The emotional side of cognitive distraction: Implications for road safety
Abstract
Driver distraction is estimated to be one of the leading causes of motor vehicle accidents. However, little is known about the role of emotional distraction on driving, despite evidence that attention is highly biased toward emotion. In the present study, we used a dual-task paradigm to examine the potential for driver distraction from emotional information presented on roadside billboards. This purpose was achieved using a driving simulator and three different types of emotional information: neutral words, negative emotional words, and positive emotional words. Participants also responded to target words while driving and completed a surprise free recall task of all the words at the end of the study. The findings suggest that driving performance is differentially affected by the valence (negative versus positive) of the emotional content. Drivers had lower mean speeds when there were emotional words compared to neutral words, and this slowing effect lasted longer when there were positive words. This may be due to distraction effects on driving behavior, which are greater for positive arousing stimuli. Moreover, when required to process non-emotional target stimuli, drivers had faster mean speeds in conditions where the targets were interspersed with emotional words compared to neutral words, and again, these effects lasted longer when there were positive words. On the other hand, negative information led to better memory recall. These unique effects may be due to separate processes in the human attention system, particularly related to arousal mechanisms and their interaction with emotion. We conclude that distraction that is emotion-based can modulate attention and decision-making abilities and have adverse impacts on driving behavior for several reasons.
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“This strategy has been shown to be effective by previous studies42,43.”
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Cites
Baumeister, R. F., Bratslavsky, E., Finkenauer, C., & Vohs, K. D. (2001) · Review of General Psychology · doi:10.1037/1089-2680.5.4.323 · Cited by 7,678 · see citing works
Positive emotions broaden the scope of attention and thought‐action repertoires
Fredrickson, B. L., & Branigan, C. (2005) · Cognition & Emotion · doi:10.1080/02699930441000238 · Cited by 3,521 · see citing works
The effect of emotion on cue utilization and the organization of behavior
Easterbrook, J. A. (1959) · Psychological Review · doi:10.1037/h0047707 · Cited by 3,090 · cited 1× · see citing works
“the allocation of attention (Easterbrook, 1959), and more recently, it has been suggested that”
BackgroundAsymmetrical effects of positive and negative events – the mobilization minimization hypothesis.
Taylor, S. E. (1991) · Psychological Bulletin · doi:10.1037//0033-2909.110.1.67 · Cited by 2,387 · see citing works
How brains beware: neural mechanisms of emotional attention
Vuilleumier, P. (2005) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2005.10.011 · Cited by 2,162 · see citing works
Klauer, S. G., Dingus, T. A., Neale, V. L., Sudweeks, J. D., & Ramsey, D. J. (2006) · PsycEXTRA Dataset · doi:10.1037/e729262011-001 · Cited by 1,669 · see citing works
Automatic vigilance: The attention-grabbing power of negative social information.
Pratto, F., & John, O. P. (1991) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.61.3.380 · Cited by 1,592 · see citing works
Attention and weight in person perception: The impact of negative and extreme behavior.
Fiske, S. T. (1980) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.38.6.889 · Cited by 1,535 · see citing works
Driven to Distraction: Dual-Task Studies of Simulated Driving and Conversing on a Cellular Telephone
Strayer, D. L., & Johnston, W. A. (2001) · Psychological Science · doi:10.1111/1467-9280.00386 · Cited by 1,134 · see citing works
Portrait of the angry decision maker: how appraisal tendencies shape anger's influence on cognition
Lerner, J. S., & Tiedens, L. Z. (2006) · Journal of Behavioral Decision Making · doi:10.1002/bdm.515 · Cited by 1,002 · see citing works
Kensinger, E., & Corkin, S. (2003) · Memory & Cognition · doi:10.3758/bf03195800 · Cited by 968 · see citing works
Ellis, H. D., Jeeves, M. A., Newcombe, F., & Young, A. (1986) · Springer eBooks · doi:10.1007/978-94-009-4420-6 · Cited by 693 · see citing works
The 100-Car Naturalistic Driving Study: Phase II - Results of the 100-Car Field Experiment
Dingus, T. A., Klauer, S. G., Neale, V. L., Petersen, A., Lee, S. E., Sudweeks, J. D., Pérez, M. A., Hankey, J. M., Ramsey, D. J., Gupta, S., et al. (2006) · PsycEXTRA Dataset · doi:10.1037/e624282011-001 · Cited by 681 · see citing works
The measurement of drivers' mental workload
de Waard, D. (1996) · University of Groningen research database (University of Groningen / Centre for Information Technology) · Cited by 619 · see citing works
The Role of Driver Distraction in Traffic Crashes
Stutts, J. C., Reinfurt, D. W., Staplin, L., & Rodgman, E. A. (2001) · PsycEXTRA Dataset · doi:10.1037/e363942004-001 · Cited by 471 · see citing works
Attentional Interference Effects of Emotional Pictures: Threat, Negativity, or Arousal?
