Transportation Research Part F-Traffic Psychology and Behaviour

Article	Citations
Gaze tracking patterns on different types of traffic risk in early-stage Alzheimer’s disease	100
Editorial Board	91
How impressions of other drivers affect one’s behavior when merging lanes	85
Distracted and unfocused driving in supervised and unsupervised teen drivers: Associations with sleep, inattention, and cognitive disengagement syndrome symptoms	80
Effect of verbal messages with reminders to communicate driving situations to alter driver behavior in conditional driving automation	73
Editorial Board	71
From sci-fi to reality: exploring user satisfaction and loyalty toward autonomous vehicle services through an extended expectation-confirmation model	69
Examining the effects of road safety advertising that encourages positive, prosocial driving behaviours	66
Changes in older drivers’ risky driving behavior over time: Insights from a naturalistic study	61
An empirical investigation of driver’s eye-catching effect in the entrance zone of freeway tunnels: A naturalistic driving experiment	60
In-vehicle notifications to drivers during emergency road events: A conceptual design for Rubberneck and Sinkhole emergencies	59
Validity of self-reported driving: It all depends on how and when you ask	59
Comparable effectiveness of risk awareness and perception training (RAPT) in young drivers with diverse socioeconomic status: A driving simulator study	57
Effects of rearward countdown timers at highly automated shuttle buses to announce departing	53
Corrigendum to “Social acceptance of autonomous vehicles. A cross-country model validation” [Transp. Res. F: Traffic Psychol. Behav 115 (2025) 103329]	52
Development and validation of the Driver Attention Regulation Scale: A measure of the perceived ability to regulation attention on the road	51
The impact of COVID-19 on transportation-related and risky driving behaviors in Canada	51
Effects of vehicle-related and contextual factors on passengers’ intentions to reuse an autonomous shuttle: a scenario-based study	51
Impact of free-choice non-driving related activities on driver fatigue and performance in the context of conditional automated driving	50
Aberrant driving behaviour among home healthcare workers	48
Factors influencing car owners’ intentions of using shared cars: An extension of the theory of planned behavior in China	48
The implications of situation and route familiarity for driver-pedestrian interaction at uncontrolled mid-block crosswalks	48
Driving performance in new mothers: The mediating role of persistent fatigue	47
Estimating effectiveness of speed reduction measures for pedestrian crossing treatments using an empirically supported speed choice modeling framework	44
Driver temporal segmentation of pedestrian crossing intentions during negotiations	40

An elaboration likelihood model of perceived safety risk in ride-sharing continuance: Platform quality cues as antecedents and gender as moderator	40
HOW AUTONOMOUS BUS TRIALS AFFECT PASSENGERS’ VIEWS: EXPLORING THE GAP BETWEEN PRE-RIDE EXPECTATIONS AND REAL WORD EXPERIENCE	40
Representations of truck platooning acceptance of truck drivers, decision-makers, and general public: A systematic review	39
Computerized cognitive training to improve executive functions and driving skills of adolescents with and without symptoms of attention-deficit/hyperactivity disorder	39
How does artificial intelligence usage affect the safety behavior of bus drivers? A double-edged sword study	39
Effects of within-trip subjective experiences on travel satisfaction and travel mode choice: A conceptual framework	38
Cognitive load and task switching in drivers: Implications for road safety in semi-autonomous vehicles	37
Transition toward driverless robotaxi: Role of social anxiety, perceived safety, and travel habit	37
How to resolve the contradiction between driving safety and lighting energy conservation in a highway tunnel? − An experiment on linear guiding system	37
Impact on driver behaviour of guardrails of different height in horizontal-vertical coordinated road scenarios with a limited available sight distance	37
Evaluating self-reported pedestrian behaviour and investigating factors influencing road interactions in Jordan	36
“I will raise my hand and say ‘I over-trust Autopilot’. I use it too liberally” – Drivers’ reflections on their use of partial driving automation, trust, and perceived safety	36
Identifying the determinants and understanding their effect on the perception of safety, security, and comfort by pedestrians and cyclists: A systematic review	35
Misuse or abuse of automation? Exploring drivers’ intentions to nap during automated driving	35
