Traffic Injury Prevention

Article	Citations
Effect of data censoring on thoracic injury risk curves	30
Distraction impairs drivers of all ages: A cross-sectional analysis of fatal crashes in the United States	28
Prediction of urban medical emergencies using machine learning models based on spatial and temporal variables	24
The effect of guardrail color on driver behavior based on driving style along mountain curves	23
Forecasting time trends of fatal motor vehicle crashes in Iran using an ensemble learning algorithm	23
Taxi drivers’ traffic violations detection using random forest algorithm: A case study in China	23
Perception and performance: Evaluating driver behavior on horizontal curves at day and night based on optical flow model analysis	23
Undercounts stemming from misclassification derived from fatal injuries in traffic crashes in Colombia, 2010 to 2021	22
Potential risk of driving performance under combined conditions of taking second-generation antihistamines and attending calls using a hands-free function	22
Assessing injury risks of reclined occupants in a frontal crash preceded by braking with varied seatbelt designs using the SAFER Human Body Model	20
Effect of axial compression on stiffness and deformation of human lumbar spine in flexion-extension	20
Speed-securing measures on rural roads in Sweden: An observational study	19
Speeding behavior and associated factors in Buenos Aires, Argentina	17
Examining the impacts of road pavement roughness and rutting on traffic safety: A macrolevel analysis	17
Understanding nonuse of mandatory e-scooter helmets	16
From extraversion to psychopathy: Personality predictors of drink-driving	16
Analysis of factors influencing aggressive driver behavior and crash involvement	16
The effects of vehicle color and travel direction on perceived speed error varies by judgment type among older pedestrians	15
An analysis of the novice motorcyclist crashes in Taiwan	15
State alcohol ignition interlock laws and fatal crashes	15
Understanding clinician strategies for discussing driving fitness with patients: An initiative to improve provider-patient discussions about safe driving	15
Rib and sternum fracture risks for restrained occupants in frontal car crashes	14
Comparative analysis of injury identification using KABCO and ISS in linked North Carolina trauma registry and crash data	14
Prediction of rear-seat belt use: Application of extended theory of planned behavior	14
Visual effects of landscape decoration in the middle section of extra-long tunnel based on driving visual characteristics	14

Evaluation of eye-catching effect in highway tunnel entrance area based on saccade behavior	14
A survey on knowledge and perceptions of advanced driver assistance systems in Massachusetts drivers	13
Generation of nighttime pedestrian fatal precrash scenarios at junctions in Tamil Nadu, India, using cluster correspondence analysis	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
How supplementary sign features can improve traffic safety among motorcyclists? The effect of capitalization and information length on road sign comprehension	12
Restraint use characteristics among crash-involved child passengers: identifying opportunities to enhance optimal restraint use	12
Distracted pedestrian behavior: An observational study of risk by situational environments	12
Classifying crash causation patterns in 2-vehicle collisions between autonomous and conventional vehicles	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
Driver risk-level identification incorporating personality traits, demographic characteristics, and driving behaviors	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
Scooter accidents in the megacity of Istanbul: An analysis of orthopedic injury trends and characteristics from a level I trauma center	12
Validated numerical unrestrained occupant-seat crash scenarios for high-speed trains integrating experimental, computational, and inverse methods	11
Learning to drive: Parental attitudes toward introducing teen drivers to advanced driver assistance systems	11
Enhancing the Standardized Field Sobriety Test to detect cannabis impairment: An observational study	11
Maintenance mechanisms of child restraint system use based on the health action process approach theory: Evidence from China	11
Characteristics of crash-involved drink and drug car drivers and motorcyclists	11
Exploring advanced restraint technologies for improving safety equity for rear-seat occupants using diverse human body models	10
Regional strain response of an anatomically accurate nonhuman primate finite element brain model under frontal impact	10
Prescription pattern of driving-impairing psychotropic medications in Tabriz in 2022	10
A comparison of licensed driver counts from the Federal Highway Administration and driver licensing agencies in 11 states	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
Perceptions matter: speeding behavior varies as a function of increasing perceived exposure to content encouraging the behavior	9