Schimmack, U. (2005) · Emotion · doi:10.1037/1528-3542.5.1.55 · Cited by 401 · see citing works
How arousal modulates memory: disentangling the effects of attention and retention
Sharot, T., & Phelps, E. A. (2004) · Cognitive, Affective, & Behavioral Neuroscience · doi:10.3758/cabn.4.3.294 · Cited by 375 · see citing works
Reed, M. P., & Green, P. A. (1999) · Ergonomics · doi:10.1080/001401399185117 · Cited by 358 · see citing works
Driver's exposure to distractions in their natural driving environment
Stutts, J. C., Feaganes, J. R., Reinfurt, D. W., Rodgman, E. A., Hamlett, C., Gish, K. W., & Staplin, L. (2005) · Accident Analysis & Prevention · doi:10.1016/j.aap.2005.06.007 · Cited by 304 · see citing works
(2001) · Cited by 281 · see citing works
Dula, C. S., & Geller, E. S. (2003) · Journal of Safety Research · doi:10.1016/j.jsr.2003.03.004 · Cited by 257 · see citing works
Positive emotion in sport performance: current status and future directions
McCarthy, P. J. (2011) · International Review of Sport and Exercise Psychology · doi:10.1080/1750984x.2011.560955 · Cited by 179 · see citing works
Assessment of Driving Performance Using a Simulator Protocol: Validity and Reproducibility
Bédard, M., Parkkari, M., Weaver, B., Riendeau, J., & Dahlquist, M. (2010) · American Journal of Occupational Therapy · doi:10.5014/ajot.64.2.336 · Cited by 172 · see citing works
Lew, H. L., Poole, J. H., Lee, E. H., Jaffe, D. L., Huang, H.-C., & Brodd, E. (2005) · Brain Injury · doi:10.1080/02699050400017171 · Cited by 171 · see citing works
Stenberg, G., Wiking, S., & Dahl, M. (1998) · Cognition & Emotion · doi:10.1080/026999398379420 · Cited by 159 · see citing works
Attraction and distraction of attention with roadside advertisements
Crundall, D. E., van Loon, E. M., & Underwood, G. (2006) · Accident Analysis & Prevention · doi:10.1016/j.aap.2005.12.012 · Cited by 158 · see citing works
Johnson, M. K., Raye, C. L., Mitchell, K., Greene, E. J., Cunningham, W. A., & Sanislow, C. A. (2005) · Cognitive Affective & Behavioral Neuroscience · doi:10.3758/cabn.5.3.339 · Cited by 151 · see citing works
Immediate memory consequences of the effect of emotion on attention to pictures
Talmi, D., Anderson, A. K., Riggs, L., Caplan, J. B., & Moscovitch, M. (2008) · Learning & Memory · doi:10.1101/lm.722908 · Cited by 139 · see citing works
Faster Choice-Reaction Times to Positive than to Negative Facial Expressions
Leppänen, J. M., Tenhunen, M. L., & Hietanen, J. K. (2003) · Journal of Psychophysiology · doi:10.1027//0269-8803.17.3.113 · Cited by 118 · see citing works
Conflicts of interest: The implications of roadside advertising for driver attention
Young, M. S., Mahfoud, J. M., Stanton, N. A., Salmon, P. M., Jenkins, D. P., & Walker, G. H. (2009) · Transportation Research Part F Traffic Psychology and Behaviour · doi:10.1016/j.trf.2009.05.004 · Cited by 106 · see citing works
Ohira, H., Winton, W. M., & Oyama, M. (1998) · Personality and Social Psychology Bulletin · doi:10.1177/0146167298249006 · Cited by 91 · see citing works
The role of roadside advertising signs in distracting drivers
Bendak, S., & Al-Saleh, K. (2010) · International Journal of Industrial Ergonomics · doi:10.1016/j.ergon.2009.12.001 · Cited by 87 · see citing works
Robinson-Riegler, G. L., & Winton, W. M. (1996) · The Journal of General Psychology · doi:10.1080/00221309.1996.9921263 · Cited by 82 · see citing works
Driver distraction by advertising: genuine risk or urban myth?
