Traffic Injury Prevention

Article	Citations
Perception and performance: Evaluating driver behavior on horizontal curves at day and night based on optical flow model analysis	48
Speeding behavior and associated factors in Buenos Aires, Argentina	37
Effect of data censoring on thoracic injury risk curves	35
Speed-securing measures on rural roads in Sweden: An observational study	33
Prediction of urban medical emergencies using machine learning models based on spatial and temporal variables	30
From extraversion to psychopathy: Personality predictors of drink-driving	25
Factors associated with child safety seat use in Bangkok Metropolitan Region, Thailand	25
Effect of axial compression on stiffness and deformation of human lumbar spine in flexion-extension	24
Distraction impairs drivers of all ages: A cross-sectional analysis of fatal crashes in the United States	23
Evaluating AR glasses for driving assistance: a comparative case study against an AR-HUD in simulated driving with navigation and infotainment conditions	23
Undercounts stemming from misclassification derived from fatal injuries in traffic crashes in Colombia, 2010 to 2021	22
The effect of guardrail color on driver behavior based on driving style along mountain curves	20
Examining the impacts of road pavement roughness and rutting on traffic safety: A macrolevel analysis	19
Forecasting time trends of fatal motor vehicle crashes in Iran using an ensemble learning algorithm	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
Assessing injury risks of reclined occupants in a frontal crash preceded by braking with varied seatbelt designs using the SAFER Human Body Model	17
Potential risk of driving performance under combined conditions of taking second-generation antihistamines and attending calls using a hands-free function	17
Taxi drivers’ traffic violations detection using random forest algorithm: A case study in China	17
Understanding nonuse of mandatory e-scooter helmets	17
SHAP-based interpretation of holistic traffic risk causation patterns using high-resolution trajectory data and risk field theory	17
Confronting mobile phone signal coverage and helicopter emergency medical service travel time: A geospatial analysis in the northwest macro-region of Paraná State, Brazil	16
Incidence and outcomes of road traffic crashes among commercial motor tricycle drivers in Kumasi, Ghana: A population-based survey	16
The effects of vehicle color and travel direction on perceived speed error varies by judgment type among older pedestrians	16
Visual effects of landscape decoration in the middle section of extra-long tunnel based on driving visual characteristics	16
Comparative analysis of injury identification using KABCO and ISS in linked North Carolina trauma registry and crash data	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
Rib and sternum fracture risks for restrained occupants in frontal car crashes	16
A survey on knowledge and perceptions of advanced driver assistance systems in Massachusetts drivers	16
Driver risk-level identification incorporating personality traits, demographic characteristics, and driving behaviors	15
Distracted pedestrian behavior: An observational study of risk by situational environments	15
A machine learning model to predict the severity of road traffic injury based on aberrant driving behaviors and driver characteristics	15
Implications of the positive risk balance on the development of automated driving	14
Prediction of rear-seat belt use: Application of extended theory of planned behavior	14
Evaluation of eye-catching effect in highway tunnel entrance area based on saccade behavior	14
Generation of nighttime pedestrian fatal precrash scenarios at junctions in Tamil Nadu, India, using cluster correspondence analysis	14
Assessment of efficacy of drug evaluation and classification program in Florida	14
Classifying crash causation patterns in 2-vehicle collisions between autonomous and conventional vehicles	14
Digital driving data can track driving exposure and quality of life in Parkinson’s disease	13
Compensatory behavior for mental workload induced by freeway destination signs	13
How supplementary sign features can improve traffic safety among motorcyclists? The effect of capitalization and information length on road sign comprehension	13
Characteristics of crash-involved drink and drug car drivers and motorcyclists	13
Enhancing the Standardized Field Sobriety Test to detect cannabis impairment: An observational study	13
Maintenance mechanisms of child restraint system use based on the health action process approach theory: Evidence from China	13
Exploring advanced restraint technologies for improving safety equity for rear-seat occupants using diverse human body models	13
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	12
Prescription pattern of driving-impairing psychotropic medications in Tabriz in 2022	12
Modeling and analysis of influencing factors of primary accidents to secondary accidents based on structural equation model	11
Validated numerical unrestrained occupant-seat crash scenarios for high-speed trains integrating experimental, computational, and inverse methods	11
A comparison of licensed driver counts from the Federal Highway Administration and driver licensing agencies in 11 states	11
