anger road rage

Anger and road rage: the emotional state of driver hostility — frustration, provocation, and aggressive emotional escalation toward other road users (state and trait driving anger, Driving Anger Scale, hostile attributions, retaliatory urge). The angry affect and its escalation, distinct from aggressive_driving, which is the resulting overt behavior; from affect_mood, which covers broad emotional tone rather than hostility; and from stress_driving, which is demand-based strain rather than anger directed at others.

254 paper(s) · ranked by relevance to this topic

1. Dimensions of driving anger and their relationships with aberrant driving ↗ · 2015 · Zhang, Tingru et al. · indexed
2. Road rage and aggressive driving behaviors: The role of state-trait anxiety and self-control ↗ · 2023 · Shamoa-Nir, Lipaz · indexed
3. Driver Anger Scale (DAS) Among Car Drivers: How Serious Are They? · 2017 · Ambak, Kamarudin et al. · archived
4. On the Fast Lane to Road Rage · 2003 · Drews, Frank A. et al. · archived
5. Development of a Driving Anger Scale ↗ · 1994 · Deffenbacher, Jerry L. et al. · indexed
6. MAD-DAX: Anger and driver behaviours on the road ↗ · 2022 · Ozturk, Ibrahim et al. · indexed
7. A comparison of the Driving Anger Scale and the Propensity for Angry Driving Scale ↗ · 2013 · Sullman, Mark J.M. et al. · indexed
8. Why Do People Get Angry While Driving? The Qualitative Study for Establishing A New Questionnaire ↗ · 2018 · Abbas, Nadeem · indexed
9. Links between observed and self-reported driving anger, observed and self-reported aggressive driving, and personality traits ↗ · 2020 · Ābele, Līva et al. · indexed
10. Understanding the role of cognitive appraisal and mindfulness in driving-related anger among Chinese drivers ↗ · 2025 · Zhai, Chenzhao et al. · indexed
11. Driving anger in Ukraine: Appraisals, not trait driving anger, predict anger intensity while driving ↗ · 2016 · Stephens, A.N. et al. · indexed
12. Detecting sources of anger in automated driving: driving-related and external factor · 2025 · Maillant, Jordan et al. · archived
13. Inducing driving anger with multi-stage road events in simulator environment ↗ · 2024 · Wang, Yi et al. · indexed
14. Anger and aggression among drivers in three European countries ↗ · 2002 · Parker, Dianne et al. · indexed
15. The Risks of Road Rage: An Investigation Into the Influences of Driving‐Related Anger on Driver Attention ↗ · 2025 · Love, Steven et al. · indexed
16. Driver irritation and aggressive behaviour ↗ · 2008 · Björklund, Gunilla M. · indexed
17. Path analysis of the factors influencing driving anger among taxi drivers based on naturalistic driving data ↗ · 2024 · Wan, Ping et al. · indexed
18. Effects of trait anger, driving anger, and driving experience on dangerous driving behavior: A moderated mediation analysis ↗ · 2017 · Ge, Yan et al. · indexed
19. The role of anger rumination as a mediator in the relationship between driver moral disengagement and driving angry ↗ · 2024 · Lv, Renjie et al. · indexed
20. Aggressive Driving: Three Studies · 1997 · Mizell, Louis et al. · archived
21. The Path to Driving Aggression and Crash Risk: The Role of Metacognition and Anger Rumination in Anger Expression Among Chinese Drivers ↗ · 2025 · Zhai, Chenzhao et al. · indexed
22. Interconnections between Aggressiveness, Hostility, Wrathfulness and the Mental Performance of Drivers ↗ · 2015 · Birknerová, Zuzana et al. · indexed
23. Expression of anger while driving - personality and self-consciousness in Chinese drivers · 2023 · Zhai, Chenzhao et al. · archived
24. Road rage: An exploratory study on aggressive driving experience on Indian roads ↗ · 2013 · Sagar, Rajesh et al. · indexed
25. Aggressive Driving and Road Rage · 2025 · AAA Foundation for Traffic Safety · archived
26. Road-related anger in motorcyclists versus car drivers ↗ · 2019 · Gunson, Henry P. et al. · indexed
27. German taxi drivers' experiences and expressions of driving anger: Are the driving anger scale and the driving anger expression inventory valid measures? ↗ · 2017 · Brandenburg, Stefan et al. · indexed
28. Driving Anger and Metacognition: The Role of Thought Confidence on Anger and Aggressive Driving Intentions ↗ · 2013 · Blankenship, Kevin L. et al. · indexed
