decision making risk perception

Judgment, decision making, and risk perception foundations: heuristics and biases, prospect theory, subjective probability and risk judgment, optimism bias and the better-than-average effect, confidence calibration and metacognitive accuracy of self-assessed skill, and naturalistic decision making. The basic decision-science construct, including miscalibrated self-assessment of driving ability, distinct from risk_taking (the behavioral propensity to accept risk) and from gap_acceptance (a specific traffic judgment).

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

1. Drivers’ calibration in self-evaluated performance ↗ · 2016 · Horrey, William J. et al. · indexed
2. Calibration of skill and judgment in driving: Development of a conceptual framework and the implications for road safety ↗ · 2015 · Horrey, William J. et al. · indexed
3. The optimism bias and traffic accident risk perception ↗ · 1989 · DeJoy, David M. · indexed
4. RESEARCH AND DEVELOPMENT OF A SELF-ASSESSMENT TOOL FOR NOVICE DRIVERS ↗ · 1998 · Harris, Anne E. et al. · indexed
5. Overestimation of Skills Affects Drivers’ Adaptation to Task Demands ↗ · 2007 · de Craen, Saskia et al. · indexed
6. Individual Differences in Driver Over-Confidence ↗ · 2014 · Wohleber, Ryan W. et al. · indexed
7. Comparative judgements of crash risk and driving ability for speeding behaviours ↗ · 2021 · Mills, Laura et al. · indexed
8. Drivers' Ratings of Different Components of Their Own Driving Skill: A Greater Illusion of Superiority for Skills That Relate to Accident Involvement¹ ↗ · 2004 · Horswill, Mark S. et al. · indexed
9. Are Unskilled Drivers Aware of their Deficiencies? How Driving Skills Influence the Accuracy of Driving Performance Estimates ↗ · 2009 · Kidd, David G. et al. · indexed
10. An examination of gender differences in traffic accident risk perception ↗ · 1992 · DeJoy, David M. · indexed
11. Understanding bias in older drivers’ self-reported driving styles using naturalistic driving data ↗ · 2026 · Zhu, Yuanfang et al. · indexed
12. Explicit and implicit self-enhancement biases in drivers and their relationship to driving violations and crash-risk optimism ↗ · 2007 · Harré, Niki et al. · indexed
13. How accurately do drivers evaluate their own driving behavior? An on-road observational study ↗ · 2014 · Amado, Sonia et al. · indexed
14. Do young novice drivers overestimate their driving skills more than experienced drivers? Different methods lead to different conclusions ↗ · 2011 · De Craen, S. et al. · indexed
15. Identification of Countermeasures for Unsafe Driving Actions. Volume 2, a Review of Selected Literature · 1981 · Marks, M. E. (Mary E.) et al. · archived
16. I am a better driver than you think: examining self‐enhancement for driving ability ↗ · 2013 · Roy, Michael M. et al. · indexed
17. Young drivers' overestimation of their own skill—an experiment on the relation between training strategy and skill · 1996 · Gregersen, Nils Petter · archived
18. Collective risk but individual safety · 1988 · RUMAR, KÁRE · archived
19. Self-bias in older drivers' judgments of accident likelihood ↗ · 1993 · Holland, Carol · indexed
20. Self-Assessed Driving Skills and Risky Driver Behaviour Among Young Drivers: A Cross-Sectional Study · 2022 · Lajunen, Timo et al. · archived
21. How realistic are older drivers’ ratings of their driving ability? ↗ · 2013 · Horswill, Mark S. et al. · indexed
22. Comparing the self-assessed and examiner-assessed driving skills of Japanese driving school students ↗ · 2012 · Nakai, Hiroshi et al. · indexed
23. “I Drive Well, the Problem is the Other Driver”: A Study About the Self-Assessment of the Ability to Drive ↗ · 2021 · Bannach, Eduarda Lehmann et al. · indexed
24. Workshop to Identify Training Requirements Designed to Reduce Young Driver Risk Taking and Improve Decision Making Skills · 1993 · Young, Katherine · archived
25. 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 ↗ · 2025 · Navarro, Jordan et al. · indexed
26. Assessing the relationship between the Driver Behavior Questionnaire and the Driver Skill Inventory: Revealing sub-groups of drivers · 2014 · Martinussen, Laila Marianne et al. · archived
27. THE RELATIONSHIP BETWEEN HAZARD PERCEPTION, RISK ASSESSMENT AND DIFFERENT DRIVING STYLES: LITHUANIAN SAMPLE ↗ · 2022 · Slavinskienė, Justina et al. · indexed
28. Vision, Visibility, and Perception in Driving ↗ · 1980 · Hills, Brian L · indexed
29. Effect of performance feedback (or lack thereof) on driver calibration ↗ · 2012 · Roberts, Shannon C. et al. · indexed
