Transportation Research Part F-Traffic Psychology and Behaviour

Article	Citations
Using the UTAUT2 model to explain public acceptance of conditionally automated (L3) cars: A questionnaire study among 9,118 car drivers from eight European countries	128
Exploring expert perceptions about the cyber security and privacy of Connected and Autonomous Vehicles: A thematic analysis approach	95
A structural equation modeling approach for the acceptance of driverless automated shuttles based on constructs from the Unified Theory of Acceptance and Use of Technology and the Diffusion of Innovat	75
The Long-Term effects of COVID-19 on travel behavior in the United States: A panel study on work from home, mode choice, online shopping, and air travel	62
Factors of acceptability, acceptance and usage for non-rail autonomous public transport vehicles: A systematic literature review	58
Sharing the road with autonomous vehicles: A qualitative analysis of the perceptions of pedestrians and bicyclists	57
Exploratory factor analysis in transportation research: Current practices and recommendations	56
The motivations for using bike sharing during the COVID-19 pandemic: Insights from Lisbon	56
Driver behaviour and traffic accident involvement among professional urban bus drivers in China	53
Autonomous buses: Intentions to use, passenger experiences, and suggestions for improvement	53
Perceived risk of using shared mobility services during the COVID-19 pandemic	52
Modeling dispositional and initial learned trust in automated vehicles with predictability and explainability	49
Roles of personal and environmental factors in the red light running propensity of pedestrian: Case study at the urban crosswalks	48
This is not me! Technology-identity concerns in consumers’ acceptance of autonomous vehicle technology	48
Overall performance impairment and crash risk due to distracted driving: A comprehensive analysis using structural equation modelling	47
Trust and intention to use autonomous vehicles: Manufacturer focus and passenger control	44
An observational study on the risk behaviors of electric bicycle riders performing meal delivery at urban intersections in China	44
Intention of Chinese college students to use carsharing: An application of the theory of planned behavior	43
Antecedents of consumer loyalty in ride-hailing	43
Risky riding behaviours among motorcyclists in Malaysia: A roadside survey	42
Car-following behavioural adaptation when driving next to automated vehicles on a dedicated lane on motorways: A driving simulator study in the Netherlands	39
Eliciting attitudinal factors affecting the continuance use of E-scooters: An empirical study in Chicago	38
Modeling the influence of mobile phone use distraction on pedestrian reaction times to green signals: A multilevel mixed-effects parametric survival model	38
The impact of a dedicated lane for connected and automated vehicles on the behaviour of drivers of manual vehicles	37
Developing human-machine trust: Impacts of prior instruction and automation failure on driver trust in partially automated vehicles	37

Effectiveness of the compensatory strategy adopted by older drivers: Difference between professional and non-professional drivers	36
Assessing the feasibility of the theory of planned behaviour in predicting drivers’ intentions to operate conditional and full automated vehicles	34
Identifying the determinants and understanding their effect on the perception of safety, security, and comfort by pedestrians and cyclists: A systematic review	34
Public acceptance of connected vehicles: An extension of the technology acceptance model	33
An empirical investigation into carpooling behaviour for sustainability	33
Assessing the effect of long-automated driving operation, repeated take-over requests, and driver’s characteristics on commercial motor vehicle drivers’ driving behavior and reaction time in highly au	32
Exploration of the effects of task-related fatigue on eye-motion features and its value in improving driver fatigue-related technology	32
Behavioral adaptations of human drivers interacting with automated vehicles	32
Exploring the benefits of conversing with a digital voice assistant during automated driving: A parametric duration model of takeover time	32
Modelling perceived risk and trust in driving automation reacting to merging and braking vehicles	32
Autonomous vehicle safety: Understanding perceptions of pedestrians and bicyclists	31
Travel behavior as a driver of attitude: Car use and car pride in U.S. cities	31
Acceptance of visual and audio interventions for distracted pedestrians	31
Analysis of the occurrence and severity of vehicle-pedestrian conflicts in marked and unmarked crosswalks through naturalistic driving study	30
Cognitive load, working memory capacity and driving performance: A preliminary fNIRS and eye tracking study	30
Challenges for automated vehicle driver training: A thematic analysis from manual and automated driving	29
Perceived risk vs actual driving performance during distracted driving: A comparative analysis of phone use and other secondary distractions	29
Unsafety on two wheels, or social prejudice? Proxying behavioral reports on bicycle and e-scooter riding safety – A mixed-methods study	29
Physiological indicators of driver workload during car-following scenarios and takeovers in highly automated driving	28
External human-machine interfaces: Effects of message perspective	28
A diary study of distracted driving behaviours	28