29. What drives road rage? A systematic review on the psychological correlates of aggressive driving behavior ↗ · 2025 · Love, Steven et al. · indexed
30. Driving anger and its expressions: Further evidence of validity and reliability for the Driving Anger Expression Inventory French adaptation ↗ · 2010 · Villieux, Arnaud et al. · indexed
31. Aggressive driving: The role of aggression, driving anger, and self-efficacy ↗ · 2011 · Čėsnienė, I. et al. · indexed
32. On‐road experimental study on driving anger identification model based on physiological features by ROC curve analysis ↗ · 2017 · Wan, Ping et al. · indexed
33. Ranking and Causal Relationship Analysis of Incentive Factors of Driving Anger: A Case Study from an On-Road Experiment in China ↗ · 2014 · Yan, Lixin et al. · indexed
34. The relationship between lifestyle, driving anger and dangerous driving behaviours - China · 2023 · Zhai, Chenzhao et al. · archived
35. Drivers Display Anger‐Congruent Attention to Potential Traffic Hazards ↗ · 2012 · Stephens, Amanda N. et al. · indexed
36. Trait Anger Cause Risky Driving Behavior by Influencing Executive Function and Hazard Cognition ↗ · 2021 · Yu, Zhenhao et al. · indexed
37. An angry driver is not the same as a fearful driver ↗ · 2011 · Jeon, Myounghoon et al. · indexed
38. Influence of emotions on the aggressive driving behavior of online car-hailing drivers ↗ · 2024 · Ma, Yongfeng et al. · indexed
39. Road Rage and Aggressive Driving: Steering Clear of Highway Warfare ↗ · 2000 · James, Leon et al. · indexed
40. Aberrant driving as mediator: driving anger patterns and crashes in taxi drivers · 2023 · Hussain, Zahid et al. · archived
41. The Effects of Trait Driving Anger, Anonymity, and Aggressive Stimuli on Aggressive Driving Behavior ↗ · 2001 · Ellison‐Potter, Patricia et al. · indexed
42. Driving Anger dimensions and their relationship with Aberrant Driver Behavior in Lebanon: Results from a National Self-reported Survey ↗ · 2022 · Youssef, Dalal et al. · indexed
43. The association between driving anger and driving outcomes: A meta-analysis of evidence from the past twenty years ↗ · 2016 · Zhang, Tingru et al. · indexed
44. Road Rage in South Africa: Drivers Aggressive Behaviour · 2025 · Yesufu, Shaka · archived
45. Detecting anger-provoking events with smartphones: a naturalistic driving study ↗ · 2025 · Wang, Yi et al. · indexed
46. A Driving Simulator Study of Young Driver’s Behavior under Angry Emotion ↗ · 2019 · Hu, Hongyu et al. · indexed
47. Cognitive maps influence over driving strategies in Russia: analyzing Driving Anger Expression Inventory (DAX) and Dula Dangerous Driving Index (DDDI) factors ↗ · 2017 · Chetverikova, A.I. et al. · indexed
48. Predictive Validity of the Aggressive Driver Behavior Questionnaire (ADBQ) in a Simulated Environment ↗ · 2009 · Brill, J. Christopher et al. · indexed
49. Attention and driving performance modulations due to anger state: Contribution of electroencephalographic data ↗ · 2017 · Techer, Franck et al. · indexed
50. Investigating the effect of drivers’ mental workload on the occurrence of driving anger among urban drivers in Qazvin city ↗ · 2024 · Abdi, Hanieh et al. · indexed
51. Understanding frustration triggers and emotional responses in driving situations ↗ · 2024 · Yazdi, Hannaneh et al. · indexed
52. Do you really want to hurt me?: Exploring the role of Narcissism, driver comparison and ego threat in driver aggression using a conceptual definition of aggression ↗ · 2023 · Mithen, Penelope et al. · indexed
53. The influence of driving anger on truck drivers’ speeding behavior in Serbia: the evidence from naturalistic global positioning system driving data ↗ · 2020 · Matović, Boško et al. · indexed
54. An Investigation of Measuring Driver Anger with Electromyography ↗ · 2019 · Saikalis, Christopher et al. · indexed
55. The Driving Vengeance Questionnaire (DVQ): The Development of a Scale to Measure Deviant Drivers’ Attitudes ↗ · 2000 · Wiesenthal, David L. et al. · indexed
56. Translation and cross-cultural adaptation of the Brazilian Portuguese version of the Driving Anger Scale (DAS): long form and short form ↗ · 2015 · Cantini, Jessye Almeida et al. · indexed