30. Understanding Driver Cognition and Decision-Making Behaviors in High-Risk Scenarios: A Drift Diffusion Perspective · 2025 · Huang, Heye et al. · archived
31. Risk taking from the participant's perspective: The case of driving and accident risk. ↗ · 2006 · McKenna, Frank P. et al. · indexed
32. Are Perceptions About Driving Risk and Driving Skill Prospectively Associated with Risky Driving Among Teenagers? ↗ · 2016 · Simons-Morton, Bruce G. et al. · indexed
33. Relationships Between Cognitive and Driving Self-awareness in Older Drivers ↗ · 2021 · Paire-Ficout, Laurence et al. · indexed
34. Driver Risk Perception and Road Traffic Accident ↗ · 2009 · Yang, Jingshuai et al. · indexed
35. A study of the factors affecting driving risk perception using the Bivariate Ordered Probit model ↗ · 2022 · Sahebi, Sina et al. · indexed
36. Driving speed changes and subjective estimates of time savings, accident risks and braking ↗ · 2008 · Svenson, Ola · indexed
37. Towards a general theory of driver behaviour ↗ · 2005 · Fuller, Ray · indexed
38. Risky Decision-Making and Hazard Prediction are Negatively Related and Could Be Assessed Independently Using Driving Footage ↗ · 2021 · Castro, Candida et al. · indexed
39. Decision-making style, driving style, and self-reported involvement in road traffic accidents ↗ · 1993 · French, Davina et al. · indexed
40. Even highly experienced drivers benefit from a brief hazard perception training intervention ↗ · 2013 · Horswill, Mark S. et al. · indexed
41. Does anticipation training affect drivers' risk taking? ↗ · 2006 · McKenna, Frank P. et al. · indexed
42. Traffic Psychology: An International Perspective ↗ · 2011 · Hennessy, Dwight Ed. · indexed
43. Safer Than the Average Human Driver (Who is Less Safe than Me)? Examining a Popular Safety Benchmark for Self-Driving Cars ↗ · 2019 · Nees, Michael A. · indexed
44. Factors Analysis of Perception Bias in Aggressive Driving Behaviors: A Naturalistic Driving Study ↗ · 2020 · Dong, Xiaobo et al. · indexed
45. Professionally biased: Misestimations of driving speed, journey time and time-savings among taxi and car drivers ↗ · 2012 · Peer, Eyal et al. · indexed
46. Prevention of road accidents in non-expert drivers: Theory of Mind and driving style · 2024 · Nori, Raffaella et al. · archived
47. Measurement of driver calibration and the impact of feedback on drivers’ estimates of performance ↗ · 2016 · Roberts, Shannon C. et al. · indexed
48. Self-Perception Versus Objective Driving Behavior: Subject Study of Lateral Vehicle Guidance · 2024 · Haselberger, Johann et al. · archived
49. Comparison of Self-Reported and Computer-Based Hazard Perception Skills Among Novice and Experienced Drivers ↗ · 2007 · Sümer, Nebi et al. · indexed
50. Assessing the relationship between self-reported driving behaviors and driver risk using a naturalistic driving study ↗ · 2019 · Wang, Xuesong et al. · indexed
51. The time-saving bias: Judgements, cognition and perception ↗ · 2013 · Eriksson, Gabriella et al. · indexed
52. A risk field-based metric correlates with driver’s perceived risk in manual and automated driving: A test-track study · 2021 · Kolekar, Sarvesh et al. · archived
53. Risk-taking on the road and in the mind: behavioural and neural patterns of decision making between risky and safe drivers ↗ · 2015 · Ba, Yutao et al. · indexed
54. Cognitive and Psychomotor Correlates of Self-Reported Driving Skills and Behavior ↗ · 2005 · Sümer, Nebi et al. · indexed
55. Understanding risk taking by young male drivers ↗ · 2005 · Styles, T et al. · indexed
56. Risk Perception, Self-Control, Self-Regulation, Abnormalities on Risky Driving Tendency with Defensive Driving as Mediator ↗ · 2023 · Pradjojowaty, Ika Setyorini · indexed
57. Older drivers’ insight into their hazard perception ability ↗ · 2011 · Horswill, Mark S. et al. · indexed
58. Assessing the awareness of performance decrements in distracted drivers ↗ · 2007 · Horrey, William J. et al. · indexed
59. The role of subjective risk perception and self-esteem in the relationship between sensation seeking and aberrant behaviors ↗ · 2024 · Herrero-Fernández, David et al. · indexed
60. The role of control in risk perception on rural roads · 2020 · Starkey, Nicola J. et al. · archived
61. Age and Gender Differences in Perceived Accident Likelihood and Driver Competences ↗ · 1996 · Glendon, A. Ian et al. · indexed
62. Modeling Driver Behavior as Sequential Risk-Taking Task ↗ · 2008 · Hamdar, Samer H. et al. · indexed
63. Drivers can poorly predict their own driving impairment: a comparison between measurements of subjective and objective driving quality · 2011 · Verster, Joris C. et al. · archived