The influence of the built environment on pedestrians’ perceptions of attractiveness, safety and security	35
Association between general driving attitudes, stressful driving and coping strategies of drivers: An effect mechanism analysis using PLS-SEM	35
Crossing the line: Impact of pedestrian group behavior on individual crossing decisions in AV interactions	35
Exploring implications and current practices in e-scooter safety: A systematic review	35
The role of social perceptions on willingness-to-pay for innovations	34
Car following with an inertia-oriented driving technique: A driving simulator experiment	33
Spare visual capacity and driver inattention in dynamic car following scenarios	33
Effect of motion mismatches on ratings of motion incongruence and simulator sickness in urban driving simulations	33
Attitudes toward driving after cannabis use: A systematic review and meta-analysis	33
The effect of widening longitudinal road markings on driving speed perception	32
Driving on familiar roads? Development and validation of car drivers’ road user experience scale	31
Exploring public support and opposition to 100% zero emission vehicle policy	31
Risk of OSA affects reaction time and driving performance more than insomnia in the Canadian Longitudinal Study on Aging	31
Route guidance attacks in cyber transportation networks: a user-centered study of behavioral sensitivity	31
Zebra crossings at T-intersections: Likelihood of unintended negative consequences for safety and walkability	30
The notorious B.I.T: The effects of a ransomware and a screen failure on distraction in automated driving	30
Social comparison drives green transport switching: Travel satisfaction as the bridge	30
A unified driving behavior model based on psychological safety space	29
Walk or run? An observational study to explore pedestrian crossing decision-making at intersections in Dhaka, Bangladesh applying rules mining technique	29
Metacognition, rumination and road rage: An examination of driver anger progression and expression in Australia	29
Exploring speeding behaviors of older drivers: Role of functional abilities, personality, and driving environments	28
Investigating driver uncertainty about lane change decisions	28
Route learning with augmented reality navigation aids	28
Why people fail to bike the talk: Car dependence as a barrier to cycling	28
Development and evaluation of a human machine interface to support mode awareness in different automated driving modes	28
Influence of surrounding traffic on lane change dynamics: Insights from a video-based laboratory study	28
The complexity of changes in modal choice: A quasi-experimental study	28
Charged up with peace in mind: Unraveling the factors of range anxiety among norwegian electric vehicle drivers	27
Simplifying acceptance: A general acceptance factor predicting intentions to use shared autonomous vehicles	27
Anticipatory vibrotactile cues reduce motion sickness in car passengers during stop-and-go driving	27
A systematic review of observational studies investigating the influence of mobile phone distraction on road crossing behaviour of pedestrians	27
Designing user interfaces for partially automated Vehicles: Effects of information and modality on trust and acceptance	26
Do cyclists need HMIs in future automated traffic? An interview study	26
Which visual cues do drivers use to anticipate and slow down in freeway curve approach? An eye-tracking, think-aloud on-road study	26
From first ride to regular user: Understanding the factors influencing continuous use intention of autonomous taxis	26
Cycling subjective experience: A conceptual framework and methods review	26

Comparing the bad media-fuelled reputation of e-scooters with real-life user and non-user perceptions: Evidence from Sweden	26
Principal components analysis of driving simulator variables in novice drivers	25
Investigating the unobserved heterogeneity in passenger satisfaction with Mobility-as-a-Service (MaaS) bundles	25
An empirical investigation of Pedestrians’ crossing behaviors and trust in human-driven versus autonomous vehicles on high-speed arterials: Insights from a virtual reality study	25
Motives for driving after cannabis use: A scoping review	25
A brief pc-based hazard prediction training program improves young novice drivers' hazard perception skills compared to a control group over time	25
The functional capabilities of young drivers and implications for fitness-to-drive	25
Exploring driver decision-making in lane-changing: A human factors approach using AI and naturalistic data	25
An analysis of factors affecting wrong-way driving at a highway entrance using a driving simulator among older drivers with cognitive decline	25
Non-driving-related tasks and drivers’ takeover time: A meta-analysis	25