57. The Need for Speed? The Relationships between Driver Traits and Speed Choices during a Naturalistic Drive ↗ · 2015 · Stephens, Amanda N. et al. · indexed
58. Dimensions of driving-related emotions and behaviors: An exploratory factor analysis of common self-report measures ↗ · 2019 · Bernstein, John P.K. et al. · indexed
59. Traffic congestion, driver stress, and driver aggression ↗ · 1999 · Hennessy, Dwight A. et al. · indexed
60. The Induction and Detection Method of Angry Driving: Evidences from EEG and Physiological Signals · 2018 · Yan, Lixin et al. · archived
61. Aggressive Behavior and Unstable Mental States in Car Drivers ↗ · 2019 · Chetverikova, A. I. et al. · indexed
62. Hostility, driving anger, and dangerous driving: The emerging role of hemispheric preference ↗ · 2014 · Gidron, Yori et al. · indexed
63. Experimental design for a psychophysiological driving simulator study ↗ · 2014 · Higgs, Bryan et al. · indexed
64. The Validity of Narcissism and Driving Anger in Predicting Aggressive Driving in a Sample of Young Drivers ↗ · 2013 · Edwards, Bryan D. et al. · indexed
65. A multimodal interaction-based approach to situational driving anger emotion regulation ↗ · 2025 · Wei, Ting et al. · indexed
66. Driving Anger, Aberrant Driving Behaviors, and Road Crash Risk: Testing of a Mediated Model ↗ · 2019 · Zhang, Tingru et al. · indexed
67. Driving anger and risky behaviour during commuting: The roles of time pressure and children’s presence in a naturalistic study from China ↗ · 2026 · Wang, Jinru et al. · indexed
68. Investigating emotion fluctuations in driving behaviors of online car-hailing drivers using naturalistic driving data ↗ · 2024 · Ma, Yongfeng et al. · indexed
69. Work Environment, Stress, and Driving Anger: A Structural Equation Model for Predicting Traffic Sanctions of Public Transport Drivers · 2018 · Montoro, Luis et al. · archived
70. Frustration in the face of the driver · 2018 · Ihme, Klas et al. · archived
71. Exploring driving anger-caused impairment of takeover performance among professional taxi drivers · 2024 · Pan, Hengyan et al. · archived
72. Optimal Threshold Determination for Discriminating Driving Anger Intensity Based on EEG Wavelet Features and ROC Curve Analysis ↗ · 2016 · Wan, Ping et al. · indexed
73. Dimensions of driver stress ↗ · 1989 · GULIAN, E. et al. · indexed
74. A Study on Preparing Measures for Reducing Aggressive Driving and Road Rage by Analysing Mechanism of How the Driving Behavior Determinants and Dangerous Driving Behavior Factors Affect Aggressive Driving and Road Rage: Targeting Traffic Law Violator and Assaulter of a Traffic Accident ↗ · 2016 · KIM, Soo Jin et al. · indexed
75. Psychophysiological Reactivity of Aggressive Drivers: An Exploratory Study ↗ · 2001 · Malta, Loretta S. et al. · indexed
76. Reliability and Validity of Aggressive Driving Measures in China ↗ · 2004 · LI, FENGZHI et al. · indexed
77. Controlling road rage : a literature review and pilot study · 1999 · Rathbone, Daniel B. et al. · archived
78. Relationship between frustration justification and vehicle control behaviors – A simulator study ↗ · 2014 · Lee, Yi-Ching et al. · indexed
79. Distress Tolerance as a Predictor of Risky and Aggressive Driving ↗ · 2013 · Beck, Kenneth H. et al. · indexed
80. Factors influencing emotional driving: examining the impact of arousal on the interplay between age, personality, and driving behaviors · 2025 · Shangguan, Zhegong et al. · archived
81. Angry Drivers Take Risky Decisions: Evidence from Neurophysiological Assessment ↗ · 2019 · Li, Shuling et al. · indexed
82. Investigating Responsibility in the Driving Context: Associations with Driving Anger Expressions and Driver Behaviors ↗ · 2023 · Çetin, Aysu et al. · indexed
83. Affective States and Driving Behavior of Novice and Young Drivers · 2022 · Oehl, Michael et al. · archived
84. Anger Effects on Driver Situation Awareness and Driving Performance ↗ · 2014 · Jeon, Myounghoon et al. · indexed
85. Analysis of driver characteristics, self-reported psychology measures and driving performance measures associated with aggressive driving ↗ · 2023 · Hassan, Ahmad et al. · indexed
86. Spanish adaptation and validation of the Dula Dangerous Driving Index (DDDI) · 2024 · María T. Sánchez‐López et al. · archived