64. Quantifying the Individual Differences of Driver' Risk Perception with Just Four Interpretable Parameters · 2022 · Chen, Chen et al. · archived
65. Relationships among driving styles, desire for control, illusion of control, and self-reported driving behaviors ↗ · 2021 · Nees, Michael A. et al. · indexed
66. Assessments of risky driving: A Go/No-Go simulator driving task to evaluate risky decision-making and associated behavioral patterns ↗ · 2016 · Ba, Yutao et al. · indexed
67. The development of a method to measure speed adaptation to traffic complexity: Identifying novice, unsafe, and overconfident drivers ↗ · 2008 · de Craen, Saskia et al. · indexed
68. Young novice drivers: Towards a model of their accident involvement · 1996 · Gregersen, Nils Petter et al. · archived
69. The Effect of Perceived Control on Risk Taking¹ ↗ · 1999 · Horswill, Mark S. et al. · indexed
70. Evaluation of Driver Overconfidence in Automotive Driving Using Physiological Data ↗ · 2025 · Takumi, Kuno et al. · indexed
71. Optimal metacognitive decision strategies in Signal Detection Theory ↗ · 2023 · Peters, Megan et al. · indexed
72. ASPECTS OF ROAD LAYOUT THAT AFFECT DRIVERS' PERCEPTION AND RISK TAKING ↗ · 1980 · Watts, G R et al. · indexed
73. Relationships between young drivers’ personality characteristics, risk perceptions, and driving behaviour ↗ · 2007 · Machin, M. Anthony et al. · indexed
74. Should I stay or should I go? Evidence accumulation drives decision making in human drivers ↗ · 2020 · Zgonnikov, Arkady et al. · indexed
75. Driver-Personalized Risk Assessment in Car-Following: Validation of an Optical-Flow-Based Model using SHRP 2 Naturalistic Driving ↗ · 2026 · Kondoh, Takayuki et al. · indexed
76. The relationship between self-reported ability emotional intelligence and risky driving behaviour: Consequences for accident and traffic ticket rate · 2022 · Megías-Robles, Alberto et al. · archived
77. Bad Driving Is Associated With Lower Awareness of Driving · 2019 · Sanbonmatsu, David M. et al. · archived
78. Do Drivers’ Estimates of Distraction Become Calibrated to Their Actual Distracted Driving Performance with Greater Exposure? ↗ · 2009 · Kidd, David G. et al. · indexed
79. A hierarchical risk model for traffic participants ↗ · 1988 · Van Der Molen, H H et al. · indexed
80. Risk control is not risk adjustment: the zero-risk theory of driver behaviour and its implications ↗ · 1988 · Summala, Heikki · indexed
81. The effect of interference on dynamic risk‐taking judgments ↗ · 1999 · Horswill, Mark S. et al. · indexed
82. Risk Representation, Perception, and Propensity in an Integrated Human Lane-Change Decision Model ↗ · 2022 · Jiang, Longsheng et al. · indexed
83. Optimal Metacognitive Decision Strategies in Signal Detection Theory ↗ · 2022 · Maniscalco, Brian et al. · indexed
84. Left turn gap acceptance in a simulator: Driving skill or driving style? ↗ · 2010 · de Winter, Joost et al. · indexed
85. Left turn gap acceptance in a simulator: Driving skill or driving style? ↗ · 2010 · de Winter, Joost et al. · indexed
86. Automation's Not Perfect But Neither Are We: Unveiling Illusionary Control And Automation Bias In Automated Driving ↗ · 2023 · Manger, Carina et al. · indexed
87. Perceptions of Risk and Control: Understanding Acceptance of Advanced Driver Assistance Systems · 2009 · Joshi, Somya et al. · archived
88. Cognitive Underpinnings of Beliefs and Confidence in Beliefs about Fully Automated Vehicles · 2019 · Sanbonmatsu, David M. et al. · archived
89. Exploring perceptions among people who drive after cannabis use: Collision risk, comparative optimism and normative influence ↗ · 2019 · Wickens, Christine M. et al. · indexed
90. Correlations among self-reported driving characteristics and simulated driving performance measures ↗ · 2014 · Stahl, Patrick et al. · indexed
91. Effects of hazard type and confidence level on hazard perception in young male drivers: an ERP study ↗ · 2024 · Sun, Long et al. · indexed
92. Influence of Driver Decision Characteristics on Driving Style ↗ · 2020 · Li, Chenxin et al. · indexed
93. Should I stay or should I go? Evidence accumulation drives decision making in human drivers · 2020 · Abbink, David A. · archived
94. Drivers’ Risk Perception and Risky Driving Behavior under Low Illumination Conditions: Modified Driver Behavior Questionnaire (DBQ) and Driver Skill Inventory (DSI) ↗ · 2021 · Liu, Jing et al. · indexed
95. The effect of performance feedback on drivers’ hazard perception ability and self-ratings ↗ · 2017 · Horswill, Mark S. et al. · indexed