Complementing femur model validation with a variability-focused approach	9
Compensatory behavior for mental workload induced by freeway destination signs	9
Driving through a pandemic: A study of speeding and phone use while driving during COVID-19 restrictions	9
Age, sex, sensation-seeking, and road-crossing: How does risk context impact children’s street-crossing?	9
Characteristics of crashes and injuries on delivery motorcycles: A retrospective cohort study	9
Delta-v slope as an indicator of injury	9
Identification of contributing factors and hotspots of pedestrian-vehicle collisions in urban areas: An alternative hybrid method for small cities	8
Strength of an underfloor storage compartment when loaded with a support leg during a frontal crash	8
Identifying the reciprocal causation between hit-and-run behavior and crash injury severity	8
A technological solution to child safety seat errors: Efficacy of the cellular car seat	8
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
Development of lateral acceleration prediction models and consistency evaluation criteria for horizontal curves with gradient on two lane rural highways	8
Multi-sensor driver monitoring for drowsiness prediction	8
Adaptation of a European categorization system for driving-impairing medicines in Iran	8
A comprehensive evaluation of the frog effect on drivers in mountain highway tunnels – The effect of low-volume intermittent information	7
How does attention deficit hyperactivity disorder affect children’s road-crossing? A case-control study	7
Identification of accident-prone segments using APIU: A case study on highway safety analysis in China	7
Drunk driving has a speeding problem	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
Developmental trajectories of driving attention in adolescents: Preliminary findings from REACT	7
Observed relationships between driver and passenger restraint use in the front and rear seats	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

LSTM-based classification of e-scooter trajectory features for single vs tandem riding detection	7
Alcohol and driving—How bad is the combination? A meta-analysis	7
Effects of forward collision warning and automatic emergency braking on rear-end crashes involving pickup trucks	7
Study on the critical rollover conditions of trucks on curved highway segments under sand-accumulated road conditions based on LSTM	7
High-risk powered two-wheelers scenarios generation for autonomous vehicle testing using WGAN	7
Is optimized restraint system for an occupant with obesity different than that for a normal BMI occupant?	7
Investigating crash mechanisms: Occupational factors among traditional and ride-hailing taxi drivers	7
Basilar, skull and facial fractures in 2nd row occupants by crash type with a focus on side and rear impacts	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
Drug prevalence in Canadian driving population	7
The development and validation of a Japanese hazard perception task	7
Evaluation and analysis of tunnel lighting service status based on driving safety	7
Existence of connected and autonomous vehicles in mixed traffic: Impacts on safety and environment	7
Pediatric occupant-to-occupant interaction responses in side impact conditions using Q-dummy and child human body models	7
Enhancing highway Loop Safety Level through proactive risk-based assessment of geometric configuration using lateral acceleration	7
Seat belt tension in child restraint system (CRS) installations with and without belt tensioning and lock-off features	7
Development of a concise injury severity prediction model for pediatric patients involved in a motor vehicle collision	6
Association between on-road driving performance test and usual walking speed or sustainable attention in the elderly; Preliminary survey	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
Using training to improve drivers’ knowledge and understanding of advanced driver assistance systems—an experimental study	6
Differences in gaze behavior between driving instructors and older adults during viewing of virtual reality driving videos	6
Predicting distal tibia fracture type using demographic, vehicle, and crash factors via a random forest classification algorithm	6
NHTSA crash investigation sampling system (CISS) is unreliable, inaccurate and does not estimate serious injury in motor vehicle crashes	6
Driving style characteristics based lane-changing intention recognition research for truck drivers near highway ramps	6
Optimizing traffic accident loss predictions in China: Integrating importance indicator screening with the ET model for greater accuracy and stability	6
Age-related differences in takeover performance: A comparative analysis of older and younger drivers in prolonged partially automated driving	6
Intention of the utilization of rearview mirrors: integrating TPB and TTF models to explore factors among Chinese electric bike users	6
Driver behaviors assisted by different human machine interfaces to avoid rear-end collisions during level 2 automated driving	6