87. Professional and non-professional drivers’ stress reactions and risky driving ↗ · 2009 · Öz, Bahar et al. · indexed
88. Who gets frustrated? Identifying individuals prone to frustration using a latent profile analysis ↗ · 2025 · Yazdi, Hannaneh et al. · indexed
89. Why drivers are frustrated: results from a diary study and focus groups ↗ · 2020 · Bosch, Esther et al. · indexed
90. Emotion behind the Wheel: Emotional (dys)Regulation on Young Driving Behaviour - Systematic Review · 2024 · Pizzo, Alessandra et al. · archived
91. The Restorative Effects of Roadside Vegetation ↗ · 2003 · Cackowski, Jean Marie et al. · indexed
92. Dark Personality and Road Crashes: Mediating Role of Driver Vengeance and Violations ↗ · 2019 · Sümer, Nebi et al. · indexed
93. Hurried driving: Relationship to distress tolerance, driver anger, aggressive and risky driving in college students ↗ · 2013 · Beck, Kenneth H. et al. · indexed
94. Forgiveness and consideration of future consequences in aggressive driving ↗ · 2008 · Moore, Michael et al. · indexed
95. The role of difficulties in emotion regulation on driving behavior ↗ · 2014 · Trógolo, Mario et al. · indexed
96. The Effect of Communicational Signals on Drivers’ Emotion States · 2021 · Ba, Yutao et al. · archived
97. Analysis on Biosignal Characteristics to Evaluate Road Rage of Younger Drivers: A Driving Simulator Study ↗ · 2018 · Hu, Hongyu et al. · indexed
98. Affective Responses of Young Male Drivers to Cut-In Events Under SAE Level 1 Braking Assistance: A Preliminary Simulator Study ↗ · 2026 · Kawaguchi, Shunpei et al. · indexed
99. A qualitative exploration of driving stress and driving discourtesy ↗ · 2018 · Scott-Parker, B. et al. · indexed
100. The Influence of Aggressive Driving Behavior and Impulsiveness on Traffic Accidents · 2018 · Antić, Boris et al. · archived
101. A discriminating method of driving anger based on sample entropy of EEG and BVP ↗ · 2015 · Wan, Ping et al. · indexed
102. Preliminary evidence of the efficacy of the Reducing Aggressive Driving (RAD) program ↗ · 2022 · Stephens, Amanda N. et al. · indexed
103. The multidimensional driving style inventory—scale construct and validation ↗ · 2003 · Orit Taubman – Ben‐Ari et al. · indexed
104. Measuring driving styles · 2015 · van Huysduynen, Hanneke Hooft et al. · archived
105. Aggressive Driving is a Major Cause of Traffic Accidents and Road Rage in Jordan ↗ · 2003 · Suliman, Mohd R et al. · indexed
106. The influence of anger, impulsivity, sensation seeking and driver attitudes on risky driving behaviour among post-graduate university students in Durban, South Africa ↗ · 2013 · Bachoo, Shaneel et al. · indexed
107. Who Gets Frustrated? Identifying Individuals Prone to Frustration Using a Latent Profile Analysis ↗ · 2024 · Yazdi, Hannaneh et al. · indexed
108. Statistical analysis of vehicle driver behaviors ↗ · 2018 · Saraçlı, Sinan et al. · indexed
109. Estimation of drivers' emotional states based on neuroergonmic equipment ↗ · 2015 · FakhrHosseini, Maryam et al. · indexed
110. Feminine Gender Role Constructs and Aggressive Driving Behaviors ↗ · 2011 · Strayer, David L. · indexed
111. The Role of Affect in Predicting Social Behaviors: The Case of Road Traffic Violations ↗ · 1997 · Lawton, Rebecca et al. · indexed
112. Multimodal Dataset Construction and Validation for Driving-Related Anger: A Wearable Physiological Conduction and Vehicle Driving Data Approach ↗ · 2024 · Sun, Lichen et al. · indexed
113. The Influence of Traffic Congestion, Daily Hassles, and Trait Stress Susceptibility on State Driver Stress: An Interactive Perspective1 ↗ · 2000 · Hennessy, Dwight A. et al. · indexed
114. Differentiating risky and aggressive driving: Further support of the internal validity of the Dula Dangerous Driving Index ↗ · 2012 · Richer, Isabelle et al. · indexed
115. Road rage and collision involvement. ↗ · 2007 · Mann, Robert E. et al. · indexed
116. The Stress of Driving ↗ · 1992 · Gulian‐Minshull, Edith · indexed
117. The effects of social interactions with in-vehicle agents on a driver's anger level, driving performance, situation awareness, and perceived workload ↗ · 2015 · Jeon, Myounghoon et al. · indexed
118. The analysis of the aggressive driving for the traffic safety ↗ · 2009 · Luo Yong et al. · indexed
