Transportation Research Part F-Traffic Psychology and Behaviour

Article	Citations
Validity of self-reported driving: It all depends on how and when you ask	117
In-vehicle notifications to drivers during emergency road events: A conceptual design for Rubberneck and Sinkhole emergencies	108
Comparable effectiveness of risk awareness and perception training (RAPT) in young drivers with diverse socioeconomic status: A driving simulator study	100
Effects of rearward countdown timers at highly automated shuttle buses to announce departing	96
Editorial Board	88
How impressions of other drivers affect one’s behavior when merging lanes	72
Distracted and unfocused driving in supervised and unsupervised teen drivers: Associations with sleep, inattention, and cognitive disengagement syndrome symptoms	67
Editorial Board	65
Driving performance in new mothers: The mediating role of persistent fatigue	64
Changes in older drivers’ risky driving behavior over time: Insights from a naturalistic study	61
The impact of COVID-19 on transportation-related and risky driving behaviors in Canada	59
Factors influencing car owners’ intentions of using shared cars: An extension of the theory of planned behavior in China	58
HOW AUTONOMOUS BUS TRIALS AFFECT PASSENGERS’ VIEWS: EXPLORING THE GAP BETWEEN PRE-RIDE EXPECTATIONS AND REAL WORD EXPERIENCE	58
Evaluating self-reported pedestrian behaviour and investigating factors influencing road interactions in Jordan	56
Representations of truck platooning acceptance of truck drivers, decision-makers, and general public: A systematic review	55
From sci-fi to reality: exploring user satisfaction and loyalty toward autonomous vehicle services through an extended expectation-confirmation model	55
Corrigendum to “Social acceptance of autonomous vehicles. A cross-country model validation” [Transp. Res. F: Traffic Psychol. Behav 115 (2025) 103329]	49
Examining the effects of road safety advertising that encourages positive, prosocial driving behaviours	44
Acceptability and perceived safety of automated vehicle driving styles in mixed-autonomy traffic: Insights from driver-AV interaction	44
Impact of free-choice non-driving related activities on driver fatigue and performance in the context of conditional automated driving	44
A virtual reality-based investigation of driving anxiety in young drivers	44
How does artificial intelligence usage affect the safety behavior of bus drivers? A double-edged sword study	43
Gaze tracking patterns on different types of traffic risk in early-stage Alzheimer’s disease	43
Development and validation of the Driver Attention Regulation Scale: A measure of the perceived ability to regulation attention on the road	43
Behavior inhibition/activation systems and cycling anger expression: A proposed chain mediation model	43

Effects of vehicle-related and contextual factors on passengers’ intentions to reuse an autonomous shuttle: a scenario-based study	43
An elaboration likelihood model of perceived safety risk in ride-sharing continuance: Platform quality cues as antecedents and gender as moderator	40
Aberrant driving behaviour among home healthcare workers	40
“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	38
Crossing the line: Impact of pedestrian group behavior on individual crossing decisions in AV interactions	37
Cognitive load and task switching in drivers: Implications for road safety in semi-autonomous vehicles	37
Estimating effectiveness of speed reduction measures for pedestrian crossing treatments using an empirically supported speed choice modeling framework	37
Computerized cognitive training to improve executive functions and driving skills of adolescents with and without symptoms of attention-deficit/hyperactivity disorder	36
Effects of within-trip subjective experiences on travel satisfaction and travel mode choice: A conceptual framework	35
Transition toward driverless robotaxi: Role of social anxiety, perceived safety, and travel habit	35
Driver temporal segmentation of pedestrian crossing intentions during negotiations	35
Interaction patterns and quantitative risks between right-turning vehicles and pedestrians at signalized intersections: Insights from conflict and crash datasets	35
Misuse or abuse of automation? Exploring drivers’ intentions to nap during automated driving	34
An empirical investigation of driver’s eye-catching effect in the entrance zone of freeway tunnels: A naturalistic driving experiment	34
The influence of the built environment on pedestrians’ perceptions of attractiveness, safety and security	34
Identifying the determinants and understanding their effect on the perception of safety, security, and comfort by pedestrians and cyclists: A systematic review	34
Exploring implications and current practices in e-scooter safety: A systematic review	34
Development and evaluation of a human machine interface to support mode awareness in different automated driving modes	33
The implications of situation and route familiarity for driver-pedestrian interaction at uncontrolled mid-block crosswalks	33
Spare visual capacity and driver inattention in dynamic car following scenarios	33
Association between general driving attitudes, stressful driving and coping strategies of drivers: An effect mechanism analysis using PLS-SEM	33
How to resolve the contradiction between driving safety and lighting energy conservation in a highway tunnel? − An experiment on linear guiding system	33