Bicyclists’ behavioral and physiological responses to varying roadway conditions and bicycle infrastructure	28
Research on parking choice behavior of shared autonomous vehicle services by measuring users’ intention of usage	28
Behavioural intention to use fully autonomous vehicles: Instrumental, symbolic, and affective motives	28
Evaluating the effectiveness of Didi ride-hailing security measures: An integration model	28
Advanced driver assistance systems (ADAS): Demographics, preferred sources of information, and accuracy of ADAS knowledge	28
Evaluating pedestrian interaction preferences with a game theoretic autonomous vehicle in virtual reality	28
The safety performance of connected vehicles on slippery horizontal curves through enhancing truck drivers’ situational awareness: A driving simulator experiment	27
Eye movements predict driver reaction time to takeover request in automated driving: A real-vehicle study	26
Effects of forward collision warning technology in different pre-crash scenarios	26
Public acceptance of driver state monitoring for automated vehicles: Applying the UTAUT framework	26
Is it really too far? Overestimating walk time and distance reduces walking	25
Smartphone Use While Driving: An Investigation of Young Novice Driver (YND) Behaviour	25
A meta-analysis of the n-back task while driving and its effects on cognitive workload	25
Safety of micro-mobility: Riders’ psychological factors and risky behaviors of cargo TTWs in China	25
Young drivers’ takeover time in a conditional automated vehicle: The effects of hand-held mobile phone use and future intentions to use automated vehicles	25
Validation of the F-DBQ: A short (and accurate) risky driving behavior questionnaire for long-haul professional drivers	25
The influence of the built environment on pedestrians’ perceptions of attractiveness, safety and security	25
A comparison of experienced and novice drivers’ rear-end collision avoidance maneuvers under urgent decelerating events	24
Do cyclists need HMIs in future automated traffic? An interview study	24
Icy roads and urban environments. Passenger experiences in autonomous vehicles in Finland	24
Surrendering personal control to automation: Appalling or appealing?	24
Drivers’ and cyclists’ safety perceptions in overtaking maneuvers	24
Analysing the influence of attitude and habit on bicycle commuting	24
Effect of time pressure on steering control of the drivers in a car-following situation	24
Driver trust in and training for advanced driver assistance systems in Real-World driving	24
Empirical evidence of bias in public acceptance of autonomous vehicles	23
Self-perception of driving abilities in older age: A systematic review	23
Nomophobia and self-reported smartphone use while driving: An investigation into whether nomophobia can increase the likelihood of illegal smartphone use while driving	23
How the initial level of trust in automated driving impacts drivers’ behaviour and early trust construction	23

A driving simulation study to investigate the information threshold of graphical variable message signs based on visual perception characteristics of drivers	23
Pedestrian temporal gap acceptance behavior at unsignalized intersections in Kanpur, India	23
How is emotion associated with driving speed? A study on taxi drivers in Japan	23
The impact of navigation system display size and environmental illumination on young driver mental workload	23
“Going through a little bit of growing pains”: A qualitative study of the factors that influence the route choice of regular bicyclists in a developing cycling city	22
A subjective one-item measure based on NASA-TLX to assess cognitive workload in driver-vehicle interaction	22
The effect of sleep-need and time-on-task on driver fatigue	22
The relationship between cognitive function and hazard perception in younger drivers	22
Evaluating the impacts of situational awareness and mental stress on takeover performance under conditional automation	22
Drink driving during the COVID-19 pandemic	22
Using a multi-user driving simulator system to explore the patterns of vehicle fleet rear-end collisions occurrence under different foggy conditions and speed limits	22
Physiological markers of traffic-related stress during active travel	22
The effect of age and sensation seeking on pedestrian crossing safety in a virtual reality street	21
Predicting pedestrians’ intention to cross the road in front of automated vehicles in risky situations	21
Pedestrian interaction with automated vehicles at uncontrolled intersections	21
Disengagement from driving when using automation during a 4-week field trial	21
Distracted driving caused by voice message apps: A series of experimental studies	21
Cyclists' perception of cycling infrastructure – A Repertory Grid approach	21
Public acceptance of semi-automated truck platoon driving. A comparison between Germany and California	21
How do familiarity and fatal accidents affect acceptance of self-driving vehicles?	21
Metacognition, rumination and road rage: An examination of driver anger progression and expression in Australia	21
Demand for mitigating the risk of COVID-19 infection in public transport: The role of social trust and fatalistic beliefs	21
Would you rather teleport or spend some time commuting? Investigating individuals’ teleportation preferences	21
A study of the compliance level of connected vehicle warning information in a fog warning system based on a driving simulation	20
“They have to be better than human drivers!” Motorcyclists’ and cyclists’ perceptions of autonomous vehicles	20