96. Consistency Between the Subjective Perception of Feeling Indisposed, the Decision to Drive and Driving Performance ↗ · 2016 · Alonso, Francisco · indexed
97. Prediction of mood and risk appraisals from trait measures: Two studies of simulated driving ↗ · 1995 · Dorn, Lisa et al. · indexed
98. Effects of hazard type and confidence level on hazard perception in young male drivers: an ERP study ↗ · 2024 · Sun, Long et al. · indexed
99. DRIVING RISK TOLERANCE AS A PREDICTOR OF OLDER ADULTS’ ABILITY TO DRIVE ↗ · 2024 · Curl, Angela · indexed
100. Novice Driver Simulation Training Potential for Improving Hazard Perception and Self-Confidence While Lowering Speeding Risk Attitudes for Young Males ↗ · 2015 · Park, George D et al. · indexed
101. Investigating the driving skills-attitudes nexus for safer roads ↗ · 2024 · Bayat, Mahsa et al. · indexed
102. Good driving skills: implications for assessment and training ↗ · 1997 · Ranney, Thomas A. · indexed
103. Characteristics of older drivers who adopt self-regulatory driving behaviours · 2006 · Charlton, Judith L. et al. · archived
104. Driver behavioral and psychological traits as risk factors for traffic accidents: a systematic review and meta-analysis ↗ · 2026 · Liu, Yangyi et al. · indexed
105. Driving simulator-based training to improve self-rating ability of driving performance in older adults – a pilot study · 2019 · Selander, Helena et al. · archived
106. Modeling the decision-making in human driver overtaking · 2020 · Stefansson, Elis et al. · archived
107. Driver prototypes and behavioral willingness: Young driver risk perception and reported engagement in risky driving ↗ · 2018 · Harbeck, Emma L. et al. · indexed
108. Drivers' Risk Perception of Road Design Elements ↗ · 2000 · Kanellaidis, George et al. · indexed
109. Cognitive underpinnings of beliefs and confidence in beliefs about fully automated vehicles · 2018 · Sanbonmatsu, DM et al. · archived
110. A Signal Detection Theory Analysis of a Driving Decision Task: Spatial Gap Acceptance ↗ · 1988 · Wolf, Yuval et al. · indexed
111. Development of the Driver Metacognition Questionnaire: A Scale to Measure Metacognitive Awareness While Driving ↗ · 2025 · Love, Steven et al. · indexed
112. Assessing Drivers' Mental Model Of Advanced Driver Assistance Systems Using Signal Detection Theory · 2023 · Huang, Chunxi et al. · archived
113. Understanding the Mechanism of Gap-Acceptance Behavior at Roundabouts: A Cumulative Prospect Theory and Drift-Diffusion Model Framework ↗ · 2026 · Bai, Congcong et al. · indexed
114. Understanding Risky Behavior in Sustainable Driving among Young Adults: Exploring Social Norms, Emotional Regulation, Perceived Behavioral Control, and Mindfulness ↗ · 2024 · Marian, Andrei-Lucian et al. · indexed
115. Calibrated to drive: Measuring self-assessed driving ability and perceived workload after prolonged sitting and sleep restriction ↗ · 2024 · Tuckwell, Georgia A. et al. · indexed
116. Improvement of older driver safety through self-evaluation : the development of a self-evaluation instrument · 2000 · Eby, David W. et al. · archived
117. A risk‐based driver behaviour model ↗ · 2023 · Yuan, Yuxia et al. · indexed
118. The relationship between driving skill and driving behavior: Psychometric adaptation of the Driver Skill Inventory in China ↗ · 2018 · Xu, Jing et al. · indexed
119. Cell-phone use diminishes self-awareness of impaired driving · 2015 · Strayer, David L. · archived
120. Robust Underestimation of Speed During Driving: A Field Study ↗ · 2015 · Schütz, Alexander C. et al. · indexed
121. Modeling and Analysis of Microscopic Risk Avoidance Behavior of Homogeneous Driver Groups Under Risk Scenarios ↗ · 2024 · Zheng, Lili et al. · indexed
122. The Relationship between Self-Regulation and Driving-Related Abilities in Older Drivers: An Exploratory Study ↗ · 2008 · Molnar, Lisa J. et al. · indexed
123. HOW CAN WE TRAIN SAFE DRIVING ↗ · 1989 · Brown, I D · indexed
124. Traffic Accident Human Error Quantification Considering “Yes-No” Type and “Unknown” Type Danger ↗ · 2005 · Kumamato, Hiromitsu et al. · indexed
125. Behind the Wheel of a Truck Simulator: Comparison of Self-Reported, Performance-Based, and Simulation Methods for Predicting Driver Traffic Offences ↗ · 2026 · Baran, Paulina et al. · indexed
126. Assessing Willingness to Engage in Risky Driving Behaviour Using Naturalistic Driving Footage: The Role of Age and Gender ↗ · 2021 · Ventsislavova, Petya et al. · indexed