Wallace, B. (2003) · Proceedings of the Institution of Civil Engineers - Municipal Engineer · doi:10.1680/muen.156.3.185.37674 · Cited by 73 · see citing works
Effects of Visual Distraction on Reaction Time in a Simulated Traffic Environment
Holahan, C. J., Culler, R. E., & Wilcox, B. L. (1978) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1177/001872087802000404 · Cited by 54 · see citing works
Is the Faster Processing of Expressions of Happiness Modality-Specific?
Feyereisen, P., Malet, C., & Martin, Y. (1986) · Springer eBooks · doi:10.1007/978-94-009-4420-6_37 · Cited by 49 · see citing works
Investigations of distraction by irrelevant information
JOHNSTON, A. W., & Cole, B. L. (1976) · Australian road research · Cited by 29 · see citing works
An Investigation of the Relationship between Illuminated Advertising Signs and Expressway Accidents
Ady, R. (1967) · Cited by 23 · see citing works
Response Latency as a Function of Stimulus Affect and Presentation Order
Lehr, D. J., Bergum, B. O., & Standing, T. E. (1966) · Perceptual and Motor Skills · doi:10.1177/003151256602300319.1 · Cited by 17 · see citing works
Driving Performance in the Presence and Absence of Billboards
Lee, S. E., Olsen, E. C. B., & DeHart, M. C. (2004) · Cited by 9 · see citing works
Flagged first, then by citations
1 of the 41 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Halim, Z., & Rehan, M. (2019) · Information Fusion · doi:10.1016/j.inffus.2019.06.006 · Cited by 231 · see citing works
Marucci, M., Di Flumeri, G., Borghini, G., Sciaraffa, N., Scandola, M., Pavone, E. F., Babiloni, F., Betti, V., & Aricò, P. (2021) · Scientific Reports · doi:10.1038/s41598-021-84196-8 · Cited by 170 · see citing works
Du, N., Zhou, F., Pulver, E. M., Tilbury, D. M., Robert, L., Pradhan, A. K., & Yang, X. J. (2020) · Transportation Research Part C Emerging Technologies · doi:10.1016/j.trc.2020.01.006 · Cited by 161 · see citing works
Oviedo-Trespalacios, Ó., Truelove, V., Watson, B. C., & Hinton, J. (2019) · Transportation Research Part A Policy and Practice · doi:10.1016/j.tra.2019.01.012 · Cited by 146 · see citing works
Driver Distraction Using Visual-Based Sensors and Algorithms
Fernández, A., Usamentiaga, R., Candás, J. L. C., & Casado, R. (2016) · Sensors · doi:10.3390/s16111805 · Cited by 141 · see citing works
Gaze and Eye Tracking: Techniques and Applications in ADAS
Khan, M. Q., & Lee, S. (2019) · Sensors · doi:10.3390/s19245540 · Cited by 122 · see citing works
Effects of emotions on driving behavior
Steinhauser, K., Leist, F., Maier, K., Michel, V., Pärsch, N., Rigley, P., Wurm, F., & Steinhauser, M. (2018) · Transportation Research Part F Traffic Psychology and Behaviour · doi:10.1016/j.trf.2018.08.012 · Cited by 106 · see citing works
Sundfør, H. B., Sagberg, F., & Høye, A. K. (2019) · Accident Analysis & Prevention · doi:10.1016/j.aap.2019.02.004 · Cited by 104 · see citing works
Examination of driver detection of roadside traffic signs and advertisements using eye tracking
Topolšek, D., Areh, I., & Cvahte, T. (2016) · Transportation Research Part F Traffic Psychology and Behaviour · doi:10.1016/j.trf.2016.10.002 · Cited by 96 · see citing works
Emotions, behaviour, and the adolescent driver: A literature review
Scott‐Parker, B. (2017) · Transportation Research Part F Traffic Psychology and Behaviour · doi:10.1016/j.trf.2017.06.019 · Cited by 92 · see citing works
Emotion matters: Implications for distracted driving
Chan, M. L., & Singhal, A. (2014) · Safety Science · doi:10.1016/j.ssci.2014.10.002 · Cited by 92 · see citing works
Self-citationSani, S. R. H., Tabibi, Z., Fadardi, J. S., & Stavrinos, D. (2017) · Accident Analysis & Prevention · doi:10.1016/j.aap.2017.10.006 · Cited by 80 · see citing works
Assessment of the Risks of Occupational Diseases of the Passenger Bus Drivers
Holіnko, V., Cheberyachko, S., Deryugin, O. V., Третяк, О. О., & Dusmatova, O. (2020) · Safety and Health at Work · doi:10.1016/j.shaw.2020.07.005 · Cited by 71 · see citing works