Understanding walking behaviour from an African context through the lenses of the theory of Planned behaviour	25
Humanizing autonomous vehicle driving: Understanding, modeling and impact assessment	24
Editorial Board	24
A distributed simulation study to investigate pedestrians’ road-crossing decisions and head movements in response to different vehicle kinematics in mixed traffic	24
Stepwise technology adoption by consumers: Example of autonomous driving technology	24
Driving around bends with or without shoulders: The influence of bend direction	24
Postintervention reoffense in DUI repeat offenders receiving alcohol treatment as a diversion intervention: A 2-year follow-up study	24
Delay or travel time information? The impact of advanced traveler information systems on drivers’ behavior before freeway work zones	24
Bears in our midst: Familiarity with Level 2 driving automation and attending to surprise on-road events	24
High-speed curve negotiation: Can differences in expertise account for the different effects of cognitive load?	24
Balancing comfort and efficiency: Optimal deceleration rates at crosswalks and intersections in automated driving	23
Predicting safe street-crossing for older adults using a multifactorial model: The role of visual perceptual, cognitive and physical factors	23
The use of monitoring and feedback devices in driving: An assessment of acceptability and its key determinants	23
How to design driver takeover request in real-world scenarios: A systematic review	23
Validation of motorized two-wheeler virtual environment: Influence of perceived realism and simulator fidelity	23
An online hazard perception training course reduces heavy braking, speeding, and over-revving rates during everyday driving	22
Psychological and experiential contributors to experienced cyclists’ on-road cycling behaviour: A path analysis study	22
What a girl wants: A mixed-methods study of gender differences in the barriers to and enablers of riding a bike in Australia	22
Fictional or Real? a review of how gamification types effect eco-driving on the road	22
Behavioral and physiological responses to takeovers in different scenarios during conditionally automated driving	22
Pedestrian behavior interacting with autonomous vehicles during unmarked midblock multilane crossings: Role of infrastructure design, AV operations and signaling	22
Effects of connected vehicle (CV) technology on improving driver behavior in the presence of connected and automated vehicle (CAV) platoons	22
Evaluating the effects of brake light flicker frequency on cognitive conspicuity during visual dark adaptation: A 360-degree simulated driving study	22
Using pupillometry and gaze-based metrics for understanding drivers’ mental workload during automated driving	22
Factors influencing the acceptance of flying cars among rural residents in China	22
What can bring transit ridership back: An econometric study on the potential of usage incentives and operational policies in the Greater Toronto Area	22
A field evaluation of an in-ground lighting intervention for safety at a road crossing	21
How did the COVID-19 pandemic affect driver speed selection and crash risk on rural freeways?	21
Exploring the impact of temperature perception and fear of missing out on distracted walking	21
Index of braking behaviour in two dimensions within risk perception	21
Exploring the perceived benefits and potential challenges of the autonomous vehicle rollout in Australia	21
Road signs depicting childrens's book illustrations temporarily reduce speed on urban roads	21
Cycling under the influence of alcohol and other drugs: An exploratory analysis	21
Predicting young drivers’ time-to-licensure from sociodemographic characteristics and quality of adult-supervised practice	20
Optimizing in-vehicle warning sounds: core feature insights with machine learning models	20
Effect of situational factors known to elicit anger on the willingness to take over the driving activity in a highly automated vehicle: A scenario-based study	20
Key factors shaping public acceptance of autonomous vehicles in China: A mixed-methods study using social media and survey data	20
Analysis of the effect of decorated interior walls on drivers' performance: From individual micro-behavior to brain activation	20
The influences of strict and post-strict lockdowns due to the Covid-19 pandemic on crash severity on rural roads: A case study of Khorasan Razavi, Iran	20
Modeling the impact of driving aggression on lane change performance Measures: Steering compensatory Behavior, lane change execution duration and crash probability	20
Look right! The influence of bicycle crossing design on drivers’ approaching behavior	20