127. Traffic Risk Perception, Risky Road Use Behaviors among Vietnamese People · 2020 · Van Luot, Nguyen et al. · archived
128. OLDER DRIVERS' SAFETY IN AGE-HETEROGENEOUS DRIVING CONTEXTS ↗ · 1996 · Ota, Hiroo et al. · indexed
129. Assessing the relationship between driving skill, driving stress, and driving behavior ↗ · 2024 · Yang, Liu et al. · indexed
130. Should I Stay or Should I Go? Cognitive Modeling of Left-Turn Gap Acceptance Decisions in Human Drivers · 2022 · Zgonnikov, Arkady et al. · archived
131. Safety improvements and driver perception ↗ · 1986 · Mahalel, David et al. · indexed
132. VALIDATION OF THE DRIVER BEHAVIOUR QUESTIONNAIRE OF DRIVERS IN BULGARIA · 2025 · Iliev, D. et al. · archived
133. Effectiveness of a pre-licensing driver education program on five psycho-social factors over twelve months · 2020 · Bates, Lyndel et al. · archived
134. How reinforcement sensitivity and perceived risk influence young drivers’ reported engagement in risky driving behaviors ↗ · 2013 · Harbeck, Emma et al. · indexed
135. A new approach to assessing self-regulation by older drivers : development and testing of a questionnaire instrument. · 2010 · Molnar, L.J. et al. · archived
136. Factors Affecting Self-Regulatory Driving Practices Among Older Adults ↗ · 2013 · Charlton, Judith L. et al. · indexed
137. Self-Regulation of Driving by Older Adults: A LongROAD Study · 2015 · AAA Foundation for Traffic Safety · archived
138. Driving risk assessment based on naturalistic driving study and driver attitude questionnaire analysis ↗ · 2020 · Wang, Jianqiang et al. · indexed
139. A New Approach to Assessing Self-Regulation by Older Drivers: Development and Testing of a Questionnaire Instrument · 2009 · Molnar, Lisa J. et al. · archived
140. Cell phone use diminishes self-awareness of the adverse effects of cell phone use on driving. · 2017 · Sanbonmatsu, David M. et al. · archived
141. Learning to Take Risks: Risk-Taking by Young Male Drivers in the ACT 1 ↗ · 2004 · Styles, T et al. · indexed
142. Predicting perceived risk of traffic scenes using computer vision ↗ · 2023 · de Winter, Joost et al. · indexed
143. Accident risk and risk-taking behaviour among young drivers ↗ · 1986 · Jonah, Brian A. · indexed
144. Task difficulty, risk, effort and comfort in a simulated driving task—Implications for Risk Allostasis Theory ↗ · 2009 · Lewis-Evans, Ben et al. · indexed
145. What makes a good driver on public roads and race tracks? An interview study ↗ · 2021 · Doubek, Fabian et al. · indexed
146. An investigation of perceived vehicle speed from a driver's perspective · 2017 · Wu, Changxu et al. · archived
147. Thinking and Seeing: Visual Metacognition in Adults and Children, Daniel T.Levin, ed. The MIT Press, 2004. $35.00. ↗ · 2005 · Sedgwick, H. A. · indexed
148. Assessing Moral Reasoning, Cognitive Distortions and Driving Style in the Context of Post-License Young Driver Coaching ↗ · 2017 · Roelofs, Erik et al. · indexed
149. Cognitive abilities and superior decision making under risk: A protocol analysis and process model evaluation ↗ · 2009 · Cokely, Edward T. et al. · indexed
150. Learning to take risks: the influence of age and experience on risky driving behaviour in the ACT ↗ · 2004 · Styles, T et al. · indexed
151. The influence of the revised reinforcement sensitivity theory on risk perception and intentions to speed in young male and female drivers · 2019 · Logan, Emily et al. · archived
152. Age and gender differences in risky driving: The roles of positive affect and risk perception ↗ · 2011 · Rhodes, Nancy et al. · indexed
153. Risk homeostasis theory and its critics: time for an agreement ↗ · 1988 · Janssen, Wiel H. et al. · indexed
154. Cell phone use diminishes self-awareness of the adverse effects of cell phone use on driving. · 2017 · Strayer, David L. · archived
155. The development, validation, and application of a video-based technique for measuring an everyday risk-taking behavior: Drivers' speed choice. ↗ · 1999 · Horswill, Mark S. et al. · indexed
156. Speeding in relation to perceptions of risk, utility and driving style by British company car drivers ↗ · 1995 · Adams-Guppy, Julie Rachel et al. · indexed
157. Matching Traffic Safety Strategies to Youth Characteristics: A Literature Review of Cognitive Development · 1998 · Eby, David W et al. · archived
158. Driver training: a perceptual-motor skill approach ↗ · 1982 · Lewin, Isaac · indexed
159. DO ACTIONS SPEAK LOUDER THAN WORDS? FACTORS THAT CHANGE HOW OBJECTIVE PREDICT SUBJECTIVE DRIVING BEHAVIORS ↗ · 2018 · Vivoda, Jonathon M. et al. · indexed