Drivers Display Anger‐Congruent Attention to Potential Traffic Hazards
Stephens, A. N., Trawley, S. L., Madigan, R., & Groeger, J. A. (2012) · Applied Cognitive Psychology · doi:10.1002/acp.2894 · Cited by 66 · see citing works
Minhad, K. N., Ali, S. H. M., & Reaz, M. B. I. (2017) · Journal of Transport & Health · doi:10.1016/j.jth.2017.11.001 · Cited by 64 · see citing works
Don’t Cry While You’re Driving: Sad Driving Is as Bad as Angry Driving
Jeon, M. (2016) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2016.1198524 · Cited by 63 · see citing works
Precht, L., Keinath, A., & Krems, J. F. (2017) · Transportation Research Part F Traffic Psychology and Behaviour · doi:10.1016/j.trf.2017.06.002 · Cited by 63 · see citing works
Driver Inattention Detection in the Context of Next-Generation Autonomous Vehicles Design: A Survey
Khatib, A. E., Ou, C., & Karray, F. O. (2019) · IEEE Transactions on Intelligent Transportation Systems · doi:10.1109/tits.2019.2940874 · Cited by 59 · see citing works
Driver's visual attention to different categories of roadside advertising signs
Costa, M., Bonetti, L., Vignali, V., Bichicchi, A., Lantieri, C., & Simone, A. (2019) · Applied Ergonomics · doi:10.1016/j.apergo.2019.03.001 · Cited by 56 · see citing works
Association Between Executive Function and Problematic Adolescent Driving
Pope, C. N., Ross, L. A., & Stavrinos, D. (2016) · Journal of Developmental & Behavioral Pediatrics · doi:10.1097/dbp.0000000000000353 · Cited by 47 · see citing works
The role of difficulties in emotion regulation on driving behavior
Trógolo, M., Melchior, F., & Medrano, L. A. (2014) · Redalyc (Universidad Autónoma del Estado de México) · doi:10.5460/jbhsi.v6.1.47607 · Cited by 45 · see citing works
Stress induction techniques in a driving simulator and reactions from newly licensed drivers
Lee, Y., & Winston, F. K. (2016) · Transportation Research Part F Traffic Psychology and Behaviour · doi:10.1016/j.trf.2016.06.019 · Cited by 39 · see citing works
Singhal, A., Shafer, A. T., Russell, M. J., Gibson, B., Wang, L., Vohra, S., & Dolcos, F. (2012) · Frontiers in Integrative Neuroscience · doi:10.3389/fnint.2012.00119 · Cited by 36 · see citing works
Self-citationSelection of Measurement Method for Detection of Driver Visual Cognitive Distraction: A Review
Yusoff, N. M., Ahmad, R. F., Guillet, C., Malik, A. S., Saad, M. N. M., & Merienne, F. (2017) · IEEE Access · doi:10.1109/access.2017.2750743 · Cited by 35 · see citing works
Collet, C., & Musicant, O. (2019) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2019.00131 · Cited by 32 · see citing works
The influence of image valence on visual attention and perception of risk in drivers
Jones, M. P., Chapman, P., & Bailey, K. (2014) · Accident Analysis & Prevention · doi:10.1016/j.aap.2014.09.019 · Cited by 29 · see citing works
Road collisions avoidance using vehicular cyber-physical systems: a taxonomy and review
Riaz, F., & Niazi, M. A. (2016) · Complex Adaptive Systems Modeling · doi:10.1186/s40294-016-0025-8 · Cited by 29 · see citing works
Effects of the roadside visual environment on driver wellbeing and behaviour – a systematic review
Anciães, P. R. (2022) · Transport Reviews · doi:10.1080/01441647.2022.2133189 · Cited by 29 · see citing works
Out-of-Home Advertising: A Systematic Review and Research Agenda
Wilson, R. T. (2022) · Journal of Advertising · doi:10.1080/00913367.2022.2064378 · Cited by 28 · see citing works
Hinton, J., Watson, B. C., & Oviedo-Trespalacios, Ó. (2022) · Transportation Research Part F Traffic Psychology and Behaviour · doi:10.1016/j.trf.2021.12.002 · Cited by 29 · see citing works
Driver Distraction: Mechanisms, Evidence, Prevention, and Mitigation
Regan, M., & Oviedo-Trespalacios, Ó. (2022) · Springer eBooks · doi:10.1007/978-3-030-23176-7_38-1 · Cited by 29 · see citing works