Comparing the bad media-fuelled reputation of e-scooters with real-life user and non-user perceptions: Evidence from Sweden	32
Investigating driver uncertainty about lane change decisions	32
Non-driving-related tasks and drivers’ takeover time: A meta-analysis	32
From first ride to regular user: Understanding the factors influencing continuous use intention of autonomous taxis	31
Investigating the unobserved heterogeneity in passenger satisfaction with Mobility-as-a-Service (MaaS) bundles	31
Exploring speeding behaviors of older drivers: Role of functional abilities, personality, and driving environments	31
Cycling subjective experience: A conceptual framework and methods review	30
Attitudes toward driving after cannabis use: A systematic review and meta-analysis	30
A systematic review of observational studies investigating the influence of mobile phone distraction on road crossing behaviour of pedestrians	30
Route guidance attacks in cyber transportation networks: a user-centered study of behavioral sensitivity	30
Effect of motion mismatches on ratings of motion incongruence and simulator sickness in urban driving simulations	30
Driving on familiar roads? Development and validation of car drivers’ road user experience scale	30
The complexity of changes in modal choice: A quasi-experimental study	29
The role of social perceptions on willingness-to-pay for innovations	29
Why people fail to bike the talk: Car dependence as a barrier to cycling	29
Social comparison drives green transport switching: Travel satisfaction as the bridge	29
Car following with an inertia-oriented driving technique: A driving simulator experiment	29
Route learning with augmented reality navigation aids	29
Understanding angles of change to reduce car dependency in rural areas: Evidence from Switzerland	29
Exploring public support and opposition to 100% zero emission vehicle policy	29
Risk of OSA affects reaction time and driving performance more than insomnia in the Canadian Longitudinal Study on Aging	29
Zebra crossings at T-intersections: Likelihood of unintended negative consequences for safety and walkability	28
Simplifying acceptance: A general acceptance factor predicting intentions to use shared autonomous vehicles	28
A unified driving behavior model based on psychological safety space	28
Anticipatory vibrotactile cues reduce motion sickness in car passengers during stop-and-go driving	27
The notorious B.I.T: The effects of a ransomware and a screen failure on distraction in automated driving	27
Walk or run? An observational study to explore pedestrian crossing decision-making at intersections in Dhaka, Bangladesh applying rules mining technique	27
Subjective driving experience recorded live: A naturalistic driving approach	27

Designing user interfaces for partially automated Vehicles: Effects of information and modality on trust and acceptance	27
An analysis of factors affecting wrong-way driving at a highway entrance using a driving simulator among older drivers with cognitive decline	27
Influence of surrounding traffic on lane change dynamics: Insights from a video-based laboratory study	27
Motives for driving after cannabis use: A scoping review	26
Driving around bends with or without shoulders: The influence of bend direction	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
Bears in our midst: Familiarity with Level 2 driving automation and attending to surprise on-road events	26
The functional capabilities of young drivers and implications for fitness-to-drive	26
The effect of widening longitudinal road markings on driving speed perception	26
Editorial Board	26
Postintervention reoffense in DUI repeat offenders receiving alcohol treatment as a diversion intervention: A 2-year follow-up study	26
A brief pc-based hazard prediction training program improves young novice drivers' hazard perception skills compared to a control group over time	26
Charged up with peace in mind: Unraveling the factors of range anxiety among norwegian electric vehicle drivers	26
High-speed curve negotiation: Can differences in expertise account for the different effects of cognitive load?	25
What can bring transit ridership back: An econometric study on the potential of usage incentives and operational policies in the Greater Toronto Area	25
Predicting safe street-crossing for older adults using a multifactorial model: The role of visual perceptual, cognitive and physical factors	25
Humanizing autonomous vehicle driving: Understanding, modeling and impact assessment	25
Delay or travel time information? The impact of advanced traveler information systems on drivers’ behavior before freeway work zones	25
A distributed simulation study to investigate pedestrians’ road-crossing decisions and head movements in response to different vehicle kinematics in mixed traffic	25
Pedestrian behavior interacting with autonomous vehicles during unmarked midblock multilane crossings: Role of infrastructure design, AV operations and signaling	25
Fictional or Real? a review of how gamification types effect eco-driving on the road	25
Balancing comfort and efficiency: Optimal deceleration rates at crosswalks and intersections in automated driving	25
Stepwise technology adoption by consumers: Example of autonomous driving technology	25
Factors influencing the acceptance of flying cars among rural residents in China	24
Cognitive safety evacuation modeling framework: pedestrian behavioral dynamic and route decision-making in historic urban contexts	24
Psychological and experiential contributors to experienced cyclists’ on-road cycling behaviour: A path analysis study	24