Development of lateral acceleration prediction models and consistency evaluation criteria for horizontal curves with gradient on two lane rural highways	11
Scooter accidents in the megacity of Istanbul: An analysis of orthopedic injury trends and characteristics from a level I trauma center	11
Restraint use characteristics among crash-involved child passengers: identifying opportunities to enhance optimal restraint use	11
Analyzing rear-end collision risks in foggy weather through a generalized extreme value model	11
Exploring contributing factors in single-vehicle truck crashes on rural roads: Accounting for unobserved heterogeneity and role of solar glare	11
Regional strain response of an anatomically accurate nonhuman primate finite element brain model under frontal impact	11
Lane-specific speed analysis in urban work zones with computer vision	11
Age, sex, sensation-seeking, and road-crossing: How does risk context impact children’s street-crossing?	10
Strength of an underfloor storage compartment when loaded with a support leg during a frontal crash	10
Identification of contributing factors and hotspots of pedestrian-vehicle collisions in urban areas: An alternative hybrid method for small cities	10
Causality of brain region activation during driver takeover in conditional autonomous driving: a study based on fMRI experiments	10
Evaluation and analysis of tunnel lighting service status based on driving safety	10
High-risk powered two-wheelers scenarios generation for autonomous vehicle testing using WGAN	10
Adaptation of a European categorization system for driving-impairing medicines in Iran	10
A technological solution to child safety seat errors: Efficacy of the cellular car seat	10
Convenience or safety system? Crash rates of vehicles equipped with partial driving automation	10
Joint assessment of casualty scale and injury severity in single-vehicle crashes with passenger injuries: A heterogeneity approach considering comprehensive severity	10
Multi-sensor driver monitoring for drowsiness prediction	9
Basilar, skull and facial fractures in 2nd row occupants by crash type with a focus on side and rear impacts	9
Seat belt tension in child restraint system (CRS) installations with and without belt tensioning and lock-off features	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	9
Rotating convertible child restraint systems and their potential effect on correct use in rear-facing mode	9
Investigating crash mechanisms: Occupational factors among traditional and ride-hailing taxi drivers	9
Drunk driving has a speeding problem	9

Implementation of the new acts on driving under the influence of alcohol and clinical outcomes for patients severely injured in road traffic crashes	9
Drug prevalence in Canadian driving population	8
Investigating temporal trends in risk factors related to injury severity of crashes with pedestrians in urban areas	8
Effects of forward collision warning and automatic emergency braking on rear-end crashes involving pickup trucks	8
Observed relationships between driver and passenger restraint use in the front and rear seats	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
Study on the critical rollover conditions of trucks on curved highway segments under sand-accumulated road conditions based on LSTM	8
Enhancing highway Loop Safety Level through proactive risk-based assessment of geometric configuration using lateral acceleration	8
A comprehensive evaluation of the frog effect on drivers in mountain highway tunnels – The effect of low-volume intermittent information	8
The development and validation of a Japanese hazard perception task	8
Predicting head impact conditions in vehicle-to-pedestrian impacts through computational human modeling	8
LSTM-based classification of e-scooter trajectory features for single vs tandem riding detection	8
Pediatric occupant-to-occupant interaction responses in side impact conditions using Q-dummy and child human body models	8
Alcohol and driving—How bad is the combination? A meta-analysis	8
Helmet feature preferences and willingness to pay among iranian motorcyclists: A discrete choice experiment	8
Characteristics associated with alcohol and cannabis-related impaired risky driving and riding behaviors among adolescents	8
Existence of connected and autonomous vehicles in mixed traffic: Impacts on safety and environment	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
Belted driver fatalities in oblique frontal crashes	8
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	8
Investigating mental workload caused by NDRTs in highly automated driving with deep learning	7
Age-related differences in takeover performance: A comparative analysis of older and younger drivers in prolonged partially automated driving	7
Evaluating submarining in female human body models: Predicting occurrence and timing through biomechanics and restraint metrics	7
How does attention deficit hyperactivity disorder affect children’s road-crossing? A case-control study	7
Driving style characteristics based lane-changing intention recognition research for truck drivers near highway ramps	7
Systematic review of interventions to increase the visibility of pedestrians to prevent injuries caused by traffic accidents	7