NASS-CDS national estimates of fatalities do not match FARS census	6
Uncovering the role of restraint usage in driver ejection: a data mining investigation of fatal and injury crashes	6
Toward systematic finite element reconstructions of accidents involving vulnerable road users	6
Differential benefit of sensor system field-of-view and range in pedestrian automated emergency braking systems	6
Investigating mental workload caused by NDRTs in highly automated driving with deep learning	6
Effects of kratom on driving: Results from a cross-sectional survey, ecological momentary assessment, and pilot simulated driving Study	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
Trends in road traffic injury mortality and age-period-cohort analysis among children and adolescents in China and globally	6
Binge drinking and alcohol-related symptoms may underlie patterns of dynamic brain oscillations of resource allocation during high-fidelity driving simulation	5
Consumer usability of flexible vs. rigid lower anchor hardware in infant child restraint system (CRS) installations	5
Risky driving behaviors at school drop-off across Canadian municipalities: Findings from the Child Active Transportation Safety and the Environment (CHASE) study	5
Cannabis use and reported effects on driving among adults in Iowa	5
Research on nighttime road visibility monitoring based on video images	5
How the cognitive load of simulated driving affects the brain dynamics underlying auditory attention	5
Crash data availability and best practices across the United States	5
Bridging the gap: Mechanistic-based cyclist injury risk curves using two decades of crash data	5
The incidence burden of unreported pedestrian crashes in Illinois	5
A positive psychology framework for understanding teenage driving behaviors: Examining the role of life purpose and mindfulness	5
Driver eye glance behavior and performance with camera-based visibility systems versus mirrors	5
Factors influencing injury severity to belted drivers in car crashes in India	5
Texting, talking, trawling and tunes: Risk perceptions, phone dependence and different types of phone use while driving behaviors	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
When driving becomes risky: Micro-scale variants of the lane-changing maneuver in highway traffic	5
Optimizing abbreviated injury scale severity using neural networks to enhance the predictive performance of injury severity scores	5
Can emergency avoidance behavior reduce injuries to electric two-wheeler riders in vehicle collisions?	5
Study on the influence of seating orientation during frontal impacts by child occupant human body model response analysis	5
Increasing seat belt use in the United States by promoting and requiring more effective seat belt reminder systems	5
Systematic review of interventions to increase the visibility of pedestrians to prevent injuries caused by traffic accidents	5
An exploratory study of pedestrian crossing speeds at midblock crossing in India using LiDAR	5
Gradient illumination scheme design at the highway intersection entrance considering driver’s light adaption	5
Research on the impact of the locations of luminaire failure on traffic safety in highway tunnels	5
The impact of ride-hailing services on road traffic accidents in China: Focused on the moderating effect of ride-hailing regulatory policy	5
Thoracic responses and injuries to male postmortem human subjects (PMHS) in rear-facing seat configurations in high-speed frontal impacts	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
Non-fatal traffic crashes among food delivery riders in Vietnam: What is the problem?	4
Prevalence and predictors of driving under the influence of alcohol in Switzerland: A mandatory roadside survey	4
A study into the nature and extent of polydrug use in driving recidivism behavior	4
Motorcycle curve assist: A novel approach based on active speed control for crash injury reduction	4
Effects of confidence level and hazard type on the visual search patterns and hazard response times of young drivers	4
Hybrid III dummy lumbar spine responses under vertical impact loading	4
Repositioning forward-leaning booster-seated child occupants in frontal-oblique low-acceleration impacts	4
A current assessment of the THOR 50M in rear impacts	4
Interaction between multiple convertible child restraint systems and pediatric occupants in oblique impacts	4
Motorcycle riders and pillion passengers injury patterns and in-hospital outcomes based on the National Trauma Registry of Iran	4
Summary of influences that led to introduction of frontal airbags on US passenger vehicles	4
Severity analysis of single-vehicle left and right run-off-road crashes using a random parameter ordered logit model	4
Cannabis presentations to the emergency department after MVC in the era of legalization for recreational use	4
A study on brake-accelerator reaction times in elderly patients after artificial knee joint and hip joint replacement surgery	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