160. Investigation of Behavioral Adaptation to Lane Departure Warnings ↗ · 2002 · Rudin-Brown, Christina M. et al. · indexed
161. Effects of Oncoming Vehicle Size on Overtaking Judgments · 2014 · Levulis, Samuel J. et al. · archived
162. Testing models of driver behaviour ↗ · 2012 · Lewis-Evans, Ben · indexed
163. Personalizing driver safety interfaces via driver cognitive factors inference · 2024 · Sumner, Emily S. et al. · archived
164. Risk Assessment by a Passenger of an Autonomous Vehicle Among Pedestrians: Relationship Between Subjective and Physiological Measures · 2021 · Petit, Jeffery et al. · archived
165. Drivers’ Safety Perception in Autonomous Vehicle Road Sharing: A Knowledge-Segmented TPB and Ordered Logit Analysis ↗ · 2026 · Tang, Boxin et al. · indexed
166. The effect of vehicle characteristics on drivers' risk-taking behaviour ↗ · 2002 · Horswill, Mark S. et al. · indexed
167. Gap acceptance and risk-taking by young and mature drivers, both sober and alcohol-intoxicated, in a simulated driving task ↗ · 2005 · Leung, Stefanie et al. · indexed
168. Risk Perception and Risk-Taking Behavior of Construction Site Dumper Drivers ↗ · 2010 · Bohm, Jonathan et al. · indexed
169. Learning from errors in a driving simulation: effects on driving skill and self-confidence ↗ · 2000 · Ivancic, Karolina et al. · indexed
170. An Investigation of Older Driver Road Safety Perceptions and Driving Performance on Freeways ↗ · 2011 · Vardaki, Sophia et al. · indexed
171. An Empirical Study of Calibration in Air Traffic Control Expert Judgment ↗ · 2005 · Nunes, Ashley et al. · indexed
172. Measuring Driver Adaptation to In-Vehicle Information Systems: Disassociation of Subjective and Objective Situation Awareness Measures ↗ · 1999 · Lee, John D. · indexed
173. The Passenger Effect: Risky Driving is a Function of the Driver‐Passenger Emotional Relationship ↗ · 2013 · Megías, Alberto et al. · indexed
174. Repeat Traffic Offenders Improve Their Performance in Risky Driving Situations and Have Fewer Accidents Following a Mindfulness-Based Intervention · 2021 · Baltruschat, Sabina et al. · archived
175. Calibration in Older and Middle-aged Drivers: Relationship between Subjective and Objective Glance Performance at Complex Intersections ↗ · 2018 · Unverricht, James et al. · indexed
176. How Do Drivers Perceive Risks During Automated Driving Scenarios? An fNIRS Neuroimaging Study · 2023 · Perello-March, Jaume et al. · archived
177. Behavioral decision‐making model of the intelligent vehicle based on driving risk assessment ↗ · 2019 · Zheng, Xunjia et al. · indexed
178. Perceptions of autonomous vehicles: Relationships with road users, risk, gender and age · 2017 · Hulse, Lynn et al. · archived
179. Overestimation of self-reported driving exposure: Results from the SHRP2 Naturalistic Driving Study ↗ · 2019 · Friedrich, Trista E. et al. · indexed
180. Explicit and implicit processes in behavioural adaptation to road width ↗ · 2006 · Lewis-Evans, Ben et al. · indexed
181. PW 2362 Exploring the concept of ‘pragmatic driving’ as explanation of driver behaviour ↗ · 2018 · King, Mark · indexed
182. Superstition, risk-taking and risk perception of accidents among South African taxi drivers ↗ · 2003 · Peltzer, Karl et al. · indexed
183. sCARy! Risk Perceptions in Autonomous Driving: The Influence of Experience on Perceived Benefits and Barriers ↗ · 2018 · Brell, Teresa et al. · indexed
184. No Risk No Trust ↗ · 2019 · Li, Mengyao et al. · indexed
185. Metacognition and Learning · 2013 · Double, Kit S. et al. · archived
186. A questionnaire-based study of the effect of driving style on the acceptance of active driving guidance ↗ · 2025 · Xiang, Wang et al. · indexed
187. Examining Relations of Driver’s Self-Confidence Level with Automotive Instrument Cluster Reading Performance ↗ · 2014 · Kim, Sang-Hwan et al. · indexed
188. Risk and Rationality in Adolescent Decision Making ↗ · 2006 · Reyna, Valerie F. et al. · indexed
189. Route Familiarity in Road Safety: Speed Choice and Risk Perception Based on a On-Road Study ↗ · 2015 · Colonna, Pasquale et al. · indexed
190. Analysis of Key Factors Affecting Human Driver’s Subjective and Objective Risk When Interacting with Autonomous Vehicles ↗ · 2025 · Shi, Xiupeng et al. · indexed
191. Great expectations: a predictive processing account of automobile driving · 2017 · Engström, Johan et al. · archived
192. Predicting risky driving behaviours using the theory of planned behaviour: A meta-analysis ↗ · 2024 · Somoray, Klaire et al. · indexed