Biassoni, F., Balzarotti, S., Giamporcaro, M., & Ciceri, M. R. (2016) · SAGE Open · doi:10.1177/2158244016658084 · Cited by 28 · see citing works
Wang, Z., Jiang, Z., & Blackman, A. (2023) · Applied Psychology · doi:10.1111/apps.12497 · Cited by 38 · see citing works
Negative mood mind wandering and unsafe driving in young male drivers
Albert, D. A., Ouimet, M. C., & Brown, T. G. (2022) · Accident Analysis & Prevention · doi:10.1016/j.aap.2022.106867 · Cited by 25 · see citing works
Action Units and Their Cross-Correlations for Prediction of Cognitive Load during Driving
Yüce, A., Gao, H., Cuendet, G. L., & Thiran, J. (2016) · IEEE Transactions on Affective Computing · doi:10.1109/taffc.2016.2584042 · Cited by 25 · see citing works
Tarabay, R., & Abou-Zeid, M. (2018) · Transportation Research Part F Traffic Psychology and Behaviour · doi:10.1016/j.trf.2018.06.026 · Cited by 25 · see citing works
Effect of Distracting Factors on Driving Performance: A Review
Sorum, N. G., & Pal, D. (2022) · Civil Engineering Journal · doi:10.28991/cej-2022-08-02-014 · Cited by 25 · see citing works
Riaz, F., Khadim, S., Rauf, R., Ahmad, M., Jabbar, S., & Chaudhry, J. (2018) · Comput. Networks · doi:10.1016/j.comnet.2018.06.007 · Cited by 23 · see citing works
Safety messages and visibility of vulnerable road users for drivers
Rogé, J., Zufari, V. E., Vienne, F., & Ndiaye, D. (2015) · Safety Science · doi:10.1016/j.ssci.2015.05.002 · Cited by 25 · see citing works
The Effect of Vehicle Automation Styles on Drivers’ Emotional State
Alsaid, A., Lee, J. D., Noejovich, S. I., & Chehade, A. (2023) · IEEE Transactions on Intelligent Transportation Systems · doi:10.1109/tits.2023.3239880 · Cited by 24 · see citing works
Negativity Bias in Dangerous Drivers
Chai, J., Qu, W., Sun, X., Zhang, K., & Ge, Y. (2016) · PLoS ONE · doi:10.1371/journal.pone.0147083 · Cited by 23 · see citing works
Driving demands, stress reactivity and driving behavior: An interactional approach
Tement, S., Plohl, N., Horvat, M., Musil, B., Jakus, G., & Sodnik, J. (2020) · Transportation Research Part F Traffic Psychology and Behaviour · doi:10.1016/j.trf.2020.01.001 · Cited by 23 · see citing works
The effect of billboard design specifications on driving: A driving simulator study
Marciano, H. (2020) · Accident Analysis & Prevention · doi:10.1016/j.aap.2020.105479 · Cited by 22 · see citing works
How the emotional content of roadside images affect driver attention and performance
Walker, H. E. K., & Trick, L. M. (2019) · Safety Science · doi:10.1016/j.ssci.2019.02.004 · Cited by 21 · see citing works
Influence of sexual appeal in roadside advertising on drivers’ attention and driving behavior
Maliszewski, N., Olejniczak-Serowiec, A., & Harasimczuk, J. (2019) · PLoS ONE · doi:10.1371/journal.pone.0216919 · Cited by 21 · see citing works
Riaz, F., & Niazi, M. A. (2017) · SIMULATION · doi:10.1177/0037549717742203 · Cited by 20 · see citing works
Impact of roadside advertisements near traffic signs on driving safety
Yang, Y., Liu, X. L., Easa, S. M., Huang, L., & Zheng, X. (2023) · Transportation Research Part F Traffic Psychology and Behaviour · doi:10.1016/j.trf.2023.10.028 · Cited by 20 · see citing works
The intersection of pedestrian safety and multimodal perception
Davis, S. J., Pugliese, B. J., & Barton, B. K. (2019) · Transportation Research Part F Traffic Psychology and Behaviour · doi:10.1016/j.trf.2019.11.002 · Cited by 20 · see citing works
Holman, A. C., & Popușoi, S. A. (2020) · Sustainability · doi:10.3390/su12124929 · Cited by 21 · see citing works
Juzdani, M. H., Morgan, C. H., Schwebel, D. C., & Tabibi, Z. (2020) · Journal of Pediatric Psychology · doi:10.1093/jpepsy/jsaa076 · Cited by 18 · see citing works
Associations between emotional symptoms and self-reported aberrant driving behaviors in older adults
Bernstein, J. P. K., Vito, A. N. D., & Calamia, M. R. (2019) · Accident Analysis & Prevention · doi:10.1016/j.aap.2019.02.024 · Cited by 19 · see citing works