119. Assessing the relationship between driving skill, driving behavior and driving aggressiveness ↗ · 2020 · Yang, Liu et al. · indexed
120. A Study of Chinese Professional Drivers' Electroencephalogram Characteristics under Angry Driving Based on Field Experiments ↗ · 2014 · Wan, Ping et al. · indexed
121. Mindfulness Based Cognitive Group Therapy vs Cognitive Behavioral Group Therapy as a Treatment for Driving Anger and Aggression in Iranian Taxi Drivers · 2013 · Kazemeini, Toktam et al. · archived
122. Traffic Psychology: An International Perspective ↗ · 2011 · Hennessy, Dwight Ed. · indexed
123. Trait anger as a predictor of dangerous driving behaviour amongst people who use methamphetamine ↗ · 2024 · Mackay, Aaron et al. · indexed
124. Evaluating Emotion Regulation Techniques for Supporting Driving Safety and Performance · 2023 · Susindar, Sahinya et al. · archived
125. Prediction of mood and risk appraisals from trait measures: Two studies of simulated driving ↗ · 1995 · Dorn, Lisa et al. · indexed
126. Driver Stress and Performance on a Driving Simulator ↗ · 1998 · Matthews, Gerald et al. · indexed
127. Cardiovascular and electrocortical markers of anger and motivation during a simulated driving task ↗ · 2012 · Fairclough, Stephen H. et al. · indexed
128. CARoma Therapy: Pleasant Scents Promote Safer Driving, Better Mood, and Improved Well-Being in Angry Drivers ↗ · 2020 · Dmitrenko, Dmitrijs et al. · indexed
129. Impact of driving style, behaviour and anger on crash involvement among Iranian intercity bus drivers ↗ · 2022 · Karimi, Sajjad et al. · indexed
130. Effects of personality traits on bus drivers' prosocial and aggressive behaviours: risk perception mediator · 2023 · Wang, Sihui et al. · archived
131. Identification of Aggressive driving behavior of Online Car-hailing Drivers Based on Associations Classification ↗ · 2022 · Wu, Ying et al. · indexed
132. Interactions between Driving Skills on Aggressive Driving: Study among Chinese Drivers ↗ · 2018 · Wu, Chaozhong et al. · indexed
133. Towards Designing Affect-Aware Systems for Mitigating the Effects of In-Vehicle Frustration ↗ · 2017 · Löcken, Andreas et al. · indexed
134. Personality domains and traits that predict self-reported aberrant driving behaviours in a southeastern US university sample ↗ · 2014 · Beanland, Vanessa et al. · indexed
135. Aggressive Drivers View Traffic Differently Capital Beltway Focus Groups Find [Traffic Tech] · 1998 · NHTSA · archived
136. Measuring Drivers' Frustration in a Driving Simulator ↗ · 2010 · Lee, Yi-Ching · indexed
137. Symmetric Relationship Between Self and Others in Aggressive Driving Across Gender and Countries ↗ · 2010 · Özkan, Türker et al. · indexed
138. How does a driver feel behind the wheel? An exploratory study of drivers’ emotions and the effect of their sociodemographic background ↗ · 2023 · Sheikholeslami, Sina et al. · indexed
139. Fast and furious: A neglected issue in health promotion among young drivers · 2019 · Oscar Oviedo‐Trespalacios et al. · archived
140. The relative impact of work-related stress, life stress and driving environment stress on driving outcomes · 2011 · Rowden, Peter J. et al. · archived
141. From emotion to safety-critical events: The temporal causal pathways in naturalistic driving ↗ · 2026 · Jiang, B et al. · indexed
142. Aggressive driving among British, Dutch, Finnish and Turkish drivers ↗ · 2011 · Özkan, Türker et al. · indexed
143. Factors Affecting Perceived and Observed Aggressive Driving Behavior: An Empirical Analysis of Driver Fatigue, and Distracted Driving · 2019 · Fountas, Grigorios et al. · archived
144. How are drivers' stress levels and emotions associated with the driving context? A naturalistic study · 2023 · Tavakoli, Arash et al. · archived
145. Analysis of factors influencing aggressive driver behavior and crash involvement ↗ · 2021 · Adavikottu, Anusha et al. · indexed
146. Effect of personality traits on driving style: Psychometric adaption of the multidimensional driving style inventory in a Chinese sample ↗ · 2018 · Wang, Yuchen et al. · indexed
147. 887 Analysing the offender driver behaviour: recidivism, just the tip of the Iceberg? ↗ · 2016 · Castro, C et al. · indexed