193. The role of values in road safety culture: Examining the relationship between valuation of freedom to take risk and accident risk among motorcycle riders and car drivers · 2022 · Nævestad, Tor‐Olav et al. · archived
194. PSYCHOLOGY AND THE HIGHWAY ENGINEER ↗ · 2002 · Fuller, Joanne M. · indexed
195. Hazard Perception and Prediction test for walking, riding a bike and driving a car: “Understanding of the global traffic situation” ↗ · 2020 · Castro, Candida et al. · indexed
196. User-controlled photographic animations, photograph-based questions, and questionnaires: Three Internet-based instruments for measuring drivers’ risk-taking behavior ↗ · 2001 · Horswill, Mark S. et al. · indexed
197. Comparing the Gap Acceptance and Turn Time Patterns of Novice With Experienced Drivers for Turns Across Traffic ↗ · 2009 · Mitsopoulos-Rubens, Eve et al. · indexed
198. Stress Vulnerability, Coping and Risk-Taking Behaviors during Simulated Driving ↗ · 2004 · Emo, Amanda K. et al. · indexed
199. Peran Locus of Control dan Sikap Pro Risiko terhadap Perilaku Mengemudi Berisiko ↗ · 2021 · Rachmatunnisa, Firdha et al. · indexed
200. Investigating the decision-making processes that contribute to impaired driving. · 2015 · Duckworth, M. P. et al. · archived
201. Computational Model of Situation Awareness for Decision Making in Driving ↗ · 2018 · Mustapha, Rabi et al. · indexed
202. Assessing driver’s ability to estimate compliance rates to in-car, advisory driver support ↗ · 2013 · Risto, Malte et al. · indexed
203. Improving the level of psychological preparation of potential drivers · 2021 · Zelikov, Vladimir et al. · archived
204. Direct observation of driving, self reports of driver behaviour, and accident involvement ↗ · 1993 · West, Robert et al. · indexed
205. Review of Risk Communication Strategies And Existing Alcohol-Impaired and Distracted Driving Safety Messages: Technical Report · 2023 · Zakrajsek, Jennifer et al. · archived
206. Influence of a Driver's Mindset on Understanding Driver-Assist Systems ↗ · 2018 · Yoshizawa, Akira et al. · indexed
207. A UK survey of driving behaviour, fatigue, risk taking and road traffic accidents ↗ · 2016 · Smith, Andrew P · indexed
208. Subjective assessment of traffic rules compliance in Bulgaria: Role of personality and driving style ↗ · 2024 · Totkova, Zornitsa · indexed
209. Evaluation of Hazard Perception Skills of Young Drivers ↗ · 2021 · Sappl, Hannes · indexed
210. Comparison of self-report and objective measures of driving behavior and road safety: A systematic review ↗ · 2018 · Kaye, Sherrie-Anne et al. · indexed
211. The association between sensation seeking and driving outcomes: A systematic review and meta-analysis ↗ · 2019 · Zhang, Xiaoyan et al. · indexed
212. Driver Risk Perception Assessment in Autonomous Takeover Scenarios Under NDRTs Immersion Based on WOA-LightGBM ↗ · 2026 · Duan, Min et al. · indexed
213. Cognitive Biases in User Interaction with Automated Vehicles: The Influence of Explainability and Mental Models ↗ · 2025 · Manger, Carina et al. · indexed
214. Emotional modulation of urgent and evaluative behaviors in risky driving scenarios ↗ · 2011 · Megías, Alberto et al. · indexed
215. Revision of the driver behavior questionnaire for Chinese drivers’ aberrant driving behaviors using naturalistic driving data ↗ · 2023 · Jiao, Yujun et al. · indexed
216. Situational Action Theory to Understand Risky Driving Behaviours in Beach Environments · 2024 · Anderson, Levi et al. · archived
217. Human Decision-Making in High-Risk Driving Scenarios: A Cognitive Modeling Perspective ↗ · 2024 · Li, Zheng et al. · indexed
218. SUBJECTIVE REPORT OF DRIVING AND OBJECTIVE REAL-WORLD DRIVING HABITS IN OLDER ADULTS ↗ · 2018 · Phatak, V et al. · indexed
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220. Risk of automated driving: Implications on safety acceptability and productivity ↗ · 2019 · Dixit, Vinayak et al. · indexed
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227. The Relationship between Sensation Seeking and Speed Choice in Road Environments with Different Levels of Risk ↗ · 2019 · Louw, Tyron et al. · indexed
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229. The Human Being as a Driver ↗ · 2021 · Bubb, Heiner et al. · indexed
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247. The Effect of Confidence Rating on a Primary Visual Task · 2019 · Bonder, Taly et al. · archived
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249. Confidence modulates exploration and exploitation in value-based learning ↗ · 2017 · Boldt, Annika et al. · indexed
250. Decoupling sensory from decisional choice biases in perceptual decision making ↗ · 2016 · Linares, Daniel et al. · indexed