EmoTake: Exploring Drivers’ Emotion for Takeover Behavior Prediction
Gu, Y., Weng, Y., Wang, Y., Wang, M., Zhuang, G., Huang, J., Peng, X., Luo, L., & Ren, F. (2024) · IEEE Transactions on Affective Computing · doi:10.1109/taffc.2024.3399328 · Cited by 17 · see citing works
Naweed, A., & Kingshott, K. (2019) · Journal of Cognitive Engineering and Decision Making · doi:10.1177/1555343418821507 · Cited by 17 · see citing works
The effect of anger on pedestrian avoidance in a simulated driving task
Zhang, Q., Qu, W., & Ge, Y. (2022) · Accident Analysis & Prevention · doi:10.1016/j.aap.2022.106664 · Cited by 17 · see citing works
Designing Artificial Agents as Social Companions
Wiese, E., Shaw, T. H., Lofaro, D. M., & Baldwin, C. L. (2017) · Proceedings of the Human Factors and Ergonomics Society Annual Meeting · doi:10.1177/1541931213601764 · Cited by 17 · see citing works
Riaz, F., Shafi, I., Jabbar, S., Khalid, S., & Rho, S. (2015) · Wireless Personal Communications · doi:10.1007/s11277-015-3117-4 · Cited by 16 · see citing works
Effects of a front-seat passenger on driver attention: An electrophysiological approach
Chan, M., Nyazika, S., & Singhal, A. (2016) · Transportation Research Part F Traffic Psychology and Behaviour · doi:10.1016/j.trf.2016.09.016 · Cited by 16 · see citing works
Self-citationMinhad, K. N., Ali, S. H. M., & Reaz, M. B. I. (2017) · DOAJ (DOAJ: Directory of Open Access Journals) · Cited by 16 · see citing works
Why Drivers Feel the Way they Do:An On-the-Road Study Using Self-Reports and Geo-Tagging
Dittrich, M. (2021) · International Conference on Automotive User Interfaces and Interactive Vehicular Applications (AutomotiveUI) · doi:10.1145/3409118.3475130 · Cited by 16 · see citing works
Li, J., Ge, Y., Yu, T., & Qu, W. (2022) · Current Psychology · doi:10.1007/s12144-022-03259-9 · Cited by 16 · see citing works
Human emotion classifications for automotive driver using skin conductance response signal
Minhad, K. N., Ali, S. H. M., Ooi, J. S. K., & Ahmad, S. A. (2016) · International Conference on Advances in Electrical, Electronic and Systems Engineering · doi:10.1109/icaees.2016.7888072 · Cited by 16 · see citing works
Multi-Factors Based Road Accident Prevention System
Razzaq, S., Riaz, F., Mehmood, T., & Ratyal, N. I. (2016) · International Conference on Computing, Electronic and Electrical Engineering (ICE Cube) · doi:10.1109/icecube.2016.7495221 · Cited by 15 · see citing works
Pan, H., Payre, W., Gao, Z., & Wang, Y. (2024) · Accident Analysis & Prevention · doi:10.1016/j.aap.2024.107686 · Cited by 14 · see citing works
The effect of billboard design specifications on driving: A pilot study
Marciano, H., & Setter, P. (2017) · Accident Analysis & Prevention · doi:10.1016/j.aap.2017.04.024 · Cited by 14 · see citing works
Dynamic Feature Extraction Method of Driver's Propensity under Complicated Vehicle Group
Wang, X., Zhang, J., Ban, X. J., & Tan, D. (2013) · Advances in Mechanical Engineering · doi:10.1155/2013/287653 · Cited by 13 · see citing works
Emotional reactivity: Beware its involvement in traffic accidents
M’Baïlara, K., Atzeni, T., Contrand, B., Derguy, C., Bouvard, M. P., Lagarde, E., & Galéra, C. (2017) · Psychiatry Research · doi:10.1016/j.psychres.2017.12.019 · Cited by 12 · see citing works
Proactive control of affective distraction: Experience-based but not expectancy-based
Schmidts, C., Foerster, A., Kleinsorge, T., & Kunde, W. (2019) · Cognition · doi:10.1016/j.cognition.2019.104072 · Cited by 13 · see citing works
A preliminary study of sexual activity as a distraction for young drivers
Struckman‐Johnson, C., Gaster, S. S., & Struckman-Johnson, D. (2014) · Accident Analysis & Prevention · doi:10.1016/j.aap.2014.04.013 · Cited by 13 · see citing works
Out-of-home advertising: a bibliometric review
Wilson, R. T. (2023) · International Journal of Advertising · doi:10.1080/02650487.2023.2186013 · Cited by 13 · see citing works