Texting, talking, trawling and tunes: Risk perceptions, phone dependence and different types of phone use while driving behaviors	7
Predicting distal tibia fracture type using demographic, vehicle, and crash factors via a random forest classification algorithm	7
Effects of kratom on driving: Results from a cross-sectional survey, ecological momentary assessment, and pilot simulated driving Study	7
Uncovering the role of restraint usage in driver ejection: a data mining investigation of fatal and injury crashes	7
Optimizing traffic accident loss predictions in China: Integrating importance indicator screening with the ET model for greater accuracy and stability	7
Biomechanical effects of a halo orthotic on a pediatric anthropomorphic test device in a simulated frontal motor vehicle collision	7
Modeling driver information transmission during turning at unsignalized intersections: a driving simulator study	7
Trends in road traffic injury mortality and age-period-cohort analysis among children and adolescents in China and globally	7
Safety impact study of 3D linear guidance signs on desert highways	7
NHTSA crash investigation sampling system (CISS) is unreliable, inaccurate and does not estimate serious injury in motor vehicle crashes	7
Can emergency avoidance behavior reduce injuries to electric two-wheeler riders in vehicle collisions?	7
Identifying the contributory chains and patterns of road facilities in bus-involved crashes using latent class clustering and association rules	7
Intention of the utilization of rearview mirrors: integrating TPB and TTF models to explore factors among Chinese electric bike users	7
Assessing the impact of cannabis use on freeway driving performance and practices: A comparative analysis with placebo and alcohol-influenced driving	7
Toward systematic finite element reconstructions of accidents involving vulnerable road users	7
Observational study of adherence to effective helmet use among parents and students who are dropped by two-wheeler to school	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
Are front crash prevention systems less effective at preventing rear-end crashes where trucks and motorcycles are struck?	7
When driving becomes risky: Micro-scale variants of the lane-changing maneuver in highway traffic	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
Factors influencing injury severity to belted drivers in car crashes in India	6
Analysis of head injury risk in vehicle to pedestrian collisions using a large-scale simulation dataset	6
The incidence burden of unreported pedestrian crashes in Illinois	6
A dual-model approach to traffic risk assessment of mountainous expressway tunnel groups	6
Research on nighttime road visibility monitoring based on video images	6
Using training to improve drivers’ knowledge and understanding of advanced driver assistance systems—an experimental study	6
Takeover performance prediction model considering cognitive load: analysis of subjective and objective factors	6
Comparison of the mental representation of traffic signs in Ecuador: Regulatory signs and warning signs	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
Risky driving behaviors at school drop-off across Canadian municipalities: Findings from the Child Active Transportation Safety and the Environment (CHASE) study	6
Differences in gaze behavior between driving instructors and older adults during viewing of virtual reality driving videos	6
Increasing seat belt use in the United States by promoting and requiring more effective seat belt reminder systems	6
Prevalence of cannabis use among trauma patients presenting to the emergency department: A systematic review and meta-analysis	6
Consumer usability of flexible vs. rigid lower anchor hardware in infant child restraint system (CRS) installations	6
Motorcycle curve assist: A novel approach based on active speed control for crash injury reduction	6
The impact of ride-hailing services on road traffic accidents in China: Focused on the moderating effect of ride-hailing regulatory policy	6
How the cognitive load of simulated driving affects the brain dynamics underlying auditory attention	6
NASS-CDS national estimates of fatalities do not match FARS census	6
Determinants of following distance and fatality risk in motorcycle rear-end collisions in Thailand	6
Examining the effects of music on visual attention and driving behaviors in male and female adolescents	6
Binge drinking and alcohol-related symptoms may underlie patterns of dynamic brain oscillations of resource allocation during high-fidelity driving simulation	6
Optimizing abbreviated injury scale severity using neural networks to enhance the predictive performance of injury severity scores	6
A positive psychology framework for understanding teenage driving behaviors: Examining the role of life purpose and mindfulness	6
Thoracic responses and injuries to male postmortem human subjects (PMHS) in rear-facing seat configurations in high-speed frontal impacts	6
Bridging the gap: Mechanistic-based cyclist injury risk curves using two decades of crash data	5
Demographic adjustments to driver death rates by vehicle type and size	5