Are novice drivers competent to take over control from level 3 automated vehicles? A comparative study with experienced drivers	20
Differential effects of driver sleepiness and sleep inertia on driving behavior	19
To cross or not to cross: Impact of visual and auditory cues on pedestrians’ crossing decision-making	19
Repeated usage of a motorway automated driving function: Automation level and behavioural adaption	19
Driving simulation sickness and the sense of presence: Correlation and contributing factors	19
Staying on or getting off the sidewalk? Testing the Mehrabian-Russell Model on pedestrian behavior	19
“Do I really need it?”: An explorative study of acceptance and usage of in-vehicle technology	19
“Don’t you want the dream?”: Psycho-social determinants of car share adoption	19
Exploring the acceptance of connected and automated vehicles: Focus group discussions with experts and non-experts in transport	19
Proposal of a driver profile classification in relation to risk level in overtaking maneuvers	18
Investigating explanations in conditional and highly automated driving: The effects of situation awareness and modality	18
Driver conflict response during supervised automation: Do hands on wheel matter?	18
Non-Driving Related tasks and journey types for future autonomous vehicle owners	18
Analysis of overtaking patterns of Indian drivers with data collected using a LiDAR	18
Acceptance of self-driving cars among the university community: Effects of gender, previous experience, technology adoption propensity, and attitudes toward autonomous vehicles	18
Comparing eye-tracking metrics of mental workload caused by NDRTs in semi-autonomous driving	18
Factors influencing public awareness of autonomous vehicles: Empirical evidence from Brisbane	18
Ergonomic Design Improves Cross-Cultural Road Sign Comprehension	18
Factors that influence the acceptance of future shared automated vehicles – A focus group study with United Kingdom drivers	18
Cross-culturally approaching the cycling behaviour questionnaire (CBQ): Evidence from 19 countries	18
On the way to autonomous driving: How age influences the acceptance of driver assistance systems	18
A novel conceptual framework investigating the relationship between roadside advertising and road safety: The driver behaviour and roadside advertising conceptual framework	18
A two-stage incentive mechanism for rebalancing free-floating bike sharing systems: Considering user preference	17
What is the best way to promote cycling? A systematic review and meta-analysis	17
The impact of rail-based stations on passengers’ safety perceptions. A systematic review of international evidence	17
Can emotion regulation explain the association between age and driving styles?	17
Measuring drivers’ takeover performance in varying levels of automation: Considering the influence of cognitive secondary task	17
A comprehensive systematic review of the laboratory-based research investigating the influence of alcohol on driving behaviour	17
Assessing carpooling drivers and barriers: Evidence from Bangkok, Thailand	17
Consumer knowledge and acceptance of advanced driver assistance systems	17
The influence of personality and cognitive failures on distracted driving behaviors among young adults	17
Listen to social media users: Mining Chinese public perception of automated vehicles after crashes	17
Psychometric properties of the Driving Cognitions Questionnaire, Driving Situations Questionnaire, and Driving Behavior Survey	17
Analyzing pedestrian behavior when crossing urban roads by combining RP and SP data	17
Evaluating the impact of real-time coaching programs on drivers overtaking cyclists	17
A brief and unsupervised online intervention improves performance on a validated test of hazard perception skill used for driver licensing	17
How to identify the take-over criticality in conditionally automated driving? An examination using drivers’ physiological parameters and situational factors	17
Risk prediction model using eye movements during simulated driving with logistic regressions and neural networks	17
Safety of autonomous vehicles: what are the insights from experienced industry professionals?	16
Hybrid route choice model incorporating latent cognitive effects of real-time travel information using physiological data	16
How to nudge drivers to reduce speed: The case of the left-digit effect	16
Psycho-physiological measures on a bicycle simulator in immersive virtual environments: how protected/curbside bike lanes may improve perceived safety	16
Exploring multi-homing behavior of ride-sourcing drivers via real-world multiple platforms data	16
User gesticulation inside an automated vehicle with external communication can cause confusion in pedestrians and a lower willingness to cross	16
The factors impacting the use of navigation systems: A study based on the technology acceptance model	16
Self-reported pedestrian behaviour in Australia	16
How is the visual working memory load of driver influenced by information density of traffic signs?	16
Should older people be considered a homogeneous group when interacting with level 3 automated vehicles?	16
A systematic review of definitions of motor vehicle headways in driver behaviour and performance studies	16
Effect of external HMI for automated vehicles (AVs) on drivers’ ability to infer the AV motion intention: A field experiment	16
Mapping drivers’ mental models of adaptive cruise control to performance	16
Why would people want to travel more with automated cars?	16