Exploring driver decision-making in lane-changing: A human factors approach using AI and naturalistic data	24
Drivers' mental models of advanced driver assistance systems: A systematic review of conceptualization, associated factors, and intervention strategies	24
The central role of threatened experiences in determining pedestrians' perceived safety	24
How to design driver takeover request in real-world scenarios: A systematic review	23
What a girl wants: A mixed-methods study of gender differences in the barriers to and enablers of riding a bike in Australia	23
Effects of connected vehicle (CV) technology on improving driver behavior in the presence of connected and automated vehicle (CAV) platoons	23
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	23
Understanding walking behaviour from an African context through the lenses of the theory of Planned behaviour	23
The use of monitoring and feedback devices in driving: An assessment of acceptability and its key determinants	23
Mitigating effects of distraction: Drivers adjust speed and glance behaviour during secondary tasks in a driving simulator study	23
Understanding users' acceptance of personalized autonomous driving: An extended TAM and interpretable machine learning approach	23
Behavioral and physiological responses to takeovers in different scenarios during conditionally automated driving	23
An online hazard perception training course reduces heavy braking, speeding, and over-revving rates during everyday driving	23
Validation of motorized two-wheeler virtual environment: Influence of perceived realism and simulator fidelity	22
How did the COVID-19 pandemic affect driver speed selection and crash risk on rural freeways?	22
Assessment of takeover safety in human–machine co-driving on grassland highways: Coupling effects of non-driving-related tasks and takeover scenarios	22
Using pupillometry and gaze-based metrics for understanding drivers’ mental workload during automated driving	22
Key factors shaping public acceptance of autonomous vehicles in China: A mixed-methods study using social media and survey data	22
Principal components analysis of driving simulator variables in novice drivers	22
Road signs depicting childrens's book illustrations temporarily reduce speed on urban roads	22
Understanding drivers' attitudes, beliefs, and behaviours about distracted driving and the relationship with perceptions of related road rules	22
Establishing normative scores of affect, safety, and comfort for bicycling infrastructure and traffic conditions	21
Age-related changes in driving performance under driver assistance systems during curve negotiation	21
Evaluating the effects of brake light flicker frequency on cognitive conspicuity during visual dark adaptation: A 360-degree simulated driving study	21
A field evaluation of an in-ground lighting intervention for safety at a road crossing	21
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	21
Look right! The influence of bicycle crossing design on drivers’ approaching behavior	21
Investigating changes in travel behavior over time in response to the COVID-19 pandemic	21
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	21
Eye, steering, and hands on wheel behaviors indicating driver engagement in level 2 driving	21
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	21
Mind the Gap! Gender differences in the predictors of public transport usage intention	21
Index of braking behaviour in two dimensions within risk perception	21
The gender gap in the acceptance of automated vehicles in Europe	21
Prevalence and predictors of driver distractions in Cyprus: An observational study	20
Is there a relationship between time pressure and pedestrian non-compliance? A systematic review	20
Development and validation of automated driving behavior questionnaire (ADBQ)	20
Exploring the perceived benefits and potential challenges of the autonomous vehicle rollout in Australia	20
Predicting young drivers’ time-to-licensure from sociodemographic characteristics and quality of adult-supervised practice	20
Understanding the choice of road traffic as a means of suicide: insights from multidisciplinary investigations of attempted suicides	20
Optimizing in-vehicle warning sounds: core feature insights with machine learning models	20
Rule-orientation and adherence to traffic laws among French drivers: An exploratory study	20
How does hands-free cognitive distraction influence cycling behaviour and perceived safety?	20
Driver dysfunctional impulsivity dominates over others in anger expression	20
Modeling the impact of driving aggression on lane change performance Measures: Steering compensatory Behavior, lane change execution duration and crash probability	20
Cycling under the influence of alcohol and other drugs: An exploratory analysis	20
Analysis of the effect of decorated interior walls on drivers' performance: From individual micro-behavior to brain activation	20
Modelling yielding dilemma zone for drivers at non-signalised crosswalks	20
Editorial Board	20
The effect of contrast on pedestrians’ perception of vehicle speed in different road environments	20
Evaluation of intervention for pedestrian‑vehicle collisions at unsignalized intersections in virtual reality environments: Short- and long-term effects	20
In the driver's mind: Modeling the dynamics of human overtaking decisions in interactions with oncoming automated vehicles	20