Assessment of takeover safety in human–machine co-driving on grassland highways: Coupling effects of non-driving-related tasks and takeover scenarios	20
Modelling yielding dilemma zone for drivers at non-signalised crosswalks	20
Establishing normative scores of affect, safety, and comfort for bicycling infrastructure and traffic conditions	20
Investigating changes in travel behavior over time in response to the COVID-19 pandemic	20
Mind the Gap! Gender differences in the predictors of public transport usage intention	20
The gender gap in the acceptance of automated vehicles in Europe	20
In the driver's mind: Modeling the dynamics of human overtaking decisions in interactions with oncoming automated vehicles	19
Rule-orientation and adherence to traffic laws among French drivers: An exploratory study	19
From young to old: The effects of information presentation type, multimodal display, and age on situation awareness and processing time in automated vehicles	19
Psychometric properties of driver self-image inventory for Chinese drivers and its associations with personality and driving style	19
Driving self-regulation and risky driving outcomes	19
How do vulnerable road users evaluate automated vehicles in urban traffic? A focus group study with pedestrians, cyclists, e-scooter riders, older adults, and people with walking disabilities	19
Editorial Board	19
Revealing inherent interrelationships of direct and indirect factors impacting Driver’s stop-or-go behaviors at Yellow-Light	19
Promoting healthy and safe driving: Physiological and psychological evaluation of truck drivers for individualized shift and route planning	19
How the initial level of trust in automated driving impacts drivers’ behaviour and early trust construction	19
Distracted by familiarity: Implications of ‘autopilot’ as a default cognitive mode	19
Driver monitoring systems mitigate visual distraction only when drivers are adequately instructed and driving in assisted mode	19
Relationship between driving styles and biological behavior of drivers in negative emotional state	19
Development and validation of automated driving behavior questionnaire (ADBQ)	18
The association of schedule characteristics of heavy vehicle drivers with continuous eye-blink parameters of drowsiness	18
Autonomous vehicle modality preferences among those with and without vision loss	18
Effect of multimodal takeover request issued through A-pillar LED light, earcon, speech message, and haptic seat in conditionally automated driving	18
Moral disengagement mechanisms in interactions of human drivers with autonomous vehicles: Validation of a new scale and relevance with personality, driving style and attitudes	18
Driver dysfunctional impulsivity dominates over others in anger expression	18
The effect of contrast on pedestrians’ perception of vehicle speed in different road environments	18
Integrating behavioral theory and ANNs for understanding electric bikers’ red-light running behavior	18
Using Australian Naturalistic Driving Study data to explore non-driving task engagement across young novice and experienced drivers	18
How does hands-free cognitive distraction influence cycling behaviour and perceived safety?	18

Empirical analysis of car-following behavior: Impacts of driver demographics, leading vehicle types, and speed limits on driver behavior and safety	18
Evaluation of motorized two-wheeler rider responses towards jaywalking pedestrians through mockup control studies for urban streets	18
Effects of blood alcohol testing programmes on drinking behaviour among driving crash patients in emergency departments: A cluster quasi-experimental study	18
Basic psychological need frustration scale: Adaptation and validation to active commuting to school in Spanish children and adolescents	18
Making night-time pedestrians safer using innovative clothing designs	18
From anxiety to aggression: An investigation into the roles of antisocial traits and self-regulatory dysfunction in road behaviours	18
Evaluation of intervention for pedestrian‑vehicle collisions at unsignalized intersections in virtual reality environments: Short- and long-term effects	18
Corporate e-carsharing, a good fit? Using COM-B to identify enablers and barriers among highly mobile young professionals	18
Prevalence and predictors of driver distractions in Cyprus: An observational study	18
Self-regulation and tailgating behaviours among young drivers	18
Is there a relationship between time pressure and pedestrian non-compliance? A systematic review	17
Description and analysis of aberrant riding behaviors of pedal cyclists, e-bike riders and motorcyclists: Based on a self-report questionnaire	17
Using distributed simulations to investigate driver-pedestrian interactions and kinematic cues: Implications for automated vehicle behaviour and communication	17