148. Emotion induction strategies in driving simulator for validated experiments · 2021 · Nobari, Khazar Dargahi et al. · archived
149. Predicting aggressive driving behavior: The role of macho personality, age, and power of car ↗ · 2001 · Krahé, Barbara et al. · indexed
150. The Relationship between Narcissism and Aggressive Driving: The Mediating Effects of Anger Rumination and Moderating Effects of Empathy ↗ · 2021 · Shin, Da-Hye et al. · indexed
151. Driver emotion recognition framework based on electrodermal activity measurements during simulated driving conditions · 2016 · Ooi, Jonathan Shi Khai et al. · archived
152. The relationship between traffic congestion, driver stress and direct versus indirect coping behaviours ↗ · 1997 · HENNESSY, DWIGHT A. et al. · indexed
153. DRIVING-INDUCED STRESS IN URBAN COLLEGE STUDENTS ↗ · 2000 · RASMUSSEN, CHARLES · indexed
154. Driving Offences and Emotion Regulation: A Psychometric Analysis of the Emotion Regulation Questionnaire (ERQ) ↗ · 2022 · Pérez-Sánchez, Jennifer et al. · indexed
155. Driving in sync? Applying the Normative Conflict Model to driver behavior ↗ · 2026 · Nicolls, Michelle et al. · indexed
156. Modeling and Detecting Aggressiveness From Driving Signals ↗ · 2014 · Gonzalez, Ana Belen Rodriguez et al. · indexed
157. Assessing the effect of inattention-related error and anger in driving on road accidents among Iranian heavy vehicle drivers ↗ · 2021 · Shams, Zhaleh et al. · indexed
158. The effects of driver fatigue, gender, and distracted driving on perceived and observed aggressive driving behavior: A correlated grouped random parameters bivariate probit approach · 2019 · Fountas, Grigorios et al. · archived
159. German Validation of the Prosocial and Aggressive Driving Inventory (PADI) ↗ · 2019 · Stoll, Tanja et al. · indexed
160. Factors Analysis of Perception Bias in Aggressive Driving Behaviors: A Naturalistic Driving Study ↗ · 2020 · Dong, Xiaobo et al. · indexed
161. Aggressive driving: A survey of attitudes, opinions and behaviors ↗ · 2008 · Vanlaar, Ward et al. · indexed
162. Comparison of Different Combinations of Ultra-Short-Term HRV Features for Identifying Driving Anger ↗ · 2023 · Zhu, Zhibin et al. · indexed
163. Psychometric properties of the Chinese version of the Attitudes Toward Accompanied Driving Scale and its relationship with driving styles ↗ · 2020 · Sun, Long et al. · indexed
164. Type A Behavior Pattern, Risky Driving Behaviors, and Serious Road Traffic Accidents: A Prospective Study of the GAZEL Cohort ↗ · 2005 · Nabi, Hermann et al. · indexed
165. Predictors of women's aggressive driving behavior ↗ · 2005 · Krahé, Barbara · indexed
166. DO WE REALLY DRIVE AS WE LIVE? THE ROLE OF PERSONALITY FACTORS IN ROAD CRASHES ↗ · 1993 · Beirness, D J · indexed
167. State Driver Stress as a Function of Occupational Stress, Traffic Congestion, and Trait Stress Susceptibility1 ↗ · 2007 · Wickens, Christine M. et al. · indexed
168. Topic Modeling Analysis of Driving Fears: Individual Variations and Emotional Responses ↗ · 2025 · Rasouli, Shiva et al. · indexed
169. Emotional reactivity: Beware its involvement in traffic accidents ↗ · 2018 · Katia M’bailara et al. · indexed
170. A Multimodal Approach for Monitoring Driving Behavior and Emotions ↗ · 2020 · Tavakoli, Arash et al. · indexed
171. Effects of Anger and Display Urgency on Takeover Performance in Semi-automated Vehicles ↗ · 2020 · Sanghavi, Harsh et al. · indexed
172. A mobile lifelogging platform to measure anxiety and anger during real-life driving · 2017 · Dobbins, Chelsea et al. · archived
173. Recognizing Frustration of Drivers From Face Video Recordings and Brain Activation Measurements With Functional Near-Infrared Spectroscopy ↗ · 2018 · Ihme, Klas et al. · indexed
174. Effects of Language on Angry drivers’ Situation Awareness, Driving Performance, and Subjective Perception in Level 3 Automated Vehicles ↗ · 2023 · Muhundan, Sushmethaa et al. · indexed
175. Which method do you prefer to calm down? Evaluating multimodal anger regulation in autonomous driving ↗ · 2026 · Maillant, Jordan et al. · indexed
176. Interacting with Automated Vehicles: Effects of Trait Driving Anger and Time Gaps ↗ · 2024 · Su, Zhizhuo et al. · indexed