Hours-of-service compliance and safety outcomes among long-haul truck drivers	16
Investigating sex, masculinity and femininity in relation to impulsive driving and driving anger expression	15
Effects of traffic context on eHMI icon comprehension	15

Driver's mental workload classification using physiological, traffic flow and environmental factors	15
Does awareness of penalties influence deterrence mechanisms? A study of young drivers’ awareness and perceptions of the punishment applying to illegal phone use while driving	15
Measuring driver-vehicle cooperation: Development and validation of the Human-Machine-Interaction-Interdependence Questionnaire (HMII)	15
Interaction between pedestrians and automated vehicles: Exploring a motion-based approach for virtual reality experiments	15
Lessons learned from pedestrian-driver communication and yielding patterns	15
Physiological measures of bicyclists’ subjective experiences: A scoping review	15
Different level automation technology acceptance: Older adult driver opinion	15
Revisiting the level-of-service framework for pedestrian comfortability: Velocity depicts more accurate perceived congestion than local density	15
Understanding and modelling risky driving behaviour on high-speed corridors	15
The Impact of Commercial Parking Utilization on Cyclist Behavior in Urban Environments	15
Clearing the path to transcend barriers to walking: Analysis of associations between perceptions and walking behaviour	15
International study on the importance of communication between automated vehicles and pedestrians	15
Gaze behavior during urban cycling: Effects of subjective risk perception and vista space properties	14
The role of attitudes in perceptions of bicycle facilities: A latent-class regression approach	14
Can driving condition prompt systems improve passenger comfort of intelligent vehicles? A driving simulator study	14
Effects of speed feedback signs and law enforcement on driver speed	14
The differences in hazard response time and driving styles of violation-involved and violation-free taxi drivers	14
The effect of drivers’ eye contact on pedestrians’ perceived safety	14
Driving anger scale validation: Relationship of driving anger with the aberrant driving behaviour of truck drivers	14
The potential of gamification for user education in partial and conditional driving automation: A driving simulator study	14
Exploring behavioral validity of driving simulator under time pressure driving conditions of professional drivers	14
Effects of route familiarity on drivers’ psychological conditions: Based on driving behaviour and driving environment	14
Fatigue risk management based on self-reported fatigue: Expanding a biomathematical model of fatigue-related performance deficits to also predict subjective sleepiness	14
Eyes on the road, hands upon the wheel? Reciprocal dynamics between smartphone use while driving and job crafting	14
The effect of the dominance of an in-vehicle agent’s voice on driver situation awareness, emotion regulation, and trust: A simulated lab study of manual and automated driving	14
Correlations of multiple rider behaviors with self-reported attitudes, perspectives on traffic rule strictness and social desirability	14
Relationship between driving styles and biological behavior of drivers in negative emotional state	14
Aggressive driving: Do driving overconfidence and aggressive thoughts behind the wheel, drive professionals off the road?	14
Implicit and explicit attitudes in transportation research: A literature review	14
Effects of environmental, vehicle and human factors on comfort in partially automated driving: A scenario-based study	14
Investigating the influence of time pressure on overtaking maneuvers and crash risk	14
Influence of the median opening length on driving behaviors in the crossover work zone—A driving simulation study	13
To share or not to share: A theoretically guided investigation of factors predicting intentions to use fully automated shared passenger shuttles	13
Key factors associated with Australian parents’ willingness to use an automated vehicle to transport their unaccompanied children	13
Does morality predict aggressive driving? A conceptual analysis and exploratory empirical investigation	13
Consequences of autonomous vehicles: Ambivalent expectations and their impact on acceptance	13
People with more misconceptions about automated vehicles might be more positive toward them	13
The effects of message threat on psychological reactance to traffic safety messaging	13
The effect of visual HMIs of a system assisting manual drivers in manoeuvre coordination in system limit and system failure situations	13
Urgent and non-urgent takeovers during conditional automated driving on public roads: The impact of different training programmes	13
Takeover performance of older drivers in automated driving: A review	13
Is all high-risk behaviour premeditated? A qualitative exploratory approach to the self-regulation of habitual and risky driving behaviours	13
Exploring the factors influencing acquisition and learning experiences of cars fitted with advanced driver assistance systems (ADAS)	13
Experiences of older adults interacting with a shared autonomous vehicle and recommendations for future implementation	13
Exploring the effects of EEG signals on collision cases happening in the process of young drivers’ braking	13
Impact of interface design on drivers’ behavior in partially automated cars: An on-road study	13
What are the factors determining user intentions to use AV while impaired?	13