Applying an extended theory of planned behaviour to understand influences on safe driving intentions and behaviours	17
UTAUT4-AV: An extension of the UTAUT model to study intention to use automated shuttles and the societal acceptance of different types of automated vehicles	17
An eye-tracking study of the effects of dimensions of speed limit traffic signs on a mountain highway on driverś perception	17
How distraction affects pedestrian response: Evidence from behavior patterns and cortex oxyhemoglobin changes	17
Pedestrians’ responses to scalable automated vehicles with different external human-machine interfaces: Evidence from a video-based eye-tracking experiment	17
The potential of gamification for user education in partial and conditional driving automation: A driving simulator study	16
Socially responsible behaviour of a pedestrian − Obligation or necessity?	16
Revision of the driver behavior questionnaire for bus drivers in China based on in-vehicle monitoring data	16
Utilizing driving simulators for persons with multiple sclerosis: A scoping review	16
Novel use of a virtual driving assessment to classify driver skill at the time of licensure	16
Analysis of controversial driving licensing policies in Iran: Experts’ viewpoints	16
Emotional road-side advertisements and driving speed:the moderating effect of reckless and careless driving	16
Risk-taking behind the wheel: Validation of the Road Traffic Behaviours Questionnaire based on data from Polish car drivers	16
Humans vs, machines; motorcyclists and car drivers differ in their opinion and trust of self-drive vehicles	16
Editorial Board	16
The social reactive and/or reasoned acceptance of the intelligent speed adaptation system in Türkiye and Israel	16
Development of a nuanced approach to aggressive driving: An investigation into the self-regulatory and attitudinal profiles of aggressive drivers and their contextual role in negative road interaction	16
A new tramway and the formation of emotional commuting experiences	16
Aging and sleep deprivation affect different neurocognitive stages of spatial information processing during a virtual driving task – An ERP study	16
Digital roads and data ethics: Exploring the road users’ perspective	16
Is text-based user manual enough? A driving simulator study of three training paradigms for conditionally automated driving	16
Differences in driver takeover performance and physiological responses in conditionally automated driving: Links to emotional instability	16
Influence mechanism of the urban traffic climate on prosocial driving behavior: The combined role of rational, affective and moral factors	15
Investigating the safe driving behaviour of professional drivers in last-mile delivery services in Greece	15
Female mobility − An empirical analysis of factors influencing women’s acceptance of Robo-Taxis using PLS-SEM	15
Adding visual contextual information to continuous sonification feedback about low-reliability situations in conditionally automated driving: A driving simulator study	15
Narrow passage interactions: A UK-based exploratory survey study to identify factors affecting driver decision-making	15
Shared space: Different age groups’ perspectives	15
Evasive action characteristics of motorcycle riders towards occluded-surprise and expected pedestrians: A pedestrian mock-up study	15
Time-related aspects of commute well-being	15
The conditioned anticipation of people (CAP) model of driving in urban spaces	15
The influence of fatalistic beliefs and risk perceptions on road safety attitudes in Latin America; A two-country study	15
The short-term effectiveness of online group hazard perception training in experienced drivers	15
Driving speed choice by novice, experienced, and offending drivers: The role of hazard perception, impulsivity, decision making and psychopathology	15
The effect of drivers’ eye contact on pedestrians’ perceived safety	15
Using a traffic climate scale to understand drivers’ perceptions of their traffic system: An examination of measurement invariance across eight countries	15
The role of values in road safety culture: Examining the valuation of freedom to take risk, risk taking and accident involvement in three countries	15
Empirical evidence of bias in public acceptance of autonomous vehicles	15
Investigating the effects of in-vehicle warning strategies to drivers: A driving simulator study	15
Study on physiological representation of passenger cognitive comfort: An example with overtaking scenarios	15
Social identity and cycling among women: The case of Tel-Aviv-Jaffa	15
We all fall for it: Influence of driving experience, level of cognitive control engaged and actual exposure to the driving situations on the Dunning-Kruger effect	15