From young to old: The effects of information presentation type, multimodal display, and age on situation awareness and processing time in automated vehicles	20
Exploring the impact of temperature perception and fear of missing out on distracted walking	20

Pedestrians’ responses to scalable automated vehicles with different external human-machine interfaces: Evidence from a video-based eye-tracking experiment	19
Applying an extended theory of planned behaviour to understand influences on safe driving intentions and behaviours	19
Empirical analysis of car-following behavior: Impacts of driver demographics, leading vehicle types, and speed limits on driver behavior and safety	19
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	19
Moral disengagement mechanisms in interactions of human drivers with autonomous vehicles: Validation of a new scale and relevance with personality, driving style and attitudes	19
Making night-time pedestrians safer using innovative clothing designs	19
Promoting healthy and safe driving: Physiological and psychological evaluation of truck drivers for individualized shift and route planning	19
Self-regulation and tailgating behaviours among young drivers	19
Driver monitoring systems mitigate visual distraction only when drivers are adequately instructed and driving in assisted mode	19
Influence of semantic complexity and lead distance for in-vehicle auditory warnings on driver behavior: A driving simulator study	19
Corporate e-carsharing, a good fit? Using COM-B to identify enablers and barriers among highly mobile young professionals	18
The association of schedule characteristics of heavy vehicle drivers with continuous eye-blink parameters of drowsiness	18
Description and analysis of aberrant riding behaviors of pedal cyclists, e-bike riders and motorcyclists: Based on a self-report questionnaire	18
Effects of blood alcohol testing programmes on drinking behaviour among driving crash patients in emergency departments: A cluster quasi-experimental study	18
Revealing inherent interrelationships of direct and indirect factors impacting Driver’s stop-or-go behaviors at Yellow-Light	18
Distracted by familiarity: Implications of ‘autopilot’ as a default cognitive mode	18
Autonomous vehicle modality preferences among those with and without vision loss	18
A content analysis exploring adaptive cruise control and forward collision warning systems in vehicle manuals	18
Integrating behavioral theory and ANNs for understanding electric bikers’ red-light running behavior	18
Effect of multimodal takeover request issued through A-pillar LED light, earcon, speech message, and haptic seat in conditionally automated driving	18
Using Australian Naturalistic Driving Study data to explore non-driving task engagement across young novice and experienced drivers	18
How distraction affects pedestrian response: Evidence from behavior patterns and cortex oxyhemoglobin changes	18
Driving self-regulation and risky driving outcomes	17
The potential of gamification for user education in partial and conditional driving automation: A driving simulator study	17
Basic psychological need frustration scale: Adaptation and validation to active commuting to school in Spanish children and adolescents	17
Using distributed simulations to investigate driver-pedestrian interactions and kinematic cues: Implications for automated vehicle behaviour and communication	17
Editorial Board	17
Analysis of controversial driving licensing policies in Iran: Experts’ viewpoints	17
From anxiety to aggression: An investigation into the roles of antisocial traits and self-regulatory dysfunction in road behaviours	17
AI vs. Humans: Comparing road user intention recognition performance	17
Research on the influencing factors of human Drivers' Trust in fully autonomous vehicles	17
A new tramway and the formation of emotional commuting experiences	17
Is text-based user manual enough? A driving simulator study of three training paradigms for conditionally automated driving	17
Digital roads and data ethics: Exploring the road users’ perspective	17
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	17
Walking school buses and their success (or failure) determinants: A thematic analysis of parental active school travel insights in Ferrara through the lens of social capital theory	17
Active mobility in higher age: Regular cycling is associated with maintaining car driving performance	17
An eye-tracking study of the effects of dimensions of speed limit traffic signs on a mountain highway on driverś perception	17
Aging and sleep deprivation affect different neurocognitive stages of spatial information processing during a virtual driving task – An ERP study	17
The social reactive and/or reasoned acceptance of the intelligent speed adaptation system in Türkiye and Israel	17
Time-related aspects of commute well-being	17
Detection of driver distraction in the Australian naturalistic driving study videos using pre-trained models and transfer learning	16
Differences in driver takeover performance and physiological responses in conditionally automated driving: Links to emotional instability	16
Emotional road-side advertisements and driving speed:the moderating effect of reckless and careless driving	16
Perceived usefulness of cycling safety countermeasures in Australia and New Zealand: do stigma, stress and self-reported behaviours play a role?	16
Humans vs, machines; motorcyclists and car drivers differ in their opinion and trust of self-drive vehicles	16