Sun, L., Yang, H., & Li, B. (2024) · Electronics · doi:10.3390/electronics13193904 · Cited by 11 · see citing works
Research on driver’s anger recognition method based on multimodal data fusion
Sun, W., Liu, Y., Li, S., Tian, J., Wang, F., & Liu, D. (2024) · Traffic Injury Prevention · doi:10.1080/15389588.2023.2297658 · Cited by 10 · see citing works
Nontarget emotional stimuli must be highly conspicuous to modulate the attentional blink
Santacroce, L. A., Carlos, B. J., Petro, N. M., & Tamber-Rosenau, B. J. (2021) · Attention Perception & Psychophysics · doi:10.3758/s13414-021-02260-x · Cited by 10 · see citing works
Zhang, J. F., Ghazilla, R. A. R., Yap, H. J., & Gan, W. Y. (2024) · Applied Sciences · doi:10.3390/app14156819 · Cited by 9 · see citing works
Žardeckaitė–Matulaitienė, K., Endriulaitienė, A., Slavinskienė, J., Markšaitytė, R., & Šeibokaitė, L. (2020) · Psihologijske teme · doi:10.31820/pt.29.2.7 · Cited by 9 · see citing works
Doliński, D., & Odachowska, E. (2018) · Accident Analysis & Prevention · doi:10.1016/j.aap.2018.03.007 · Cited by 9 · see citing works
Feature extraction and dynamic identification of driving intention adapting to multi-mode emotions
Wang, X., Liu, Y., Xu, Q., Xia, Y., Zhao, H., Liu, S., & Han, J. (2019) · Advances in Mechanical Engineering · doi:10.1177/1687814019839906 · Cited by 9 · see citing works
From Classroom to Industry: Human Factors in Aviation Maintenance Decision-Making
Mrusek, B., & Douglas, S. K. (2020) · Collegiate Aviation Review International · doi:10.22488/okstate.20.100218 · Cited by 8 · see citing works
Impact of anger-inducing situations on driver takeover behavior in highly automated vehicles
Cazes, R., Camps, V., & Lemercier, C. (2025) · Accident Analysis & Prevention · doi:10.1016/j.aap.2025.108051 · Cited by 8 · see citing works
Cazes, R., Camps, V., & Lemercier, C. (2024) · Transportation Research Part F Traffic Psychology and Behaviour · doi:10.1016/j.trf.2024.03.014 · Cited by 8 · see citing works
The effects of taboo-related distraction on driving performance
Chan, M., Madan, C. R., & Singhal, A. (2016) · Acta Psychologica · doi:10.1016/j.actpsy.2016.03.010 · Cited by 8 · see citing works
Self-citationAnvari, F., Bachmann, J., Sanchez‐Burks, J., & Schneider, I. K. (2023) · Collabra Psychology · doi:10.1525/collabra.82204 · Cited by 7 · see citing works
Effects of valent image-based secondary tasks on verbal working memory
Morgan, P. L., Williams, C. E., Ings, F. M., & Hughes, N. (2017) · Quarterly Journal of Experimental Psychology · doi:10.1080/17470218.2017.1329324 · Cited by 7 · see citing works
Gopinath, D., DeCastro, J., Rosman, G., Sumner, E. S., Morgan, A., Hakimi, S., & Stent, S. (2022) · IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) · doi:10.1109/cvprw56347.2022.00480 · Cited by 7 · see citing works
Driver Distraction: Mechanisms, Evidence, Prevention, and Mitigation
Regan, M., & Oviedo-Trespalacios, Ó. (2022) · Springer eBooks · doi:10.1007/978-3-030-76505-7_38 · Cited by 8 · see citing works
Dulebenets, M. A., Özgüven, E. E., & Moses, R. (2018) · Transportation Research Part A Policy and Practice · doi:10.1016/j.tra.2018.01.031 · Cited by 7 · see citing works
Hosseinpour, M., Smith, J. W., Williams, B., Clouser, J., Anastasio, I., & Haleem, K. (2021) · ASCE International Conference on Transportation and Development (ICTD) · doi:10.1061/9780784483534.024 · Cited by 7 · see citing works
Herrero‐Fernández, D., Parada‐Fernández, P., Arcos, I. R., Brito, J., & Rodríguez, C. L. (2024) · European Review of Applied Psychology · doi:10.1016/j.erap.2024.100980 · Cited by 6 · see citing works
Negativity bias towards anger in dangerous drivers: Empirical evidence from ERPs
Ge, Y., Liu, X., Chai, J., & Qu, W. (2020) · Neuroscience Letters · doi:10.1016/j.neulet.2020.135442 · Cited by 6 · see citing works
Low Cost Wearable Sensor for Human Emotion Recognition Using Skin Conductance Response