Road traffic crash data in Southwestern Nigeria: a qualitative analysis of sources, contents and management methods	5
Research on drivers’ color preference for alert zones in extra long tunnels and its effect on fatigue relief	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
Challenges for older drivers: Workload and risky behavior in simulated six-lane urban bidirectional road conflict scenarios	5
Predictors of parents’ use of child restraint systems: Evidence from China	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

Longitudinal assessment of post-concussion driving reaction time	5
Breadth of use of The Abbreviated Injury Scale in The National Trauma Data Bank bank	5
Effects of confidence level and hazard type on the visual search patterns and hazard response times of young drivers	5
Motorcycle riders and pillion passengers injury patterns and in-hospital outcomes based on the National Trauma Registry of Iran	5
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	5
Research on the impact of the locations of luminaire failure on traffic safety in highway tunnels	5
Carsim-based simulation study on the performances of raised speed deceleration facilities under different profiles	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 current assessment of the THOR 50M in rear impacts	5
Applying the heteroskedastic ordered probit model on injury severity for improved age and gender estimation	5
Beliefs and knowledge about road safety education among kindergarten principals and teachers in Argentina: a qualitative study	5
Non-fatal traffic crashes among food delivery riders in Vietnam: What is the problem?	5
A study into the nature and extent of polydrug use in driving recidivism behavior	5
The effect of perceived global stress and altruism on prosocial driving behavior, yielding behavior, and yielding attitude	5
The evaluation of eye-catching effect in freeway tunnel entrance zone based on fixation behavior characteristics	5
Hybrid III dummy lumbar spine responses under vertical impact loading	5
Relationship with sex-based anatomical differences to lower extremity injury severity in frontal crashes	5
Repositioning forward-leaning booster-seated child occupants in frontal-oblique low-acceleration impacts	5
Prevalence and predictors of driving under the influence of alcohol in Switzerland: A mandatory roadside survey	5
Comparisons of head injury risk prediction methods to field data in far-side impacts	5
Optimization of colored pavement considering driving behavior and psychological characteristics under dynamic low-visibility conditions related to fog—a driving simulator study	5
A study on brake-accelerator reaction times in elderly patients after artificial knee joint and hip joint replacement surgery	5
Summary of influences that led to introduction of frontal airbags on US passenger vehicles	5
Patterns of substance use among non-offender drivers: Associations with demographics, aberrant driving behaviors, and near-collisions	5
Crash data availability and best practices across the United States	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
Fetal deaths and maternal injury in motor-vehicle crashes using NASS-CDS and CISS field data	5
Effects of seatback angle, seat rotation, and impact speed on injury risk of occupants in highly automated vehicles in frontal crashes	5
Analyzing crash severity through impairment and protection: A hybrid XGBoost-Bayesian network approach	4
Severity analysis of single-vehicle left and right run-off-road crashes using a random parameter ordered logit model	4
Self-reported impacts of recreational and medicinal cannabis use on driving ability and amount of wait time before driving	4
Cellphone-distracted crashes of novice teen drivers: Understanding associations of contributing factors for crash severity levels and cellphone usage types	4
Bus rapid transit as arterial corridor traffic calming: The relationship between transit infrastructure and motor vehicle operating speeds	4
Coupling mechanism of nighttime lighting glare and driver cognitive load based on visual-physiological parameters	4
Supporting driver performance in closely spaced tunnel-interchange structure: Traffic control devices and effects on driving behavior	4
The impact of indirect benefits (reduced travel time, fuel use and emissions) in cost benefit analysis of road safety countermeasures	4
Analysis of 6YO pediatric human body model kinematics and kinetics to determine submarining across naturalistic seating postures	4
Methods for assessing submarining occurrence in PMHS frontal sled tests: Exploring potential indicators	4
Factors associated with mortality of hospitalized road traffic injury patients in 4 low- and middle-income countries	4
Vehicle blind zones and pedestrian safety at intersections: identifying high-risk scenarios using mathematical simulations	4
Belt fit for children in vehicle seats with and without belt-positioning boosters	4
Assessment of drivers’ visual search patterns and cognitive load during driving in curved tunnels	4
Response of small female and midsize male models with active musculature in pre-crash maneuvers and low-speed impacts	4
Predicting pedestrian crosswalk behavior using Convolutional Neural Networks	4