177. The relationship between aggressive driving and driver performance: A systematic review with meta-analysis ↗ · 2023 · Su, Zhizhuo et al. · indexed
178. Driver Emotion Recognition for Intelligent Vehicles ↗ · 2020 · Zepf, Sebastian et al. · indexed
179. The Comparison of Aggressive Driving Behavior between Pakistan and China Based on Driver Behavior Questionnaire ↗ · 2023 · Murtaza, Muhammad et al. · indexed
180. Contemporary issues in road user behavior and traffic safety ↗ · 2005 · Hennessy, Dwight A. et al. · indexed
181. Recognising driver anger using multiple physiological signals ↗ · 2025 · Wei, Ting et al. · indexed
182. Identification of aggressive driving from naturalistic data in car-following situations ↗ · 2020 · Kovaceva, Jordanka et al. · indexed
183. The use of a driving simulator to determine how time pressures impact driver aggressiveness. · 2017 · Knodler, Michael A. et al. · archived
184. Patterns of driver stress and coping strategies in a Greek sample and their relationship to aberrant behaviors and traffic accidents ↗ · 2006 · Kontogiannis, Tom · indexed
185. Polish Adaptation of the Driving and Riding Avoidance Scale · 2013 · Błachnio, Agata et al. · archived
186. Relationships among driving styles, desire for control, illusion of control, and self-reported driving behaviors ↗ · 2021 · Nees, Michael A. et al. · indexed
187. What to detect? ↗ · 2011 · Jeon, Myounghoon et al. · indexed
188. Human Emotional State Analysis During Driving Simulation Experiment Using Bio-Emotion Estimation Method ↗ · 2018 · Sugaya, Midori et al. · indexed
189. Road Users' Risky Behavior: Analysis Focusing on Aggressiveness ↗ · 2011 · Kalašová, Alica et al. · indexed
190. Improving Driver Emotions with Affective Strategies ↗ · 2019 · Braun, Michael et al. · indexed
191. The Microscopic Driving Model Analysis of the Aggressive Driving ↗ · 2007 · Luo, Yong et al. · indexed
192. Validation of a one-item acute stress scale for driving tasks · 2024 · Dahlman, Anna Sjörs et al. · archived
193. Driver anger on the information superhighway: A content analysis of online complaints of offensive driver behaviour ↗ · 2013 · Wickens, Christine M. et al. · indexed
194. The traffic climate in China: The mediating effect of traffic safety climate between personality and dangerous driving behavior ↗ · 2018 · Zhang, Qian et al. · indexed
195. The use of a driving simulator to determine how time pressures impact driver aggressiveness ↗ · 2017 · Fitzpatrick, Cole D. et al. · indexed
196. PTSD symptoms, driving stress, and anxious driving behavior among novice drivers ↗ · 2023 · Corlătianu, Mălina et al. · indexed
197. Protocol for Eliciting Driver Frustration in an In-vehicle Environment ↗ · 2019 · Joshi, Ajjen et al. · indexed
198. Effects of Traffic and Road Contextual Language on Survey Design: A Comparison of Two Emotional Intelligence Scales ↗ · 2023 · Ahmed, Jubaer et al. · indexed
199. The effects of positive emotion priming on self-reported reckless driving ↗ · 2012 · Taubman - Ben-Ari, Orit · indexed
200. Guarding against hostile thoughts: Trait anger and the recruitment of cognitive control. ↗ · 2008 · Wilkowski, Benjamin M. et al. · indexed
201. Negative mood mind wandering and unsafe driving in young male drivers ↗ · 2022 · Albert, Derek A. et al. · indexed
202. Emotional modulation of urgent and evaluative behaviors in risky driving scenarios ↗ · 2011 · Megías, Alberto et al. · indexed
203. The impact of drivers’ personality traits on their risky driving behaviors ↗ · 2020 · Al-Tit, Ahmad Adnan · indexed
204. Correlation between Aggressive Driving and Work Stress In Female Online Motorbike Taxi Drivers Surabaya ↗ · 2024 · Purnomo, Naufal Edriansah et al. · indexed
205. Multimodal Estimation of Frustrative Driving Situations Using a Latent Variable Model ↗ · 2022 · Bosch, Esther et al. · indexed
206. Understanding the Multidimensional and Dynamic Nature of Facial Expressions Based on Indicators for Appraisal Components as Basis for Measuring Drivers' Fear · 2021 · Zhang, Meng et al. · archived
207. <b>F</b>rustration <b>R</b>ecognition <b>U</b>sing <b>S</b>patio <b>T</b>emporal Data: A Novel Dataset and GCN Model to Recognize In-Vehicle Frustration ↗ · 2023 · Bosch, Esther et al. · indexed
