’ jaywalking decisions	3
Sensitivity to dose or blood levels of alprazolam in predicting driving impairment	3
Potential effect of pre-activated muscles under a far-side lateral impact	3
Spatial analysis of road traffic crashes and user based assessment of road safety: A case study of Rotterdam	3
Analysis of 6YO pediatric human body model kinematics and kinetics to determine submarining across naturalistic seating postures	3
A novel method for the automated simulation of various vehicle collisions to estimate crash severity	3
An empirical analysis of driver injury severities in work-zone and non-work-zone crashes involving single-vehicle large trucks	3
Mechanism and severity of mobility scooter–related injuries	2
The effect of prior night sleep on simulated driving performance in medical residents	2
Importance of neural foraminal narrowing in lumbar spine fractures of low AIS severity	2
Hazard perception performance and psychological factors of distracted drivers: what are the associations?	2
Assessment of the effect of motorcycle autonomous emergency braking (MAEB) based on real-world crashes	2
Associations of cannabis use with motor vehicle crashes and traffic stops among older drivers: AAA LongROAD study	2
A privacy-preserving and low-cost system for preventing cheats in in-vehicle alcohol detection	2
Addressing the association between driving with an expired vehicle inspection certificate and injury severity after a crash	2
Factors influencing drink driving intention among motorcyclists in Vietnam	2
Perceived levels of corporate support, colleague support and anxiety in motor courier employees	2
The effectiveness of alcohol monitoring as a treatment for driving-while-intoxicated (DWI) offenders: A literature review and synthesis	2
Crash risk prediction and analysis from the perspective of alignment and environment features: A study on an expressway in a hilly area	2
Road traffic injuries and substance use in Latin America: A systematic review	2
Study of the necessity of a speed monitoring display at the returning chicane on a freeway bypass	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
Modeling driver’s braking and steering behavior along horizontal curves of two-lane rural highways for ADAS applications	2
Exploring the barriers and facilitators of helmet use among motorcyclists: A qualitative study	2
Trunk impact conditions in real PTW accidents based on multibody numerical reconstructions	2
Address inputting while driving: a comparison of four alternative text input methods on in-vehicle navigation displays usability and driver distraction	2
Estimation and modeling of pedestrian dilemma zone at uncontrolled intersections under mixed traffic conditions	2
Predicting and factor analysis of rider injury severity in two-wheeled motorcycle and vehicle crash accidents based on an interpretable machine learning framework	2
A cross-sectional study of the prevalence of medical conditions as contributors to road crashes in South Australia	2
An investigation of elderly occupant injury risks based on anthropometric changes compared to young counterparts	2
Construction of collision-type prediction model based on light gradient boosting machine algorithm and elucidation of data causality and relevance by Bayesian network	2