Risk-taking behind the wheel: Validation of the Road Traffic Behaviours Questionnaire based on data from Polish car drivers	16
Revision of the driver behavior questionnaire for bus drivers in China based on in-vehicle monitoring data	16
Research on drivers’ hazard perception and visual characteristics before vehicle-to-powered two-wheeler collisions	16
Mobility in adults with visual impairment: Results from an online survey	16
Exploring parental attachment, perceived social support, theory of planned behaviour and the safe driving of young people	16
Driving under time pressure: Driver state and behavior changes with limited time savings in complex road networks - A naturalistic time-incentive study with young male drivers	16
Effects of odor types and concentration adjustment modes of olfactory stimulation on fatigue in young drivers	16
Socially responsible behaviour of a pedestrian − Obligation or necessity?	16
Adding visual contextual information to continuous sonification feedback about low-reliability situations in conditionally automated driving: A driving simulator study	16
Novel use of a virtual driving assessment to classify driver skill at the time of licensure	16
Cycling behaviour of older and younger adults: Differences in performance and the relation with infrastructure and neuropsychological test performance	16
Multimodal causal modeling of the driver takeover process: The mediating role of driver workload	16
Narrow passage interactions: A UK-based exploratory survey study to identify factors affecting driver decision-making	16
Investigating the safe driving behaviour of professional drivers in last-mile delivery services in Greece	15
Motivations for watching videos on mobile phones while driving in parking lots and while waiting at intersections in the United States	15
Influence mechanism of the urban traffic climate on prosocial driving behavior: The combined role of rational, affective and moral factors	15
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	15
Improving driving automation training through scaffolding of roles and responsibilities Information: A comparison between older and younger drivers	15
The short-term effectiveness of online group hazard perception training in experienced drivers	15
Investigating the effects of in-vehicle warning strategies to drivers: A driving simulator study	15
Integrated training to improve young novice drivers' hazard management and speed management skills: a driving simulator study	15
Use of Level 1 and 2 driving automation on horizontal curves on interstates and freeways	15
Driving speed choice by novice, experienced, and offending drivers: The role of hazard perception, impulsivity, decision making and psychopathology	15
Social identity and cycling among women: The case of Tel-Aviv-Jaffa	15
Graphic traffic signals—The color design of 3D crosswalks	15
Medical cannabis and driving in Australia: Results from the cannabis as medicine survey 2022–2023 (CAMS-22)	15
Using a traffic climate scale to understand drivers’ perceptions of their traffic system: An examination of measurement invariance across eight countries	15
Exploring the usage of supervised driving automation in naturalistic conditions	15
What factors could enhance post-crash anxiety and depression outcomes? A SEM-based retrospective study	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
A study on the role of weather, time pressure, and individual factors in pedestrian attention allocation patterns: Evidence from virtual reality eye-tracking experiments☆	15
The influence of fatalistic beliefs and risk perceptions on road safety attitudes in Latin America; A two-country study	15
Evasive action characteristics of motorcycle riders towards occluded-surprise and expected pedestrians: A pedestrian mock-up study	15
Shared space: Different age groups’ perspectives	15
Predicting driver retention in ride-hailing platforms: an empirical study of socio-demographic and behavioral influences	14
Interaction strategies with advanced driver assistance systems	14
“Why were you speeding?”: A self-confrontation study on awareness and reasons for speed behaviour	14
The effect of Dual-Task modality on midfrontal theta power and driving performance across the adult lifespan	14
Promotion of driver compliance with V2V information in car-following tasks via multimodal display	14
Unveiling barriers and motivations to cycling across different stages of change	14
Is this the real driver, or is it just a robot? A study of human-like autonomous driving controllers in a driving simulator	14
User evaluation of comfortable deceleration profiles for highly automated driving: Findings from a test track study	14
Unraveling the complex interplay between curved tunnels and drivers’ physiological responses: An HRV perspective	14
Incorporating personality traits for the study of user acceptance of electric micromobility-sharing services	14
Camera or cop: Understanding the procedurally just nature of AI-based camera and police officer detected Mobile phone offending	14
Understanding drivers’ perspectives on the use of driver monitoring systems during automated driving: Findings from a qualitative focus group study	14
Impact of variable message signs on drivers’ situation awareness in freeway exit areas	14
Charging or Swapping? A study on the private Consumers’ acceptance of the electricity replenishment mode of new energy vehicles	14
“Did you fall asleep?” – Younger and older drivers’ recollection of prior sleepiness while driving	14