Applying the heteroskedastic ordered probit model on injury severity for improved age and gender estimation	4
Breadth of use of The Abbreviated Injury Scale in The National Trauma Data Bank bank	4
Comparisons of head injury risk prediction methods to field data in far-side impacts	4
Predictors of parents’ use of child restraint systems: Evidence from China	4
Patterns of substance use among non-offender drivers: Associations with demographics, aberrant driving behaviors, and near-collisions	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
Takeover performance prediction model considering cognitive load: analysis of subjective and objective factors	4
Effects of a color gradient and emoji in AR-HUD warning interfaces in autonomous vehicles on takeover performance and driver emotions	4
Are you willing to drink and drive? An investigation in Indian scenario using an extended prototype willingness model	4
Cellphone-distracted crashes of novice teen drivers: Understanding associations of contributing factors for crash severity levels and cellphone usage types	4
Inspiration in human reasoning logic: Automating the inference and analysis of traffic accident information via macro-micro integration	4
Carsim-based simulation study on the performances of raised speed deceleration facilities under different profiles	4
Demographic adjustments to driver death rates by vehicle type and size	4
Road traffic crash data in Southwestern Nigeria: a qualitative analysis of sources, contents and management methods	4
Research on drivers’ color preference for alert zones in extra long tunnels and its effect on fatigue relief	4
Comparison of injuries among motorcycle, moped and bicycle traffic accident victims	4
Comparison of the mental representation of traffic signs in Ecuador: Regulatory signs and warning signs	4
Longitudinal assessment of post-concussion driving reaction time	4
The evaluation of eye-catching effect in freeway tunnel entrance zone based on fixation behavior characteristics	4
The effect of perceived global stress and altruism on prosocial driving behavior, yielding behavior, and yielding attitude	4
Effects of seatback angle, seat rotation, and impact speed on injury risk of occupants in highly automated vehicles in frontal crashes	4
Spatial analysis of road traffic crashes and user based assessment of road safety: A case study of Rotterdam	4
Community narratives on Facebook regarding mobile phone use while driving and road policing technologies	4
Optimization of colored pavement considering driving behavior and psychological characteristics under dynamic low-visibility conditions related to fog—a driving simulator study	4
Fetal deaths and maternal injury in motor-vehicle crashes using NASS-CDS and CISS field data	4
Safety risk assessment for autonomous vehicle road testing	3
Self-reported impacts of recreational and medicinal cannabis use on driving ability and amount of wait time before driving	3
Road traffic accidents in Italy during COVID-19	3
The attentional guidance and facilitating effects of group behavioral cues on individual college pedestrians’ jaywalking decisions	3
A novel method for the automated simulation of various vehicle collisions to estimate crash severity	3
Drinking and driving among Whites and Hispanics on and off the US/Mexico border in California	3
Child safety in cars: An observational study on the use of child restraint systems in The Netherlands	3
Disability scores rate changes and predictors among road traffic injury victims admitted at Gondar specialized comprehensive hospital northwest Ethiopia: A prospective follow-up study	3
Seatbelt use trends by pregnancy status and state in the United States, 2011–2024	3
In-depth analysis of crash contributing factors and potential ADAS interventions among at-risk drivers using the SHRP 2 naturalistic driving study	3
Predicting pedestrian crosswalk behavior using Convolutional Neural Networks	3
Impact of sidewall information on drivers’ visual load among different lanes: Traditional guiding facilities and decorated pattern	3
Belt fit for children in vehicle seats with and without belt-positioning boosters	3
A methodology for assessing driver perception-response time during unanticipated cross-centerline events	3
New load transfer structure to reduce body deformation in side collisions	3
Analysis of 6YO pediatric human body model kinematics and kinetics to determine submarining across naturalistic seating postures	3
Potential effect of pre-activated muscles under a far-side lateral impact	3
Analysis of the factors influencing parents’ support for child safety seat legislation in Nanjing	3
The impact of indirect benefits (reduced travel time, fuel use and emissions) in cost benefit analysis of road safety countermeasures	3
Traumatic spinal injury patterns of on vs. off-road motorcycle crashes	3
Assessment of drivers’ visual search patterns and cognitive load during driving in curved tunnels	3
Kinematic analysis of volunteers in a highly reclined rigid seat in limited load frontal sled tests	3