Minhad, K. N., Ooi, J. S. K., Ali, S. H. M., Reaz, M. B. I., & Ahmad, S. A. (2017) · IEICE Transactions on Information and Systems · doi:10.1587/transinf.2017edp7067 · Cited by 6 · see citing works
Modeling Driving Performance Using In-Vehicle Speech Data From a Naturalistic Driving Study
Kuo, J., Charlton, J., Koppel, S., Rudin-Brown, C. M., & Cross, S. (2016) · Human Factors The Journal of the Human Factors and Ergonomics Society · doi:10.1177/0018720816650565 · Cited by 5 · see citing works
Difficulties in Emotion Regulation and Optimistic Bias in Young Drivers’ Risky Driving Behaviors
Adira, N., Machmuroch, M., & Satwika, P. A. (2022) · Gadjah Mada Journal of Psychology (GamaJoP) · doi:10.22146/gamajop.72115 · Cited by 6 · see citing works
Dynamic Recognition of Driver’s Propensity Based on GPS Mobile Sensing Data and Privacy Protection
Wang, X., Wang, J., Zhang, J., & Wang, J. (2016) · Mathematical Problems in Engineering · doi:10.1155/2016/1814608 · Cited by 4 · see citing works
Nguyễn, T. T., Aoki, H., Le, A. S., Hirano, A., Aoki, K., Inagami, M., & Suzuki, T. (2021) · Journal of Transportation Technologies · doi:10.4236/jtts.2021.112009 · Cited by 4 · see citing works
Cross, Z. R., Santamaria, A., & Kohler, M. J. (2018) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/273920 · Cited by 4 · see citing works
Li, Y., Wang, X., & Or, C. K. (2026) · Transportation Research Part F Traffic Psychology and Behaviour · doi:10.1016/j.trf.2026.103531 · Cited by 3 · see citing works
Traffic Accidents: The Contrasting Roles of Life Satisfaction and Anxiety
Boardman, K., & Grimes, A. (2024) · Applied Research in Quality of Life · doi:10.1007/s11482-024-10375-0 · Cited by 3 · see citing works
Harmful threshold of ICT distraction on the learning process
Fauquet-Alekhine, P. (2015) · London School of Economics and Political Science Research Online (London School of Economics and Political Science) · Cited by 3 · see citing works
Clinical and psychological factors of high-risk behavior and road safety
Bulygina, V. G., Васильченко, А. С., Kalinkin, D. S., & Шпорт, С. В. (2017) · Medico-Biological and Socio-Psychological Problems of Safety in Emergency Situations · doi:10.25016/2541-7487-2017-0-4-83-99 · Cited by 3 · see citing works
Minhad, K. N., Ooi, K. J. A., Bhuiyan, M. A. S., Reaz, M. B. I., & Ali, S. H. M. (2021) · IEEE-EMBS Conference on Biomedical Engineering and Sciences · doi:10.1109/iecbes48179.2021.9398844 · Cited by 3 · see citing works
Horan, L. M. (2015) · University of Bedfordshire Repository (University of Bedfordshire) · Cited by 3 · see citing works
- Authors
- Chan, M., & Singhal, A.
- Affiliations
- University of Alberta (CA)
- Corresponding author
- Chan, Michelle
- Venue
- Accident Analysis & Prevention
- Publisher
- Elsevier BV
- Published
- 2013-01
- Volume
- 50
- Pages
- 147-154
- ISSN
- 0001-4575 (ISSN-L)
- OpenAlex
- W2123440107
- Cited by
- 145
- References
- 41
- Citations by year
- 2026: 7 · 2025: 5 · 2024: 13 · 2023: 9 · 2022: 17 · 2021: 7 · 2020: 13 · 2019: 18 · 2018: 8 · 2017: 15 · 2016: 15 · 2015: 6 · 2014: 6 · 2013: 4 · 2012: 2
- FWCI
- 8.69
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Accident Analysis & Prevention (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Natural Sciences and Engineering Research Council (NSERC) of Canada
- NSERC
- Topics
- Social Sciences › Psychology › Social Psychology › Human-Automation Interaction and Safety
- Physical Sciences › Engineering › Safety, Risk, Reliability and Quality › Traffic and Road Safety
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Keywords
- emotional distraction, driver distraction, road safety, emotional words, valence, attentional bias, driving performance, speed, memory retrieval, arousal, dual-task paradigm, roadside billboards, driving simulator
- MeSH terms
- Accidents, Traffic, Adolescent, Adult, Advertising, Analysis of Variance, Attention, Automobile Driving, Emotions, Female, Humans, Male, Risk Factors
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