251. Metacognitive Introspection Alters the Dynamics of Pre-Decisional Neural Evidence Accumulation ↗ · 2024 · Dou, Wei et al. · indexed
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254. How Cognitive Biases Influence the Data Verification of Safety Indicators: A Case Study in Rail ↗ · 2019 · Burggraaf, Julia et al. · indexed
255. What mechanisms mediate prior probability effects on rapid-choice decision-making? · 2023 · Puri, Rohan et al. · archived
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260. Trading Mental Effort for Confidence in the Metacognitive Control of Value-Based Decision-Making ↗ · 2019 · Lee, Douglas et al. · indexed
261. The Impact of Complexity on Risky Choices: An Evidence Accumulation Account ↗ · 2026 · Nie, Maohua et al. · indexed
262. The impact of safety factors on decision-making in maritime navigation · 2023 · Xue, Hui et al. · archived
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266. THE DUAL‐PROCESS DRIFT DIFFUSION MODEL: EVIDENCE FROM RESPONSE TIMES ↗ · 2015 · Caplin, Andrew et al. · indexed
267. Subjectivity in the Creation of Machine Learning Models ↗ · 2021 · Cummings, Mary L. et al. · indexed
268. Equally flexible and optimal response bias in older compared to younger adults. · 2019 · Garton, R. F. et al. · archived
269. Gamification of Two Alternative Forced Choice: Validation based on Drift Diffusion Model and Individual Differences ↗ · 2019 · Turkakin, Esin et al. · indexed
270. The Interplay of Information Diagnosticity and Need for Cognitive Closure in Determining Choice Confidence ↗ · 2013 · Andrews, Demetra · indexed
271. Neurological and Behavioural Correlates of Construal in Economic Decision-Making Under Cognitive Load. ↗ · 2024 · Wilson, Christopher James · indexed
272. Psychological Bias as a Driver of Financial Regulation ↗ · 2008 · Hirshleifer, David · indexed
273. Selective Attention as a Determinant of Escalation Bias in Subjective Performance Evaluation Judgments ↗ · 2019 · Kramer, Stephan et al. · indexed
274. Data for: Confidence and Varieties of Bias ↗ · 2018 · Heathcote, Andrew · indexed
275. Value Certainty in Drift-Diffusion Models of Preferential Choice ↗ · 2020 · Lee, Douglas et al. · indexed
276. A Common Mechanism Underlying Food Choice and Social Decisions. · 2015 · Krajbich, Ian et al. · archived
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278. Normal aging affects decisions under ambiguity, but not decisions under risk. ↗ · 2008 · Zamarian, Laura et al. · indexed
279. Decomposing economic choices with drift-diffusion models ↗ · 2024 · Krajbich, Ian et al. · indexed
280. The Perils of Omitting Omissions when Modeling Evidence Accumulation ↗ · 2025 · Leng, Xiamin et al. · indexed
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282. Does Ego Drive Consumers to Make Unaffordable Purchases? A Multi‐Experiment Design ↗ · 2026 · Kulal, Abhinandan et al. · indexed
283. Choice history biases subsequent evidence accumulation ↗ · 2019 · Urai, Anne E et al. · indexed
284. Calibration of Microsimulation with Heuristic Optimization Methods ↗ · 2007 · Ma, Jingtao et al. · indexed
285. Choice History Biases Subsequent Evidence Accumulation ↗ · 2018 · Urai, Anne E. et al. · indexed
286. Methodological issues with value-based decision-making (VBDM) tasks: the effect of trial wording on evidence accumulation outputs from the EZ drift-diffusion model ↗ · 2021 · Copeland, Amber et al. · indexed
287. “No Free Lunch” Theorems Applied to the Calibration of Traffic Simulation Models ↗ · 2014 · Ciuffo, Biagio et al. · indexed
288. Integrating Cognitive Process and Descriptive Models of Attitudes and Preferences ↗ · 2013 · Hawkins, Guy E. et al. · indexed
289. The ownership memory self-reference effect shifts recognition criterion but not recognition sensitivity ↗ · 2024 · Sparks, S. D. et al. · indexed
290. Interpersonal alignment of neural evidence accumulation to social exchange of confidence ↗ · 2022 · Esmaily, Jamal et al. · indexed
291. Quantum absentminded driver problem revisited ↗ · 2021 · Fra̧ckiewicz, Piotr et al. · indexed
292. The role of judgement in supervisory scores and additional capital requirements assigned to banks ↗ · 2026 · Bobeică, Gabriel et al. · indexed
293. Understanding what shapes varying perceptions of the procedural fairness of transboundary environmental decision-making processes ↗ · 2018 · Hamilton, Matthew · indexed
294. ILMU MENURUT NURCHOLISH MADJID DALAM PRESPEKTIF POSTMODERNISME JEAN FRANCOIS LYOTARD ↗ · 2020 · Amiruddin, Muhammad · indexed