The relationship of body mass index, belt placement, and abdominopelvic injuries in motor vehicle crashes: A Crash Injury Research and Engineering Network (CIREN) study	3
The ideal vulnerable road user – a study of parameters affecting VRU detection	3
Characteristics of suicide-related crashes and their potential interventions: A literature review	3
Vehicle blind zones and pedestrian safety at intersections: identifying high-risk scenarios using mathematical simulations	3
Supporting driver performance in closely spaced tunnel-interchange structure: Traffic control devices and effects on driving behavior	3
Sensitivity to dose or blood levels of alprazolam in predicting driving impairment	3
Comparison of Waymo rider-only crash data to human benchmarks at 7.1 million miles	3
Online driver license renewal and road user injury and fatality in Washington State	3
The use of car safety seats for children in China: A questionnaire survey based on the theory of planned behavior	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
Pedestrians’ intent to cross in a fully autonomous vehicle environment; looking at crossing opportunity, eHMI message and wait time	3
Factors associated with booster seat use among Indigenous peoples in Canada	3
Assessing bicycle helmet protection for head and neck in E-scooter falls	3
Exploration of the longitudinal trend of DUI crashes in Pennsylvania, USA (2008 to 2019)	3
Response of small female and midsize male models with active musculature in pre-crash maneuvers and low-speed impacts	3
Bus rapid transit as arterial corridor traffic calming: The relationship between transit infrastructure and motor vehicle operating speeds	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
Improving nighttime visibility and safety at passive railway level crossings: New designs incorporating photoluminescent markings and signs	3
Factors associated with mortality of hospitalized road traffic injury patients in 4 low- and middle-income countries	3
Driving under the influence: An analysis of second-time offenders and intervention success, Turkey sample	3
A cross-sectional study of the prevalence of medical conditions as contributors to road crashes in South Australia	2
The effect of prior night sleep on simulated driving performance in medical residents	2
Trunk impact conditions in real PTW accidents based on multibody numerical reconstructions	2
Addressing the association between driving with an expired vehicle inspection certificate and injury severity after a crash	2
Characterizing neck and spinal response in booster seated reclined children in frontal impacts	2
Visual gaze and engagement with non-driving related tasks: a driving simulator study with automated driving systems	2
Interdependence of driver and pedestrian behavior in naturalistic roadway negotiations	2
Effects of restraint parameters using PIPER 6y in reclined seating during frontal impact	2
An investigation of elderly occupant injury risks based on anthropometric changes compared to young counterparts	2
A privacy-preserving and low-cost system for preventing cheats in in-vehicle alcohol detection	2
Examining the role of trauma in alcohol interlock performance: A structural pathway analysis	2
Testing the acceptability of motorcycle-AEB system: Use of unanticipated interventions as a reliable surrogate of genuinely unexpected events	2
Importance of neural foraminal narrowing in lumbar spine fractures of low AIS severity	2
Children’s ability to estimate approaching vehicle time-to-arrival following training in a virtual pedestrian environment	2
The effect of a braking maneuver on the occupant’s kinematics of a highly reclined seating position in a frontal crash	2
Geospatial analysis of motor vehicle crashes (MVCs) and trauma center accessibility in New York State	2
Address inputting while driving: a comparison of four alternative text input methods on in-vehicle navigation displays usability and driver distraction	2
Silent failure detection in partial automation as a function of visual attentiveness	2
Study of the necessity of a speed monitoring display at the returning chicane on a freeway bypass	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
Estimation and modeling of pedestrian dilemma zone at uncontrolled intersections under mixed traffic conditions	2
Injury patterns and safety implications for electric bikes compared to mopeds in the United States	2
Analysis and prediction models for operating speed of vehicles in expressway superlong tunnels based on geometric and traffic related parameters	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
Emergency services response to eCall System alerts: Observations from 2016–2022 in the National Fire and Rescue System	2
Reliability analysis of motorcycle crash severity outcomes: Consideration of model selection uncertainty	2
Research on interactive design strategy of home intelligent cockpit in nonlinear driving scenarios	2
Associations of cannabis use with motor vehicle crashes and traffic stops among older drivers: AAA LongROAD study	2