208. Associations between taxi drivers aggressive driving behavior and sleep, cognitive function, and depression · 2024 · Ok, Jong Sun et al. · archived
209. The impact of emotions and predominant emotion regulation technique on driving performance ↗ · 2012 · Hancock, Gabriella M. et al. · indexed
210. The impact of emotions and predominant emotion regulation technique on driving performance ↗ · 2012 · Hancock, Gabriella M. et al. · indexed
211. Attention allocation and habituation to anger‐related stimuli during a visual search task ↗ · 1998 · Cohen, Dale J. et al. · indexed
212. Driving styles and their associations with personality and motivation ↗ · 2011 · Ben-Ari, Orit Taubman - et al. · indexed
213. Impact of anger-inducing situations on driver takeover behavior in highly automated vehicles ↗ · 2025 · Cazes, Robin et al. · indexed
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215. Exposure to violent and prosocial video games: effects on hostile attribution bias, aggression, aggressive driving tendencies, and empathy ↗ · 2021 · Middleton, Jason A. · indexed
216. Advanced Driver Assistance Systems and Emotion-based Driver Behavior · 2025 · Waters, Anthony et al. · archived
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221. A Heterogeneous Traffic Virtual-Reality Simulator to Study Irritation/Anger and Driving Behavior under Adverse Conditions ↗ · 2018 · Agrawal, Mayank et al. · indexed
222. Cognitive–Behavioral Group Treatment for Driving‐Related Anger, Aggression, and Risky Driving in Combat Veterans: A Pilot Study ↗ · 2013 · Strom, Thad et al. · indexed
223. Life satisfaction, risky and aggressive driving, and crash involvement: Evidence within a contextual-mediated framework ↗ · 2025 · Pérez, Jorge Eduardo Martínez et al. · indexed
224. Effects of Emotional Olfactory Stimuli on Modulating Angry Driving Based on an EEG Connectivity Study ↗ · 2024 · Hu, Fo et al. · indexed
225. Aggressive driving in ride-hailing: Work hours and road conditions ↗ · 2025 · Lee, Eun Hak et al. · indexed
226. Emotional “Killers” on the Road: A Study on the Impact of Stress Perception and Anxiety on Risky Driving Behaviors ↗ · 2026 · Li, Zhengjie · indexed
227. A Driver Behavior Survey Study on Traffic Accidents in China ↗ · 2018 · Zhang, Qi et al. · indexed
228. Effect of Freeway Level of Service and Driver Education on Truck Driver Stress: Phase 1 · 2012 · Sharma, Anuj et al. · archived
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230. Mitigating aggression toward AVs in mixed traffic: Effects of automated driving styles and human driving styles ↗ · 2026 · Chen, Haitao et al. · indexed
231. In-Vehicle Affect Detection System ↗ · 2018 · Vasey, Eric et al. · indexed
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233. A Multimodal Driver Anger Recognition Method Based on Context-Awareness ↗ · 2024 · Ding, Tongqiang et al. · indexed
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237. Working memory guidance of visual attention to threat in offenders · 2022 · Satmarean, Tamara et al. · archived
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244. Transdiagnostic factors and pathways to multifinality: The error-related negativity predicts whether preschool irritability is associated with internalizing versus externalizing symptoms at age 9 ↗ · 2016 · Kessel, Ellen M. et al. · indexed
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246. From Taxi Driver to Drive ↗ · 2012 · Mongin, Olivier · indexed
247. The effect of the antisaccade task on microsaccade supression in the Posner cueing paradigm ↗ · 2019 · Krasovskaya, Sofia et al. · indexed
248. The Role of Misrecognition in Driving Support for Right-Wing Populism ↗ · 2024 · Elad-Strenger, Julia et al. · indexed
249. Road Tripped by Pete Hautman ↗ · 2019 · Coats, Karen · indexed
250. Escalation of genome defense capacity enables control of an expanding meiotic driver ↗ · 2024 · Chen, Peiwei et al. · indexed
251. Single-cell RNA-seq analysis of rat molars reveals cell identity and driver genes associated with dental mesenchymal cell differentiation ↗ · 2024 · Zheng, Yingchun et al. · indexed
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254. Cell-specific expression of the FAP gene is regulated by enhancer elements ↗ · 2023 · Antonova, Dina V. et al. · indexed