Interaction strategies with advanced driver assistance systems	15
Detection of driver distraction in the Australian naturalistic driving study videos using pre-trained models and transfer learning	15
Mobility in adults with visual impairment: Results from an online survey	15
Research on drivers’ hazard perception and visual characteristics before vehicle-to-powered two-wheeler collisions	15
Exploring parental attachment, perceived social support, theory of planned behaviour and the safe driving of young people	15
What factors could enhance post-crash anxiety and depression outcomes? A SEM-based retrospective study	15
The art of riding safely: A critical examination of advanced rider assistance systems in motorcycle safety discourse	15
Help-seeking for driving anxiety: Who seeks help and how beneficial is this perceived to be?	14
Improving road user perception in adverse weather: An augmented human–machine interface for remote assistants of automated vehicles	14
Eco driving as a road safety measure: Before and after study of three companies	14
The salience of highway work zone safety and cell phone use among US young adults: Formative evaluation for future campaign development	14
Modeling behavioral intentions to adopt autonomous vehicles: A dual SEM–FsQCA approach to trust, technology acceptance, and the moderating role of social influence	14
Promotion of driver compliance with V2V information in car-following tasks via multimodal display	14
What if passengers experienced cyberattacks in a level 5 automated and connected shuttle? Impact of cyberattack type and contextual factors on perceived safety: A scenario-based study	14
Charging or Swapping? A study on the private Consumers’ acceptance of the electricity replenishment mode of new energy vehicles	14
Incorporating personality traits for the study of user acceptance of electric micromobility-sharing services	14
Evaluating the effectiveness of accessibility features for roadway users with visual impairment: A case study for Nanjing, China	14
The effect of Dual-Task modality on midfrontal theta power and driving performance across the adult lifespan	14
A qualitative study on transportation experiences of public transport users in Türkiye during the COVID-19 pandemic	14
The effects of parental care motives and time constraints on trolley problem decision-making: A virtual reality study	14
Improving driving automation training through scaffolding of roles and responsibilities Information: A comparison between older and younger drivers	14
Motivations for watching videos on mobile phones while driving in parking lots and while waiting at intersections in the United States	14
A study on the role of weather, time pressure, and individual factors in pedestrian attention allocation patterns: Evidence from virtual reality eye-tracking experiments☆	14
Unveiling the drivers of modal switch from motorcycles to public transport in Southeast Asia	14
Use of Level 1 and 2 driving automation on horizontal curves on interstates and freeways	14
Exploration of mental envelope determinants when pedestrians interact with various mobilities on mixed streets	14
Identification of factors influencing the riding experience on e-mountain bikes: An analysis of the rider-bicycle interaction	14
Editorial Board	14
“Did you fall asleep?” – Younger and older drivers’ recollection of prior sleepiness while driving	14
The prevalence of in-vehicle driving distractions in road traffic collisions as a function of road type	14
Environmental knowledge, attitudes, weather, and motivation as determinants of usage intention for shared micro-mobility services (SMSs): A Norwegian perspective	14
Unraveling the complex interplay between curved tunnels and drivers’ physiological responses: An HRV perspective	14
Graphic traffic signals—The color design of 3D crosswalks	14
Exploring the usage of supervised driving automation in naturalistic conditions	14
Handing control back to drivers: Exploring the effects of handover procedure during transitions from Highly Automated Driving	14
Physiological indicators of driver workload during car-following scenarios and takeovers in highly automated driving	13
Insights into the effectiveness of messaging promoting intentions to use connected vehicle technology	13
Beyond behavior: Understanding the role of values and personality on pedestrian behaviors	13
Beyond private-sphere pro-environmental action: Explaining shared mobility using the Theory of Planned Behavior and solidarity-oriented variables	13
Examining the effectiveness of an education-based road safety intervention and the design and delivery mechanisms that promote road safety in young people	13