Differential analysis of factors influencing motorcycle single-vehicle crash severity on roadway segments and intersections	4
The ideal vulnerable road user – a study of parameters affecting VRU detection	4
Impact of sidewall information on drivers’ visual load among different lanes: Traditional guiding facilities and decorated pattern	4
A novel method for the automated simulation of various vehicle collisions to estimate crash severity	4
Seatbelt use trends by pregnancy status and state in the United States, 2011–2024	4
The attentional guidance and facilitating effects of group behavioral cues on individual college pedestrians’ jaywalking decisions	4
Multifactor analysis of cost of injury using classification and regression trees	4
Spatial analysis of road traffic crashes and user based assessment of road safety: A case study of Rotterdam	4
Assessment of the knowledge, attitude, and practices of motorcyclists regarding helmet use in Chennai, Tamil Nadu, India	4
Online driver license renewal and road user injury and fatality in Washington State	4
Plugged in, tuned out: How earbuds on roads are becoming a silent menace	4
Inspiration in human reasoning logic: Automating the inference and analysis of traffic accident information via macro-micro integration	4
Interaction between multiple convertible child restraint systems and pediatric occupants in oblique impacts	4
Community narratives on Facebook regarding mobile phone use while driving and road policing technologies	4
Traumatic spinal injury patterns of on vs. off-road motorcycle crashes	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
Improving nighttime visibility and safety at passive railway level crossings: New designs incorporating photoluminescent markings and signs	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
Factors associated with booster seat use among Indigenous peoples in Canada	4
Real-time driver alerts to improve CMV safety in California work zones: a naturalistic study	4
Effects of a color gradient and emoji in AR-HUD warning interfaces in autonomous vehicles on takeover performance and driver emotions	4
An evaluation of front seat distance from rear facing child restraint systems in prevention of injury in frontal crash tests	3
Injury crash risk of battery and hybrid electric passenger cars	3
Research on interactive design strategy of home intelligent cockpit in nonlinear driving scenarios	3
A finite element study on the effect of initial head-neck posture on neck injury risk in frontal collisions	3
Visual gaze and engagement with non-driving related tasks: a driving simulator study with automated driving systems	3
Comprehensive analysis of traumatic rupture of the aorta in road traffic crashes: incorporating epidemiological insights and K-prototype clustering	3
Analyzing extreme muti-vehicle rear-end collision risks in adverse weather through Generalized Pareto Regression Trees	3
Prevalence of alcohol and drugs among drivers killed in road traffic crashes in Norway during 2011–2020	3
Nonlinear effects of built environment on road traffic safety: A multi-scale perspective	3
Do ridesharing transportation services alleviate traffic crashes? A time series analysis	3
The effect of a braking maneuver on the occupant’s kinematics of a highly reclined seating position in a frontal crash	3
Interdependence of driver and pedestrian behavior in naturalistic roadway negotiations	3
The contributions of knowledge and trust involving the use of child car seats among Indigenous Peoples in Canada	3
Silent failure detection in partial automation as a function of visual attentiveness	3
Florida golf cart crashes (2011–2021): a statewide analysis of crash patterns and predictors	3
Meta-analysis of crashes on two-lane rural highways using Bayesian Networks and Random Forest	3
Analysis of rear-end crash potential and driver contributing factors based on car-following driving simulation	3
Postural analysis of side impact WorldSID 50th ATD in highly reclined seats	3
On the evaluation of visual nudges to promote safe cycling: Can we encourage lower speeds at intersections?	3
Reliability analysis of motorcycle crash severity outcomes: Consideration of model selection uncertainty	3
Head injuries related to bicycle collisions and helmet use – an observational study	3
Is there a difference in crash self-reports between electric and conventional motorcycles in Vietnam?	3
A pilot analysis of crash severity of electric passenger cars in Spain (2016–2020)	3
Mechanisms of cervical spine injury and coupling response with initial head rotated posture – implications for AIS coding	3
Driving under the influence of drugs: perceptions and attitudes of Chinese professional drivers	3
Delays in blood collection and drug toxicology results among crash-involved drivers arrested for impaired driving	3
Improving identification of crash injuries: Statewide integration of hospital discharge and crash report data	3
Identifying community-level disparities in access to driver education and training: Toward a definition of driver training deserts	3
Assessing the prevailing driver seatbelt compliance at Madina Zongo junction in Accra, Ghana: An observational study	3
Geospatial analysis of motor vehicle crashes (MVCs) and trauma center accessibility in New York State	3