Development of the Questionnaire on the Acceptance of Automated Driving (QAAD): Data-driven models for Level 3 and Level 5 automated driving	13
Sandstorm animations on rural expressways: The impact of variable message sign strategies on driver behavior in low visibility conditions	13
Effect of multimodal takeover request issued through A-pillar LED light, earcon, speech message, and haptic seat in conditionally automated driving	13
Driving distraction at night: The impact of cell phone use on driving behaviors among young drivers	13
Using pupillometry and gaze-based metrics for understanding drivers’ mental workload during automated driving	13
Pedestrians’ perceived vulnerability and observed behaviours relating to crossing and passing interactions with autonomous vehicles	13
Manual drivers’ experience and driving behavior in repeated interactions with automated Level 3 vehicles in mixed traffic on the highway	13
“Pédaler en toute sécurité”: The Cycling Behavior Questionnaire (CBQ) in Belgium – A validation study	13
Evidence that implementation intentions reduce drivers’ use of mobile phones while driving	13
Driver social desirability scale: A Turkish adaptation and examination in the driving context	12
Approaching intersections: Gaze behavior of drivers depending on traffic, intersection type, driving maneuver, and secondary task involvement	12
Driver's avoidance characteristics to hazardous situations: A driving simulator study	12
Technology readiness and intentions to use conditionally automated vehicles	12
Examining the efficacy of improved traffic signs and markings at flashing-light-controlled grade crossings based on driving simulation and eye tracking systems	12
Roadside digital billboard advertisements: Effects of static, transitioning, and animated designs on drivers’ performance and attention	12
Human machine interface design for continuous support of mode awareness during automated driving: An online simulation	12
Investigating relationships among perceptions of yielding, safety, and comfort for pedestrians in unsignalized crosswalks	12
Psychological and psychophysiological effects of music intensity and lyrics on simulated urban driving	12
Combining survey-based and neuroscience measurements in customer acceptance of self-driving technology	12
Keeping the driver in the loop in conditionally automated driving: A perception-action theory approach	12
Mild functional decline and driving performance of older drivers without a diagnosed dementia: Study of leukoaraiosis and cognitive function	12
A method in modeling interactive pedestrian crossing and driver yielding decisions during their interactions at intersections	12
What constitutes traffic event severity in terms of human danger perception?	12
What happens when drivers of automated vehicles take over control in critical lane change situations?	12
The effect of cultural values on pro-environmental attitude in the context of travel mode choice: A hierarchical approach	12
What drives tourists to adopt self-driving cars?	12
A statistical analysis of the correlates of compliance and defiance of seatbelt use	12
Assessment of driver’s attentional resource allocation to visual, cognitive, and action processing by brain and eye signals	12
An exploratory investigation into the self-regulatory processes influencing drug driving: Are young drivers more externally regulated?	12
Evaluating the impacts of driver’s pre-warning cognitive state on takeover performance under conditional automation	12
Effects of a driver assistance system with foresighted deceleration control on the driving performance of elderly and younger drivers	12
Investigating the impact of a novel active gap metering signalization strategy on driver behavior at highway merging sections	12
Investigating changes in travel behavior over time in response to the COVID-19 pandemic	12
Dual-task decrements in driving performance: The impact of task type, working memory, and the frequency of task performance	12
The impact of auditory continual feedback on take-overs in Level 3 automated vehicles	12
Investigating what makes people walk or cycle using a socio-ecological approach in seven European cities	12
Parents’ perceptions of driver education: A theoretically guided qualitative investigation	12
Improving payment of traffic fines with financial incentives: Discounts vs. penalties	11
The influence of music genres on the driving behaviour of young drivers and their visual scanning of the environment	11
How psychological factors affect speeding behavior: Analysis based on an extended theory of planned behavior in a Chinese sample	11
Transition patterns of driving style from a traditional driving environment to a connected vehicle environment: A case of an extra-long tunnel road	11
Planning for driving retirement: The effect of driving perceptions, driving events, and assessment of driving alternatives	11
Can prosocial attitude reduce the risk behavior in simulated driving?	11
Walkability, risk perception and safety assessment among urban college pedestrians in Kuwait	11
Assessing the potential impacts of connected vehicle systems on Driver’s situation awareness and driving performance	11
Effect of advanced driver-assistance system trainings on driver workload, knowledge, and trust	11
Validating a methodology for understanding pedestrian – vehicle interactions: A comparison of video and field observations	11
The role of drivers’ social interactions in their driving behavior: Empirical evidence and implications for car-following and traffic flow	11